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willettk/ll70.ipynb

Created November 10, 2016 15:19
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LL70 prelims
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ll70.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Load packages\n",
"import pandas as pd\n",
"from altair import Chart,X,Y,Scale,Bin"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Read in data on LL70 prelims (manually scraped from http://learnedleague.com/thorsten/championship/ll70prelims/)\n",
"ll70 = pd.read_csv(\"data/ll70_prelims.csv\")\n",
"ll70['prelimQP'] = (ll70['match1'] + ll70['match2'] + \n",
" ll70['match3'] + ll70['match4'] + ll70['match5']) / 30."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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"var spec = {\"data\": {\"values\": [{\"match5\": 4, \"match4\": 4, \"match3\": 4, \"name\": \"VicichC\", \"match1\": 4, \"advanced?\": true, \"group\": \"A\", \"prelimQP\": 0.7, \"regularQP\": 0.871, \"match2\": 5}, {\"match5\": 2, \"match4\": 4, \"match3\": 4, \"name\": \"BlankenshipJ\", \"match1\": 4, \"advanced?\": true, \"group\": \"A\", \"prelimQP\": 0.5666666666666667, \"regularQP\": 0.867, \"match2\": 3}, {\"match5\": 3, \"match4\": 5, \"match3\": 5, \"name\": \"DhuwaliaR\", \"match1\": 4, \"advanced?\": true, \"group\": \"A\", \"prelimQP\": 0.7333333333333333, \"regularQP\": 0.878, \"match2\": 5}, {\"match5\": 3, \"match4\": 4, \"match3\": 3, \"name\": \"FryedBetaKappa\", \"match1\": 4, \"advanced?\": true, \"group\": \"A\", \"prelimQP\": 0.6, \"regularQP\": 0.84, \"match2\": 4}, {\"match5\": 2, \"match4\": 1, \"match3\": 1, \"name\": \"MamulaD\", \"match1\": 1, \"advanced?\": false, \"group\": \"A\", \"prelimQP\": 0.23333333333333334, \"regularQP\": 0.893, \"match2\": 2}, 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\"match4\": 5, \"match3\": 5, \"name\": \"SwisdakM\", \"match1\": 3, \"advanced?\": true, \"group\": \"D\", \"prelimQP\": 0.6, \"regularQP\": 0.862, \"match2\": 4}, {\"match5\": 2, \"match4\": 1, \"match3\": 2, \"name\": \"KavanaughP\", \"match1\": 3, \"advanced?\": true, \"group\": \"D\", \"prelimQP\": 0.3333333333333333, \"regularQP\": 0.745, \"match2\": 2}, {\"match5\": 2, \"match4\": 3, \"match3\": 2, \"name\": \"ArnessMK\", \"match1\": 2, \"advanced?\": false, \"group\": \"D\", \"prelimQP\": 0.36666666666666664, \"regularQP\": 0.82, \"match2\": 2}, {\"match5\": 1, \"match4\": 2, \"match3\": 2, \"name\": \"DuellM\", \"match1\": 2, \"advanced?\": false, \"group\": \"D\", \"prelimQP\": 0.26666666666666666, \"regularQP\": 0.8270000000000001, \"match2\": 1}, {\"match5\": 3, \"match4\": 5, \"match3\": 5, \"name\": \"FrielP\", \"match1\": 5, \"advanced?\": true, \"group\": \"E\", \"prelimQP\": 0.7666666666666667, \"regularQP\": 0.835, \"match2\": 5}, {\"match5\": 5, \"match4\": 5, \"match3\": 6, \"name\": \"RobbinsM\", \"match1\": 6, \"advanced?\": true, \"group\": \"E\", \"prelimQP\": 0.9333333333333333, \"regularQP\": 0.873, \"match2\": 6}, {\"match5\": 1, \"match4\": 4, \"match3\": 3, \"name\": \"FrazeeD\", \"match1\": 2, \"advanced?