diff --git "a/notebooks/invalid_markets.ipynb" "b/notebooks/invalid_markets.ipynb" new file mode 100644--- /dev/null +++ "b/notebooks/invalid_markets.ipynb" @@ -0,0 +1,976 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import numpy as np\n", + "sns.set_style(\"darkgrid\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "invalid_trades = pd.read_parquet('../data/invalid_trades.parquet')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1316 entries, 0 to 1315\n", + "Data columns (total 19 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 trader_address 1316 non-null object \n", + " 1 trade_id 1316 non-null object \n", + " 2 creation_timestamp 1316 non-null datetime64[ns, UTC]\n", + " 3 title 1316 non-null object \n", + " 4 market_status 1316 non-null object \n", + " 5 collateral_amount 1316 non-null float64 \n", + " 6 outcome_index 1316 non-null object \n", + " 7 trade_fee_amount 1316 non-null float64 \n", + " 8 outcomes_tokens_traded 1316 non-null float64 \n", + " 9 current_answer 1316 non-null int64 \n", + " 10 is_invalid 1316 non-null bool \n", + " 11 winning_trade 1316 non-null bool \n", + " 12 earnings 1316 non-null float64 \n", + " 13 redeemed 1316 non-null bool \n", + " 14 redeemed_amount 1316 non-null float64 \n", + " 15 num_mech_calls 1316 non-null int64 \n", + " 16 mech_fee_amount 1316 non-null float64 \n", + " 17 net_earnings 1316 non-null float64 \n", + " 18 roi 1316 non-null float64 \n", + "dtypes: bool(3), datetime64[ns, UTC](1), float64(8), int64(2), object(5)\n", + "memory usage: 168.5+ KB\n" + ] + } + ], + "source": [ + "invalid_trades.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "invalid_trades['creation_timestamp'] = pd.to_datetime(invalid_trades['creation_timestamp'])\n", + "invalid_trades['creation_date'] = invalid_trades['creation_timestamp'].dt.date" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Number of invalid trades" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Distribution of daily invalid trades over time')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.histplot(data=invalid_trades, x=\"creation_date\", kde=True)\n", + "plt.xticks(rotation=45, ha='right') \n", + "plt.xlabel(\"Creation date\")\n", + "plt.ylabel(\"Daily number of invalid trades\")\n", + "plt.title(\"Distribution of daily invalid trades over time\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Number of invalid markets" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Will there be another attack on Tel Aviv by Hamas by 5 June 2024?'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "invalid_trades.iloc[0].title" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The title is the market. Let's see the total number of markets on the file." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "21" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "invalid_markets = list(invalid_trades.title.unique())\n", + "len(invalid_markets)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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creation_datetrades_countnr_markets
02024-05-2071
12024-05-21192
22024-05-22123
32024-05-23383
42024-05-24643
\n", + "
" + ], + "text/plain": [ + " creation_date trades_count nr_markets\n", + "0 2024-05-20 7 1\n", + "1 2024-05-21 19 2\n", + "2 2024-05-22 12 3\n", + "3 2024-05-23 38 3\n", + "4 2024-05-24 64 3" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily_invalid_markets = invalid_trades.groupby(\"creation_date\").agg(trades_count=(\"title\", \"count\"), nr_markets=(\"title\", \"nunique\")).reset_index()\n", + "daily_invalid_markets.