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| { | |
| "cells": [ | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "# Introduction\nI find the official example __Grouped Bar__ from altair and vega-lite isn't what we would nomrally use. It requires some tweaks to modify the style. It may be hard to make it become the default, but I think an example would help at least." | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "# Difference\n* x-axis should show the category/bin instead of repeating the legend\n* x-axis will not repeatly show the name of the columns.\n* No weird box between grouped bar\n" | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "# Current Example of Grouped Bar" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "import altair as alt\nfrom vega_datasets import data\n\nsource = data.barley()\n\nalt.Chart(source).mark_bar().encode(\n x='year:O',\n y='sum(yield):Q',\n color='year:N',\n column='site:N'\n)", | |
| "execution_count": 5, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 5, | |
| "data": { | |
| "text/html": "\n<div id=\"altair-viz-8231b02ddac64eb9b46314777fc62f7b\"></div>\n<script type=\"text/javascript\">\n (function(spec, embedOpt){\n const outputDiv = document.getElementById(\"altair-viz-8231b02ddac64eb9b46314777fc62f7b\");\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//[email protected]?noext\",\n \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n };\n\n function loadScript(lib) {\n return new Promise(function(resolve, reject) {\n var s = document.createElement('script');\n s.src = paths[lib];\n s.async = true;\n s.onload = () => resolve(paths[lib]);\n s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n document.getElementsByTagName(\"head\")[0].appendChild(s);\n });\n }\n\n function showError(err) {\n outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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: ${err.message}`));\n } else if (typeof vegaEmbed === \"function\") {\n displayChart(vegaEmbed);\n } else {\n loadScript(\"vega\")\n .then(() => loadScript(\"vega-lite\"))\n .then(() => loadScript(\"vega-embed\"))\n .catch(showError)\n .then(() => displayChart(vegaEmbed));\n }\n })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-093ece8c35bb2d41094cfb6138ec810b\"}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"year\"}, \"column\": {\"type\": \"nominal\", \"field\": \"site\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"year\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"sum\", \"field\": \"yield\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-093ece8c35bb2d41094cfb6138ec810b\": [{\"yield\": 27.0, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 48.86667, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 27.43334, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 39.93333, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 32.96667, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 28.96667, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 43.06666, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 55.2, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 28.76667, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 38.13333, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 29.13333, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 29.66667, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 35.13333, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 47.33333, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 25.76667, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 40.46667, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 29.66667, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 25.7, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 39.9, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 50.23333, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 26.13333, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 41.33333, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 23.03333, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 26.3, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 36.56666, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 63.8333, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 43.76667, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 46.93333, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 29.76667, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 33.93333, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 43.26667, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 58.1, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 28.7, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 45.66667, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 32.16667, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 33.6, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 36.6, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 65.7667, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 30.36667, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 48.56666, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 24.93334, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 28.1, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 32.76667, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 48.56666, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 29.86667, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 41.6, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 34.7, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 32.0, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 24.66667, \"variety\": \"No. 475\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 46.76667, \"variety\": \"No. 475\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 22.6, \"variety\": \"No. 475\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 44.1, \"variety\": \"No. 475\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 19.7, \"variety\": \"No. 475\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 33.06666, \"variety\": \"No. 475\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 