\": true, \"group\": \"E\", \"prelimQP\": 0.43333333333333335, \"regularQP\": 0.84, \"match2\": 3}, {\"match5\": 2, \"match4\": 1, \"match3\": 2, \"name\": \"ChakravartiS\", \"match1\": 3, \"advanced?\": true, \"group\": \"E\", \"prelimQP\": 0.4, \"regularQP\": 0.845, \"match2\": 4}, {\"match5\": 2, \"match4\": 0, \"match3\": 2, \"name\": \"ArpinA2\", \"match1\": 2, \"advanced?\": false, \"group\": \"E\", \"prelimQP\": 0.3333333333333333, \"regularQP\": 0.693, \"match2\": 4}, {\"match5\": 0, \"match4\": 0, \"match3\": 0, \"name\": \"ClaytonL\", \"match1\": 0, \"advanced?\": false, \"group\": \"E\", \"prelimQP\": 0.0, \"regularQP\": 0.841, \"match2\": 0}, {\"match5\": 4, \"match4\": 6, \"match3\": 6, \"name\": \"PerryS\", \"match1\": 5, \"advanced?\": true, \"group\": \"F\", \"prelimQP\": 0.9, \"regularQP\": 0.9259999999999999, \"match2\": 6}, {\"match5\": 4, \"match4\": 3, \"match3\": 4, \"name\": \"RossC\", \"match1\": 3, \"advanced?\": true, \"group\": \"F\", \"prelimQP\": 0.6333333333333333, \"regularQP\": 0.8909999999999999, \"match2\": 5}, {\"match5\": 2, \"match4\": 2, \"match3\": 4, \"name\": \"HessJa\", \"match1\": 3, \"advanced?\": true, \"group\": \"F\", \"prelimQP\": 0.4666666666666667, \"regularQP\": 0.732, \"match2\": 3}, {\"match5\": 2, \"match4\": 1, \"match3\": 2, \"name\": \"HuntOI\", \"match1\": 3, \"advanced?\": true, \"group\": \"F\", \"prelimQP\": 0.36666666666666664, \"regularQP\": 0.8370000000000001, \"match2\": 3}, {\"match5\": 1, \"match4\": 1, \"match3\": 3, \"name\": \"SchroederB\", \"match1\": 2, \"advanced?\": false, \"group\": \"F\", \"prelimQP\": 0.3333333333333333, \"regularQP\": 0.879, \"match2\": 3}, {\"match5\": 0, \"match4\": 0, \"match3\": 0, \"name\": \"RappW\", \"match1\": 0, \"advanced?\": false, \"group\": \"F\", \"prelimQP\": 0.0, \"regularQP\": 0.797, \"match2\": 0}, {\"match5\": 2, \"match4\": 5, \"match3\": 6, \"name\": \"SmithEJM\", \"match1\": 5, \"advanced?\": true, \"group\": \"G\", \"prelimQP\": 0.7666666666666667, \"regularQP\": 0.7759999999999999, \"match2\": 5}, {\"match5\": 3, \"match4\": 5, \"match3\": 3, \"name\": \"HaynesD\", \"match1\": 3, \"advanced?\": true, \"group\": \"G\", \"prelimQP\": 0.5666666666666667, \"regularQP\": 0.937, \"match2\": 3}, {\"match5\": 3, \"match4\": 6, \"match3\": 2, \"name\": \"WillettK\", \"match1\": 4, \"advanced?\": true, \"group\": \"G\", \"prelimQP\": 0.6666666666666666, \"regularQP\": 0.747, \"match2\": 5}, {\"match5\": 4, \"match4\": 4, \"match3\": 4, \"name\": \"WhitlockS\", \"match1\": 3, \"advanced?\": true, \"group\": \"G\", \"prelimQP\": 0.7, \"regularQP\": 0.731, \"match2\": 6}, {\"match5\": 2, \"match4\": 3, \"match3\": 4, \"name\": \"KelsoT\", \"match1\": 3, \"advanced?\": true, 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"
},
"metadata": {
"jupyter-vega": "#324d8a09-30cc-4831-98db-ba2f99a2eeb5"
},
"output_type": "display_data"
}
],
"source": [
"c = Chart(ll70).mark_point().encode(\n",
" x=X(field='regularQP',title='Regular season QPct', scale=Scale(domain=[0,1])),\n",
" y=Y(field='prelimQP',title='LL70 prelim QPct', scale=Scale(domain=[0,1])),\n",
