From a7dd47ac05d5fb2472c71f575760744fb2e6f4c2 Mon Sep 17 00:00:00 2001 From: kashepavadan Date: Tue, 17 Jun 2025 23:05:38 -0400 Subject: [PATCH] honest chain growth simulations --- cryptarchia/longest-chain-cryptarchia.ipynb | 606 +++++++++++++++----- cryptarchia/requirements.txt | 1 + 2 files changed, 467 insertions(+), 140 deletions(-) diff --git a/cryptarchia/longest-chain-cryptarchia.ipynb b/cryptarchia/longest-chain-cryptarchia.ipynb index 605bf49..fbb6f36 100644 --- a/cryptarchia/longest-chain-cryptarchia.ipynb +++ b/cryptarchia/longest-chain-cryptarchia.ipynb @@ -87,13 +87,13 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 5, "id": "17ef82f8-968c-48b0-bee7-f2642c8b3f3e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -472,18 +472,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "leader\t0.02s\n", + "leader\t0.03s\n", "emit\t0.01s\n", - "slot\t0.03s\n", + "slot\t0.05s\n", "forkchoice\t0.00s\n", - "emit_leader_block\t0.00s\n", + "emit_leader_block\t0.01s\n", "prep\t0.00s\n", - "total\t0.03s\n", + "total\t0.05s\n", "avg blocks per slot 0.153\n", "Number of blocks 153\n", "longest chain 92\n", - "CPU times: user 25.9 ms, sys: 874 μs, total: 26.8 ms\n", - "Wall time: 26.3 ms\n" + "CPU times: user 46.9 ms, sys: 995 μs, total: 47.9 ms\n", + "Wall time: 47.5 ms\n" ] } ], @@ -509,7 +509,389 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 46, + "id": "def10743-5c85-4c77-9d36-64cdac0d6839", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "forkchoice\t0.18s\n", + "emit_leader_block\t0.31s\n", + "leader\t0.37s\n", + "emit\t0.55s\n", + "slot\t0.92s\n", + "prep\t0.00s\n", + "total\t0.93s\n", + "HONEST RATIO: 0.1677\n", + "ACTIVE RATIO: 0.1677\n", + "F RATIO: 0.5\n", + "forkchoice\t0.07s\n", + "emit_leader_block\t0.13s\n", + "leader\t0.34s\n", + "emit\t0.23s\n", + "slot\t0.57s\n", + "prep\t0.00s\n", + "total\t0.58s\n", + "HONEST RATIO: 0.1228\n", + "ACTIVE RATIO: 0.1228\n", + "F RATIO: 0.25\n", + "leader\t0.34s\n", + "emit\t0.13s\n", + "slot\t0.46s\n", + "forkchoice\t0.03s\n", + "emit_leader_block\t0.06s\n", + "prep\t0.00s\n", + "total\t0.47s\n", + "HONEST RATIO: 0.0794\n", + "ACTIVE RATIO: 0.0794\n", + "F RATIO: 0.125\n", + "leader\t0.33s\n", + "emit\t0.08s\n", + "slot\t0.41s\n", + "forkchoice\t0.01s\n", + "emit_leader_block\t0.03s\n", + "prep\t0.00s\n", + "total\t0.41s\n", + "HONEST RATIO: 0.0485\n", + "ACTIVE RATIO: 0.0485\n", + "F RATIO: 0.0625\n", + "leader\t0.31s\n", + "emit\t0.05s\n", + "slot\t0.36s\n", + "forkchoice\t0.01s\n", + "emit_leader_block\t0.01s\n", + "prep\t0.00s\n", + "total\t0.37s\n", + "HONEST RATIO: 0.0267\n", + "ACTIVE RATIO: 0.0267\n", + "F RATIO: 0.03125\n", + "leader\t0.31s\n", + "emit\t0.04s\n", + "slot\t0.35s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.01s\n", + "prep\t0.00s\n", + "total\t0.35s\n", + "HONEST RATIO: 0.0139\n", + "ACTIVE RATIO: 0.0139\n", + "F RATIO: 0.015625\n", + "leader\t0.32s\n", + "emit\t0.04s\n", + "slot\t0.36s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.36s\n", + "HONEST RATIO: 0.0073\n", + "ACTIVE RATIO: 0.0073\n", + "F RATIO: 0.0078125\n", + "leader\t0.31s\n", + "emit\t0.03s\n", + "slot\t0.34s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.35s\n", + "HONEST RATIO: 0.0033\n", + "ACTIVE RATIO: 0.0033\n", + "F RATIO: 0.00390625\n", + "leader\t0.32s\n", + "emit\t0.03s\n", + "slot\t0.35s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.35s\n", + "HONEST RATIO: 0.0019\n", + "ACTIVE RATIO: 0.0019\n", + "F RATIO: 0.001953125\n", + "leader\t0.32s\n", + "emit\t0.03s\n", + "slot\t0.35s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.36s\n", + "HONEST RATIO: 0.0009\n", + "ACTIVE RATIO: 0.0009\n", + "F RATIO: 0.0009765625\n", + "leader\t0.31s\n", + "emit\t0.03s\n", + "slot\t0.34s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.34s\n", + "HONEST RATIO: 0.0006\n", + "ACTIVE RATIO: 0.0006\n", + "F RATIO: 0.00048828125\n" + ] + } + ], + "source": [ + "f_values = [1 / (2**i) for i in range(1, 12)]\n", + "ratios = []\n", + "for i in f_values:\n", + " np.random.seed(0)\n", + " sim_chain_growth = Sim(\n", + " params=Params(\n", + " SLOTS=10000,\n", + " f=i,\n", + " adversary_control = 10 ** -9,\n", + " honest_stake = np.random.pareto(10, 1000)\n", + " ),\n", + " network=blend_net\n", + " )\n", + " sim_chain_growth.run(seed=0)\n", + "\n", + " active_slots = np.full(sim_chain_growth.params.SLOTS, 0)\n", + " for b in sim_chain_growth.blocks:\n", + " if active_slots[b.height - 1] == 0:\n", + " active_slots[b.height - 1] = 1\n", + " \n", + " print(f\"HONEST RATIO: {len(sim_chain_growth.honest_chain()) / sim_chain_growth.params.SLOTS}\")\n", + " print(f\"ACTIVE RATIO: {active_slots.sum() / sim_chain_growth.params.SLOTS}\")\n", + " print(f\"F RATIO: {sim_chain_growth.params.f}\")\n", + " ratios.append(len(sim_chain_growth.honest_chain()) / sim_chain_growth.params.SLOTS / sim_chain_growth.params.f)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "e0dfb7d6-3975-4e8c-b4f2-42b7f5f600bf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(f_values, ratios)\n", + "plt.xscale('log')\n", + "plt.xlabel(\"Target slot occupancy rate (f)\")\n", + "plt.ylabel(\"Honest chain blocks per slot vs f\")\n", + "plt.title(\"Honest chain block production vs target block production rates\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "1558fd2d-ec9a-462a-ae69-05cb1636946e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "leader\t0.33s\n", + "emit\t0.05s\n", + "slot\t0.37s\n", + "forkchoice\t0.01s\n", + "emit_leader_block\t0.01s\n", + "prep\t0.00s\n", + "total\t0.38s\n", + "HONEST RATIO: 0.0185\n", + "ACTIVE RATIO: 0.0185\n", + "F RATIO: 0.02\n", + "leader\t0.31s\n", + "emit\t0.03s\n", + "slot\t0.34s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.34s\n", + "HONEST RATIO: 0.0093\n", + "ACTIVE RATIO: 0.0093\n", + "F RATIO: 0.01\n", + "leader\t0.31s\n", + "emit\t0.03s\n", + "slot\t0.34s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.35s\n", + "HONEST RATIO: 0.0062\n", + "ACTIVE RATIO: 0.0062\n", + "F RATIO: 0.006666666666666667\n", + "leader\t0.30s\n", + "emit\t0.03s\n", + "slot\t0.33s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.34s\n", + "HONEST RATIO: 0.0052\n", + "ACTIVE RATIO: 0.0052\n", + "F RATIO: 0.005\n", + "leader\t0.31s\n", + "emit\t0.03s\n", + "slot\t0.34s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.35s\n", + "HONEST RATIO: 0.0033\n", + "ACTIVE RATIO: 0.0033\n", + "F RATIO: 0.004\n", + "leader\t0.32s\n", + "emit\t0.03s\n", + "slot\t0.35s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.35s\n", + "HONEST