{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# . \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", "\n", "\n", "\n", " \n", "\n", "```bash\n", "find ~/dropbox/1f.ἡἔρις,κ/1.ontology -maxdepth 4 -type f -name \"*.dta\"\n", "```\n", "\n", "GitHub Universe 23
\n", "November 8-9, 2023
\n", "Yerba Buena, Center for the Arts, San Fransisco, CA
\n", "\n", "Google Cloud Next ’24
\n", "April 9-11, 2024
\n", "Mandalay Bay, Convention Center, Las Vegas, NV
\n", "\n", "---\n", "\n", "$\n", "\\Large\n", "\\left\\{\n", "\\begin{array}{ll}\n", "\\text{Aesthetics/Beauty} \\\\\n", "\\text{} \\\\\n", "\\textcolor{gray}{\\text{Dynamometer/Speed}} \\ \\ \n", "\\left\\{ \\begin{array}{l} \\textcolor{gray}{\\text{Rigor/Tournament}} \\text{} \\\\ \\text{Error/Worthy} \\ \\ \\ \\ \\ \\ \\ \\ \\\n", "\\left\\{ \\begin{array}{l} \\text{Variance/Natural} \\\\ \\text{Bias/Madeup} \\end{array} \\right. \\\\ \\text{Sloppy/Unworthy} \\end{array} \\right. \n", "\\left\\{ \\begin{array}{l} \\text{Explain/Control} \\end{array} \\right. \\\\\n", "\\text{} \\\\\n", "\\text{Navel-gazing/Ugly} \n", "\\end{array} \n", "\\right. \n", "$\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from matplotlib.cm import ScalarMappable\n", "from matplotlib.colors import LinearSegmentedColormap, PowerNorm\n", "\n", "def gaussian(x, mean, std_dev, amplitude=1):\n", " return amplitude * np.exp(-0.9 * ((x - mean) / std_dev) ** 2)\n", "\n", "def overlay_gaussian_on_line(ax, start, end, std_dev):\n", " x_line = np.linspace(start[0], end[0], 100)\n", " y_line = np.linspace(start[1], end[1], 100)\n", " mean = np.mean(x_line)\n", " y = gaussian(x_line, mean, std_dev, amplitude=std_dev)\n", " ax.plot(x_line + y / np.sqrt(2), y_line + y / np.sqrt(2), color='red', linewidth=2.5)\n", "\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "\n", "intervals = np.linspace(0, 100, 11)\n", "custom_means = np.linspace(1, 23, 10)\n", "custom_stds = np.linspace(.5, 10, 10)\n", "\n", "# Change to 'viridis' colormap to get gradations like the older plot\n", "cmap = plt.get_cmap('viridis')\n", "norm = plt.Normalize(custom_stds.min(), custom_stds.max())\n", "sm = ScalarMappable(cmap=cmap, norm=norm)\n", "sm.set_array([])\n", "\n", "median_points = []\n", "\n", "for i in range(10):\n", " xi, xf = intervals[i], intervals[i+1]\n", " x_center, y_center = (xi + xf) / 2 - 20, 100 - (xi + xf) / 2 - 20\n", " x_curve = np.linspace(custom_means[i] - 3 * custom_stds[i], custom_means[i] + 3 * custom_stds[i], 200)\n", " y_curve = gaussian(x_curve, custom_means[i], custom_stds[i], amplitude=15)\n", " \n", " x_gauss = x_center + x_curve / np.sqrt(2)\n", " y_gauss = y_center + y_curve / np.sqrt(2) + x_curve / np.sqrt(2)\n", " \n", " ax.plot(x_gauss, y_gauss, color=cmap(norm(custom_stds[i])), linewidth=2.5)\n", " median_points.append((x_center + custom_means[i] / np.sqrt(2), y_center + custom_means[i] / np.sqrt(2)))\n", "\n", "median_points = np.array(median_points)\n", "ax.plot(median_points[:, 0], median_points[:, 1], '--', color='grey')\n", "start_point = median_points[0, :]\n", "end_point = median_points[-1, :]\n", "overlay_gaussian_on_line(ax, start_point, end_point, 24)\n", "\n", "ax.grid(True, linestyle='--', linewidth=0.5, color='grey')\n", "ax.set_xlim(-30, 111)\n", "ax.set_ylim(-20, 87)\n", "\n", "# Create a new ScalarMappable with a reversed colormap just for the colorbar\n", "cmap_reversed = plt.get_cmap('viridis').reversed()\n", "sm_reversed = ScalarMappable(cmap=cmap_reversed, norm=norm)\n", "sm_reversed.set_array([])\n", "\n", "# Existing code for creating the colorbar\n", "cbar = fig.colorbar(sm_reversed, ax=ax, shrink=1, aspect=90)\n", "\n", "# Specify the tick positions you want to set\n", "custom_tick_positions = [0.5, 5, 8, 10] # example positions, you can change these\n", "cbar.set_ticks(custom_tick_positions)\n", "\n", "# Specify custom labels for those tick positions\n", "custom_tick_labels = ['5', '3', '1', '0'] # example labels, you can change these\n", "cbar.set_ticklabels(custom_tick_labels)\n", "\n", "# Label for the colorbar\n", "cbar.set_label(r'♭', rotation=0, labelpad=15, fontstyle='italic', fontsize=24)\n", "\n", "\n", "# Label for the colorbar\n", "cbar.set_label(r'♭', rotation=0, labelpad=15, fontstyle='italic', fontsize=24)\n", "\n", "\n", "cbar.set_label(r'♭', rotation=0, labelpad=15, fontstyle='italic', fontsize=24)\n", "\n", "# Add X and Y axis labels with custom font styles\n", "ax.set_xlabel(r'Principal Component', fontstyle='italic')\n", "ax.set_ylabel(r'Emotional State', rotation=0, fontstyle='italic', labelpad=15)\n", "\n", "# Add musical modes as X-axis tick labels\n", "# musical_modes = [\"Ionian\", \"Dorian\", \"Phrygian\", \"Lydian\", \"Mixolydian\", \"Aeolian\", \"Locrian\"]\n", "greek_letters = ['α', 'β','γ', 'δ', 'ε', 'ζ', 'η'] # 'θ' , 'ι', 'κ'\n", "mode_positions = np.linspace(ax.get_xlim()[0], ax.get_xlim()[1], len(greek_letters))\n", "ax.set_xticks(mode_positions)\n", "ax.set_xticklabels(greek_letters, rotation=0)\n", "\n", "# Add moods as Y-axis tick labels\n", "moods = [\"flow\", \"control\", \"relaxed\", \"bored\", \"apathy\",\"worry\", \"anxiety\", \"arousal\"]\n", "mood_positions = np.linspace(ax.get_ylim()[0], ax.get_ylim()[1], len(moods))\n", "ax.set_yticks(mood_positions)\n", "ax.set_yticklabels(moods)\n", "\n", "# ... (rest of the code unchanged)\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Create data for the skill and challenge levels\n", "skill_levels = np.linspace(0, 10, 100)\n", "challenge_levels = np.linspace(0, 10, 100)\n", "\n", "# Define the flow channel boundaries\n", "flow_channel = skill_levels\n", "\n", "# Adjust the phase and amplitude of the sinusoid wave\n", "phase = np.pi / 16\n", "amplitude = 1.5\n", "sinusoid = flow_channel + np.sin(skill_levels + phase) * amplitude\n", "\n", "# Define the yellow zone boundaries, making it wider\n", "yellow_zone_low = skill_levels - 1.5 # Adjust this value to make the yellow zone wider or narrower\n", "yellow_zone_high = skill_levels + 1.5 # Adjust this value to make the yellow zone wider or narrower\n", "\n", "# Plotting\n", "plt.figure(figsize=(15, 10))\n", "\n", "# Plot the anxiety and boredom areas\n", "plt.fill_between(skill_levels, yellow_zone_high, 10, color='orangered', alpha=0.3, label='Place/Identification', interpolate=True)\n", "plt.fill_between(skill_levels, 0, yellow_zone_low, color='lime', alpha=0.3, label='Time/Revelation', interpolate=True)\n", "plt.fill_between(skill_levels, yellow_zone_low, yellow_zone_high, color='yellow', alpha=0.3, label='Agent/Evolution', interpolate=True)\n", "\n", "# Plot the sinusoid function with the diagonal as its axis\n", "plt.plot(skill_levels, sinusoid, color='purple', linestyle='-')\n", "\n", "# Add arrowhead to the sinusoid line\n", "plt.arrow(skill_levels[-2], sinusoid[-2], skill_levels[-1] - skill_levels[-2], sinusoid[-1] - sinusoid[-2],\n", " color='purple', length_includes_head=True, head_width=0.15, head_length=0.3)\n", "\n", "# Set plot labels and title\n", "plt.xlabel('Age', fontsize=18)\n", "plt.ylabel('Résumé', rotation='vertical', fontsize=18)\n", "\n", "# Set plot limits and grid\n", "plt.xlim(0, 10)\n", "plt.ylim(0, 10)\n", "plt.grid(True)\n", "\n", "# Set tick labels\n", "tick_labels = ['0', '20', '40', '60', '80', '99']\n", "plt.xticks(np.linspace(0, 10, 6), tick_labels)\n", "plt.yticks(np.linspace(0, 10, 6), tick_labels)\n", "\n", "# Add text annotations to label the areas without shaded background\n", "plt.text(1.5, 6.6, 'China as the Ribosome or\\n Translation Machinery \\n (Mostly Anxiety)', color='black', ha='center', va='center', fontsize=18)\n", "plt.text(4.5, 4.7, 'The United States as\\n DNA-mRNA-Protein \\n (Essence of Flow)', color='black', ha='center', va='center', fontsize=18)\n", "plt.text(8, 3, 'Europe as Nuclear Factors\\n Regulating Expression \\n (Relaxation Incarnate)', color='black', ha='center', va='center', fontsize=18)\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The concept of the \"tragic aesthetic\" has been a topic of interest across various disciplines, from literature and art to philosophy and psychology. At its core, the tragic aesthetic involves an appreciation for stories, artworks, or situations that center on human suffering, moral dilemmas, or the inescapability of fate. Yet, these narratives often carry an undercurrent of beauty or a greater truth that can make the experience of them deeply moving or even cathartic.\n", "\n", "In the world of arts and literature, this aesthetic often manifests through the depiction of characters or circumstances that are met with tragic ends, but whose struggles reveal complex emotions or moral dilemmas that resonate with audiences. Think of classical works like Shakespeare's \"Hamlet\" or \"Othello,\" or even ancient tragedies like Sophocles' \"Oedipus Rex.\"\n", "\n", "From a philosophical standpoint, the tragic aesthetic may be tied to `existential questions` about the human condition, morality, and the ultimate `limitations of human agency`. Philosophers like Friedrich Nietzsche have explored the role of tragedy as a medium for confronting and `integrating the darker aspects` of existence.