" color='group',\n",
" shape='advanced?'\n",
")\n",
"c.configure_cell(height=500, width=500)\n",
"c"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"vega-embed\" id=\"4e4280b3-7ac2-449e-9da1-8883549bf7bc\"></div>\n",
"\n",
"<style>\n",
".vega-embed svg, .vega-embed canvas {\n",
" border: 1px dotted gray;\n",
"}\n",
"\n",
".vega-embed .vega-actions a {\n",
" margin-right: 6px;\n",
"}\n",
"</style>\n"
]
},
"metadata": {
"jupyter-vega": "#4e4280b3-7ac2-449e-9da1-8883549bf7bc"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"data\": {\"values\": [{\"match5\": 4, \"match4\": 4, \"match3\": 4, \"name\": \"VicichC\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.17100000000000004, \"group\": \"A\", \"prelimQP\": 0.7, \"regularQP\": 0.871, \"match2\": 5}, {\"match5\": 2, \"match4\": 4, \"match3\": 4, \"name\": \"BlankenshipJ\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.30033333333333334, \"group\": \"A\", \"prelimQP\": 0.5666666666666667, \"regularQP\": 0.867, \"match2\": 3}, {\"match5\": 3, \"match4\": 5, \"match3\": 5, \"name\": \"DhuwaliaR\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.14466666666666672, \"group\": \"A\", \"prelimQP\": 0.7333333333333333, \"regularQP\": 0.878, \"match2\": 5}, {\"match5\": 3, \"match4\": 4, \"match3\": 3, \"name\": \"FryedBetaKappa\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.24, \"group\": \"A\", \"prelimQP\": 0.6, \"regularQP\": 0.84, \"match2\": 4}, {\"match5\": 2, \"match4\": 1, \"match3\": 1, \"name\": \"MamulaD\", \"match1\": 1, \"advanced?\": false, \"diff\": 0.6596666666666666, \"group\": \"A\", \"prelimQP\": 0.23333333333333334, \"regularQP\": 0.893, \"match2\": 2}, {\"match5\": 1, \"match4\": 2, \"match3\": 2, \"name\": \"HammonB\", \"match1\": 1, \"advanced?\": false, \"diff\": 0.5190000000000001, \"group\": \"A\", \"prelimQP\": 0.3, \"regularQP\": 0.8190000000000001, \"match2\": 3}, {\"match5\": 6, \"match4\": 6, \"match3\": 6, \"name\": \"BahnamanS\", \"match1\": 5, \"advanced?\": true, \"diff\": -0.06766666666666665, \"group\": \"B\", \"prelimQP\": 0.9666666666666667, \"regularQP\": 0.899, \"match2\": 6}, {\"match5\": 5, \"match4\": 5, \"match3\": 6, \"name\": \"UllspergerA\", \"match1\": 5, \"advanced?\": true, \"diff\": 0.021666666666666612, \"group\": \"B\", \"prelimQP\": 0.8333333333333334, \"regularQP\": 0.855, \"match2\": 4}, {\"match5\": 2, \"match4\": 5, \"match3\": 5, \"name\": \"MasonR\", \"match1\": 5, \"advanced?\": true, \"diff\": 0.07733333333333348, \"group\": \"B\", \"prelimQP\": 0.6666666666666666, \"regularQP\": 0.7440000000000001, \"match2\": 3}, {\"match5\": 1, \"match4\": 3, \"match3\": 2, \"name\": \"ArgyrisC\", \"match1\": 2, \"advanced?\": true, \"diff\": 0.3396666666666667, \"group\": \"B\", \"prelimQP\": 0.43333333333333335, \"regularQP\": 0.773, \"match2\": 5}, {\"match5\": 2, \"match4\": 5, \"match3\": 4, \"name\": \"EilertsonB\", \"match1\": 3, \"advanced?\": false, \"diff\": 0.21266666666666667, \"group\": \"B\", \"prelimQP\": 0.6333333333333333, \"regularQP\": 0.846, \"match2\": 5}, {\"match5\": 2, \"match4\": 2, \"match3\": 1, \"name\": \"McNamaraM12\", \"match1\": 2, \"advanced?