RATIO: 0.0033\n", + "ACTIVE RATIO: 0.0033\n", + "F RATIO: 0.0033333333333333335\n", + "leader\t0.32s\n", + "emit\t0.03s\n", + "slot\t0.36s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.36s\n", + "HONEST RATIO: 0.0027\n", + "ACTIVE RATIO: 0.0027\n", + "F RATIO: 0.002857142857142857\n", + "leader\t0.33s\n", + "emit\t0.03s\n", + "slot\t0.36s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.36s\n", + "HONEST RATIO: 0.0027\n", + "ACTIVE RATIO: 0.0027\n", + "F RATIO: 0.0025\n", + "leader\t0.34s\n", + "emit\t0.03s\n", + "slot\t0.37s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.37s\n", + "HONEST RATIO: 0.0019\n", + "ACTIVE RATIO: 0.0019\n", + "F RATIO: 0.0022222222222222222\n", + "leader\t0.33s\n", + "emit\t0.03s\n", + "slot\t0.36s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.37s\n", + "HONEST RATIO: 0.0019\n", + "ACTIVE RATIO: 0.0019\n", + "F RATIO: 0.002\n", + "leader\t0.33s\n", + "emit\t0.03s\n", + "slot\t0.36s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.37s\n", + "HONEST RATIO: 0.0019\n", + "ACTIVE RATIO: 0.0019\n", + "F RATIO: 0.0018181818181818182\n", + "leader\t0.33s\n", + "emit\t0.03s\n", + "slot\t0.36s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.37s\n", + "HONEST RATIO: 0.0019\n", + "ACTIVE RATIO: 0.0019\n", + "F RATIO: 0.0016666666666666668\n", + "leader\t0.32s\n", + "emit\t0.03s\n", + "slot\t0.35s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.35s\n", + "HONEST RATIO: 0.0016\n", + "ACTIVE RATIO: 0.0016\n", + "F RATIO: 0.0015384615384615385\n", + "leader\t0.31s\n", + "emit\t0.03s\n", + "slot\t0.34s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.34s\n", + "HONEST RATIO: 0.0016\n", + "ACTIVE RATIO: 0.0016\n", + "F RATIO: 0.0014285714285714286\n" + ] + } + ], + "source": [ + "f_values = [1 / (50 * i) for i in range(1, 15)]\n", + "ratios = []\n", + "for i in f_values:\n", + " np.random.seed(0)\n", + " sim_chain_growth = Sim(\n", + " params=Params(\n", + " SLOTS=10000,\n", + " f=i,\n", + " adversary_control = 10 ** -9,\n", + " honest_stake = np.random.pareto(10, 1000)\n", + " ),\n", + " network=blend_net\n", + " )\n", + " sim_chain_growth.run(seed=0)\n", + "\n", + " active_slots = np.full(sim_chain_growth.params.SLOTS, 0)\n", + " for b in sim_chain_growth.blocks:\n", + " if active_slots[b.height - 1] == 0:\n", + " active_slots[b.height - 1] = 1\n", + " \n", + " print(f\"HONEST RATIO: {len(sim_chain_growth.honest_chain()) / sim_chain_growth.params.SLOTS}\")\n", + " print(f\"ACTIVE RATIO: {active_slots.sum() / sim_chain_growth.params.SLOTS}\")\n", + " print(f\"F RATIO: {sim_chain_growth.params.f}\")\n", + " ratios.append(len(sim_chain_growth.honest_chain()) / sim_chain_growth.params.SLOTS / sim_chain_growth.params.f)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "4d2de249-9d61-498a-b0a3-56f0c5164459", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(f_values, ratios)\n", + "plt.xscale('log')\n", + "plt.xlabel(\"Target slot occupancy rate (f)\")\n", + "plt.ylabel(\"Honest chain blocks per slot vs f\")\n", + "plt.title(\"Honest chain block production vs target block production rates\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "id": "3130e27c-1ce6-439a-a6e7-436990b9315d", "metadata": {}, "outputs": [ @@ -519,7 +901,7 @@ "text": [ "honest_chain\t0.00s\n", "honest_height_by_slot\t0.00s\n", - "prep_analysis\t0.00s\n", + "prep_analysis\t0.01s\n", "nearest_honest\t0.00s\n", "reorg_events\t0.00s\n", "reorg_depth\t0.00s\n", @@ -530,13 +912,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/private/tmp/nix-shell-78445-0/ipykernel_42604/3345309101.py:280: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", + "/tmp/ipykernel_29261/3345309101.py:280: UserWarning: No artists with labels found to put in legend. Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n", " _ = ax.legend()\n" ] }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -551,7 +933,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "id": "13b4392d-d4ab-4b97-a7db-2bede9b3de9a", "metadata": {}, "outputs": [], @@ -569,7 +951,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "id": "f2bbb618-96c0-4a6d-b1dc-3b73ebafa5e2", "metadata": {}, "outputs": [], @@ -593,7 +975,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "id": "9cca2f57-1083-446c-b083-1dd158e0e7ca", "metadata": {}, "outputs": [ @@ -602,45 +984,45 @@ "output_type": "stream", "text": [ "simulating 1/5\n", - "leader\t0.02s\n", - "emit\t0.00s\n", - "slot\t0.02s\n", + "leader\t0.03s\n", + "emit\t0.01s\n", + "slot\t0.04s\n", "forkchoice\t0.00s\n", "emit_leader_block\t0.00s\n", "prep\t0.00s\n", - "total\t0.02s\n", + "total\t0.04s\n", "simulating 2/5\n", - "leader\t0.02s\n", - "emit\t0.00s\n", - "slot\t0.02s\n", + "leader\t0.03s\n", + "emit\t0.01s\n", + "slot\t0.04s\n", "forkchoice\t0.00s\n", "emit_leader_block\t0.00s\n", "prep\t0.00s\n", - "total\t0.02s\n", + "total\t0.04s\n", "simulating 3/5\n", - "leader\t0.02s\n", - "emit\t0.00s\n", - "slot\t0.02s\n", + "leader\t0.03s\n", + "emit\t0.01s\n", + "slot\t0.04s\n", "forkchoice\t0.00s\n", "emit_leader_block\t0.00s\n", "prep\t0.00s\n", - "total\t0.02s\n", + "total\t0.04s\n", "simulating 4/5\n", - "leader\t0.02s\n", - "emit\t0.00s\n", - "slot\t0.02s\n", - "forkchoice\t0.00s\n", - "emit_leader_block\t0.00s\n", - "prep\t0.00s\n", - "total\t0.02s\n", - "simulating 5/5\n", "leader\t0.03s\n", "emit\t0.01s\n", "slot\t0.03s\n", "forkchoice\t0.00s\n", "emit_leader_block\t0.00s\n", "prep\t0.00s\n", - "total\t0.03s\n", + "total\t0.04s\n", + "simulating 5/5\n", + "leader\t0.04s\n", + "emit\t0.01s\n", + "slot\t0.05s\n", + "forkchoice\t0.00s\n", + "emit_leader_block\t0.00s\n", + "prep\t0.00s\n", + "total\t0.05s\n", "finished simulation, starting analysis\n", "honest_chain\t0.00s\n", "honest_height_by_slot\t0.00s\n", @@ -677,8 +1059,8 @@ "reorg_events\t0.00s\n", "reorg_depth\t0.00s\n", "depth_append\t0.00s\n", - "CPU times: user 116 ms, sys: 5.15 ms, total: 121 ms\n", - "Wall time: 117 ms\n" + "CPU times: user 211 ms, sys: 2.05 ms, total: 213 ms\n", + "Wall time: 211 ms\n" ] } ], @@ -719,13 +1101,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "id": "1ff938f3-6bc4-4b8e-bd9a-492db140d7b9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -754,7 +1136,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 16, "id": "8c9a369c-2d55-4c07-8bfe-9e270cfed90a", "metadata": {}, "outputs": [ @@ -763,95 +1145,39 @@ "output_type": "stream", "text": [ "simulating 