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Evolution of daily invalid markets over time')" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_theme(palette=\"viridis\")\n", + "sns.lineplot(data=daily_invalid_markets, x=\"creation_date\", y=\"nr_markets\")\n", + "plt.xticks(rotation=45, ha='right') \n", + "plt.xlabel(\"Creation date\")\n", + "plt.ylabel(\"Daily number of invalid markets\")\n", + "plt.title(\"Evolution of daily invalid markets over time\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Ratio of invalid trades per market" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Will there be another attack on Tel Aviv by Hamas by 5 June 2024?',\n", + " 'Will the World Court accept another request from Mexico for measures against Ecuador by 29 May 2024?',\n", + " 'Will Android's new feature to detect if your phone has been snatched be officially launched by 24 May 2024?',\n", + " 'Will Elon Musk's disputed $58 billion compensation package be approved by institutional investors by 8 June 2024?',\n", + " 'Will Iga Swiatek win the French Open 2024?',\n", + " 'Will the southern New Jersey forest fire be completely extinguished by 12 July 2024?',\n", + " 'Will Cristiano Ronaldo score a goal in the Euro 2024 on or by 30 May 2024?',\n", + " 'Will Phil Foden score a goal in the Euro 2024 finals on 4 July 2024?',\n", + " 'Will Train release another song after 'Long Yellow Dress' by 3 June 2024?',\n", + " 'Will the verdict of Julian Assange's extradition fight be announced by 25 May 2024?',\n", + " 'Will the Sonos Ace headphones surpass the sales of Apple’s AirPods Max and Sony’s WH-1000XM5 by 29 May 2024?',\n", + " 'Will a peace agreement be reached between Russia and Ukraine on or before 2 June 2024?',\n", + " 'Will Apple successfully overtake the leaders in AI technology by 2024?',\n", + " 'Will the federal bill criminalizing deepfake nudes be passed into law on 28 June 2024?',\n", + " 'Will the iPad Pro (2024) and iPad Air 6 have more sales than their previous versions by 28 May 2024?',\n", + " 'Will a significant rise in sea levels occur due to the new Antarctic ice sheet ‘tipping point’ on 2 July 2024?',\n", + " 'Will Valerie Bertinelli return to social media on 26 May 2024?',\n", + " 'Will the crisis formed by the Egyptian authorities on 30 June 2024 resolve the issue of the deaths during the annual Muslim pilgrimage to Mecca?',\n", + " 'Will Russian teenager Mirra Andreeva win the French Open 2024?',\n", + " 'Will Australia win the T20 World Cup 2024?',\n", + " 'Will the LA Lakers win their first game under the new head coach, JJ Redick, on 1 July 2024?'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "# give an id to each market\n", + "# assign a unique integer ID to each unique value\n", + "cat = invalid_trades['title']\n", + "codes, uniques = pd.factorize(cat)\n", + "\n", + "# add the IDs as a new column to the original dataframe\n", + "invalid_trades['title_id'] = codes\n", + "\n", + "print(uniques)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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trader_addresstrade_idcreation_timestamptitlemarket_statuscollateral_amountoutcome_indextrade_fee_amountoutcomes_tokens_tradedcurrent_answer...winning_tradeearningsredeemedredeemed_amountnum_mech_callsmech_fee_amountnet_earningsroicreation_datetitle_id
00x034c4ad84f7ac6638bf19300d5bbe7d9b981e7360x0941312d4129ae67d5dd661db7b9659411a949b80x03...2024-06-02 14:27:50+00:00Will there be another attack on Tel Aviv by Ha...CLOSED1.24875510.0249752.371756-1...False1.248755True1.24875500.0-0.024975-0.0196082024-06-020
10x034c4ad84f7ac6638bf19300d5bbe7d9b981e7360x0941312d4129ae67d5dd661db7b9659411a949b80x03...2024-06-03 16:29:00+00:00Will there be another attack on Tel Aviv by Ha...CLOSED0.74934700.0149871.339527-1...False0.749347True0.74934700.0-0.014987-0.0196082024-06-030
