From 4ae2cc996cf6df73d153c08150323f989ff09b2d Mon Sep 17 00:00:00 2001 From: kashepavadan Date: Tue, 10 Jun 2025 13:37:08 -0400 Subject: [PATCH] fixed graph --- .../total-stake-inference-v2-concentration.ipynb | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/cryptarchia/total-stake-inference-v2-concentration.ipynb b/cryptarchia/total-stake-inference-v2-concentration.ipynb index 6a7bc3c..fa75d04 100644 --- a/cryptarchia/total-stake-inference-v2-concentration.ipynb +++ b/cryptarchia/total-stake-inference-v2-concentration.ipynb @@ -222,13 +222,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "id": "e993f286-400b-4338-84fe-b1ef00325056", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -238,7 +238,11 @@ } ], "source": [ - "_ = plt.plot(range(0, evaluations), ratios)" + "plt.scatter(range(0, evaluations), ratios)\n", + "plt.xlabel(\"Stake Variance\")\n", + "plt.ylabel(\"Avg(D/D_true)\")\n", + "plt.title(\"Stake Variance vs Stake Inference Accuracy\")\n", + "plt.show()" ] }, {