diff --git "a/build.ipynb" "b/build.ipynb" --- "a/build.ipynb" +++ "b/build.ipynb" @@ -704,30 +704,30 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 48, "id": "a8b637de", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "'Yesavage, Trey'" + "'Williams, Devin'" ] }, - "execution_count": 38, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pitchers = sorted(df_fit[\"player_name\"].unique().tolist())\n", - "SELECTED_PITCHER = pitchers[1071] if pitchers else None\n", + "SELECTED_PITCHER = pitchers[1041] if pitchers else None\n", "SELECTED_PITCHER" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 49, "id": "cbcd0c40", "metadata": {}, "outputs": [ @@ -772,86 +772,86 @@ " \n", " \n", " \n", - " 4680\n", - " Yesavage, Trey\n", - " FF\n", + " 4547\n", + " Williams, Devin\n", + " CH\n", " R\n", - " 270\n", - " 94.316296\n", - " 2261.159259\n", - " 19.478667\n", - " 4.481778\n", - " 7.049444\n", - " -0.444111\n", - " 0.262963\n", - " 0.166667\n", - " 0.277778\n", - " 0.333333\n", - " 7\n", - " FF: Arm-Side • Moderate Run, Moderate Ride • S...\n", + " 636\n", + " 83.724057\n", + " 2734.992126\n", + " -4.718491\n", + " 19.226792\n", + " 5.147233\n", + " -2.511509\n", + " 0.320755\n", + " 0.356725\n", + " 0.250000\n", + " 0.279874\n", + " 1\n", + " SL: Glove-Side • Moderate Sweep, Subtle Drop •...\n", " \n", " \n", - " 4681\n", - " Yesavage, Trey\n", - " FS\n", + " 4548\n", + " Williams, Devin\n", + " FC\n", " R\n", - " 179\n", - " 83.810615\n", - " 1526.659218\n", - " 7.390391\n", - " 11.720447\n", - " 7.175978\n", - " -0.480168\n", - " 0.458101\n", - " 0.586207\n", - " 0.200000\n", - " 0.284916\n", " 6\n", - " CH: Arm-Side • Moderate Run, Moderate Ride • W...\n", + " 89.266667\n", + " 2411.833333\n", + " 13.26\n", + " -1.28\n", + " 5.521667\n", + " -2.38\n", + " 0.500000\n", + " 0.666667\n", + " 0.000000\n", + " 0.333333\n", + " 1\n", + " SL: Glove-Side • Moderate Sweep, Subtle Drop •...\n", " \n", " \n", - " 4682\n", - " Yesavage, Trey\n", - " SL\n", + " 4549\n", + " Williams, Devin\n", + " FF\n", " R\n", - " 209\n", - " 88.494737\n", - " 2212.5311\n", - " 4.704115\n", - " 3.711388\n", - " 7.129378\n", - " -0.584833\n", - " 0.325359\n", - " 0.377358\n", - " 0.400000\n", - " 0.301435\n", - " 1\n", - " SL: Glove-Side • Moderate Sweep, Subtle Drop •...\n", + " 584\n", + " 94.123973\n", + " 2365.510274\n", + " 15.680548\n", + " 12.834452\n", + " 5.391387\n", + " -2.346592\n", + " 0.289384\n", + " 0.333333\n", + " 0.385965\n", + " 0.248288\n", + " 7\n", + " FF: Arm-Side • Moderate Run, Moderate Ride • S...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " player_name pitch_type p_throws n velo spin \\\n", - "4680 Yesavage, Trey FF R 270 94.316296 2261.159259 \n", - "4681 Yesavage, Trey FS R 179 83.810615 1526.659218 \n", - "4682 Yesavage, Trey SL R 209 88.494737 2212.5311 \n", + " player_name pitch_type p_throws n velo spin \\\n", + "4547 Williams, Devin CH R 636 83.724057 2734.992126 \n", + "4548 Williams, Devin FC R 6 89.266667 2411.833333 \n", + "4549 Williams, Devin FF R 584 94.123973 2365.510274 \n", "\n", " ivb_in hb_as_in rel_height rel_side csw whiff_rate \\\n", - "4680 19.478667 4.481778 7.049444 -0.444111 0.262963 0.166667 \n", - "4681 7.390391 11.720447 7.175978 -0.480168 0.458101 0.586207 \n", - "4682 4.704115 3.711388 