20x034c4ad84f7ac6638bf19300d5bbe7d9b981e7360x0941312d4129ae67d5dd661db7b9659411a949b80x03...2024-06-04 18:25:55+00:00Will there be another attack on Tel Aviv by Ha...CLOSED0.74959300.0149921.369272-1...False0.749593True0.74959300.0-0.014992-0.0196082024-06-040
30x034c4ad84f7ac6638bf19300d5bbe7d9b981e7360x09c12830e837b966167a853659135474257df59b0x03...2024-05-28 14:25:40+00:00Will the World Court accept another request fr...CLOSED0.74173910.0148351.208649-1...False0.741739True0.74173900.0-0.014835-0.0196082024-05-281
40x034c4ad84f7ac6638bf19300d5bbe7d9b981e7360x09c12830e837b966167a853659135474257df59b0x03...2024-05-29 16:26:40+00:00Will the World Court accept another request fr...CLOSED0.68981310.0137960.914552-1...False0.689813True0.68981300.0-0.013796-0.0196082024-05-291
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5 rows × 21 columns

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" + ], + "text/plain": [ + " trader_address \\\n", + "0 0x034c4ad84f7ac6638bf19300d5bbe7d9b981e736 \n", + "1 0x034c4ad84f7ac6638bf19300d5bbe7d9b981e736 \n", + "2 0x034c4ad84f7ac6638bf19300d5bbe7d9b981e736 \n", + "3 0x034c4ad84f7ac6638bf19300d5bbe7d9b981e736 \n", + "4 0x034c4ad84f7ac6638bf19300d5bbe7d9b981e736 \n", + "\n", + " trade_id \\\n", + "0 0x0941312d4129ae67d5dd661db7b9659411a949b80x03... \n", + "1 0x0941312d4129ae67d5dd661db7b9659411a949b80x03... \n", + "2 0x0941312d4129ae67d5dd661db7b9659411a949b80x03... \n", + "3 0x09c12830e837b966167a853659135474257df59b0x03... \n", + "4 0x09c12830e837b966167a853659135474257df59b0x03... \n", + "\n", + " creation_timestamp \\\n", + "0 2024-06-02 14:27:50+00:00 \n", + "1 2024-06-03 16:29:00+00:00 \n", + "2 2024-06-04 18:25:55+00:00 \n", + "3 2024-05-28 14:25:40+00:00 \n", + "4 2024-05-29 16:26:40+00:00 \n", + "\n", + " title market_status \\\n", + "0 Will there be another attack on Tel Aviv by Ha... CLOSED \n", + "1 Will there be another attack on Tel Aviv by Ha... CLOSED \n", + "2 Will there be another attack on Tel Aviv by Ha... CLOSED \n", + "3 Will the World Court accept another request fr... CLOSED \n", + "4 Will the World Court accept another request fr... CLOSED \n", + "\n", + " collateral_amount outcome_index trade_fee_amount outcomes_tokens_traded \\\n", + "0 1.248755 1 0.024975 2.371756 \n", + "1 0.749347 0 0.014987 1.339527 \n", + "2 0.749593 0 0.014992 1.369272 \n", + "3 0.741739 1 0.014835 1.208649 \n", + "4 0.689813 1 0.013796 0.914552 \n", + "\n", + " current_answer ... winning_trade earnings redeemed redeemed_amount \\\n", + "0 -1 ... False 1.248755 True 1.248755 \n", + "1 -1 ... False 0.749347 True 0.749347 \n", + "2 -1 ... False 0.749593 True 0.749593 \n", + "3 -1 ... False 0.741739 True 0.741739 \n", + "4 -1 ... False 0.689813 True 0.689813 \n", + "\n", + " num_mech_calls mech_fee_amount net_earnings roi creation_date \\\n", + "0 0 0.0 -0.024975 -0.019608 2024-06-02 \n", + "1 0 0.0 -0.014987 -0.019608 2024-06-03 \n", + "2 0 0.0 -0.014992 -0.019608 2024-06-04 \n", + "3 0 0.0 -0.014835 -0.019608 2024-05-28 \n", + "4 0 0.0 -0.013796 -0.019608 2024-05-29 \n", + "\n", + " title_id \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 1 \n", + "4 1 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "invalid_trades.