1/1\n", - "leader\t57.11s\n", - "emit\t19.70s\n", - "slot\t76.81s\n", - "forkchoice\t10.89s\n", - "emit_leader_block\t1.81s\n", + "leader\t1.14s\n", + "emit\t0.21s\n", + "slot\t1.35s\n", + "forkchoice\t0.04s\n", + "emit_leader_block\t0.04s\n", "prep\t0.00s\n", - "total\t78.08s\n", + "total\t1.37s\n", "finished simulation, starting analysis\n", - "Processing block Block(id=5000, slot=252236, height=4539, parent=np.int64(4999), leader=np.int64(93))\n", - "Processing block Block(id=10000, slot=497006, height=9067, parent=np.int64(9999), leader=np.int64(58))\n", - "Processing block Block(id=15000, slot=750959, height=13619, parent=np.int64(14999), leader=np.int64(70))\n", - "Processing block Block(id=20000, slot=991659, height=18134, parent=np.int64(19999), leader=np.int64(6))\n", - "Processing block Block(id=25000, slot=1239863, height=22728, parent=np.int64(24999), leader=np.int64(17))\n", - "Processing block Block(id=30000, slot=1489285, height=27277, parent=np.int64(29999), leader=np.int64(37))\n", - "Processing block Block(id=35000, slot=1728486, height=31815, parent=np.int64(34999), leader=np.int64(19))\n", - "Processing block Block(id=40000, slot=1974391, height=36342, parent=np.int64(39999), leader=np.int64(27))\n", - "Processing block Block(id=45000, slot=2226173, height=40923, parent=np.int64(44999), leader=np.int64(84))\n", - "Processing block Block(id=50000, slot=2472896, height=45468, parent=np.int64(49999), leader=np.int64(4))\n", - "Processing block Block(id=55000, slot=2719213, height=50014, parent=np.int64(54999), leader=np.int64(7))\n", - "Processing block Block(id=60000, slot=2970718, height=54585, parent=np.int64(59999), leader=np.int64(72))\n", - "Processing block Block(id=65000, slot=3215235, height=59149, parent=np.int64(64999), leader=np.int64(72))\n", - "Processing block Block(id=70000, slot=3457637, height=63640, parent=np.int64(69999), leader=np.int64(78))\n", - "Processing block Block(id=75000, slot=3699174, height=68173, parent=np.int64(74999), leader=np.int64(22))\n", - "Processing block Block(id=80000, slot=3941265, height=72702, parent=np.int64(79999), leader=np.int64(7))\n", - "Processing block Block(id=85000, slot=4187929, height=77245, parent=np.int64(84999), leader=np.int64(91))\n", - "Processing block Block(id=90000, slot=4436329, height=81777, parent=np.int64(89999), leader=np.int64(89))\n", - "Processing block Block(id=95000, slot=4686901, height=86332, parent=np.int64(94999), leader=np.int64(72))\n", - "Processing block Block(id=100000, slot=4937060, height=90886, parent=np.int64(99998), leader=np.int64(10))\n", - "Processing block Block(id=105000, slot=5187093, height=95442, parent=np.int64(104999), leader=np.int64(7))\n", - "Processing block Block(id=110000, slot=5435079, height=100002, parent=np.int64(109999), leader=np.int64(94))\n", - "Processing block Block(id=115000, slot=5681958, height=104546, parent=np.int64(114999), leader=np.int64(44))\n", - "Processing block Block(id=120000, slot=5930287, height=109073, parent=np.int64(119999), leader=np.int64(20))\n", - "Processing block Block(id=125000, slot=6175270, height=113641, parent=np.int64(124999), leader=np.int64(98))\n", - "Processing block Block(id=130000, slot=6421564, height=118182, parent=np.int64(129999), leader=np.int64(72))\n", - "Processing block Block(id=135000, slot=6664531, height=122701, parent=np.int64(134999), leader=np.int64(75))\n", - "Processing block Block(id=140000, slot=6911274, height=127268, parent=np.int64(139998), leader=np.int64(70))\n", - "honest_chain\t0.03s\n", - "honest_height_by_slot\t0.03s\n", - "prep_analysis\t0.47s\n", - "nearest_honest\t0.04s\n", - "reorg_events\t25.89s\n", - "reorg_depth\t2.07s\n", - "depth_append\t0.09s\n", + "honest_chain\t0.00s\n", + "honest_height_by_slot\t0.00s\n", + "prep_analysis\t0.00s\n", + "nearest_honest\t0.00s\n", + "reorg_events\t0.05s\n", + "reorg_depth\t0.01s\n", + "depth_append\t0.00s\n", "cardano parameters\n", "simulating 1/1\n", - "leader\t33.10s\n", - "emit\t15.78s\n", - "slot\t48.89s\n", - "forkchoice\t10.64s\n", - "emit_leader_block\t1.07s\n", + "leader\t0.64s\n", + "emit\t0.14s\n", + "slot\t0.78s\n", + "forkchoice\t0.03s\n", + "emit_leader_block\t0.03s\n", "prep\t0.00s\n", - "total\t49.62s\n", - "Processing block Block(id=5000, slot=135809, height=4899, parent=np.int64(4999), leader=np.int64(70))\n", - "Processing block Block(id=10000, slot=274084, height=9765, parent=np.int64(9999), leader=np.int64(8))\n", - "Processing block Block(id=15000, slot=409830, height=14646, parent=np.int64(14998), leader=np.int64(56))\n", - "Processing block Block(id=20000, slot=549207, height=19525, parent=np.int64(19999), leader=np.int64(25))\n", - "Processing block Block(id=25000, slot=691610, height=24421, parent=np.int64(24999), leader=np.int64(31))\n", - "Processing block Block(id=30000, slot=831456, height=29315, parent=np.int64(29999), leader=np.int64(60))\n", - "Processing block Block(id=35000, slot=970659, height=34209, parent=np.int64(34999), leader=np.int64(98))\n", - "Processing block Block(id=40000, slot=1111676, height=39085, parent=np.int64(39999), leader=np.int64(49))\n", - "Processing block Block(id=45000, slot=1253865, height=43968, parent=np.int64(44999), leader=np.int64(35))\n", - "Processing block Block(id=50000, slot=1395147, height=48859, parent=np.int64(49999), leader=np.int64(77))\n", - "Processing block Block(id=55000, slot=1533614, height=53745, parent=np.int64(54999), leader=np.int64(83))\n", - "Processing block Block(id=60000, slot=1672035, height=58644, parent=np.int64(59999), leader=np.int64(44))\n", - "Processing block Block(id=65000, slot=1810562, height=63514, parent=np.int64(64999), leader=np.int64(23))\n", - "Processing block Block(id=70000, slot=1947908, height=68389, parent=np.int64(69999), leader=np.int64(56))\n", - "Processing block Block(id=75000, slot=2090314, height=73280, parent=np.int64(74999), leader=np.int64(89))\n", - "Processing block Block(id=80000, slot=2229797, height=78164, parent=np.int64(79999), leader=np.int64(66))\n", - "Processing block Block(id=85000, slot=2370038, height=83058, parent=np.int64(84999), leader=np.int64(28))\n", - "Processing block Block(id=90000, slot=2506490, height=87933, parent=np.int64(89999), leader=np.int64(38))\n", - "Processing block Block(id=95000, slot=2645547, height=92812, parent=np.int64(94999), leader=np.int64(7))\n", - "Processing block Block(id=100000, slot=2782969, height=97689, parent=np.int64(99999), leader=np.int64(89))\n", - "Processing block Block(id=105000, slot=2923375, height=102592, parent=np.int64(104999), leader=np.int64(66))\n", - "Processing