From 8312e7202b9a0cef38453c732863828bcd214157 Mon Sep 17 00:00:00 2001 From: Tim Pechersky Date: Thu, 7 Oct 2021 18:57:01 +0200 Subject: [PATCH] transaction value breakdown --- datasets/nfts/notebooks/transfers_count.ipynb | 166 ++++++++++++++---- 1 file changed, 128 insertions(+), 38 deletions(-) diff --git a/datasets/nfts/notebooks/transfers_count.ipynb b/datasets/nfts/notebooks/transfers_count.ipynb index 3b9f4917..82905ee8 100644 --- a/datasets/nfts/notebooks/transfers_count.ipynb +++ b/datasets/nfts/notebooks/transfers_count.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -59,7 +59,7 @@ "Text(0.5, 1.0, 'NFT transfers value over time')" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -112,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -124,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -135,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -181,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -237,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -247,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -302,7 +302,7 @@ "0xcDA72070E455bb31C7690a170224Ce43623d0B6f 76645.0 36116.0" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -325,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -374,7 +374,7 @@ "0x327305A797d92a39cEe1a225D7E2A1cC42B1a8fA NaN 106620.0" ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -396,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -447,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -502,7 +502,7 @@ "0xcDA72070E455bb31C7690a170224Ce43623d0B6f 76645.0 36116.0" ] }, - "execution_count": 18, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -526,7 +526,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -575,7 +575,7 @@ "0xb1690C08E213a35Ed9bAb7B318DE14420FB57d8C 14124.0 23128.0" ] }, - "execution_count": 19, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -597,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -607,7 +607,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -631,7 +631,7 @@ "Name: transaction_value, dtype: float64" ] }, - "execution_count": 24, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -644,27 +644,106 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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transaction_value
nft_address
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"0x60E4d786628Fea6478F785A6d7e704777c86a7c6 7.530649e+22\n", + "Name: transaction_value, dtype: float64" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "most_popular_nfts = transactions_per_nft.sort_values(ascending=False).head(8)\n", - "most_valuable_nfts = total_value_per_nft.sort_values(ascending=False).head(8)" + "most_valuable_nfts = total_value_per_nft[\"transaction_value\"].sort_values(ascending=False).head(3)\n", + "most_valuable_nfts" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -684,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -701,13 +780,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# plt.figure(figsize=(24, 12))\n", + "plt.figure(figsize=(24, 12))\n", "# new_df.unstack()\n", - "# ax = sns.lineplot(data=new_df, x='timestamp', y='transaction_value', hue='nft_address',)" + "ax = sns.lineplot(data=new_df, x='timestamp', y='transaction_value', hue='nft_address',)" ] }, {