From 9db192ba4df7cc88f7f24b81d9102b1aec7dbd81 Mon Sep 17 00:00:00 2001
From: Adam Erispaha <aerispaha@gmail.com>
Date: Thu, 19 Dec 2024 16:27:21 -0500
Subject: [PATCH] clean up the pyswmm example a bit more

---
 docs/usage/working_with_pyswmm.ipynb | 24798 +++++++++++++++++--------
 1 file changed, 17108 insertions(+), 7690 deletions(-)

diff --git a/docs/usage/working_with_pyswmm.ipynb b/docs/usage/working_with_pyswmm.ipynb
index d9a03b2..7b423b5 100644
--- a/docs/usage/working_with_pyswmm.ipynb
+++ b/docs/usage/working_with_pyswmm.ipynb
@@ -104,12 +104,12 @@
    "metadata": {},
    "source": [
     "## Animating Link Flows \n",
-    "Let's out post-processing up a notch by animating the flows in the network:"
+    "Let's turn our post-processing up a notch by animating the flows in the network: "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -300,42 +300,42 @@
        "</style>\n",
        "\n",
        "<div class=\"animation\">\n",
-       "  <img id=\"_anim_img22fd1faaafdf43cea8ea61aedd4bdfb9\">\n",
+       "  <img id=\"_anim_img52358774abc949eebcb8e40e31261e61\">\n",
        "  <div class=\"anim-controls\">\n",
-       "    <input id=\"_anim_slider22fd1faaafdf43cea8ea61aedd4bdfb9\" type=\"range\" class=\"anim-slider\"\n",
+       "    <input id=\"_anim_slider52358774abc949eebcb8e40e31261e61\" type=\"range\" class=\"anim-slider\"\n",
        "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
-       "           oninput=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.set_frame(parseInt(this.value));\">\n",
+       "           oninput=\"anim52358774abc949eebcb8e40e31261e61.set_frame(parseInt(this.value));\">\n",
        "    <div class=\"anim-buttons\">\n",
-       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.slower()\">\n",
+       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"anim52358774abc949eebcb8e40e31261e61.slower()\">\n",
        "          <i class=\"fa fa-minus\"></i></button>\n",
-       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.first_frame()\">\n",
+       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"anim52358774abc949eebcb8e40e31261e61.first_frame()\">\n",
        "        <i class=\"fa fa-fast-backward\"></i></button>\n",
-       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.previous_frame()\">\n",
+       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"anim52358774abc949eebcb8e40e31261e61.previous_frame()\">\n",
        "          <i class=\"fa fa-step-backward\"></i></button>\n",
-       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.reverse_animation()\">\n",
+       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"anim52358774abc949eebcb8e40e31261e61.reverse_animation()\">\n",
        "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
-       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.pause_animation()\">\n",
+       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"anim52358774abc949eebcb8e40e31261e61.pause_animation()\">\n",
        "          <i class=\"fa fa-pause\"></i></button>\n",
-       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.play_animation()\">\n",
+       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"anim52358774abc949eebcb8e40e31261e61.play_animation()\">\n",
        "          <i class=\"fa fa-play\"></i></button>\n",
-       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.next_frame()\">\n",
+       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"anim52358774abc949eebcb8e40e31261e61.next_frame()\">\n",
        "          <i class=\"fa fa-step-forward\"></i></button>\n",
-       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.last_frame()\">\n",
+       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"anim52358774abc949eebcb8e40e31261e61.last_frame()\">\n",
        "          <i class=\"fa fa-fast-forward\"></i></button>\n",
-       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"anim22fd1faaafdf43cea8ea61aedd4bdfb9.faster()\">\n",
+       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"anim52358774abc949eebcb8e40e31261e61.faster()\">\n",
        "          <i class=\"fa fa-plus\"></i></button>\n",
        "    </div>\n",
-       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select22fd1faaafdf43cea8ea61aedd4bdfb9\"\n",