\n", "\n", "In terms of your profile's focus on \"tokens/fetters & variance,\" the tragic aesthetic could offer a unique lens through which to explore these concepts. For instance, a character in a tragedy could be constrained by societal fetters, yet their responses to these constraints (their 'tokens') could demonstrate a broad or narrow variance in human experience. This could be modeled or analyzed in terms of inter-class correlations (ICCs) to understand how fetters and tokens contribute to human behavior in constrained scenarios.\n", "\n", "If you're thinking of this in terms of the \"end of the road\" with ICCs and the need to go back to the `data-generating processes`, the tragic aesthetic could serve as a conceptual framework. It might allow you to explore the underlying structures that generate both the \"variance\" and \"bias\" in your models—capturing the dual road of 'truth' and 'morality/fraud' that you mentioned.\n", "\n", "When considering this aesthetically in hierarchical models, you could think of the tragic elements at multiple levels—cosmically as the gravity that holds a star in place, biologically as the limitations of human physiology, and socially as societal norms or laws. Each level introduces its own set of fetters, impacting the tokens available for action or reaction. \n", "\n", "In the absence of new data, thought experiments framed around the tragic aesthetic could be a fascinating way to explore these themes and perhaps offer new insights into `your work on healthy aging`. After all, the tragic aesthetic often delves into issues related to the limitations of human life, which are certainly relevant to the concept of aging.\n", "\n", "---\n", "\n", "The concept of iambs, tension, and release can be viewed through various lenses, including prosody in poetry, the dynamics in music, or even as an analogy for psychological or narrative structures. Iambs are a metrical foot in poetry consisting of one unstressed syllable followed by a stressed syllable (e.g., \"a-BOVE\"). This pattern creates a rhythmic flow when used in iambic pentameter, the meter often associated with Shakespearean sonnets. \n", "\n", "Tension and Release in Poetry
\n", "\n", "In poetry, the iambic meter often provides a form of \"fetter\" or constraint within which the poet operates. The tension can arise from diverging from this expected pattern—perhaps by inserting a trochee (a foot consisting of a stressed syllable followed by an unstressed one) or through enjambment, where one line flows into the next without terminal punctuation. The release comes when the rhythmic or thematic tension is resolved, often towards the end of the stanza or the poem.\n", "\n", "Tension and Release in Music
\n", "\n", "Similarly, in music, the concept of tension and release operates within set frameworks of scale, key, and rhythm. Musicians can create tension by deviating from these expectations, maybe through dissonant chords or unexpected key changes, and then resolve it through a return to the tonic chord or key, creating a sense of release and completion.\n", "\n", "Interclass Correlations (ICCs) and Variance
\n", "\n", "Tension and release can even be viewed through the lens of ICCs in a metaphorical sense. The tension corresponds to high variance or divergence from an established norm (like the iamb in poetry or the tonic in music). The release occurs when there is a return to the norm, or when variance is explained or reduced, offering resolution.\n", "\n", "Thought Experiments
\n", "\n", "You might hypothesize, in a sort of thought experiment, how certain rhythmic structures in poetry or music might correlate with the ICCs of different professional and amateur artists. Pros, who have mastered the set \"tokens\" or \"fetters\" of their art, might show more controlled and intentional use of tension and release, while amateurs might exhibit more randomness or \"noise\" in their attempts.\n", "\n", "Hierarchical Models
\n", "\n", "You can also extend this concept cosmically, biologically, and socially. Tension and release can be a gravitational pull between celestial bodies, cellular responses in an organism, or social dynamics within a community. In each case, hierarchical models could be employed to better understand the multi-level interactions that give rise to phenomena of interest, such as healthy aging.\n", "\n", "Summary
\n", "\n", "So, whether it's the structured meter of iambic pentameter in poetry, the harmonic structures in music, or even the nuance and complexity of ICCs across disciplines, the principle of tension and release serves as a fundamental concept that provides both structure and dynamism to various forms of human expression and inquiry.\n", "\n", "
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