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": [
- "