39.3, \"variety\": \"Wisconsin No. 38\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 58.8, \"variety\": \"Wisconsin No. 38\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 29.46667, \"variety\": \"Wisconsin No. 38\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 49.86667, \"variety\": \"Wisconsin No. 38\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 34.46667, \"variety\": \"Wisconsin No. 38\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 31.6, \"variety\": \"Wisconsin No. 38\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 26.9, \"variety\": \"Manchuria\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 33.46667, \"variety\": \"Manchuria\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 34.36666, \"variety\": \"Manchuria\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 32.96667, \"variety\": \"Manchuria\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 22.13333, \"variety\": \"Manchuria\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 22.56667, \"variety\": \"Manchuria\", \"year\": 1932, \"site\": \"Duluth\"}, {\"yield\": 36.8, \"variety\": \"Glabron\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 37.73333, \"variety\": \"Glabron\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 35.13333, \"variety\": \"Glabron\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 26.16667, \"variety\": \"Glabron\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 14.43333, \"variety\": \"Glabron\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 25.86667, \"variety\": \"Glabron\", \"year\": 1932, \"site\": \"Duluth\"}, {\"yield\": 27.43334, \"variety\": \"Svansota\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 38.5, \"variety\": \"Svansota\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 35.03333, \"variety\": \"Svansota\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 20.63333, \"variety\": \"Svansota\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 16.63333, \"variety\": \"Svansota\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 22.23333, \"variety\": \"Svansota\", \"year\": 1932, \"site\": \"Duluth\"}, {\"yield\": 26.8, \"variety\": \"Velvet\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 37.4, \"variety\": \"Velvet\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 38.83333, \"variety\": \"Velvet\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 32.06666, \"variety\": \"Velvet\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 32.23333, \"variety\": \"Velvet\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 22.46667, \"variety\": \"Velvet\", \"year\": 1932, \"site\": \"Duluth\"}, {\"yield\": 29.06667, \"variety\": \"Trebi\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 49.2333, \"variety\": \"Trebi\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 46.63333, \"variety\": \"Trebi\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 41.83333, \"variety\": \"Trebi\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 20.63333, \"variety\": \"Trebi\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 30.6, \"variety\": \"Trebi\", \"year\": 1932, \"site\": \"Duluth\"}, {\"yield\": 26.43334, \"variety\": \"No. 457\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 42.2, \"variety\": \"No. 457\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 43.53334, \"variety\": \"No. 457\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 34.33333, \"variety\": \"No. 457\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 19.46667, \"variety\": \"No. 457\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 22.7, \"variety\": \"No. 457\", \"year\": 1932, \"site\": \"Duluth\"}, {\"yield\": 25.56667, \"variety\": \"No. 462\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 44.7, \"variety\": \"No. 462\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 47.0, \"variety\": \"No. 462\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 30.53333, \"variety\": \"No. 462\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 19.9, \"variety\": \"No. 462\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 22.5, \"variety\": \"No. 462\", \"year\": 1932, \"site\": \"Duluth\"}, {\"yield\": 28.06667, \"variety\": \"Peatland\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 36.03333, \"variety\": \"Peatland\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 43.2, \"variety\": \"Peatland\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 25.23333, \"variety\": \"Peatland\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 26.76667, \"variety\": \"Peatland\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 31.36667, \"variety\": \"Peatland\", \"year\": 1932, \"site\": \"Duluth\"}, {\"yield\": 30.0, \"variety\": \"No. 475\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 41.26667, \"variety\": \"No. 475\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 44.23333, \"variety\": \"No. 475\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 32.13333, \"variety\": \"No. 475\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 15.23333, \"variety\": \"No. 475\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 27.36667, \"variety\": \"No. 475\", \"year\": 1932, \"site\": \"Duluth\"}, {\"yield\": 38.0, \"variety\": \"Wisconsin No. 38\", \"year\": 1932, \"site\": \"University Farm\"}, {\"yield\": 58.16667, \"variety\": \"Wisconsin No. 38\", \"year\": 1932, \"site\": \"Waseca\"}, {\"yield\": 47.16667, \"variety\": \"Wisconsin No. 38\", \"year\": 1932, \"site\": \"Morris\"}, {\"yield\": 35.9, \"variety\": \"Wisconsin No. 38\", \"year\": 1932, \"site\": \"Crookston\"}, {\"yield\": 20.66667, \"variety\": \"Wisconsin No. 38\", \"year\": 1932, \"site\": \"Grand Rapids\"}, {\"yield\": 29.33333, \"variety\": \"Wisconsin No. 38\", \"year\": 1932, \"site\": \"Duluth\"}]}}, {\"mode\": \"vega-lite\"});\n</script>", | |
| "text/plain": "alt.Chart(...)" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "cell_type": "markdown", | |