block Block(id=110000, slot=3065575, height=107487, parent=np.int64(109999), leader=np.int64(98))\n", - "Processing block Block(id=115000, slot=3207434, height=112370, parent=np.int64(114999), leader=np.int64(86))\n", - "Processing block Block(id=120000, slot=3344800, height=117256, parent=np.int64(119999), leader=np.int64(89))\n", - "Processing block Block(id=125000, slot=3482447, height=122160, parent=np.int64(124999), leader=np.int64(84))\n", - "Processing block Block(id=130000, slot=3622630, height=127033, parent=np.int64(129999), leader=np.int64(39))\n", - "Processing block Block(id=135000, slot=3764919, height=131937, parent=np.int64(134999), leader=np.int64(19))\n", - "Processing block Block(id=140000, slot=3903845, height=136842, parent=np.int64(139999), leader=np.int64(6))\n", - "honest_chain\t0.03s\n", - "honest_height_by_slot\t0.02s\n", - "prep_analysis\t0.29s\n", - "nearest_honest\t0.03s\n", - "reorg_events\t9.82s\n", - "reorg_depth\t1.20s\n", - "depth_append\t0.08s\n", - "CPU times: user 2min 36s, sys: 10.8 s, total: 2min 47s\n", - "Wall time: 2min 47s\n" + "total\t0.79s\n", + "honest_chain\t0.00s\n", + "honest_height_by_slot\t0.00s\n", + "prep_analysis\t0.00s\n", + "nearest_honest\t0.00s\n", + "reorg_events\t0.03s\n", + "reorg_depth\t0.00s\n", + "depth_append\t0.00s\n", + "CPU times: user 2.24 s, sys: 35.1 ms, total: 2.28 s\n", + "Wall time: 2.27 s\n" ] } ], @@ -906,7 +1232,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 17, "id": "5f47f6b7-f2bd-4db4-a6a8-358d2081820c", "metadata": {}, "outputs": [ @@ -914,15 +1240,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "MAX 30\n", - "cutoff 30\n", - "CPU times: user 28.7 ms, sys: 1.05 ms, total: 29.7 ms\n", - "Wall time: 28.7 ms\n" + "MAX 25\n", + "cutoff 20\n", + "CPU times: user 7.61 ms, sys: 423 μs, total: 8.03 ms\n", + "Wall time: 7.96 ms\n" ] }, { "data": { - "image/png": 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6aej1emzZsgVDhw6VOppN8fLyQk5Ojsmq4n/3zTffIDw8HCqVCkFBQQBMb0sPCQkxq31mZqZJW5lMVmks0p3ey9fX1/izi4sLCgsLcfXq1UoZWrRoYby7rCq3t798+TJSU1PRrFkz42PVqlXIysoy69i378/KyjLmrlDxfMiQIZg8eTKee+45BAQEYPr06RzHQxZhkUNkI3766SdcuXIFGo0GhYWF2L17t8WrWtOdRUdHw8nJCZs3b65y/6VLl/Dqq69i1apVyMvLM94FJm67G+j2gc01tQ8ICMCVK1dMjn/7c3PeqyqBgYFIT0832ZaWlmacJ6gqt2cODg5G+/btkZeXZ3wUFhZi0aJFZh379mP5+/tXulPu9uevvfYajh07hkOHDmHbtm347rvvavxsRLdjkUNEZIFmzZrh3//+N1588UVs3boVpaWlKC0txXfffYcvvvgChYWFsLOzg4+PD8rKyjBnzpwaj1dT++joaJSVlWHp0qUoKyvDl19+aTK/j6XvVaFXr16QyWRYtGgRdDodfv75ZyQnJ5tdFPfs2RMymQwLFiyARqNBWVkZDh8+jJSUFIuPHR0djZKSEqxYsQI6nQ5LliwxfsaEhAQcPnwYOp0OSqUSTk5OsLe3NysjEcAih4jIYjNnzsR7772HGTNmwMvLC2FhYdi8eTOGDx+OiIgIPP/884iMjERoaChatWpV4y/mmto7OTkhNjYWCxcuhJeXF06cOIE+ffqY9dqaODk54X//+x9++OEHeHl5ISYmBhs3boSHh4dZn9/BwQGbN2/Gnj170Lx5c/j5+eHNN9+ERqOx+NhyuRyxsbH45JNP4OnpiWPHjqFHjx6Qy+XIz8/HpEmT0KxZM7Rr1w733HMPHnvsMbMyEgGATNypX5OIiKieCCEQHByMn3/+2aSgI6oN9uQQEZGkdu3ahevXr0Or1eLDDz+EnZ0dF/Ekq+DaVUREJKmTJ09i/PjxKCkpQceOHbFhwwY4OTlJHYtsAC9XERERkU3i5SoiIiKySSxyiIiIyCaxyCEiIiKb1OQGHhsMBly9ehXu7u4ms24SERFRwyWEQEFBAQIDA2FnZ14fTZMrcqpaV4WIiIgah/T09EpruFWnyRU57u7uAMpPklKplDgNERERmUOtViMkJMT4e9wcTa7IqbhEpVQqWeQQERE1MpYMNeHAYyIiIrJJLHKIiIjIJrHIISIiIpvEIoeIiIhsEoscIiIiskkscoiIiMgmscghIiIim8Qih4iIiGwSixwiIiKySSxyiIiIyCY1mCInJiYGMpkMr776arVt4uLiIJPJKj3OnDlTf0GJiIioUWgQa1cdPnwYS5cuRWRkpFntU1JSTNad8vHxqatoRERE1EhJ3pNTWFiIxx9/HN988w08PDzMeo2vry/8/f2ND3t7+zpOSURERObYdyEHpWV6qWMAaABFzksvvYT7778fQ4cONfs1Xbt2RUBAAIYMGYJdu3bV2Faj0UCtVps8iIiIyPoy8krw5PJD6PfRLuQWaaWOI+3lqnXr1uHo0aM4fPiwWe0DAgKwdOlSREVFQaPRYM2aNRgyZAji4uLQv3//Kl8TExODOXPmWDM2ERERVWHZnovQGQTa+rnB09VJ6jiQCSGEFG+cnp6O7t27Y8eOHejcuTMAYODAgejSpQs+//xzs48zatQoyGQybNy4scr9Go0GGo3G+FytViMkJAT5+fkm43qIiIio9nKLtLjngz9QUqbHmqd7ol8b646XVavVUKlUFv3+luxy1ZEjR5CdnY2oqCg4ODjAwcEB8fHxWLhwIRwcHKDXm3c9r3fv3jh37ly1++VyOZRKpcmDiIiIrGvVvksoKdMjIkiJvmHeUscBIOHlqiFDhiApKclk21NPPYX27dtjxowZZg8mTkxMREBAQF1EJCIiIjMUa3VYtf8SAOCFAWGQyWTSBrpFsiLH3d0dERERJttcXV3h5eVl3D5z5kxkZGRg9erVAIDPP/8cLVu2RHh4OLRaLdauXYvY2FjExsbWe34iIiIqt+5QOvKKy9DSywXDI/yljmPUIObJqU5mZibS0tKMz7VaLaZPn46MjAw4OzsjPDwcmzdvxsiRIyVMSURE1HSV6Q1YtuciAOC5/q1hb9cwenEACQceS6U2A5eIiIioarFHruD1n4/D202OvTMGQeFYN3PXNaqBx0RERNS4GQwCS+IvAACe7htaZwVObbHIISIiolr540w2zmUXwl3ugMd7N5c6TiUscoiIiMhiQgh8FXceAPB47xZQKhwlTlQZixwiIiKy2OFLN3E0LQ9ODnaYdE9LqeNUiUUOERERWaxiLM64bsHwVSokTlM1FjlERERkkeRMNf44kw07GfB8/1ZSx6kWixwiIiKyyNe3enFGdApAS29XidNUj0UOERERmS09txibTmQCAF4Y0FriNDVjkUNERERmW7bnIvQGgX5tvBERpJI6To1Y5BAREZFZbhRq8GNCOgBgcgPvxQFY5BAREZGZVu27hNIyAyKDVejT2kvqOHfEIoeIiIjuqEijw6r9lwGUj8WRyRrOQpzVYZFDREREd/TDoTTkl5Qh1NsVw8L9pY5jFhY5REREVCOtzoBle1IBlM+LY2/X8HtxABY5REREdAe/HMtAlroUvu5yPNgtSOo4ZmORQ0RERNUyGIRx8r+n+4ZC7mAvcSLzscghIiKiau1MvoYL14vgrnDAY72aSx3HIixyiIiIqEpCCCyOK+/FeaJ3C7grHCVOZBkWOURERFSlg6m5OJaeBycHOzx1T6jUcSzGIoeIiIiqVNGL88+oYPi4yyVOYzkWOURERFTJqav5iD97HXYy4Ln+raSOUysscoiIiKiSr+MvAgDujwxECy9XidPUDoscIiIiMpF2oxi/nrgKoHzyv8aKRQ4RERGZWLrnAgwC6N/WBxFBKqnj1BqLHCIiIjK6XqDBzwlXAACTBzTeXhyARQ4RERHdZtW+S9DoDOgc0gzRrbykjnNXWOQQERERgPIlHH4+kg4AeK5fK8hkjWMhzuqwyCEiIiIAwKFLubim1sBd4YChHX2ljnPXWOQQERERAGDT8fI7qoaH+zeqhTirwyKHiIiIUKY3YOvJLADAqM6BEqexDhY5REREhH0XbiC3SAsvVyf0ad24BxxXYJFDRERE2His/FLVyE4BcLC3jfLANj4FERER1VppmR47TtnWpSqARQ4REVGTF3/2Ogo0OgSoFOjewkPqOFbDIoeIiKiJ23jrrqoHIgNgZ9e458a5HYscIiKiJqxIo8PvydcA2NalKoBFDhERUZP2W/I1lJYZ0MLLBZ0a8WKcVWkwRU5MTAxkMhleffXVGtvFx8cjKioKCoUCrVq1wpIlS+onIBERkQ3adDwTADC6c2CjX8bh7xpEkXP48GEsXboUkZGRNbZLTU3FyJEj0a9fPyQmJmLWrFmYOnUqYmNj6ykpERGR7cgvLkP82WwAtnepCmgARU5hYSEef/xxfPPNN/DwqHlE95IlS9C8eXN8/vnn6NChA5555hlMmjQJ8+fPr6e0REREtmP7qSyU6QXa+bmjrZ+71HGsTvIi56WXXsL999+PoUOH3rHt/v37MWzYMJNt9913HxISElBWVlblazQaDdRqtcmDiIiIgE0nyu+qGtU5QOIkdUPSImfdunU4evQoYmJizGqflZUFPz8/k21+fn7Q6XTIycmp8jUxMTFQqVTGR0hIyF3nJiIiauyuF2jw5/ny3522eKkKkLDISU9PxyuvvIK1a9dCoVCY/bq/D4oSQlS5vcLMmTORn59vfKSnp9c+NBERkY3YejITBgF0DlahhZer1HHqhINUb3zkyBFkZ2cjKirKuE2v12P37t1YtGgRNBoN7O1Nl3n39/dHVlaWybbs7Gw4ODjAy6vqxcTkcjnkcrn1PwAREVEjtul4xaUq2+zFASQscoYMGYKkpCSTbU899RTat2+PGTNmVCpwACA6OhqbNm0y2bZjxw50794djo6OdZqXiIjIVmTkleDwpZuQyYAHIlnkWJ27uzsiIiJMtrm6usLLy8u4febMmcjIyMDq1asBAJMnT8aiRYswbdo0PPvss9i/fz+WL1+OH374od7zExERNVabbw047tHSE/4q84eMNDaS311Vk8zMTKSlpRmfh4aGYsuWLYiLi0OXLl0wd+5cLFy4EOPGjZMwJRERUeNSMQGgLV+qAgCZqBi520So1WqoVCrk5+dDqVRKHYeIiKhepeYUYdD8ONjbyXBo1hB4uTWOcau1+f3doHtyiIiIyLoqBhzfE+bdaAqc2mKRQ0RE1EQIIbCx4q6qSNucAPB2LHKIiIiaiJRrBTifXQgnezsMC/eXOk6dY5FDRETURGw8Vt6LM7CdD1TOtj/1CoscIiKiJkAIcdtaVbZ9V1UFFjlERERNwPEr+UjPLYGzoz2GdPCVOk69YJFDRETUBFRcqhra0Q8uTpLNBVyvWOQQERHZOL1B4Ndbl6pGN5FLVQCLHCIiIpt3+FIusgs0cFc4oH9bb6nj1BsWOURERDauYgLA4eH+kDtUXgDbVrHIISIismFlegO2JJWvVTW6S9