\": false, \"diff\": 0.4463333333333333, \"group\": \"B\", \"prelimQP\": 0.36666666666666664, \"regularQP\": 0.813, \"match2\": 4}, {\"match5\": 5, \"match4\": 6, \"match3\": 6, \"name\": \"GoffJ\", \"match1\": 6, \"advanced?\": true, \"diff\": -0.056333333333333346, \"group\": \"C\", \"prelimQP\": 0.9333333333333333, \"regularQP\": 0.877, \"match2\": 5}, {\"match5\": 2, 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{\"match5\": 2, \"match4\": 3, \"match3\": 2, \"name\": \"ArnessMK\", \"match1\": 2, \"advanced?\": false, \"diff\": 0.4533333333333333, \"group\": \"D\", \"prelimQP\": 0.36666666666666664, \"regularQP\": 0.82, \"match2\": 2}, {\"match5\": 1, \"match4\": 2, \"match3\": 2, \"name\": \"DuellM\", \"match1\": 2, \"advanced?\": false, \"diff\": 0.5603333333333333, \"group\": \"D\", \"prelimQP\": 0.26666666666666666, \"regularQP\": 0.8270000000000001, \"match2\": 1}, {\"match5\": 3, \"match4\": 5, \"match3\": 5, \"name\": \"FrielP\", \"match1\": 5, \"advanced?\": true, \"diff\": 0.06833333333333325, \"group\": \"E\", \"prelimQP\": 0.7666666666666667, \"regularQP\": 0.835, \"match2\": 5}, {\"match5\": 5, \"match4\": 5, \"match3\": 6, \"name\": \"RobbinsM\", \"match1\": 6, \"advanced?\": true, \"diff\": -0.06033333333333335, \"group\": \"E\", \"prelimQP\": 0.9333333333333333, \"regularQP\": 0.873, \"match2\": 6}, {\"match5\": 1, \"match4\": 4, \"match3\": 3, \"name\": \"FrazeeD\", \"match1\": 2, \"advanced?\": true, \"diff\": 0.4066666666666666, \"group\": \"E\", \"prelimQP\": 0.43333333333333335, \"regularQP\": 0.84, \"match2\": 3}, {\"match5\": 2, \"match4\": 1, \"match3\": 2, \"name\": \"ChakravartiS\", \"match1\": 3, \"advanced?\": true, \"diff\": 0.44499999999999995, \"group\": \"E\", \"prelimQP\": 0.4, \"regularQP\": 0.845, \"match2\": 4}, {\"match5\": 2, \"match4\": 0, \"match3\": 2, \"name\": \"ArpinA2\", \"match1\": 2, \"advanced?\": false, \"diff\": 0.35966666666666663, \"group\": \"E\", \"prelimQP\": 0.3333333333333333, \"regularQP\": 0.693, \"match2\": 4}, {\"match5\": 0, \"match4\": 0, \"match3\": 0, \"name\": \"ClaytonL\", \"match1\": 0, \"advanced?\": false, \"diff\": 0.841, \"group\": \"E\", \"prelimQP\": 0.0, \"regularQP\": 0.841, \"match2\": 0}, {\"match5\": 4, \"match4\": 6, \"match3\": 6, \"name\": \"PerryS\", \"match1\": 5, \"advanced?\": true, \"diff\": 0.025999999999999912, \"group\": \"F\", \"prelimQP\": 0.9, \"regularQP\": 0.9259999999999999, \"match2\": 6}, {\"match5\": 4, \"match4\": 3, \"match3\": 4, \"name\": \"RossC\", \"match1\": 3, \"advanced?\": true, \"diff\": 0.2576666666666666, \"group\": \"F\", \"prelimQP\": 0.6333333333333333, \"regularQP\": 0.8909999999999999, \"match2\": 5}, {\"match5\": 2, \"match4\": 2, \"match3\": 4, \"name\": \"HessJa\", \"match1\": 3, \"advanced?\": true, \"diff\": 0.2653333333333333, \"group\": \"F\", \"prelimQP\": 0.4666666666666667, \"regularQP\": 0.732, \"match2\": 3}, {\"match5\": 2, \"match4\": 1, \"match3\": 2, \"name\": \"HuntOI\", \"match1\": 3, \"advanced?