diff --git a/rabbits-and-foxes-kmc-question.ipynb b/rabbits-and-foxes-kmc-question.ipynb index 657efb4..3b62fc3 100644 --- a/rabbits-and-foxes-kmc-question.ipynb +++ b/rabbits-and-foxes-kmc-question.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -59,6 +59,7 @@ "2. The interquartile range of the second peak in foxes (eg. 411-443 days, 2700-3120 foxes).\n", "3. The probability that the foxes die out before 600 days are complete\n", "\n", + "\n", "Make sure you've done enough simulations to be suitably confident in your answers (given the precision you think appropriate)." ] }, @@ -72,12 +73,430 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true, - "jupyter": { - "outputs_hidden": true + "metadata": {}, + "outputs": [], + "source": [ + "k1 = 0.015 # rabbit birth rate (per day)\n", + "k2 = 0.00004 # rabbit death rate due to predation (per day per fox) <-- k2 = rabbit death\n", + "k3 = 0.0004 # fox birth rate from predation (per day per rabbit) <-- k3 = fox birth\n", + "k4 = 0.04 # fox natural death rate (per day)\n", + "\n", + "R0, F0 = 400, 200 # initial integers\n", + "T_END = 600.0\n", + "N_RUNS = \n", + "\n", + "# We'll analyze/plot on a uniform time grid:\n", + "times = np.linspace(0.0, T_END, 1201) # 0.5-day spacing\n", + "\n", + "\n", + "# --- event-driven KMC (single run) ---\n", + "time = 0.0\n", + "rabbit, fox = int(R0), int(F0)\n", + "\n", + "T = [time]\n", + "R = [rabbit]\n", + "F = [fox]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "# storage on the uniform grid\n", + "R_grid = np.zeros((N_RUNS, len(times)), dtype=float)\n", + "F_grid = np.zeros((N_RUNS, len(times)), dtype=float)\n", + "\n", + "# per-run maxima (value + time on the uniform grid)\n", + "maxR_vals, maxR_times = [], []\n", + "maxF_vals, maxF_times = [], []\n", + "\n", + "# reproducible but different seeds per run (optional)\n", + "rng = np.random.default_rng(12345)\n", + "seeds = rng.integers(0, 2**31-1, size=N_RUNS)\n", + "\n", + "for run in range(N_RUNS):\n", + " # --- fresh state for this run ---\n", + " rs = np.random.RandomState(int(seeds[run])) # local RNG for this run\n", + " time = 0.0\n", + " rabbit, fox = int(R0), int(F0)\n", + " T = [time]; R = [rabbit]; F = [fox]\n", + "\n", + " while time < T_END:\n", + " # rates / propensities (k2 = R death, k3 = F birth)\n", + " rate_rabbit_birth = k1 * rabbit\n", + " rate_rabbit_death = k2 * rabbit * fox\n", + " rate_fox_birth = k3 * rabbit * fox\n", + " rate_fox_death = k4 * fox\n", + "\n", + " rates = np.array([rate_rabbit_birth, rate_rabbit_death,\n", + " rate_fox_birth, rate_fox_death], dtype=float)\n", + " total_rate = rates.sum()\n", + " if total_rate <= 0.0:\n", + " T.append(T_END); R.append(rabbit); F.append(fox)\n", + " break\n", + "\n", + " # two uniforms\n", + " u1 = rs.uniform()\n", + " u2 = rs.uniform()\n", + " dt = -np.log(u1) / total_rate\n", + "\n", + " # pad to horizon if next jump would pass T_END\n", + " if time + dt >= T_END:\n", + " T.append(T_END); R.append(rabbit); F.append(fox)\n", + " break\n", + "\n", + " time += dt\n", + "\n", + " # choose event\n", + " event = np.searchsorted(np.cumsum(rates), u2 * total_rate, side=\"right\")\n", + "\n", + " if event == 0: # rabbit birth\n", + " rabbit += 1\n", + " elif event == 1: # rabbit death\n", + " rabbit = max(0, rabbit - 1)\n", + " elif event == 2: # fox birth\n", + " fox += 1\n", + " else: # fox death\n", + " fox = max(0, fox - 1)\n", + "\n", + " T.append(time); R.append(rabbit); F.append(fox)\n", + "\n", + " # --- resample this run onto the uniform grid `times` (carry-last-value) ---\n", + " idx = np.searchsorted(T, times, side=\"right\") - 1\n", + " idx = np.clip(idx, 0, len(R) - 1)\n", + " Rg = np.array(R)[idx]\n", + " Fg = np.array(F)[idx]\n", + " R_grid[run, :] = Rg\n", + " F_grid[run, :] = Fg\n", + "\n", + " # per-run maxima on the grid (value + time)\n", + " iR = int(np.argmax(Rg)); iF = int(np.argmax(Fg))\n", + " maxR_vals.append(int(Rg[iR])); maxR_times.append(float(times[iR]))\n", + " maxF_vals.append(int(Fg[iF])); maxF_times.append(float(times[iF]))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Run | Max Rabbits @ time | Max Foxes @ time\n", + "----+--------------------+-----------------\n", + " 1 | 410 @ 4.00 | 2581 @ 33.50\n", + " 2 | 2425 @ 600.00 | 2901 @ 31.00\n", + " 3 | 15579 @ 600.00 | 2473 @ 29.00\n", + " 4 | 431 @ 8.00 | 2841 @ 29.50\n", + " 5 | 9842 @ 600.00 | 3081 @ 34.50\n", + " 6 | 2676 @ 600.00 | 2363 @ 30.50\n", + " 7 | 9158 @ 600.00 | 2940 @ 32.50\n", + " 8 | 7017 @ 600.00 | 2719 @ 33.00\n", + " 9 | 477 @ 355.00 | 3305 @ 384.00\n", + " 10 | 2510 @ 600.00 | 2882 @ 33.50\n", + " 11 | 495 @ 443.50 | 4019 @ 466.50\n", + " 12 | 4461 @ 600.00 | 2866 @ 35.50\n", + " 13 | 416 @ 7.00 | 2653 @ 32.00\n", + " 14 | 4720 @ 600.00 | 2658 @ 31.00\n", + " 15 | 495 @ 395.50 | 3217 @ 419.50\n", + " 16 | 6342 @ 600.00 | 2855 @ 31.00\n", + " 17 | 413 @ 5.50 | 2675 @ 33.50\n", + " 18 | 412 @ 5.50 | 2643 @ 29.00\n", + " 19 | 417 @ 456.50 | 3103 @ 483.50\n", + " 20 | 411 @ 9.00 | 2774 @ 33.50\n", + " 21 | 6117 @ 600.00 | 2651 @ 32.50\n", + " 22 | 5595 @ 600.00 | 2775 @ 33.50\n", + " 23 | 7318 @ 600.00 | 2712 @ 33.00\n", + " 24 | 451 @ 417.50 | 3601 @ 441.00\n", + " 25 | 416 @ 5.00 | 2500 @ 31.50\n", + " 26 | 6887 @ 600.00 | 2968 @ 32.50\n", + " 27 | 4646 @ 600.00 | 2640 @ 32.50\n", + " 28 | 9896 @ 600.00 | 2824 @ 29.00\n", + " 29 | 415 @ 5.50 | 2946 @ 32.50\n", + " 30 | 409 @ 8.50 | 2812 @ 31.00\n", + " 31 | 4400 @ 600.00 | 2765 @ 33.00\n", + " 32 | 8304 @ 600.00 | 2999 @ 30.50\n", + " 33 | 9042 @ 600.00 | 2913 @ 33.50\n", + " 34 | 409 @ 4.50 | 2808 @ 29.50\n", + " 35 | 13503 @ 600.00 | 2708 @ 29.50\n", + " 36 | 418 @ 3.50 | 3245 @ 33.00\n", + " 37 | 13743 @ 600.00 | 2577 @ 31.50\n", + " 38 | 411 @ 429.00 | 2897 @ 456.50\n", + " 39 | 759 @ 600.00 | 3026 @ 31.50\n", + " 40 | 419 @ 7.00 | 2893 @ 34.50\n", + " 41 | 3343 @ 600.00 | 2691 @ 32.50\n", + " 42 | 14245 @ 600.00 | 2818 @ 34.00\n", + " 43 | 1713 @ 600.00 | 2729 @ 34.50\n", + " 44 | 8098 @ 600.00 | 2909 @ 34.00\n", + " 45 | 4198 @ 600.00 | 2842 @ 31.50\n", + " 46 | 3227 @ 600.00 | 2920 @ 31.00\n", + " 47 | 3768 @ 600.00 | 2725 @ 32.00\n", + " 48 | 4577 @ 600.00 | 2774 @ 33.50\n", + " 49 | 3931 @ 600.00 | 2816 @ 34.50\n", + " 50 | 435 @ 369.50 | 2922 @ 391.50\n", + "\n", + "Averages over 50 runs:\n", + "- Rabbits: avg max = 4204.00, avg time = 430.79 d\n", + "- Foxes: avg max = 2859.10, avg time = 88.54 d\n" + ] } - }, + ], + "source": [ + "# Plot all runs (light) + ensemble means (bold), and print max summaries\n", + "\n", + "R_mean = R_grid.mean(axis=0)\n", + "F_mean = F_grid.mean(axis=0)\n", + "\n", + "plt.figure(figsize=(9,4.8))\n", + "# light single-run traces to show variability\n", + "for i in range(N_RUNS):\n", + " plt.step(times, R_grid[i], where=\"post\", alpha=0.25)\n", + " plt.step(times, F_grid[i], where=\"post\", alpha=0.25)\n", + "# bold means\n", + "plt.plot(times, R_mean, linewidth=2.2, label=\"Rabbits (mean)\")\n", + "plt.plot(times, F_mean, linewidth=2.2, label=\"Foxes (mean)\")\n", + "plt.xlim(0, T_END)\n", + "plt.xlabel(\"Time (days)\"); plt.ylabel(\"Population\")\n", + "plt.title(f\"KMC — {N_RUNS} runs (resampled to uniform linspace grid)\")\n", + "plt.legend(); plt.tight_layout(); plt.show()\n", + "\n", + "# per-run table + averages\n", + "print(\"Run | Max Rabbits @ time | Max Foxes @ time\")\n", + "print(\"----+--------------------+-----------------\")\n", + "for i in range(N_RUNS):\n", + " print(f\"{i+1:>3} | {maxR_vals[i]:>11} @ {maxR_times[i]:6.2f} | \"\n", + " f\"{maxF_vals[i]:>8} @ {maxF_times[i]:6.2f}\")\n", + "\n", + "print(\"\\nAverages over\", N_RUNS, \"runs:\")\n", + "print(f\"- Rabbits: avg max = {np.mean(maxR_vals):.2f}, avg time = {np.mean(maxR_times):.2f} d\")\n", + "print(f\"- Foxes: avg max = {np.mean(maxF_vals):.2f}, avg time = {np.mean(maxF_times):.2f} d\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(9,4))\n", + "\n", + "for i in range(N_RUNS): # N_RUNS = 15\n", + " plt.step(times, F_grid[i], where=\"post\", linewidth=1.0, alpha=0.7)\n", + "\n", + "plt.xlim(300, T_END)\n", + "plt.xlabel(\"Time (days)\")\n", + "plt.ylabel(\"Foxes\")\n", + "plt.title(f\"KMC — Foxes (all {N_RUNS} runs)\")\n", + "# no legend to keep it clean\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Run 1: fox max in [300,600) = 1135 at t = 333.00 days\n", + "Run 2: fox max in [300,600) = 1 at t = 300.00 days\n", + "Run 3: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 4: fox max in [300,600) = 1795 at t = 367.50 days\n", + "Run 5: fox max in [300,600) = 4 at t = 306.50 days\n", + "Run 6: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 7: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 8: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 9: fox max in [300,600) = 3305 at t = 384.00 days\n", + "Run 10: fox max in [300,600) = 2 at t = 300.00 days\n", + "Run 11: fox max in [300,600) = 4019 at t = 466.50 days\n", + "Run 12: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 13: fox max in [300,600) = 2098 at t = 435.00 days\n", + "Run 14: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 15: fox max in [300,600) = 3217 at t = 419.50 days\n", + "Run 16: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 17: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 18: fox max in [300,600) = 2096 at t = 401.50 days\n", + "Run 19: fox max in [300,600) = 3103 at t = 483.50 days\n", + "Run 20: fox max in [300,600) = 1 at t = 300.00 days\n", + "Run 21: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 22: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 23: fox max in [300,600) = 3 at t = 300.50 days\n", + "Run 24: fox max in [300,600) = 3601 at t = 441.00 days\n", + "Run 25: fox max in [300,600) = 1801 at t = 362.00 days\n", + "Run 26: fox max in [300,600) = 2 at t = 300.00 days\n", + "Run 27: fox max in [300,600) = 3 