{ "cells": [ { "cell_type": "code", "execution_count": 9, "id": "ca5a2f53-c915-4293-a0ff-a23038a63b64", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ============================================================\n", "# 1. PREPARE DATA\n", "# ============================================================\n", "\n", "# Generate x ranges\n", "x_up = np.linspace(0, 10, 300)\n", "x_down = np.linspace(0, 10, 300)\n", "\n", "# Curves (swapped according to your spec)\n", "y_insane = 10 * (x_up / 10)**2 # INSANE (formerly DECENT)\n", "y_decent = 10 * (x_up / 10)**0.3 # DECENT (formerly INSANE)\n", "y_good = x_up # GOOD\n", "y_flat = np.full_like(x_up, 5) # FLAT\n", "y_bad = 10 - x_down # BAD\n", "y_worse = 10 * (1 - (x_down / 10)**2) # WORSE (formerly OKAY)\n", "y_okay = 10 * (1 - (x_down / 10)**0.3) # OKAY (formerly WORSE)\n", "\n", "# Ordered labels\n", "labels = [\n", " \"MOON\", \"INSANE\", \"DECENT\", \"GOOD\",\n", " \"FLAT\", \"BAD\", \"WORSE\", \"OKAY\", \"MARIANA\"\n", "]\n", "\n", "# Parallel shape list matching label order\n", "ys = [\n", " None, # MOON\n", " y_insane, # INSANE\n", " y_decent, # DECENT\n", " y_good, # GOOD\n", " y_flat, # FLAT\n", " y_bad, # BAD\n", " y_worse, # WORSE\n", " y_okay, # OKAY\n", " None # MARIANA\n", "]\n", "\n", "# ============================================================\n", "# 2. AXIS STYLING FUNCTION\n", "# ============================================================\n", "\n", "def draw_axes(ax):\n", " \"\"\"Configure axes: show x/y, hide only top/right.\"\"\"\n", " for spine in [\"top\", \"right\"]:\n", " ax.spines[spine].set_visible(False)\n", "\n", " ax.spines[\"bottom\"].set_linewidth(1)\n", " ax.spines[\"left\"].set_linewidth(1)\n", "\n", " ax.set_xlim(0, 10)\n", " ax.set_ylim(0, 10)\n", "\n", " ax.set_xticks([0, 5, 10])\n", " ax.set_yticks([0, 5, 10])\n", "\n", "# ============================================================\n", "# 3. PLOTTING\n", "# ============================================================\n", "\n", "plt.figure(figsize=(32, 3))\n", "\n", "for i in range(9):\n", " ax = plt.subplot(1, 9, i + 1)\n", " draw_axes(ax)\n", "\n", " label = labels[i]\n", "\n", " # --------------------------------------------------------\n", " # SPECIAL CASES: MOON & MARIANA\n", " # --------------------------------------------------------\n", "\n", " if label == \"MOON\":\n", " # Simple vertical upward arrow\n", " ax.annotate(\"\",\n", " xy=(5, 10), xytext=(5, 0),\n", " arrowprops=dict(width=2, headwidth=10, headlength=10))\n", "\n", " elif label == \"MARIANA\":\n", " # Simple vertical downward arrow\n", " ax.annotate(\"\",\n", " xy=(5, 0), xytext=(5, 10),\n", " arrowprops=dict(width=2, headwidth=10, headlength=10))\n", "\n", " else:\n", " # --------------------------------------------------------\n", " # NORMAL CURVES\n", " # --------------------------------------------------------\n", " y = ys[i]\n", " ax.plot(x_up, y, linewidth=2)\n", "\n", " # Upward-trending shapes\n", " if label in [\"INSANE\", \"GOOD\", \"DECENT\"]:\n", " ax.annotate(\"\",\n", " xy=(10, y[-1]),\n", " xytext=(9, y[-50]),\n", " arrowprops=dict(width=2, headwidth=10, headlength=10))\n", "\n", " # Flat\n", " elif label == \"FLAT\":\n", " ax.annotate(\"\",\n", " xy=(10, 5),\n", " xytext=(9, 5),\n", " arrowprops=dict(width=2, headwidth=10, headlength=10))\n", "\n", " # Downward-trending shapes\n", " elif label in [\"BAD\", \"WORSE\", \"OKAY\"]:\n", " ax.annotate(\"\",\n", " xy=(10, y[-1]),\n", " xytext=(9, y[-50]),\n", " arrowprops=dict(width=2, headwidth=10, headlength=10))\n", "\n", " # --------------------------------------------------------\n", " # LABELS & NUMBERING\n", " # --------------------------------------------------------\n", " ax.set_xlabel(label, fontsize=10)\n", "\n", " ax.text(0.5, 0.9, str(i + 1),\n", " transform=ax.transAxes,\n", " ha='center', va='center',\n", " fontsize=14, fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "7ee2931d-67a2-4573-ac54-15ad19cef3cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ============================================================\n", "# 1. CONSTANTS\n", "# ============================================================\n", "\n", "ARROW_TAIL = 1 # all arrows have the same tail length\n", "ARROW_HEAD = 10\n", "ARROW_WIDTH = 2\n", "\n", "# ============================================================\n", "# 2. PREPARE DATA\n", "# ============================================================\n", "\n", "x_up = np.linspace(0, 10, 300)\n", "x_down = np.linspace(0, 10, 300)\n", "\n", "y_insane = 10 * (x_up / 10)**2\n", "y_decent = 10 * (x_up / 10)**0.3\n", "y_good = x_up\n", "y_flat = np.full_like(x_up, 5)\n", "y_bad = 10 - x_down\n", "y_worse = 10 * (1 - (x_down / 10)**2)\n", "y_okay = 10 * (1 - (x_down / 10)**0.3)\n", "\n", "labels = [\n", " \"MOON\", \"INSANE\", \"DECENT\", \"GOOD\",\n", " \"FLAT\", \"BAD\", \"WORSE\", \"OKAY\", \"MARIANA\"\n", "]\n", "\n", "ys = [\n", " None, # MOON\n", " y_insane,\n", " y_decent,\n", " y_good,\n", " y_flat,\n", " y_bad,\n", " y_worse,\n", " y_okay,\n", " None # MARIANA\n", "]\n", "\n", "# ============================================================\n", "# 3. AXIS STYLE\n", "# ============================================================\n", "\n", "def draw_axes(ax):\n", " for spine in [\"top\", \"right\"]:\n", " ax.spines[spine].set_visible(False)\n", " ax.spines[\"bottom\"].set_linewidth(1)\n", " ax.spines[\"left\"].set_linewidth(1)\n", "\n", " ax.set_xlim(0, 10)\n", " ax.set_ylim(0, 10)\n", " ax.set_xticks([0, 5, 10])\n", " ax.set_yticks([0, 5, 10])\n", "\n", "# ============================================================\n", "# 4. PLOT\n", "# ============================================================\n", "\n", "plt.figure(figsize=(32, 3))\n", "\n", "for i in range(9):\n", " ax = plt.subplot(1, 9, i + 1)\n", " draw_axes(ax)\n", "\n", " label = labels[i]\n", "\n", " # --------------------------------------------------------\n", " # MOON (vertical up)\n", " # --------------------------------------------------------\n", " if label == \"MOON\":\n", " ax.plot([5, 5], [0, 10], color=\"blue\", linewidth=2)\n", " ax.annotate(\"\",\n", " xy=(5, 10),\n", " xytext=(5, 10 - ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " # --------------------------------------------------------\n", " # MARIANA (vertical down)\n", " # --------------------------------------------------------\n", " elif label == \"MARIANA\":\n", " ax.plot([5, 5], [0, 10], color=\"blue\", linewidth=2)\n", " ax.annotate(\"\",\n", " xy=(5, 0),\n", " xytext=(5, 0 + ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " # --------------------------------------------------------\n", " # ALL NORMAL CURVES\n", " # --------------------------------------------------------\n", " else:\n", " y = ys[i]\n", " ax.plot(x_up, y, color=\"blue\", linewidth=2)\n", "\n", " # Determine arrow direction based on slope\n", " if label in [\"INSANE\", \"GOOD\", \"DECENT\"]:\n", " # upward-trending → arrow up-right\n", " ax.annotate(\"\",\n", " xy=(10, y[-1]),\n", " xytext=(10 - ARROW_TAIL, y[-1] - ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " elif label == \"FLAT\":\n", " # horizontal\n", " ax.annotate(\"\",\n", " xy=(10, 5),\n", " xytext=(10 - ARROW_TAIL, 5),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " elif label in [\"BAD\", \"WORSE\", \"OKAY\"]:\n", " # downward-trending → arrow down-right\n", " ax.annotate(\"\",\n", " xy=(10, y[-1]),\n", " xytext=(10 - ARROW_TAIL, y[-1] + ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " # Title + Number\n", " ax.set_xlabel(label, fontsize=10)\n", " ax.text(0.5, 0.9, str(i + 1),\n", " transform=ax.transAxes,\n", " ha='center', va='center',\n", " fontsize=14, fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "3ea9f851-1b3c-4bf5-8074-60d32b230d3f", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ============================================================\n", "# 1. CONSTANTS\n", "# ============================================================\n", "ARROW_TAIL = 1 # all arrows have the same tail length\n", "ARROW_HEAD = 10\n", "ARROW_WIDTH = 2\n", "\n", "# ============================================================\n", "# 2. PREPARE DATA\n", "# ============================================================\n", "x_up = np.linspace(0, 10, 300)\n", "x_down = np.linspace(0, 10, 300)\n", "\n", "y_insane = 10 * (x_up / 10)**2\n", "y_decent = 10 * (x_up / 10)**0.3\n", "y_good = x_up\n", "y_flat = np.full_like(x_up, 5)\n", "y_bad = 10 - x_down\n", "y_worse = 10 * (1 - (x_down / 10)**2)\n", "y_okay = 10 * (1 - (x_down / 10)**0.3)\n", "\n", "labels = [\n", " \"MOON\", \"INSANE\", \"DECENT\", \"GOOD\",\n", " \"FLAT\", \"BAD\", \"WORSE\", \"OKAY\", \"MARIANA\"\n", "]\n", "\n", "ys = [\n", " None, # MOON\n", " y_insane,\n", " y_decent,\n", " y_good,\n", " y_flat,\n", " y_bad,\n", " y_worse,\n", " y_okay,\n", " None # MARIANA\n", "]\n", "\n", "# ============================================================\n", "# 3. AXIS STYLE\n", "# ============================================================\n", "def draw_axes(ax):\n", " for spine in [\"top\", \"right\"]:\n", " ax.spines[spine].set_visible(False)\n", " ax.spines[\"bottom\"].set_linewidth(1)\n", " ax.spines[\"left\"].set_linewidth(1)\n", " ax.set_xlim(0, 10)\n", " ax.set_ylim(0, 10)\n", " ax.set_xticks([0, 5, 10])\n", " ax.set_yticks([0, 5, 10])\n", "\n", "# ============================================================\n", "# 4. PLOTTING\n", "# ============================================================\n", "plt.figure(figsize=(32, 3))\n", "\n", "for i in range(9):\n", " ax = plt.subplot(1, 9, i + 1)\n", " draw_axes(ax)\n", " label = labels[i]\n", "\n", " # -------------------------\n", " # MOON (vertical up)\n", " # -------------------------\n", " if label == \"MOON\":\n", " ax.plot([5, 5], [0, 10], color=\"blue\", linewidth=2)\n", " ax.annotate(\"\",\n", " xy=(5, 10),\n", " xytext=(5, 10 - ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " # -------------------------\n", " # MARIANA (vertical down)\n", " # -------------------------\n", " elif label == \"MARIANA\":\n", " ax.plot([5, 5], [0, 10], color=\"blue\", linewidth=2)\n", " ax.annotate(\"\",\n", " xy=(5, 0),\n", " xytext=(5, 0 + ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " # -------------------------\n", " # NORMAL CURVES\n", " # -------------------------\n", " else:\n", " y = ys[i]\n", " ax.plot(x_up, y, color=\"blue\", linewidth=2)\n", "\n", " # Compute slope at the end\n", " dy = y[-1] - y[-2]\n", " dx = x_up[-1] - x_up[-2]\n", " slope = dy / dx\n", "\n", " # Determine arrow direction along the slope\n", " if label in [\"INSANE\", \"DECENT\", \"WORSE\", \"OKAY\"]:\n", " # Arrow tail along tangent\n", " # Normalize length to ARROW_TAIL\n", " length = np.sqrt(dx**2 + dy**2)\n", " tail_dx = ARROW_TAIL / np.sqrt(1 + slope**2)\n", " tail_dy = slope * tail_dx\n", "\n", " # For upward slope, tail goes back along curve\n", " if dy < 0:\n", " tail_dx = -tail_dx\n", " tail_dy = -tail_dy\n", " else:\n", " tail_dx = -tail_dx\n", " tail_dy = -tail_dy\n", "\n", " ax.annotate(\"\",\n", " xy=(x_up[-1], y[-1]),\n", " xytext=(x_up[-1] + tail_dx, y[-1] + tail_dy),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " elif label == \"GOOD\":\n", " # linear upward\n", " ax.annotate(\"\",\n", " xy=(10, y[-1]),\n", " xytext=(10 - ARROW_TAIL, y[-1] - ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " elif label == \"FLAT\":\n", " # horizontal\n", " ax.annotate(\"\",\n", " xy=(10, 5),\n", " xytext=(10 - ARROW_TAIL, 5),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " elif label == \"BAD\":\n", " # downward\n", " ax.annotate(\"\",\n", " xy=(10, y[-1]),\n", " xytext=(10 - ARROW_TAIL, y[-1] + ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " # Title + number\n", " ax.set_xlabel(label, fontsize=10)\n", " ax.text(0.5, 0.9, str(i + 1),\n", " transform=ax.transAxes,\n", " ha='center', va='center',\n", " fontsize=14, fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "e3932436-65ec-401c-882f-7d76f4af7b8b", "metadata": {}, "source": [ "f(x) Functions" ] }, { "cell_type": "code", "execution_count": 16, "id": "a8129e69-8b43-4e13-962b-bde48852c665", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ============================================================\n", "# 1. CONSTANTS\n", "# ============================================================\n", "ARROW_TAIL = 1 # length of arrow tail\n", "ARROW_HEAD = 10\n", "ARROW_WIDTH = 2\n", "\n", "# ============================================================\n", "# 2. PREPARE DATA\n", "# ============================================================\n", "x_up = np.linspace(0, 10, 300)\n", "x_down = np.linspace(0, 10, 300)\n", "\n", "# f(x) functions\n", "y_insane = 10 * (x_up / 10)**2\n", "y_decent = 10 * (x_up / 10)**0.3\n", "y_good = x_up\n", "y_flat = np.full_like(x_up, 5)\n", "y_bad = 10 - x_down\n", "y_worse = 10 * (1 - (x_down / 10)**2)\n", "y_okay = 10 * (1 - (x_down / 10)**0.3)\n", "\n", "labels = [\n", " \"MOON\", \"INSANE\", \"DECENT\", \"GOOD\",\n", " \"FLAT\", \"BAD\", \"WORSE\", \"OKAY\", \"MARIANA\"\n", "]\n", "\n", "ys = [\n", " None, # MOON\n", " y_insane,\n", " y_decent,\n", " y_good,\n", " y_flat,\n", " y_bad,\n", " y_worse,\n", " y_okay,\n", " None # MARIANA\n", "]\n", "\n", "# ============================================================\n", "# 3. AXIS STYLE\n", "# ============================================================\n", "def draw_axes(ax):\n", " for spine in [\"top\", \"right\"]:\n", " ax.spines[spine].set_visible(False)\n", " ax.spines[\"bottom\"].set_linewidth(1)\n", " ax.spines[\"left\"].set_linewidth(1)\n", " ax.set_xlim(0, 10)\n", " ax.set_ylim(0, 10)\n", " ax.set_xticks([0, 5, 10])\n", " ax.set_yticks([0, 5, 10])\n", "\n", "# ============================================================\n", "# 4. PLOT\n", "# ============================================================\n", "plt.figure(figsize=(32, 3))\n", "\n", "for i in range(9):\n", " ax = plt.subplot(1, 9, i + 1)\n", " draw_axes(ax)\n", " label = labels[i]\n", "\n", " # -------------------------\n", " # MOON (vertical up)\n", " # -------------------------\n", " if label == \"MOON\":\n", " ax.plot([5, 5], [0, 10], color=\"blue\", linewidth=2)\n", " ax.annotate(\"\",\n", " xy=(5, 10),\n", " xytext=(5, 10 - ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " # -------------------------\n", " # MARIANA (vertical down)\n", " # -------------------------\n", " elif label == \"MARIANA\":\n", " ax.plot([5, 5], [0, 10], color=\"blue\", linewidth=2)\n", " ax.annotate(\"\",\n", " xy=(5, 0),\n", " xytext=(5, 0 + ARROW_TAIL),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " # -------------------------\n", " # NORMAL CURVES\n", " # -------------------------\n", " else:\n", " y = ys[i]\n", " ax.plot(x_up, y, color=\"blue\", linewidth=2)\n", "\n", " # Compute slope at the last point (tangent)\n", " dx = x_up[-1] - x_up[-2]\n", " dy = y[-1] - y[-2]\n", "\n", " # Normalize tail length to ARROW_TAIL\n", " length = np.sqrt(dx**2 + dy**2)\n", " tail_dx = -ARROW_TAIL * dx / length\n", " tail_dy = -ARROW_TAIL * dy / length\n", "\n", " # For flat line, ensure horizontal arrow\n", " if np.isclose(dy, 0):\n", " tail_dx = -ARROW_TAIL\n", " tail_dy = 0\n", "\n", " # For vertical line (e.g., theoretical edge cases)\n", " if np.isclose(dx, 0):\n", " tail_dx = 0\n", " tail_dy = -ARROW_TAIL if dy > 0 else ARROW_TAIL\n", "\n", " # Draw arrow at end of curve along tangent\n", " ax.annotate(\"\",\n", " xy=(x_up[-1], y[-1]),\n", " xytext=(x_up[-1] + tail_dx, y[-1] + tail_dy),\n", " arrowprops=dict(width=ARROW_WIDTH,\n", " headwidth=ARROW_HEAD,\n", " headlength=ARROW_HEAD))\n", "\n", " # Title + number\n", " ax.set_xlabel(label, fontsize=10)\n", " ax.text(0.5, 0.9, str(i + 1),\n", " transform=ax.transAxes,\n", " ha='center', va='center',\n", " fontsize=14, fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "f6da3437-e896-4567-b1e2-49832250c8d3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ============================================================\n", "# PARAMETERS\n", "# ============================================================\n", "n_lines = 50 # number of random lines between references\n", "x_points = np.linspace(0, 10, 300)\n", "noise_intensity = 0.2 # randomness in lines\n", "\n", "# Blue reference (most intense)\n", "blue_x = np.full_like(x_points, 5)\n", "blue_y = x_points\n", "\n", "# Red reference (least intense)\n", "red_x = 2.5 + (x_points / 10) * (7.5 - 2.5)\n", "red_y = x_points\n", "\n", "# ============================================================\n", "# RANDOM LINES INTERPOLATED BETWEEN BLUE AND RED\n", "# ============================================================\n", "lines = []\n", "\n", "for i in range(n_lines):\n", " t = i / (n_lines - 1) # interpolation factor 0 → 1\n", " x_line = blue_x * (1 - t) + red_x * t\n", " y_line = blue_y * (1 - t) + red_y * t\n", " \n", " # add some small random noise\n", " x_line += np.random.uniform(-noise_intensity, noise_intensity, size=x_points.shape)\n", " y_line += np.random.uniform(-noise_intensity, noise_intensity, size=y_line.shape)\n", " \n", " lines.append((x_line, y_line, t)) # t represents intensity (0=blue, 1=red)\n", "\n", "# ============================================================\n", "# PLOTTING\n", "# ============================================================\n", "plt.figure(figsize=(8, 6))\n", "\n", "for x_line, y_line, t in lines:\n", " # map t to color intensity (blue=strong, red=weak)\n", " color = (1-t, 0, t) # RGB: from blue (1,0,0) to red (0,0,1)\n", " plt.plot(x_line, y_line, color=color, alpha=0.7)\n", "\n", "# Plot reference lines\n", "plt.plot(blue_x, blue_y, color='blue', linewidth=3, label='Blue reference (most intense)')\n", "plt.plot(red_x, red_y, color='red', linewidth=3, label='Red reference (least intense)')\n", "\n", "plt.xlim(0, 10)\n", "plt.ylim(0, 10)\n", "plt.xlabel('X')\n", "plt.ylabel('Y')\n", "plt.title('Random Lines Between Blue (High Intensity) and Red (Low Intensity)')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "2d7603b4-c879-4dd1-9170-edb3d6737d36", "metadata": {}, "outputs": [ { "ename": "IndentationError", "evalue": "expected an indented block after function definition on line 33 (345275715.py, line 34)", "output_type": "error", "traceback": [ " \u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[20]\u001b[39m\u001b[32m, line 34\u001b[39m\n\u001b[31m \u001b[39m\u001b[31m\"\"\"Generate a random line following the general slope between start and end.