O5VAWwyCEiIrJpf57Pwc3iMni5OiG6lZfUceoVixwiIiIbVrHi+MhOAXCwb1q/9pvWpyUiImpCSsv02HEqC0DTmQDwdixyiIiIbFRcynUUaHQIUCnQvYWH1HHqHYscIiIiG1WxjMMDkQGws5NJnKb+scghIiKyQUUaHX5PvgagaV6qAljkEBER2aTfkq+htMyAll4u6BSkkjqOJFjkEBER2aCKCQBHdQ6ETNb0LlUBLHKIiIhsTn5xGeLPXgfQdC9VASxyiIiIbM62U5ko0wu083NHWz93qeNIxuIiJz09HVeuXDE+P3ToEF599VUsXbrUqsGIiIiodiomAGxqyzj8ncVFzmOPPYZdu3YBALKysnDvvffi0KFDmDVrFt577z2rByQiIiLzZReUYt+FHADlt443ZRYXOSdPnkTPnj0BAD/99BMiIiKwb98+fP/991i5cqW18xEREZEFFv1xHgYBdAlphhZerlLHkZTFRU5ZWRnkcjkA4LfffsPo0aMBAO3bt0dmZqZ10xEREZHZTl9VY+2BywCAN+9rJ3Ea6Vlc5ISHh2PJkiXYs2cPdu7cieHDhwMArl69Ci+vprW6KRERUUMhhMC7m07BIICRnfzRJ8xb6kiSs7jI+fDDD/H1119j4MCBePTRR9G5c2cAwMaNG42XsYiIiKh+/XoiE4dSc6FwtMOskR2kjtMgOFj6goEDByInJwdqtRoeHn8t9vXcc8/BxcXFquGIiIjozoq1Ory/JRkA8MKAMAR78PcxUIsiBwDs7e1NChwAaNmypTXyEBERkYW+2nUBmfmlCPZwxvMDWkkdp8GwuMjp2rVrldNDy2QyKBQKhIWFYeLEiRg0aJBVAhIREVH1Lt8owtLdFwEA/3d/Rygc7SVO1HBYPCZn+PDhuHjxIlxdXTFo0CAMHDgQbm5uuHDhAnr06IHMzEwMHToU//vf/+oiLxEREd1m7q/J0OoN6BvmjfvC/aSO06BY3JOTk5OD119/Hf/+979Ntv/nP//B5cuXsWPHDsyePRtz587FmDFjrBaUiIiITMWlZOO35GtwsJPh3dEdm+xCnNWxuCfnp59+wqOPPlpp+yOPPIKffvoJAPDoo48iJSXl7tMRERFRlbQ6A97bdBoAMKFPS4T5Nt01qqpjcZGjUCiwb9++Stv37dsHhUIBADAYDMYJA4mIiMj6Vu5LxcWcIni7OeGVoW2kjtMgWXy5asqUKZg8eTKOHDmCHj16QCaT4dChQ1i2bBlmzZoFANi+fTu6du1q9bBEREQEZKtLseC3cwCAN4e3h1LhKHGihkkmhBCWvui7777DokWLjJek2rVrhylTpuCxxx4DAJSUlBjvtmpo1Go1VCoV8vPzoVQqpY5DRERksWk/HcP6oxnoHNIMG17oAzs72x+LU5vf3xb15Oh0OsybNw+TJk3C448/Xm07Z2dnSw5LREREZjpy+SbWH80AAMwZHd4kCpzasmhMjoODAz7++GPo9fq6ykNERETVMBgE3t14CgDwz6hgdAlpJm2gBs7igcdDhw5FXFycVd588eLFiIyMhFKphFKpRHR0NLZu3Vpt+7i4OMhkskqPM2fOWCUPERFRQ/ZTQjqSMvLhLnfAm8PbSx2nwbN44PGIESMwc+ZMnDx5ElFRUXB1dTXZP3r0aLOPFRwcjA8++ABhYWEAgFWrVmHMmDFITExEeHh4ta9LSUkxuR7n4+Nj4acgIiJqXPJLyvDR9vKxsK8MbQMfd97FfCcWDzy2s6u+80cmk931pSxPT098/PHHePrppyvti4uLw6BBg3Dz5k00a9asVsfnwGMiImqM3t14Civ3XUKYrxu2vtIPjvYWX4xp1Grz+9viM2QwGKp93E2Bo9frsW7dOhQVFSE6OrrGtl27dkVAQACGDBmCXbt21dhWo9FArVabPIiIiBqTlKwCrDlwGQAwe1THJlfg1JbkZykpKQlubm6Qy+WYPHkyNmzYgI4dO1bZNiAgAEuXLkVsbCzWr1+Pdu3aYciQIdi9e3e1x4+JiYFKpTI+QkJC6uqjEBERWZ0QAnM2nYLeIHBfuB/6teEQDXPVap6c+Ph4zJ8/H8nJyZDJZOjQoQPeeOMN9OvXz+IAWq0WaWlpyMvLQ2xsLJYtW4b4+PhqC52/GzVqFGQyGTZu3Fjlfo1GA41GY3yuVqsREhLCy1VERNQobEnKxIvfHYXcwQ6/TRuAEE8XqSNJol4uV61duxZDhw6Fi4sLpk6dipdffhnOzs4YMmQIvv/+e4tDOzk5ISwsDN27d0dMTAw6d+6MBQsWmP363r1749y5c9Xul8vlxru3Kh5ERESNQYlWj3mbkwEAzw9o3WQLnNqy+O6qefPm4aOPPsJrr71m3PbKK6/g008/xdy5c42zHteWEMKk5+VOEhMTERAQcFfvSURE1BAtib+AjLwSBDVzxgsDWksdp9GxuMi5ePEiRo0aVWn76NGjjWtXmWvWrFkYMWIEQkJCUFBQgHXr1iEuLg7btm0DAMycORMZGRlYvXo1AODzzz9Hy5YtER4eDq1Wi7Vr1yI2NhaxsbGWfgwiIqIGLT23GEviLwAA3r6/A5yd7CVO1PhYXOSEhITg999/N85tU+H333+3eFDvtWvX8MQTTyAzMxMqlQqRkZHYtm0b7r33XgBAZmYm0tLSjO21Wi2mT5+OjIwMODs7Izw8HJs3b8bIkSMt/RhEREQN2rzNydDoDIhu5YUREf5Sx2mULB54vHjxYrz66quYNGkS+vTpA5lMhr1792LlypVYsGABnn/++brKahWcJ4eIiBq6vedy8K/lB2FvJ8OWqf3Qzt9d6kiSq/MFOgHghRdegL+/Pz755BP89NNPAIAOHTrgxx9/xJgxYyw9HBEREf3N/B3lMxs/0bsFC5y7YHGRAwAPPvggHnzwQWtnISIiavJyCjU4lp4HAHhxIAcb341aTQaYl5eHZcuWYdasWcjNzQUAHD16FBkZGVYNR0RE1NT8eT4HANAxQAlfpULiNI2bxT05J06cwNChQ6FSqXDp0iU888wz8PT0xIYNG3D58mXjnVBERERkud1ny4ucfm29JU7S+FnckzNt2jRMnDgR586dg0LxV4U5YsSIGpdXICIiopoJIbDn3HUAQH8u33DXLC5yDh8+XOUdVEFBQcjKyrJKKCIioqYo5VoBsgs0UDjaIaqFh9RxGj2LixyFQlHlSt4pKSnw8WHVSUREVFt7bl2q6t3KCwpHTv53tywucsaMGYP33nsPZWVlAACZTIa0tDS89dZbGDdunNUDEhERNRW7b12q4krj1mFxkTN//nxcv34dvr6+KCkpwYABAxAWFgY3NzfMmzevLjISERHZvNIyPQ6llt+x3L8NBx1bg8V3VymVSuzduxd//PEHjh49CoPBgG7dumHo0KF1kY+IiKhJOJSaC43OgACVAmG+blLHsQm1mgwQAAYPHozBgwcbnx89ehTvvPMOfv31V6sEIyIiakr2GC9VeUMmk0mcxjZYdLlq586deOONNzBr1ixcvHgRAHDmzBmMHTsWPXr0gE6nq5OQREREts44Pw7H41iN2UXOqlWrcN9992HFihX44IMP0Lt3b6xduxY9e/aEh4cHjh8/jm3bttVlViIiIpt0TV2KlGsFkMmAvmEcj2MtZhc5n332Gd5//33k5ORg3bp1yMnJwWeffYbExESsWLECERERdZmTiIjIZu05V96LExmkgoerk8RpbIfZRc6FCxcwfvx4AMA//vEP2Nvb49NPP0Xr1lw8jIiI6G7s4a3jdcLsIqeoqAiurq7lL7Kzg0KhQEhISJ0FIyIiagoMBmHsyenHW8etyqK7q7Zv3w6VSgUAMBgM+P3333Hy5EmTNqNHj7ZeOiIiIht3OlON3CItXJ3s0Y1LOViVRUXOhAkTTJ7/fQ0rmUwGvV5/96mIiIiaiIpZjqNbe8PR3uI5eqkGZhc5BoOhLnMQERE1SbvP3lp1vC0vVVkbS0YiIiKJFGl0OHL5JgAOOq4LLHKIiIgkcjD1Bsr0AiGezmjp5SJ1HJvDIoeIiEgit89yzKUcrI9FDhERkUQqBh1z1fG6wSKHiIhIAlduFuPi9SLY28kQ3ZpFTl2o9SrkWq0W2dnZle66at68+V2HIiIisnV7b00A2CWkGVTOjhKnsU0WFznnzp3DpEmTsG/fPpPtQgjOk0NERGSm3calHNiLU1csLnImTpwIBwcH/PrrrwgICOBAKSIiIgvpDcLYk8Nbx+uOxUXOsWPHcOTIEbRv374u8hAREdm8E1fyoC7VQalwQOdgldRxbJbFA487duyInJycushCRETUJFQsyHlPmDccuJRDnbH4zH744Yd48803ERcXhxs3bkCtVps8iIiIqGYVSznwUlXdsvhy1dChQwEAQ4YMMdnOgcdERER3pi4tQ2J6HgAOOq5rFhc5u3btqoscRERETcL+CzegNwi08nZFiCeXcqhLFhc5AwYMqIscRERETcJfl6rYi1PXzCpyTpw4gYiICNjZ2eHEiRM1to2MjLRKMCIiIlu0h7eO1xuzipwuXbogKysLvr6+6NKlC2QyGYQQldpxTA4REVH1Lt8oQlpuMRztZYhu7SV1HJtnVpGTmpoKHx8f489ERERkuYpLVd2ae8BVXuuVlchMZp3hFi1aVPkzERERmW/3rUtV/dvyUlV9kHQGosWLFyMyMhJKpRJKpRLR0dHYunVrja+Jj49HVFQUFAoFWrVqhSVLltRTWiIiotor0xuw/8INAEB/jsepF5IWOcHBwfjggw+QkJCAhIQEDB48GGPGjMGpU6eqbJ+amoqRI0eiX79+SExMxKxZszB16lTExsbWc3IiIiLLHEvPQ6FGBw8XR4QHKqWO0yRIekFw1KhRJs/nzZuHxYsX48CBAwgPD6/UfsmSJWjevDk+//xzAECHDh2QkJCA+fPnY9y4cfURmYiIqFYqxuP0beMDOzsubl0fGsyCGXq9HuvWrUNRURGio6OrbLN//34MGzbMZNt9992HhIQElJWV1UdMIiKiWtltvHWc8+PUl1r15OTl5eG///0vLly4gDfeeAOenp44evQo/Pz8EBQUZNGxkpKSEB0djdLSUri5uWHDhg3o2LFjlW2zsrLg5+dnss3Pzw86nQ45OTkICAio9BqNRgONRmN8zvW1iIiovuUVa3HiSh4AjsepTxb35Jw4cQJt27bFhx9+iPnz5yMvLw8AsGHDBsycOdPiAO3atcOxY8dw4MABvPDCC5gwYQJOnz5dbXuZzLSLr2K+nr9vrxATEwOVSmV8hISEWJyRiIjobuw9nwMhgLZ+bvBXKaSO02RYXORMmzYNEydOxLlz56BQ/PUHNWLECOzevdviAE5OTggLC0P37t0RExODzp07Y8GCBVW29ff3R1ZWlsm27OxsODg4wMur6kmVZs6cifz8fOMjPT3d4oxERER3Y89ZznIsBYsvVx0+fBhff/11pe1BQUGVCpDaEEKYXF66XXR0NDZt2mSybceOHejevTscHR2rfI1cLodcLr/rXERERLUhhMCec+WDjjk/Tv2yuCdHoVBUOa4lJSXFOCuyuWbNmoU9e/bg0qVLSEpKwttvv424uDg8/vjjAMp7YZ588klj+8mTJ+Py5cuYNm0akpOT8e2332L58uWYPn26pR+DiIioXly4XoSr+aVwcrBDz5aeUsdpUiwucsaMGYP33nvPeDeTTCZDWloa3nrrLYtv47527RqeeOIJtGvXDkOGDMHBgwexbds23HvvvQCAzMxMpKWlGduHhoZiy5YtiIuLQ5cuXTB37lwsXLiQt48TEVGDVXHreM+WnnB2spc4TdMiE1WttFkDtVqNkSNH4tSpUygoKEBgYCCysrIQHR2NLVu2wNXVta6yWoVarYZKpUJ+fj6USk7GREREdeupFYewK+U6Zo5oj+cHtJY6TqNVm9/fFo/JUSqV2Lt3L/744w8cPXoUBoMB3bp1w9ChQy0OTEREZMs0Oj0OXMwFwPE4Uqj1jMeDBw/G4MGDAcB4GzkRERH95cilmygp08PbTY72/u5Sx2lyLB6T8+GHH+LHH380Pn/44Yfh5eWFoKAgHD9+3KrhiIiIGjPjquNtvKudz43qjsVFztdff22cUG/nzp3YuXMntm7dihEjRuCNN96wekAiIqLGireOS8viy1WZmZnGIufXX3/Fww8/jGHDhqFly5bo1auX1QMSERE1RtcLNDh1tXzKlXvCuF6VFCzuyfHw8DDOGrxt2zbjgGMhBPR6vXXTERERNVJ/ni+/VNUxQAkfd05KKwWLe3IeeughPPbYY2jTpg1u3LiBESNGAACOHTuGsLAwqwckIiJqjHbzUpXkLC5yPvvsM7Rs2RLp6en46KOP4ObmBqD8MtaLL75o9YBERESNTflSDn8NOiZpWFzkODo6VrmMwquvvmqNPERERI3emawCXC/QQOFoh6iWHlLHabJqPU/O6dOnkZaWBq1Wa7J99OjRdx2KiIioMfvvkSsAgD6tvSF34FIOUrG4