| "source": "# Expected Group bar" | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "import altair as alt\nfrom vega_datasets import data\n\nsource = data.barley()\n\nalt.Chart(source).mark_bar().encode(\n x='year:O', y=alt.Y('sum(yield):Q'), color='year:N',\n column='site:N').configure_axisY(\n grid=False,\n title=None,\n).configure_axisX(\n ticks=False,\n labels=False,\n title=None,\n).configure_view(\n stroke=None\n).configure_facet(\n spacing=0\n).configure_scale(\n bandPaddingInner=0,\n bandPaddingOuter=0.5\n).configure_header(labelOrient='bottom',\n labelPadding=6,\n titleOrient='bottom')", | |
| "execution_count": 51, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 51, | |
| "data": { | |
| "text/html": "\n<div id=\"altair-viz-5cebe3f0afd54792baeee9fcbedeaf99\"></div>\n<script type=\"text/javascript\">\n (function(spec, embedOpt){\n const outputDiv = document.getElementById(\"altair-viz-5cebe3f0afd54792baeee9fcbedeaf99\");\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//[email protected]?noext\",\n \"vega-embed\": \"https://cdn.jsdelivr.net/npm//vega-embed@6?noext\",\n };\n\n function loadScript(lib) {\n return new Promise(function(resolve, reject) {\n var s = document.createElement('script');\n s.src = paths[lib];\n s.async = true;\n s.onload = () => resolve(paths[lib]);\n s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n document.getElementsByTagName(\"head\")[0].appendChild(s);\n });\n }\n\n function showError(err) {\n outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${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: ${err.message}`));\n } else if (typeof vegaEmbed === \"function\") {\n displayChart(vegaEmbed);\n } else {\n loadScript(\"vega\")\n .then(() => loadScript(\"vega-lite\"))\n .then(() => loadScript(\"vega-embed\"))\n .catch(showError)\n .then(() => displayChart(vegaEmbed));\n }\n })({\"config\": {\"view\": {\"continuousWidth\": 400, \"continuousHeight\": 300, \"stroke\": null}, \"axisX\": {\"labels\": false, \"ticks\": false, \"title\": null}, \"axisY\": {\"grid\": false, \"title\": null}, \"facet\": {\"spacing\": 0}, \"header\": {\"labelOrient\": \"bottom\", \"labelPadding\": 6, \"titleOrient\": \"bottom\"}, \"scale\": {\"bandPaddingInner\": 0, \"bandPaddingOuter\": 0.5}}, \"data\": {\"name\": \"data-093ece8c35bb2d41094cfb6138ec810b\"}, \"mark\": \"bar\", \"encoding\": {\"color\": {\"type\": \"nominal\", \"field\": \"year\"}, \"column\": {\"type\": \"nominal\", \"field\": \"site\"}, \"x\": {\"type\": \"ordinal\", \"field\": \"year\"}, \"y\": {\"type\": \"quantitative\", \"aggregate\": \"sum\", \"field\": \"yield\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v4.0.2.json\", \"datasets\": {\"data-093ece8c35bb2d41094cfb6138ec810b\": [{\"yield\": 27.0, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 48.86667, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 27.43334, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 39.93333, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 32.96667, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 28.96667, \"variety\": \"Manchuria\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 43.06666, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 55.2, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 28.76667, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 38.13333, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 29.13333, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 29.66667, \"variety\": \"Glabron\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 35.13333, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 47.33333, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 25.76667, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 40.46667, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 29.66667, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 25.7, \"variety\": \"Svansota\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 39.9, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 50.23333, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 26.13333, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 41.33333, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 23.03333, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 26.3, \"variety\": \"Velvet\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 36.56666, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 63.8333, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 43.76667, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 46.93333, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 29.76667, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 33.93333, \"variety\": \"Trebi\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 43.26667, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 58.1, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 28.7, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 45.66667, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 32.16667, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 33.6, \"variety\": \"No. 457\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 36.6, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 65.7667, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 30.36667, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 48.56666, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 24.93334, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 28.1, \"variety\": \"No. 462\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 32.76667, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 48.56666, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 29.86667, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 41.6, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Crookston\"}, {\"yield\": 34.7, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Grand Rapids\"}, {\"yield\": 32.0, \"variety\": \"Peatland\", \"year\": 1931, \"site\": \"Duluth\"}, {\"yield\": 24.66667, \"variety\": \"No. 475\", \"year\": 1931, \"site\": \"University Farm\"}, {\"yield\": 46.76667, \"variety\": \"No. 475\", \"year\": 1931, \"site\": \"Waseca\"}, {\"yield\": 22.6, \"variety\": \"No. 475\", \"year\": 1931, \"site\": \"Morris\"}, {\"yield\": 44.1, \"variety\": \"No. 475\", 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