+       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select52358774abc949eebcb8e40e31261e61\"\n",
        "          class=\"anim-state\">\n",
-       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_22fd1faaafdf43cea8ea61aedd4bdfb9\"\n",
+       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_52358774abc949eebcb8e40e31261e61\"\n",
        "             >\n",
-       "      <label for=\"_anim_radio1_22fd1faaafdf43cea8ea61aedd4bdfb9\">Once</label>\n",
-       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_22fd1faaafdf43cea8ea61aedd4bdfb9\"\n",
+       "      <label for=\"_anim_radio1_52358774abc949eebcb8e40e31261e61\">Once</label>\n",
+       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_52358774abc949eebcb8e40e31261e61\"\n",
        "             checked>\n",
-       "      <label for=\"_anim_radio2_22fd1faaafdf43cea8ea61aedd4bdfb9\">Loop</label>\n",
-       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_22fd1faaafdf43cea8ea61aedd4bdfb9\"\n",
+       "      <label for=\"_anim_radio2_52358774abc949eebcb8e40e31261e61\">Loop</label>\n",
+       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_52358774abc949eebcb8e40e31261e61\"\n",
        "             >\n",
-       "      <label for=\"_anim_radio3_22fd1faaafdf43cea8ea61aedd4bdfb9\">Reflect</label>\n",
+       "      <label for=\"_anim_radio3_52358774abc949eebcb8e40e31261e61\">Reflect</label>\n",
        "    </form>\n",
        "  </div>\n",
        "</div>\n",
@@ -345,7735 +345,17159 @@
        "  /* Instantiate the Animation class. */\n",
        "  /* The IDs given should match those used in the template above. */\n",
        "  (function() {\n",
-       "    var img_id = \"_anim_img22fd1faaafdf43cea8ea61aedd4bdfb9\";\n",
-       "    var slider_id = \"_anim_slider22fd1faaafdf43cea8ea61aedd4bdfb9\";\n",
-       "    var loop_select_id = \"_anim_loop_select22fd1faaafdf43cea8ea61aedd4bdfb9\";\n",
-       "    var frames = new Array(22);\n",
+       "    var img_id = \"_anim_img52358774abc949eebcb8e40e31261e61\";\n",
+       "    var slider_id = \"_anim_slider52358774abc949eebcb8e40e31261e61\";\n",
+       "    var loop_select_id = \"_anim_loop_select52358774abc949eebcb8e40e31261e61\";\n",
+       "    var frames = new Array(75);\n",
        "    \n",
        "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAHgCAYAAAA10dzkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
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        "\"\n",
        "\n",
        "\n",
        "    /* set a timeout to make sure all the above elements are created before\n",
        "       the object is initialized. */\n",
        "    setTimeout(function() {\n",
-       "        anim22fd1faaafdf43cea8ea61aedd4bdfb9 = new Animation(frames, img_id, slider_id, 200.0,\n",
+       "        anim52358774abc949eebcb8e40e31261e61 = new Animation(frames, img_id, slider_id, 200.0,\n",
        "                                 loop_select_id);\n",
        "    }, 0);\n",
        "  })()\n",
@@ -8083,19 +17507,9 @@
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
@@ -8107,13 +17521,13 @@
     "\n",
     "# Example data: list of Axes objects\n",
     "fig, ax = plt.subplots()\n",
-    "ax.set_axis_off()\n",
     "ax_list = [ax]\n",
     "\n",
     "# Example function to update each Axes object\n",
     "def update_axes(ax, frame):\n",
     "    ax.clear()\n",
-    "    links_gdf.plot(linewidth=links_gdf[frame]+1, ax=ax, figsize=(10,10))\n",
+    "    links_gdf.plot(linewidth=links_gdf[frame]+1, ax=ax, figsize=(10,10), capstyle='round')\n",
+    "    ax.set_axis_off()\n",
     "    ax.set_title(f'{frame}')\n",
     "\n",
     "# Function to update the plot for each frame\n",
@@ -8122,8 +17536,12 @@
     "        update_axes(ax, frame)\n",
     "\n",
     "# Create the animation\n",
-    "ani = animation.FuncAnimation(fig, update, frames=list(link_flows)[::100 + 1], repeat=True)\n",
+    "ani = animation.FuncAnimation(fig, update, frames=list(link_flows)[:750][::10], repeat=True)\n",
+    "\n",
+    "# Close the figure to prevent it from being displayed\n",
+    "plt.close(fig)\n",
     "\n",
+    "# render the animation in the notebook\n",
     "HTML(ani.to_jshtml())"
    ]
   },