\"\"\"\u001b[39m\n ^\n\u001b[31mIndentationError\u001b[39m\u001b[31m:\u001b[39m expected an indented block after function definition on line 33\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# ============================================================\n", "\n", "# 1. CONSTANTS\n", "\n", "# ============================================================\n", "\n", "ARROW_TAIL = 1 # length of arrow tail\n", "ARROW_HEAD = 10\n", "ARROW_WIDTH = 2\n", "NUM_RANDOM = 5 # number of random lines\n", "\n", "# ============================================================\n", "\n", "# 2. REFERENCE LINES\n", "\n", "# ============================================================\n", "\n", "x_blue = np.array([5, 5])\n", "y_blue = np.array([0, 10])\n", "\n", "x_red = np.array([2.5, 7.5])\n", "y_red = np.array([0, 10])\n", "\n", "# ============================================================\n", "\n", "# 3. GENERATE RANDOM LINES BETWEEN REFERENCES\n", "\n", "# ============================================================\n", "\n", "def random_line(start, end, intensity_factor=1.0, points=100):\n", "\"\"\"Generate a random line following the general slope between start and end.\"\"\"\n", "x_vals = np.linspace(start[0], end[0], points)\n", "y_vals = np.linspace(start[1], end[1], points)\n", "\n", "```\n", "# Add some random perturbation perpendicular to slope \n", "slope = (end[1]-start[1]) / (end[0]-start[0] + 1e-6) \n", "noise = np.random.randn(points) * 0.5 * (1 / intensity_factor) \n", "y_vals = y_vals + noise \n", "\n", "return x_vals, y_vals \n", "```\n", "\n", "# ============================================================\n", "\n", "# 4. PLOT\n", "\n", "# ============================================================\n", "\n", "plt.figure(figsize=(12,6))\n", "ax = plt.gca()\n", "\n", "# Plot blue vertical line (starting reference, most intense)\n", "\n", "ax.plot(x_blue, y_blue, color='blue', linewidth=3, label='Start Reference')\n", "ax.annotate(\"\", xy=(x_blue[1], y_blue[1]), xytext=(x_blue[1], y_blue[1]-ARROW_TAIL),\n", "arrowprops=dict(width=ARROW_WIDTH, headwidth=ARROW_HEAD, headlength=ARROW_HEAD, color='blue'))\n", "\n", "# Plot red sloped line (ending reference, least intense)\n", "\n", "ax.plot(x_red, y_red, color='red', linewidth=2, label='End Reference')\n", "ax.annotate(\"\", xy=(x_red[1], y_red[1]), xytext=(x_red[1]-ARROW_TAIL, y_red[1]-ARROW_TAIL),\n", "arrowprops=dict(width=ARROW_WIDTH, headwidth=ARROW_HEAD, headlength=ARROW_HEAD, color='red'))\n", "\n", "# Plot random lines in between\n", "\n", "for i in range(NUM_RANDOM):\n", "intensity = 1 - i / NUM_RANDOM # Blue-most intense, red-least\n", "x_rand, y_rand = random_line([5,0], [7.5,10], intensity_factor=intensity)\n", "ax.plot(x_rand, y_rand, color='purple', alpha=intensity, linewidth=2)\n", "\n", "# ============================================================\n", "\n", "# 5. AXIS AND STYLE\n", "\n", "# ============================================================\n", "\n", "ax.set_xlim(0,10)\n", "ax.set_ylim(0,10)\n", "ax.set_xticks([0,5,10])\n", "ax.set_yticks([0,5,10])\n", "ax.set_xlabel(\"MOON Projection\")\n", "ax.set_ylabel(\"Value\")\n", "ax.grid(True, linestyle='--', alpha=0.5)\n", "ax.legend()\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "e24b58e8-564a-4b97-a013-2d2025a32b18", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.9" } }, "nbformat": 4, "nbformat_minor": 5 }