\": true, \"diff\": 0.47033333333333344, \"group\": \"F\", \"prelimQP\": 0.36666666666666664, \"regularQP\": 0.8370000000000001, \"match2\": 3}, {\"match5\": 1, \"match4\": 1, \"match3\": 3, \"name\": \"SchroederB\", \"match1\": 2, \"advanced?\": false, \"diff\": 0.5456666666666667, \"group\": \"F\", \"prelimQP\": 0.3333333333333333, \"regularQP\": 0.879, \"match2\": 3}, {\"match5\": 0, \"match4\": 0, \"match3\": 0, \"name\": \"RappW\", \"match1\": 0, \"advanced?\": false, \"diff\": 0.797, \"group\": \"F\", \"prelimQP\": 0.0, \"regularQP\": 0.797, \"match2\": 0}, {\"match5\": 2, \"match4\": 5, \"match3\": 6, \"name\": \"SmithEJM\", \"match1\": 5, \"advanced?\": true, \"diff\": 0.009333333333333194, \"group\": \"G\", \"prelimQP\": 0.7666666666666667, \"regularQP\": 0.7759999999999999, \"match2\": 5}, {\"match5\": 3, \"match4\": 5, \"match3\": 3, \"name\": \"HaynesD\", \"match1\": 3, \"advanced?\": true, \"diff\": 0.3703333333333334, \"group\": \"G\", \"prelimQP\": 0.5666666666666667, \"regularQP\": 0.937, \"match2\": 3}, {\"match5\": 3, \"match4\": 6, \"match3\": 2, \"name\": \"WillettK\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.08033333333333337, \"group\": \"G\", \"prelimQP\": 0.6666666666666666, \"regularQP\": 0.747, \"match2\": 5}, {\"match5\": 4, \"match4\": 4, \"match3\": 4, \"name\": \"WhitlockS\", \"match1\": 3, \"advanced?\": true, \"diff\": 0.031000000000000028, \"group\": \"G\", \"prelimQP\": 0.7, \"regularQP\": 0.731, \"match2\": 6}, {\"match5\": 2, \"match4\": 3, \"match3\": 4, \"name\": \"KelsoT\", \"match1\": 3, \"advanced?\": true, \"diff\": 0.278, \"group\": \"G\", \"prelimQP\": 0.6, \"regularQP\": 0.878, \"match2\": 6}, {\"match5\": 1, \"match4\": 3, \"match3\": 3, \"name\": \"NickersonM\", \"match1\": 3, \"advanced?\": true, \"diff\": 0.45966666666666667, \"group\": \"G\", \"prelimQP\": 0.43333333333333335, \"regularQP\": 0.893, \"match2\": 3}, {\"match5\": 2, \"match4\": 0, \"match3\": 3, \"name\": \"RitzE\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.43299999999999994, \"group\": \"G\", \"prelimQP\": 0.4, \"regularQP\": 0.833, \"match2\": 3}, {\"match5\": 2, \"match4\": 2, \"match3\": 4, \"name\": \"MattinglyD\", \"match1\": 2, \"advanced?\": true, \"diff\": 0.38, \"group\": \"G\", \"prelimQP\": 0.4, \"regularQP\": 0.78, \"match2\": 2}]}, \"encoding\": {\"color\": {\"field\": \"group\", \"type\": \"nominal\"}, \"text\": {\"field\": \"name\", \"type\": \"nominal\"}, \"y\": {\"field\": \"prelimQP\", \"scale\": {\"domain\": [0.0, 1.0]}, \"type\": \"quantitative\", \"title\": \"LL70 prelim QPct\"}, \"x\": {\"field\": \"regularQP\", \"scale\": {\"domain\": [0.6, 1.0]}, \"type\": \"quantitative\", \"title\": \"Regular season QPct\"}}, \"config\": {\"cell\": {\"width\": 500.0, \"height\": 500.0}}, \"mark\": \"text\"};\n",
"var selector = \"#4e4280b3-7ac2-449e-9da1-8883549bf7bc\";\n",
"var type = \"vega-lite\";\n",
"\n",
"var output_area = this;\n",
"require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
" vega.render(selector, spec, type, output_area);\n",
"}, function (err) {\n",
" if (err.requireType !== 'scripterror') {\n",