yLl48SIefPBBJCUlQSaToWJViIr7/zn4mIiImrLcIi2+P1i+7uKEPi2lDdPEWXx31SuvvILQ0FBcu3YNLi4uOHXqFHbv3o3u3bsjLi6uDiISERE1Hiv+TEVJmR6dglQcjyMxi3ty9u/fjz/++AM+Pj6ws7ODnZ0d+vbti5iYGEydOhWJiYl1kZOIiKjBU5eWYeW+SwCAlwa15izHErO4J0ev1xvvqPL29sbVq1cBAC1atEBKSop10xERETUia/ZfRkGpDm183TCso7/UcZo8i3tyIiIicOLECbRq1Qq9evXCRx99BCcnJyxduhStWrWqi4xEREQNXolWj2/3pgIAXhzUGnZ27MWRmsVFzv/93/+hqKgIAPCf//wHDzzwAPr16wcvLy+ThTuJiIiaknWH03CjSIsQT2eMigyUOg6hFkXOfffdZ/y5VatWOH36NHJzc+Hh4cFrj0RE1CRpdQYs3X0RADB5QGs42Fs8GoTqQK3/FM6fP4/t27ejpKQEnp6e1sxERETUqKw/egWZ+aXwdZfjH1HBUsehWywucm7cuIEhQ4agbdu2GDlyJDIzMwEAzzzzDF5//XWrByQiImrIdHoDFsdfAAA8178VJ/9rQCwucl577TU4OjoiLS0NLi4uxu3jx4/Htm3brBqOiIiooduclInLN4rh4eKIx3o1lzoO3cbiMTk7duzA9u3bERxs2h3Xpk0bXL582WrBiIiIGjqDQeCrXeW9OJPuCYWLU61XS6I6YHFPTlFRkUkPToWcnBzI5XKrhCIiImoMfku+hpRrBXCTO+BJLuHQ4Fhc5PTv3x+rV682PpfJZDAYDPj4448xaNAgq4YjIiJqqIQQ+HLXeQDAE9EtoHJ2lDgR/Z3F/Woff/wxBg4ciISEBGi1Wrz55ps4deoUcnNz8eeff9ZFRiIiogbnz/M3cPxKPhSOdni6b6jUcagKFvfkdOzYESdOnEDPnj1x7733oqioCA899BASExPRunXrushIRETU4CzadQ4A8EiP5vB243CNhsiinpyysjIMGzYMX3/9NebMmVNXmYiIiBq0I5dzceBiLhztZXiuP5c0aqgs6slxdHTEyZMnObMxERE1aYv+KB+L81DXYAQ2c5Y4DVXH4stVTz75JJYvX14XWYiIiBq8U1fzsSvlOuxkwAsDOUyjIbN44LFWq8WyZcuwc+dOdO/eHa6urib7P/30U6uFIyIiamgq5sV5IDIQLb1d79CapGRxkXPy5El069YNAHD27FmTfbyMRUREtux8diG2nCxfzujFQezFaegsLnJ27dpVFzmIiIgavMVxFyAEMLSDH9r7K6WOQ3dg8Zic/Px85ObmVtqem5sLtVptlVBEREQNTXpuMX45lgEAeHlwmMRpyBwWFzmPPPII1q1bV2n7Tz/9hEceecQqoYiIiBqapbsvQm8Q6BvmjS4hzaSOQ2awuMg5ePBglcs3DBw4EAcPHrRKKCIiooYkW12KHxPSAXAsTmNicZGj0Wig0+kqbS8rK0NJSYlVQhERETUky/amQqszoFvzZohu5SV1HDKTxUVOjx49sHTp0krblyxZgqioKKuEIiIiaijyirVYe+AygPKxOLyTuPGw+O6qefPmYejQoTh+/DiGDBkCAPj9999x+PBh7Nixw+oBiYiIpLTiz0so1urRIUCJQe18pY5DFrC4J+eee+7B/v37ERISgp9++gmbNm1CWFgYTpw4gX79+tVFRiIiIkkUanRYue8SAOClQa3Zi9PIWFzkAECXLl3w3Xff4dSpU0hISMC3336LNm3aWHycmJgY9OjRA+7u7vD19cXYsWORkpJS42vi4uIgk8kqPc6cOVObj0JERFSttQcuI7+kDK18XDEiIkDqOGQhiy9XAYDBYMD58+eRnZ0Ng8Fgsq9///5mHyc+Ph4vvfQSevToAZ1Oh7fffhvDhg3D6dOnKy0X8XcpKSlQKv+aiMnHx8eyD0FERFSD0jI9lu1JBQC8MKA17O3Yi9PYWFzkHDhwAI899hguX74MIYTJPplMBr1eb/axtm3bZvJ8xYoV8PX1xZEjR+5YLPn6+qJZs2ZmvxcREZElfkpIR06hBkHNnDG2a5DUcagWLL5cNXnyZHTv3h0nT55Ebm4ubt68aXxUNROyJfLz8wEAnp6ed2zbtWtXBAQEYMiQITUuNaHRaKBWq00eRERENSnU6IwLcT4/oBUc7Ws1uoMkZnFPzrlz5/Df//4XYWHWndJaCIFp06ahb9++iIiIqLZdQEAAli5diqioKGg0GqxZswZDhgxBXFxclb0/MTExmDNnjlWzEhGRbft42xlkqUsR4umMh7uHSB2Hakkm/n7N6Q4GDx6MN998E8OHD7dqkJdeegmbN2/G3r17ERwcbNFrR40aBZlMho0bN1bap9FooNFojM/VajVCQkKQn59vMqaHiIgIAI5czsU/luyHEMDap3uhbxtvqSMRyn9/q1Qqi35/W9yTM2XKFLz++uvIyspCp06d4OjoaLI/MjLS0kNiypQp2LhxI3bv3m1xgQMAvXv3xtq1a6vcJ5fLIZfLLT4mERE1PRqdHjNikyAE8M+oYBY4jZzFRc64ceMAAJMmTTJuk8lkEEJYPPBYCIEpU6Zgw4YNiIuLQ2hoqKVxAACJiYkICOCtfUREdHe+/OM8zmcXwttNjv+7v6PUceguWVzkpKamWu3NX3rpJXz//ff43//+B3d3d2RlZQEAVCoVnJ2dAQAzZ85ERkYGVq9eDQD4/PPP0bJlS4SHh0Or1WLt2rWIjY1FbGys1XIREVHTcyZLja/iygcbvzcmHCoXxzu8gho6i4ucFi1aWO3NFy9eDKB8BfPbrVixAhMnTgQAZGZmIi0tzbhPq9Vi+vTpyMjIgLOzM8LDw7F582aMHDnSarmIiKhp0RsEZsQmQWcQGNbRDyMi/KWORFZg9sDjqgb1VmX06NF3Faiu1WbgEhER2bZley7iP5uT4a5wwG/TBsBPqZA6Ev1NnQ48Hjt27B3bWDomh4iISGrpucX4ZMdZAMCskR1Y4NgQs4ucvy/fQERE1NgJITBzfRJKyvToFeqJ8ZwTx6ZwCkciImqyYo9mYO/5HMgd7PDBuEjYcX0qm8Iih4iImqTrBRrM/fU0AODVoW0R6l3zwtDU+LDIISKiJundTaeQX1KG8EAlnu1Xu3naqGFjkUNERE3OztPXsPlEJuztZPhwXCQcuACnTeKfKhERNSnq0jL83y9JAIBn+7VCRJBK4kRUV2pV5OTl5WHZsmWYOXMmcnNzAQBHjx5FRkaGVcMRERFZ2wdbz+CaWoNQb1e8OrSN1HGoDlk84/GJEycwdOhQqFQqXLp0Cc8++yw8PT2xYcMGXL582bj8AhERUUNz4OINfH+wfBb9mIc6QeFoL3EiqksW9+RMmzYNEydOxLlz56BQ/DVh0ogRI7B7926rhiMiIrKW0jI9Zq4vv0z1aM/m6N3KS+JEVNcsLnIOHz6M559/vtL2oKAg4wKbREREDc2C388hNacIvu5yzBzZXuo4VA8sLnIUCgXUanWl7SkpKfDx8bFKKCIiIms6dTUfS3dfBADMHRsBpYIrjDcFFhc5Y8aMwXvvvYeysjIA5etVpaWl4a233sK4ceOsHpCIiOhu6PQGzIg9Ab1BYGQnf9wXzhXGmwqLi5z58+fj+vXr8PX1RUlJCQYMGICwsDC4u7tj3rx5dZGRiIio1pbvTcXJDDVUzo54d3S41HGoHll8d5VSqcTevXvxxx9/4OjRozAYDOjWrRuGDh1aF/mIiIhq7VJOET7dWb7C+Nv3d4CvO1cYb0osLnIqDB48GIMHD7ZmFiIiIqupWGFcozOgb5g3/hkVLHUkqmdmFTkLFy40+4BTp06tdRgiIiJr+fbPS9h/8QacHe3x/oOdIJNxhfGmxqwi57PPPjPrYDKZjEUOERFJbldKNuZtLl9h/M3h7dDcy0XiRCQFs4qc1NTUus5BRERkFSlZBZjyfSIMAvhnVDAm9mkpdSSSyF0t0CmEgBDCWlmIiIjuSk6hBpNWHkahRodeoZ6Yx8tUTVqtipzly5cjIiICCoUCCoUCERERWLZsmbWzERERma20TI/nVicgI68ELb1csORfUXByuKt/y1MjZ/HdVf/+97/x2WefYcqUKYiOjgYA7N+/H6+99houXbqE//znP1YPSUREVBMhBN787wkcTcuDUuGA5RN7wMPVSepYJDGZsPB6k7e3N7744gs8+uijJtt/+OEHTJkyBTk5OVYNaG1qtRoqlQr5+flQKpVSxyEiIitY8Ns5fPbbWTjYybBqUk/cE+YtdSSystr8/ra4H0+v16N79+6VtkdFRUGn01l6OCIioruy8fhVfPZb+YR/c8dGsMAhI4uLnH/9619YvHhxpe1Lly7F448/bpVQRERE5jiadhPTfz4OAHi2Xyge7dlc4kTUkNRqxuPly5djx44d6N27NwDgwIEDSE9Px5NPPolp06YZ23366afWSUlERPQ3V24W47nVCdDqDBjawRdvjeggdSRqYCwuck6ePIlu3boBAC5cuAAA8PHxgY+PD06ePGlsx1v2iIiorhSUluGZVQnIKdSiQ4ASCx7pCns7/t4hUxYXObt27aqLHERERGbRGwSm/pCIM1kF8HGXY/mE7nCV13opRrJhnECAiIgalXmbk7Er5TrkDnb45snuCGzmLHUkaqDMKn0feughrFy5EkqlEg899FCNbdevX2+VYERERH+39sBlfPtn+VJDnz7cBV1CmkkbiBo0s4oclUplHGOjVCo53oaIiOrd3nM5mL3xFABg+rC2uD8yQOJE1NBZPBlgY8fJAImIGp/z2QV48Kt9KCjV4cGuQfj04c78B3cTUy+TAQ4ePBh5eXlVvvngwYMtPRwREVGNcou0mLQyAQWlOnRv4YEPxnHRTTKPxUVOXFwctFptpe2lpaXYs2ePVUIREREBgEanx+Q1R5CWW4wQT2d8/UQU5A72UseiRsLse+5OnDhh/Pn06dPIysoyPtfr9di2bRuCgoKsm46IiJosIQRmrT+JQ5dy4S53wLcTesDLTS51LGpEzC5yunTpAplMBplMVuVlKWdnZ3zxxRdWDUdERE3Xt39eQuzRK7C3k2HR493Qxs9d6kjUyJhd5KSmpkIIgVatWuHQoUPw8fEx7nNycoKvry/s7dmFSEREd+/P8zl4f0syAGDWyA4Y0NbnDq8gqszsMTktWrRAy5YtYTAY0L17d7Ro0cL4CAgIqFWBExMTgx49esDd3R2+vr4YO3YsUlJS7vi6+Ph4REVFQaFQoFWrVliyZInF701ERA1Tem4xXv7+KPQGgYe6BWHSPS2ljkSNlFk9ORs3bjT7gKNHjza7bXx8PF566SX06NEDOp0Ob7/9NoYNG4bTp0/D1dW1ytekpqZi5MiRePbZZ7F27Vr8+eefePHFF+Hj44Nx48aZ/d5ERNTwFGt1eG7NEdwsLkNksArvP8g7qaj2zJonx87OvA4fmUwGvV5f6zDXr1+Hr68v4uPj0b9//yrbzJgxAxs3bkRycrJx2+TJk3H8+HHs37//ju/BeXKIiBomIQSm/JCIX09kwtvNCRtf7sslG8iozubJMRgMZj3upsABgPz8fACAp6dntW3279+PYcOGmWy77777kJCQgLKysrt6fyIiks7Xuy/i1xOZcLCT4avHo1jg0F1rMMu2CiEwbdo09O3bFxEREdW2y8rKgp+fn8k2Pz8/6HQ65OTkICDAdJpvjUYDjUZjfK5Wq60bnIiI7lpcSjY+3HYGADB7dDh6hlb/j10ic1lc5Lz33ns17n/nnXdqFeTll1/GiRMnsHfv3ju2/fv12YorblVdt42JicGcOXNqlYmIiOrepZwiTP0hEUIAj/QIwb96NZc6EtkIi4ucDRs2mDwvKytDamoqHBwc0Lp161oVOVOmTMHGjRuxe/duBAcH19jW39/fZCJCAMjOzoaDgwO8vLwqtZ85cyamTZtmfK5WqxESEmJxRiIisr5CjQ7PrUmAulSHrs2bYc6YcA40JquxuMhJTEystE2tVmPixIl48MEHLTqWEAJTpkzBhg0bEBcXh9DQ0Du+Jjo6Gps2bTLZtmPHDnTv3h2Ojo6V2svlcsjlnCGTiKihMRgEXv/pGM5eK4SvuxxL/sUlG8i6LF67qipKpRLvvfce/v3vf1v0updeeglr167F999/D3d3d2RlZSErKwslJSXGNjNnzsSTTz5pfD558mRcvnwZ06ZNQ3JyMr799lssX74c06dPt8ZHISKievLlrvPYfuoanOztsOSJKPgpFVJHIhtjlSIHAPLy8ox3R5lr8eLFyM/Px8CBAxEQEGB8/Pjjj8Y2mZmZSEtLMz4PDQ3Fli1bEBcXhy5dumDu3LlYuHAh58ghImpEfjt9DZ/+dhYA8N6YcHRr7iFxIrJFFl+uWrhwoclzIQQyMzOxZs0aDB8+3KJjmTFFD1auXFlp24ABA3D06FGL3ouIiBqG89mFeO3HYxACeKJ3CzzSkwONqW5YXOR89tlnJs/t7Ozg4+ODCRMmYObMmVYLRkREtkddWobn1iSgQKNDz5ae+PcDHaWORDbM4iInNTW1LnIQEZGNMxgEXlt3DBevFyFApcCXj3eDk4PVRk0QVcJvFxER1YvPfzuL389kw8nBDl8/EQUfd975SnXL7J6cSZMmmdXu22+/rXUYIiKyTdtOZmLhH+cBADEPdkJkcDNpA1GTYHaRs3LlSrRo0QJdu3Y1a8AwERERAJy9VoBpPx0HADx1T0uMi6p50lciazG7yJk8eTLWrVuHixcvYtKkSfjXv/5V40KaREREuUVaPLc6AcVaPaJbeWHWyA5SR6ImxOwxOV999RUyMzMxY8YMbNq0CSEhIXj44Yexfft29uwQEZGJIo0OX+46j4Ef78KlG8UIauaMRY91haM9h4JS/ZGJWlYoly9fxsqVK7F69WqUlZXh9OnTcHNzs3Y+q1Or1VCpVMjPz4dSqZQ6DhGRTSkt02PtgctYHHcBN4q0AIA2vm744rGuaO/Pv3Op9mrz+9viW8gryGQyyGQyCCFgMBhqexgiIrIBWp0BPyWkY9Ef55GlLgUAtPBywWtD22JU50DY23HRTap/FhU5Go0G69evx7fffou9e/figQcewKJFizB8+HDY2bELkoioqdEbBDYkZmDB72eRnlu+7mCgSoGpQ9pgXFQwL0+RpMwucl588UWsW7cOzZs3x1NPPYV169bBy8urLrMREVEDZTAIbDmZic92nsWF60UAAG83OV4e1BqP9mrO1cSpQTB7TI6dnR2aN2+Orl27Qiarvttx/fr1VgtXFzgmh4io9oQQ+D05G5/sPIvkTDUAoJmLIyYPaI0J0S3h7MTihupGnY7JefLJJ2ssboiIyHYJIfDn+RuYvyMFx9LzAABucgc80y8Uk/qGQqlwlDYgURUsmgyQiIianiOXb+Lj7Wdw4GIuAEDhaIeJfULxfP9W8HB1kjgdUfVqfXcVERHZNo1Oj/nbU/DNnvKFmZ3s7fBYr+Z4cVBr+LorJE5HdGcscoiIqJKUrAK8si4RZ7IKAAD/iArGtHvbIrCZs8TJiMzHIoeIiIwMBoGV+y7hg21noNUZ4OXqhA/HRWJoRz+poxFZjEUOEREBAK6pSzH95+PYcy4HADC4vS8+HBcJH3e5xMmIaodFDhERYWtSJmZuSEJecRkUjnZ4+/6O+Fev5ryrlho1FjlERE1YoUaHdzeewn+PXAEARAQp8fn4rgjzbfhrERLdCYscIqIm6sjlXLz243Gk5RZDJgNeGNAarw5tCycHLsVAtoFFDhFRE1OmN+CL389h0a7zMAggqJkzPhvfBT1DPaWORmRVLHKIiJqQ1JwivPrjMRy/NWvxg12DMGdMOGcsJpvEIoeIqAkQQmDd4XS8t+k0Ssr0UCoc8J8HO2F050CpoxHVGRY5REQ2zGAQOJNVgM9+O4udp68BAKJbeeGThztzYj+yeSxyiIhsiMEgkHKtAAcu3sCBizdwMDUXecVlAABHexneuK8dnunbCnZ2vDWcbB+LHCKiRqyip6aiqDl06a+ipoKLkz16hXpi+n3tEB6okigpUf1jkUNE1IiYW9T0aOmJ3q280LuVJyKCVHC0523h1PSwyCEiauBKy/SIPXoF8SnXcTA1F/klLGqIzMEih4iogTIYBDaduIqPt6fgys0S43ZXJ3t0Z1FDdEcscoiIGqCDF2/g/S3JOH4lHwDgp5TjyeiW6NPai0UNkZlY5BARNSAXrxfig61nsOPW7d6uTvZ4YWBrPN23FZyd7CVOR9S4sMghoiZNCIEirR45BRrkFJY/rhdqTZ7nFGqRU6jBzSIt2vq5Y0SnAIyI8LfqPDM3CjVY8Ps5fH8wDTqDgL2dDI/0CMGrQ9vCx11utfchakpkQgghdYj6pFaroVKpkJ+fD6VSKXUcIqoHBaVlOJmhxsmMfFzMKcT1Au1tBYwGpWWGWh23S0gzjOzkjxERAQjxdKnVMUrL9Pj2z1R8tesCCjU6AMDQDr54a0R7hPm61+qYRLaoNr+/WeQQkU0p0uhw6qoaJ67k4WRGPk5k5OPi9aI7vs7Z0R7e7k7wdpMbHz5uTvB2l8PHTQ5vdznc5A44cPEGtp7MwuFLubj9b8+IICVGRJT38LTycbvj+xkMAr8cy8D87Sm4ml9qPMaskR3Qp7V3rT8/ka1ikWMGFjlEtqNEq8fpzHycuJKPpIx8JF3Jx/nrhajqb7WgZs7oFKRCW393+LrfKmJuK2pc5ZZdvc8uKMX2U9ewNSkTBy7egOG292zv744REQEY2ckfbfwq98bsO5+DeVuSceqqGgAQqFLgjeHtMKZzEGciJqoGixwzsMgharyKNDr879hVJKbdRFJGPs5eKzApLir4KxXoFKxCZJAKEcEqdApSwdut7sa13CjUYMfpa9iSlIn9F25Ad1uoMF83jIzwx4hOAXCwkyFm6xn8cSYbAOAud8CLg8Lw1D0toXDkoGKimrDIMQOLHKLGR6c34KeEK/jst7O4XqAx2eftJkfnYBU63SpmOgWp4KtUSJQUyCvWYufpa9h6Mgt7zl1Hmb7yX7EOdjL8q3cLTBkcBq86LL6IbEmjK3J2796Njz/+GEeOHEFmZiY2bNiAsWPHVts+Li4OgwYNqrQ9OTkZ7du3N+s9WeQQNR5CCPyenI0Ptp3B+exCAEBzTxeM7RKIiCAVIoObwU8ph0zWMC/xqEvL8HvyNWxNykLc2evQ6gy4L9wPM4a3N2vcDhH9pTa/vyW9hbyoqAidO3fGU089hXHjxpn9upSUFJMP6OPjUxfxiEhCx9Lz8P6WZBxKzQUAeLg4YuqQNni8Vws4OTSOifCUCkc82DUYD3YNRqFGh2KNTtJeJqKmRtIiZ8SIERgxYoTFr/P19UWzZs2sH4iIJHf5RhE+3p6CX09kAgDkDnaY1DcULwxsDaXCUeJ0tecmd4CbhYObiejuNMr/47p27YrS0lJ07NgR//d//1flJawKGo0GGs1f1/DVanV9RCQiC90s0mLhH+ew9sBllOkFZDJgXLdgTLu3rVUn3SOipqNRFTkBAQFYunQpoqKioNFosGbNGgwZMgRxcXHo379/la+JiYnBnDlz6jkpEZmrtEyPFX9ewldx51FQWj4ZXv+2PnhreHt0DOS4OSKqvQZzd5VMJrvjwOOqjBo1CjKZDBs3bqxyf1U9OSEhIRx4TCQxvUHgl8QMfLLjr8nwOgYoMXNke/Rrw3F2RGSq0Q08tobevXtj7dq11e6Xy+WQy3mLJlFDsvvsdcRsPYPkzL8mw5t+XzuM7cLJ8IjIehp9kZOYmIiAgACpYxA1aQaDgLq0DLlFWtws1iK3qAw3i7TILdaW/9e4XYucQi3ScosBAO4KB7w0KAwT+3AyPCKyPkmLnMLCQpw/f974PDU1FceOHYOnpyeaN2+OmTNnIiMjA6tXrwYAfP7552jZsiXCw8Oh1Wqxdu1axMbGIjY2VqqPQNRk5BRqjEsnnMlSI6fgryLmZrG2ypmHq+NoL8MTvVtiyuAweLg61V1oImrSJC1yEhISTO6MmjZtGgBgwoQJWLlyJTIzM5GWlmbcr9VqMX36dGRkZMDZ2Rnh4eHYvHkzRo4cWe/ZiWzZzSJteUGTkY8TV/KQdCXfOG6mJm5yB3i6OsHD1QmeLo63/nvruasTPFzK/xvq7Qofd15GJqK61WAGHtcXznhMZCq/uMxY0CRl5OHElXxcuVlSqZ1MBrTydkVkcDOEByrhr1KYFDDNXBwhd+AlJyKqG01y4DERmU8IgYs5RYhPuY6jtxa5vHyjuMq2od6uxrWgOgWrEB6ohHsjnoyPiJoeFjlENq5Yq8P+CzcQl3IdcWezkZ5buZemuaeLcYHLyCAVwoNUUDmzoCGixo1FDpGNEULgwvVCxKVcR/zZ6zh4MRdavcG439Fehp6hnujT2huRtwqbZi4c/EtEtodFDpENKNLosO/CDcSlZCP+7PVKY2qCmjljYDsfDGzniz6tveDKNZSIqAng33REjVBpmR5pucWIv3UJ6nDqTZPeGid7O/Rq5YkBbcsLm9Y+rpDJOMkeETUtLHKIJGYwCOSXlOHGrflmbhT+NXFeblH5PDR/31es1Vc6TnNPFwxs54MBbX0Q3doLLk7835uImjb+LUhkgUKNDtnqUlxTa5BdUIobhVpodAZodQZo9fry/+oM0OoN0JQZoNEb/tp2a3vFzxqdHgWlOosn0qugcLRDz1AvDGzrg4HtfBDqzd4aIqLbscghQvkdSNfUGlxTlyK7QHOrkPmrmMm+ta+oih4Ua1EqyifSu/1RMZne37d7ujrBTe7AooaIqAYscshmGAwCBaU65JeUQV1ahvyS8oe65K+fy/fpTPblFGhQoNGZ/T7ucgf4KOXwc1fAy80JCkd7ODnYwcneDnIHOzg5/PVfJ3s7ODnc2l/RxtEOcvvy5+4KR3i4OsLDxQmO9nZ1eHaIiJoeFjnUoAkhcLO4zNjDck1diuzbfr6m1iCnUAN1SRkKNDrczfzdzo728Fcp4Osuh59SAT+lHL7uCvgqK56X7+OdSUREjQP/tiZJlWj1SEy/iYybJbcVMRpcu3WJ6HqBxuSuIXMoHO2gcnaEUuEIlfNfD+WtR/k+B+N2b3c5fN3lvPxDRGRjWORQvTIYBE5nqrHnXA72nr+Ow5duQqu7cxHj6eoEX3c5fJUK+N3qafG91dPi4+4ElbPTrULGgesnERERABY5VA+u5pVg77kc7Dmfgz/P5yC3SGuy31+pQBs/N5NLRH7KWwWNUgEfNzmcHDhehYiILMMih6yuUKPDgQs3sPd8Dvacu44L14tM9rs62aN3Ky/0a+ONvm18OFEdERHVCRY5dNd0egOSMvLLL0Gdy8HRtJvQ3Tbxi50MiAxuhn5tvNGvjQ+6hDRjzwwREdU5FjlkkdwiLc5kqnE6U40zWQU4k6XG2WuFlcbVNPd0Qd823ujfxhvRrbyhcuGK1kREVL9Y5FCVyvQGXLxehDNZtwqazAIkZ6qRXaCpsr1S4YA+rb3Rr603+oX5oLmXSz0nJiIiMsUih3CzSItTV9VIzlQjOau8oDmfXVjtrdstvFzQ3t8d7f2V6BCgRIcAd4R4uMDOjuNqiIio4WCR08Rkq0tx8mo+TmaocTIjH6euqpGRV1JlWze5A9r7u6NDgBLtA8qLmnb+7nDjZHhERNQI8LeVjRJC4MrNEpy6qsapq/k4mZGPk1fVuF7N5aYWXi7oGFDeM1NR2AR7OPOuJyIiarRY5NiI9NxiJKbn4VRGvrGnJr+krFI7OxkQ5uuGiEAVwoNUCA9UomOgEkoFBwYTEZFtYZHTSN0s0mLfrblo/jyfg7Tc4kptHO1laOvnjohAFSKClAgPUqGDvxLOTpwRmIiIbB+LnEaitEyPw5dyjUXNqatqk8UoHexkCA9SoVOQ8lZRo0IbPzcucUBERE0Wi5wGSm8QSMrIx5+3ipqEy5XXeGrn5457wrzRt40XeoZ6cUAwERHRbfhbsQFJzSnC3nPXsfd8DvZfuAF1qc5kf4BKUV7UhHmjT2sv+CoVEiUlIiJq+FjkNAClZXq887+T+Cnhisl2d4UD+rT2Ki9qwrzRyptrPBEREZmLRY7ELuUU4YXvjiI5Uw07GdAr1At923jjnjBvRAQq4WDPNZ6IiIhqg0WOhHacysLrPx9HQakOXq5O+OLRrugT5i11LCIiIpvAIkcCOr0BH+9IwdfxFwEAUS088OVj3eCv4hgbIiIia2GRU8+yC0ox9YdEHLiYCwB4um8o3hrRHo68LEVERGRVLHLq0aHUXLz8/VFkF2jg6mSPj/7RGfdHBkgdi4iIyCaxyKkHQggs25OKD7adgd4g0NbPDYv/FYXWPm5SRyMiIrJZLHLqmLq0DG/+fALbTmUBAMZ2CcT7D3WCixNPPRERUV3ib9o6dCZLjRfWHkVqThEc7WV4Z1Q4/tWrOee6ISIiqgcscurI+qNXMGtDEkrLDAhq5owvH++GLiHNpI5FRETUZLDIsbLSMj3e+/U0vj+YBgDo39YHn4/vAk9XJ4mTERERNS0scqwoPbcYL353FEkZ+ZDJgFeGtMGUwW1gb8fLU0RERPVN0slZdu/ejVGjRiEwMBAymQy//PLLHV8THx+PqKgoKBQKtGrVCkuWLKn7oGY4lp6HB77Yi6SMfDRzccTKp3ri1aFtWeAQERFJRNIip6ioCJ07d8aiRYvMap+amoqRI0eiX79+SExMxKxZszB16lTExsbWcdI7C/V2hcrZEZ1DmmHz1H4Y0NZH6khERERNmkwIIaQOAQAymQwbNmzA2LFjq20zY8YMbNy4EcnJycZtkydPxvHjx7F//36z3ketVkOlUiE/Px9KpfJuY5tIzy2Gr1IOuYO9VY9LRETU1NXm93ejWktg//79GDZsmMm2++67DwkJCSgrK5Mo1V9CPF1Y4BARETUQjWrgcVZWFvz8/Ey2+fn5QafTIScnBwEBlZdI0Gg00Gg0xudqtbrOcxIREZH0GlVPDoBKE+lVXG2rboK9mJgYqFQq4yMkJKTOMxIREZH0GlWR4+/vj6ysLJNt2dnZcHBwgJeXV5WvmTlzJvLz842P9PT0+ohKREREEmtUl6uio6OxadMmk207duxA9+7d4ejoWOVr5HI55HJ5fcQjIiKiBkTSnpzCwkIcO3YMx44dA1B+i/ixY8eQllY+W/DMmTPx5JNPGttPnjwZly9fxrRp05CcnIxvv/0Wy5cvx/Tp06WIT0RERA2YpD05CQkJGDRokPH5tGnTAAATJkzAypUrkZmZaSx4ACA0NBRbtmzBa6+9hi+//BKBgYFYuHAhxo0bV+/ZiYiIqGFrMPPk1Je6nCeHiIiI6obNz5NDREREZC4WOURERGSTWOQQERGRTWKRQ0RERDaJRQ4RERHZJBY5REREZJMa1YzH1lBxxzwX6iQiImo8Kn5vWzLzTZMrcgoKCgCAC3USERE1QgUFBVCpVGa1bXKTARoMBly9ehXu7u7VrlxeW2q1GiEhIUhPT+dEgxbgebMcz1nt8LzVDs9b7fC8Wa6mcyaEQEFBAQIDA2FnZ95omybXk2NnZ4fg4OA6fQ+lUskvdC3wvFmO56x2eN5qh+etdnjeLFfdOTO3B6cCBx4TERGRTWKRQ0RERDaJRY4VyeVyzJ49G3K5XOoojQrPm+V4zmqH5612eN5qh+fNctY+Z01u4DERERE1DezJISIiIpvEIoeIiIhsEoscIiIiskkscoiIiMgmscixkq+++gqhoaFQKBSIiorCnj17pI7UoL377ruQyWQmD39/f6ljNTi7d+/GqFGjEBgYCJlMhl9++cVkvxAC7777LgIDA+Hs7IyBAwfi1KlT0oRtQO503iZOnFjp+9e7d29pwjYQMTEx6NGjB9zd3eHr64uxY8ciJSXFpA2/b5WZc974fats8eLFiIyMNE76Fx0dja1btxr3W+u7xiLHCn788Ue8+uqrePvtt5GYmIh+/fphxIgRSEtLkzpagxYeHo7MzEzjIykpSepIDU5RURE6d+6MRYsWVbn/o48+wqeffopFixbh8OHD8Pf3x7333mtco62putN5A4Dhw4ebfP+2bNlSjwkbnvj4eLz00ks4cOAAdu7cCZ1Oh2HDhqGoqMjYht+3ysw5bwC/b38XHByMDz74AAkJCUhISMDgwYMxZswYYyFjte+aoLvWs2dPMXnyZJNt7du3F2+99ZZEiRq+2bNni86dO0sdo1EBIDZs2GB8bjAYhL+/v/jggw+M20pLS4VKpRJLliyRIGHD9PfzJoQQEyZMEGPGjJEkT2ORnZ0tAIj4+HghBL9v5vr7eROC3zdzeXh4iGXLlln1u8aenLuk1Wpx5MgRDBs2zGT7sGHDsG/fPolSNQ7nzp1DYGAgQkND8cgjj+DixYtSR2pUUlNTkZWVZfLdk8vlGDBgAL97ZoiLi4Ovry/atm2LZ599FtnZ2VJHalDy8/MBAJ6engD4fTPX389bBX7fqqfX67Fu3ToUFRUhOjraqt81Fjl3KScnB3q9Hn5+fibb/fz8kJWVJVGqhq9Xr15YvXo1tm/fjm+++QZZWVno06cPbty4IXW0RqPi+8XvnuVGjBiB7777Dn/88Qc++eQTHD58GIMHD4ZGo5E6WoMghMC0adPQt29fREREAOD3zRxVnTeA37fqJCUlwc3NDXK5HJMnT8aGDRvQsWNHq37Xmtwq5HVFJpOZPBdCVNpGfxkxYoTx506dOiE6OhqtW7fGqlWrMG3aNAmTNT787llu/Pjxxp8jIiLQvXt3tGjRAps3b8ZDDz0kYbKG4eWXX8aJEyewd+/eSvv4fatedeeN37eqtWvXDseOHUNeXh5iY2MxYcIExMfHG/db47vGnpy75O3tDXt7+0rVZXZ2dqUqlKrn6uqKTp064dy5c1JHaTQq7kbjd+/uBQQEoEWLFvz+AZgyZQo2btyIXbt2ITg42Lid37eaVXfeqsLvWzknJyeEhYWhe/fuiImJQefOnbFgwQKrftdY5NwlJycnREVFYefOnSbbd+7ciT59+kiUqvHRaDRITk5GQECA1FEajdDQUPj7+5t897RaLeLj4/nds9CNGzeQnp7epL9/Qgi8/PLLWL9+Pf744w+Ehoaa7Of3rWp3Om9V4fetakIIaDQa637XrDQouklbt26dcHR0FMuXLxenT58Wr776qnB1dRWXLl2SOlqD9frrr4u4uDhx8eJFceDAAfHAAw8Id3d3nrO/KSgoEImJiSIxMVEAEJ9++qlITEwUly9fFkII8cEHHwiVSiXWr18vkpKSxKOPPioCAgKEWq2WOLm0ajpvBQUF4vXXXxf79u0TqampYteuXSI6OloEBQU16fP2wgsvCJVKJeLi4kRmZqbxUVxcbGzD71tldzpv/L5VbebMmWL37t0iNTVVnDhxQsyaNUvY2dmJHTt2CCGs911jkWMlX375pWjRooVwcnIS3bp1M7l9kCobP368CAgIEI6OjiIwMFA89NBD4tSpU1LHanB27dolAFR6TJgwQQhRflvv7Nmzhb+/v5DL5aJ///4iKSlJ2tANQE3nrbi4WAwbNkz4+PgIR0dH0bx5czFhwgSRlpYmdWxJVXW+AIgVK1YY2/D7Vtmdzhu/b1WbNGmS8Xemj4+PGDJkiLHAEcJ63zWZEELUsmeJiIiIqMHimBwiIiKySSxyiIiIyCaxyCEiIiKbxCKHiIiIbBKLHCIiIrJJLHKIiIjIJrHIISIiIpvEIoeIqA7FxcVBJpMhLy9P6ihETQ6LHCIyy8SJEyGTySCTyeDg4IDmzZvjhRdewM2bN6WOVq2BAwcaM8vlcgQFBWHUqFFYv359nb3fq6++WifHJiLLscghIrMNHz4cmZmZuHTpEpYtW4ZNmzbhxRdfrNP31Gq1d/X6Z599FpmZmTh//jxiY2PRsWNHPPLII3juueeslJCIGioWOURkNrlcDn9/fwQHB2PYsGEYP348duzYYdJmxYoV6NChAxQKBdq3b4+vvvrKZH9SUhIGDx4MZ2dneHl54bnnnkNhYaFx/8SJEzF27FjExMQgMDAQbdu2BQDs27cPXbp0gUKhQPfu3fHLL79AJpPh2LFjNWZ2cXGBv78/QkJC0Lt3b3z44Yf4+uuv8c033+C3334ztsvIyMD48ePh4eEBLy8vjBkzBpcuXaqUa86cOfD19YVSqcTzzz9vLMImTpyI+Ph4LFiwwNh7dPvrjxw5gu7du8PFxQV9+vRBSkqKJaeeiGqBRQ4R1crFixexbds2ODo6Grd98803ePvttzFv3jwkJyfj/fffx7///W+sWrUKAFBcXIzhw4fDw8MDhw8fxs8//4zffvsNL7/8ssmxf//9dyQnJ2Pnzp349ddfUVBQgFGjRqFTp044evQo5s6dixkzZtQ6+4QJE+Dh4WG8bFVcXIxBgwbBzc0Nu3fvxt69e+Hm5obhw4eb9CRV5Nq1axd++OEHbNiwAXPmzAEALFiwANHR0caeo8zMTISEhBhf+/bbb+OTTz5BQkICHBwcMGnSpFrnJyIzWW9NUSKyZRMmTBD29vbC1dVVKBQK42rLn376qbFNSEiI+P77701eN3fuXBEdHS2EEGLp0qXCw8NDFBYWGvdv3rxZ2NnZiaysLOP7+Pn5CY1GY2yzePFi4eXlJUpKSozbvvnmGwFAJCYmVpt5wIAB4pVXXqlyX69evcSIESOEEEIsX75ctGvXThgMBuN+jUYjnJ2dxfbt2425PD09RVFRkUkuNzc3odfrq32/ihXRf/vtN5PPDMDk8xCR9TlIWmERUaMyaNAgLF68GMXFxVi2bBnOnj2LKVOmAACuX7+O9PR0PP3003j22WeNr9HpdFCpVACA5ORkdO7cGa6ursb999xzDwwGA1JSUuDn5wcA6NSpE5ycnIxtUlJSEBkZCYVCYdzWs2fPu/osQgjIZDIA5ZeSzp8/D3d3d5M2paWluHDhgvF5586d4eLiYnweHR2NwsJCpKeno0WLFjW+X2RkpPHngIAAAEB2djaaN29+V5+DiKrHIoeIzObq6oqwsDAAwMKFCzFo0CDMmTMHc+fOhcFgAFB+yapXr14mr7O3twdgWlj83e3bby+CqnudEKLWn0Ov1+PcuXPo0aMHAMBgMCAqKgrfffddpbY+Pj53PF51n+l2t1/Wq2hfcc6IqG6wyCGiWps9ezZGjBiBF154AYGBgQgKCsLFixfx+OOPV9m+Y8eOWLVqFYqKioyFzJ9//gk7OzvjAOOqtG/fHt999x00Gg3kcjkAICEhoda5V61ahZs3b2LcuHEAgG7duuHHH380DiiuzvHjx1FSUgJnZ2cAwIEDB+Dm5obg4GAAgJOTE/R6fa1zEZF1ceAxEdXawIEDER4ejvfffx8A8O677yImJgYLFizA2bNnkZSUhBUrVuDTTz8FADz++ONQKBSYMGECTp48iV27dmHKlCl44oknjJeqqvLYY4/BYDDgueeeQ3JyMrZv34758+cDuHMvSnFxMbKysnDlyhUcPHgQM2bMwOTJk/HCCy9g0KBBxlze3t4YM2YM9uzZg9TUVMTHx+OVV17BlStXjMfSarV4+umncfr0aWzduhWzZ8/Gyy+/DDu78r9KW7ZsiYMHD+LSpUvIyclhTw2RxFjkENFdmTZtGr755hukp6fjmWeewbJly7By5Up06tQJAwYMwMqVKxEaGgqg/Hbu7du3Izc3Fz169MA//vEPDBkyBIsWLarxPZRKJTZt2oRjx46hS5cuePvtt/HOO+8AgMk4nap88803CAgIQOvWrfHggw/i9OnT+PHHH01ubXdxccHu3bvRvHlzPPTQQ+jQoQMmTZqEkpISk56dIUOGoE2bNujfvz8efvhhjBo1Cu+++65x//Tp02Fvb4+OHTvCx8cHaWlplp5OIrIimbibC9tERBL57rvv8NRTTyE/P994+aguTZw4EXl5efjll1/q/L2IyDo4JoeIGoXVq1ejVatWCAoKwvHjxzFjxgw8/PDD9VLgEFHjxCKHiBqFrKwsvPPOO8jKykJAQAD++c9/Yt68eVLHIqIGjJeriIiIyCZx4DERERHZJBY5REREZJNY5BAREZFNYpFDRERENolFDhEREdkkFjlERERkk1jkEBERkU1ikUNEREQ2iUUOERER2aT/By5dL/Vk/n/wAAAAAElFTkSuQmCC", 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", 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" ] @@ -955,7 +1281,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 18, "id": "87c8d0b8-c8d2-4c49-a9c4-2eaefd41c254", "metadata": {}, "outputs": [ @@ -964,13 +1290,13 @@ "output_type": "stream", "text": [ "1 / 1\n", - "CPU times: user 274 ms, sys: 10.6 ms, total: 285 ms\n", - "Wall time: 284 ms\n" + "CPU times: user 271 ms, sys: 24 ms, total: 295 ms\n", + "Wall time: 294 ms\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -1019,13 +1345,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "id": "fdc9ae28-5c4f-4ffd-a090-ae7a7225ec4c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1068,7 +1394,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "id": "48350036-439a-4954-9021-e55b7b5f004a", "metadata": {}, "outputs": [ @@ -1078,7 +1404,7 @@ "2" ] }, - "execution_count": 18, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1112,7 +1438,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.10" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/cryptarchia/requirements.txt b/cryptarchia/requirements.txt index 1e2e678..c8f84c8 100644 --- a/cryptarchia/requirements.txt +++ b/cryptarchia/requirements.txt @@ -1,3 +1,4 @@ jupyter == 1.1.1 numpy == 2.0.2 matplotlib == 3.9.4 +pyvis == 0.3.2