at t = 300.00 days\n", + "Run 28: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 29: fox max in [300,600) = 1970 at t = 390.00 days\n", + "Run 30: fox max in [300,600) = 2109 at t = 381.00 days\n", + "Run 31: fox max in [300,600) = 1 at t = 300.00 days\n", + "Run 32: fox max in [300,600) = 3 at t = 300.00 days\n", + "Run 33: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 34: fox max in [300,600) = 1884 at t = 373.00 days\n", + "Run 35: fox max in [300,600) = 1 at t = 300.00 days\n", + "Run 36: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 37: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 38: fox max in [300,600) = 2897 at t = 456.50 days\n", + "Run 39: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 40: fox max in [300,600) = 2598 at t = 457.50 days\n", + "Run 41: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 42: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 43: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 44: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 45: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 46: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 47: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 48: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 49: fox max in [300,600) = 0 at t = 300.00 days\n", + "Run 50: fox max in [300,600) = 2922 at t = 391.50 days\n", + "\n", + "Averages over runs (ignoring NaNs):\n", + "value = 811.42, time = 335.00 days\n" + ] + }, + { + "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", + "# --- window ---\n", + "T_LO, T_HI = 300.0, 600.0\n", + "mask = (times >= T_LO) & (times < T_HI)\n", + "t_w = times[mask]\n", + "\n", + "# --- per-run max in [300,600) ---\n", + "maxF_vals, maxF_times = [], []\n", + "idxs = []\n", + "\n", + "for i in range(N_RUNS):\n", + " F_w = F_grid[i, mask]\n", + " if F_w.size == 0:\n", + " maxF_vals.append(np.nan); maxF_times.append(np.nan); idxs.append(-1)\n", + " continue\n", + " j = int(np.argmax(F_w))\n", + " maxF_vals.append(float(F_w[j]))\n", + " maxF_times.append(float(t_w[j]))\n", + " idxs.append(j)\n", + "\n", + "# --- print results ---\n", + "for i, (v, t) in enumerate(zip(maxF_vals, maxF_times), 1):\n", + " print(f\"Run {i:2d}: fox max in [300,600) = {v:.0f} at t = {t:.2f} days\")\n", + "\n", + "print(\"\\nAverages over runs (ignoring NaNs):\")\n", + "print(f\"value = {np.nanmean(maxF_vals):.2f}, time = {np.nanmean(maxF_times):.2f} days\")\n", + "\n", + "# --- plot only the window with markers at each run's max ---\n", + "plt.figure(figsize=(9,4))\n", + "for i in range(N_RUNS):\n", + " plt.step(t_w, F_grid[i, mask], where=\"post\", alpha=0.35)\n", + " if idxs[i] != -1 and not np.isnan(maxF_vals[i]):\n", + " plt.plot(maxF_times[i], maxF_vals[i], 'o', ms=5)\n", + "\n", + "plt.xlim(T_LO, T_HI)\n", + "plt.xlabel(\"Time (days)\")\n", + "plt.ylabel(\"Foxes\")\n", + "plt.title(f\"Fox trajectories in [{int(T_LO)},{int(T_HI)}) with per-run maxima marked\")\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [], "source": [] } @@ -85,7 +504,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "5137", + "display_name": "cheme5137", "language": "python", "name": "python3" }, @@ -99,7 +518,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.12.7" } }, "nbformat": 4,