" throw(err);\n",
" }\n",
"});\n"
]
},
"metadata": {
"jupyter-vega": "#4e4280b3-7ac2-449e-9da1-8883549bf7bc"
},
"output_type": "display_data"
},
{
"data": {
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"
},
"metadata": {
"jupyter-vega": "#4e4280b3-7ac2-449e-9da1-8883549bf7bc"
},
"output_type": "display_data"
}
],
"source": [
"c = Chart(ll70).mark_text().encode(\n",
" x=X(field='regularQP',title='Regular season QPct', scale=Scale(domain=[0.6,1])),\n",
" y=Y(field='prelimQP',title='LL70 prelim QPct', scale=Scale(domain=[0,1])),\n",
" color='group',\n",
" text='name'\n",
")\n",
"c.configure_cell(height=500, width=500)\n",
"c"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div class=\"vega-embed\" id=\"729ffc00-d04e-4548-bfc5-2952ea795401\"></div>\n",
"\n",
"<style>\n",
".vega-embed svg, .vega-embed canvas {\n",
" border: 1px dotted gray;\n",
"}\n",
"\n",
".vega-embed .vega-actions a {\n",
" margin-right: 6px;\n",
"}\n",
"</style>\n"
]
},
"metadata": {
"jupyter-vega": "#729ffc00-d04e-4548-bfc5-2952ea795401"
},
"output_type": "display_data"
},
{
"data": {
"application/javascript": [
"var spec = {\"data\": {\"values\": [{\"match5\": 4, \"match4\": 4, \"match3\": 4, \"name\": \"VicichC\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.17100000000000004, \"group\": \"A\", \"prelimQP\": 0.7, \"regularQP\": 0.871, \"match2\": 5}, {\"match5\": 2, \"match4\": 4, \"match3\": 4, \"name\": \"BlankenshipJ\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.30033333333333334, \"group\": \"A\", \"prelimQP\": 0.5666666666666667, \"regularQP\": 0.867, \"match2\": 3}, {\"match5\": 3, \"match4\": 5, \"match3\": 5, \"name\": \"DhuwaliaR\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.14466666666666672, \"group\": \"A\", \"prelimQP\": 0.7333333333333333, \"regularQP\": 0.878, \"match2\": 5}, {\"match5\": 3, \"match4\": 4, \"match3\": 3, \"name\": \"FryedBetaKappa\", \"match1\": 4, \"advanced?\": true, \"diff\": 0.24, \"group\": \"A\", \"prelimQP\": 0.6, \"regularQP\": 0.84, \"match2\": 4}, {\"match5\": 2, \"match4\": 1, \"match3\": 1, \"name\": \"MamulaD\", \"match1\": 1, 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"
},
"metadata": {
"jupyter-vega": "#729ffc00-d04e-4548-bfc5-2952ea795401"
},
"output_type": "display_data"
}
],
"source": [
"ll70['diff'] = ll70.regularQP - ll70.prelimQP\n",
"c = Chart(ll70).mark_bar(opacity=.75).encode(\n",
" x=X('diff', bin=Bin(maxbins=20),title='(Regular season QP - LL70 prelim QP)',scale=Scale(domain=[-1,1])),\n",
" y=Y('count(*)',title='Number'),\n",
")\n",
"c"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The average LL70 prelims player had their QPct drop by 65.0%,\n",
"or the equivalent of going from a 0.829 to 0.539 player.\n"
]
}
],
"source": [
"print \"The average LL70 prelims player had their QPct drop by {:.1f}%,\\nor the equivalent of going from a {:.3f} to {:.3f} player.\".format((ll70.prelimQP/ll70.regularQP).mean()*100,ll70.regularQP.mean(),ll70.prelimQP.mean())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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