7.129378 -0.584833 0.325359 0.377358 \n", + "4547 -4.718491 19.226792 5.147233 -2.511509 0.320755 0.356725 \n", + "4548 13.26 -1.28 5.521667 -2.38 0.500000 0.666667 \n", + "4549 15.680548 12.834452 5.391387 -2.346592 0.289384 0.333333 \n", "\n", " gb_rate zone_pct cluster \\\n", - "4680 0.277778 0.333333 7 \n", - "4681 0.200000 0.284916 6 \n", - "4682 0.400000 0.301435 1 \n", + "4547 0.250000 0.279874 1 \n", + "4548 0.000000 0.333333 1 \n", + "4549 0.385965 0.248288 7 \n", "\n", " cluster_name \n", - "4680 FF: Arm-Side • Moderate Run, Moderate Ride • S... \n", - "4681 CH: Arm-Side • Moderate Run, Moderate Ride • W... \n", - "4682 SL: Glove-Side • Moderate Sweep, Subtle Drop •... " + "4547 SL: Glove-Side • Moderate Sweep, Subtle Drop •... \n", + "4548 SL: Glove-Side • Moderate Sweep, Subtle Drop •... \n", + "4549 FF: Arm-Side • Moderate Run, Moderate Ride • S... " ] }, "metadata": {}, @@ -867,96 +867,96 @@ { "customdata": [ [ - "Yesavage, Trey", - "FF", + "Williams, Devin", + "CH", "R", - 94.3162962962963, - 0.16666666666666666, - 0.2777777777777778, - 0.26296296296296295 + 83.72405660377359, + 0.3567251461988304, + 0.25, + 0.32075471698113206 ] ], "hovertemplate": "pitch_type=%{customdata[1]}
hb_as_in=%{x}
ivb_in=%{y}
player_name=%{customdata[0]}
p_throws=%{customdata[2]}
velo=%{customdata[3]}
whiff_rate=%{customdata[4]}
gb_rate=%{customdata[5]}
csw=%{customdata[6]}", - "legendgroup": "FF", + "legendgroup": "CH", "marker": { "color": "#636efa", "symbol": "circle" }, "mode": "markers", - "name": "FF", + "name": "CH", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ - 4.481777777777777 + 19.22679245283019 ], "xaxis": "x", "y": [ - 19.478666666666665 + -4.718490566037736 ], "yaxis": "y" }, { "customdata": [ [ - "Yesavage, Trey", - "FS", + "Williams, Devin", + "FC", "R", - 83.81061452513967, - 0.5862068965517241, - 0.2, - 0.4581005586592179 + 89.26666666666667, + 0.6666666666666666, + 0, + 0.5 ] ], "hovertemplate": "pitch_type=%{customdata[1]}
hb_as_in=%{x}
ivb_in=%{y}
player_name=%{customdata[0]}
p_throws=%{customdata[2]}
velo=%{customdata[3]}
whiff_rate=%{customdata[4]}
gb_rate=%{customdata[5]}
csw=%{customdata[6]}", - "legendgroup": "FS", + "legendgroup": "FC", "marker": { "color": "#EF553B", "symbol": "circle" }, "mode": "markers", - "name": "FS", + "name": "FC", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ - 11.720446927374303 + -1.28 ], "xaxis": "x", "y": [ - 7.390391061452514 + 13.26 ], "yaxis": "y" }, { "customdata": [ [ - "Yesavage, Trey", - "SL", + "Williams, Devin", + "FF", "R", - 88.49473684210527, - 0.37735849056603776, - 0.4, - 0.3253588516746411 + 94.12397260273973, + 0.3333333333333333, + 0.38596491228070173, + 0.2893835616438356 ] ], "hovertemplate": "pitch_type=%{customdata[1]}
hb_as_in=%{x}
ivb_in=%{y}
player_name=%{customdata[0]}
p_throws=%{customdata[2]}
velo=%{customdata[3]}
whiff_rate=%{customdata[4]}
gb_rate=%{customdata[5]}
csw=%{customdata[6]}", - "legendgroup": "SL", + "legendgroup": "FF", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", - "name": "SL", + "name": "FF", "orientation": "v", "showlegend": true, "type": "scatter", "x": [ - 3.711387559808612 + 12.83445205479452 ], "xaxis": "x", "y": [ - 4.704114832535885 + 15.68054794520548 ], "yaxis": "y" } @@ -1890,9 +1890,9 @@ } }, "text/html": [ - "