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{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 619
        },
        "id": "Gi2NoKkF8hvL",
        "outputId": "ba31963c-0367-4d37-c990-ed349f43339d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/torch/functional.py:534: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3595.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import torch\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Parameters for the waveform and time\n",
        "waveform_size = 100  # Size of the 2D grid (waveform)\n",
        "frequency = 0.5  # Frequency of the wave\n",
        "amplitude = 5.0  # Amplitude of the wave\n",
        "direction_angle = np.pi / 4  # Direction in radians (e.g., pi/4 is 45 degrees)\n",
        "total_time_hours = 24  # Total timespan in hours\n",
        "time_steps = 240  # Number of time steps (e.g., 240 time steps for 24 hours means 10 steps per hour)\n",
        "\n",
        "# Time step interval (e.g., 10 time steps per hour)\n",
        "time_interval = total_time_hours / time_steps\n",
        "\n",
        "# Generate a 2D grid of coordinates\n",
        "x = torch.linspace(-waveform_size // 2, waveform_size // 2, waveform_size)\n",
        "y = torch.linspace(-waveform_size // 2, waveform_size // 2, waveform_size)\n",
        "X, Y = torch.meshgrid(x, y)\n",
        "\n",
        "# First Layer: Infinite directional waveform (repeating signal over time)\n",
        "def infinite_waveform(t):\n",
        "    return amplitude * torch.cos(2 * np.pi * frequency * (X * torch.cos(torch.tensor(direction_angle)) + Y * torch.sin(torch.tensor(direction_angle))) + 2 * np.pi * t)\n",
        "\n",
        "# Second Layer: Wealth Data transformed into energy\n",
        "wealth_data = torch.rand(waveform_size, waveform_size) * 100  # Simulate random wealth values\n",
        "total_wealth_energy = wealth_data ** 2  # Convert wealth to energy\n",
        "\n",
        "# Third Layer: VPN protection (adding noise or encryption to wealth data)\n",
        "noise_mask = torch.randn(waveform_size, waveform_size) * 0.1  # Small random noise\n",
        "protected_wealth_energy = total_wealth_energy + noise_mask  # Obscure wealth data with noise\n",
        "\n",
        "# Evenly distribute wealth energy over the 24-hour period (each time step receives a fraction of wealth)\n",
        "wealth_energy_per_time = protected_wealth_energy / time_steps\n",
        "\n",
        "# Simulate the combined signal over 24 hours (even distribution of wealth energy)\n",
        "infinite_signal = torch.zeros(waveform_size, waveform_size)\n",
        "for t in range(time_steps):\n",
        "    wave = infinite_waveform(t * time_interval)  # Scale time by interval\n",
        "    infinite_signal += wave * wealth_energy_per_time  # Evenly distribute wealth energy over time\n",
        "\n",
        "# Visualize the final infinite signal that combines all layers over the 24-hour period\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.imshow(infinite_signal.numpy(), cmap='plasma', origin='lower')\n",
        "plt.title(\"24-Hour Combined Signal with Evenly Distributed Wealth Energy\")\n",
        "plt.colorbar(label='Signal Intensity')\n",
        "plt.xlabel('X Axis')\n",
        "plt.ylabel('Y Axis')\n",
        "plt.show()"
      ]
    }
  ]
}