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1316 entries, 0 to 1315\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 trader_address 1316 non-null object \n", + " 1 trade_id 1316 non-null object \n", + " 2 creation_timestamp 1316 non-null datetime64[ns, UTC]\n", + " 3 title 1316 non-null object \n", + " 4 market_status 1316 non-null object \n", + " 5 collateral_amount 1316 non-null float64 \n", + " 6 outcome_index 1316 non-null object \n", + " 7 trade_fee_amount 1316 non-null float64 \n", + " 8 outcomes_tokens_traded 1316 non-null float64 \n", + " 9 current_answer 1316 non-null int64 \n", + " 10 is_invalid 1316 non-null bool \n", + " 11 winning_trade 1316 non-null bool \n", + " 12 earnings 1316 non-null float64 \n", + " 13 redeemed 1316 non-null bool \n", + " 14 redeemed_amount 1316 non-null float64 \n", + " 15 num_mech_calls 1316 non-null int64 \n", + " 16 mech_fee_amount 1316 non-null float64 \n", + " 17 net_earnings 1316 non-null float64 \n", + " 18 roi 1316 non-null float64 \n", + " 19 creation_date 1316 non-null object \n", + " 20 title_id 1316 non-null int64 \n", + "dtypes: bool(3), datetime64[ns, UTC](1), float64(8), int64(3), object(6)\n", + "memory usage: 189.0+ KB\n" + ] + } + ], + "source": [ + "invalid_trades.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Distribution of invalid trades over markets')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.displot(invalid_trades, x=\"title_id\")\n", + "plt.xlabel(\"market id\")\n", + "plt.ylabel(\"Total number of invalid trades by market\")\n", + "plt.title(\"Distribution of invalid trades per market\")" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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titlenr_invalid_trades
0Will there be another attack on Tel Aviv by Ha...159
1Will Elon Musk's disputed $58 billion compensa...127
2Will Iga Swiatek win the French Open 2024?104
3Will Cristiano Ronaldo score a goal in the Eur...98
4Will the iPad Pro (2024) and iPad Air 6 have m...94
5Will the federal bill criminalizing deepfake n...93
6Will a significant rise in sea levels occur du...81
7Will Train release another song after 'Long Ye...72
8Will the World Court accept another request fr...70
9Will Australia win the T20 World Cup 2024?67
10Will the LA Lakers win their first game under ...56
11Will Valerie Bertinelli return to social media...51
12Will the verdict of Julian Assange's extraditi...43
13Will Apple successfully overtake the leaders i...34
14Will the southern New Jersey forest fire be co...28
15Will Phil Foden score a goal in the Euro 2024 ...27
16Will the Sonos Ace headphones surpass the sale...24
17Will the crisis formed by the Egyptian authori...23
18Will Russian teenager Mirra Andreeva win the F...23
19Will Android's new feature to detect if your p...23
20Will a peace agreement be reached between Russ...19
\n", + "
" + ], + "text/plain": [ + " title nr_invalid_trades\n", + "0 Will there be another attack on Tel Aviv by Ha... 159\n", + "1 Will Elon Musk's disputed $58 billion compensa... 127\n", + "2 Will Iga Swiatek win the French Open 2024? 104\n", + "3 Will Cristiano Ronaldo score a goal in the Eur... 98\n", + "4 Will the iPad Pro (2024) and iPad Air 6 have m... 94\n", + "5 Will the federal bill criminalizing deepfake n... 93\n", + "6 Will a significant rise in sea levels occur du... 81\n", + "7 Will Train release another song after 'Long Ye... 72\n", + "8 Will the World Court accept another request fr... 70\n", + "9 Will Australia win the T20 World Cup 2024? 67\n", + "10 Will the LA Lakers win their first game under ... 56\n", + "11 Will Valerie Bertinelli return to social media... 51\n", + "12 Will the verdict of Julian Assange's extraditi... 43\n", + "13 Will Apple successfully overtake the leaders i... 34\n", + "14 Will the southern New Jersey forest fire be co... 28\n", + "15 Will Phil Foden score a goal in the Euro 2024 ... 27\n", + "16 Will the Sonos Ace headphones surpass the sale... 24\n", + "17 Will the crisis formed by the Egyptian authori... 23\n", + "18 Will Russian teenager Mirra Andreeva win the F... 23\n", + "19 Will Android's new feature to detect if your p... 23\n", + "20 Will a peace agreement be reached between Russ... 19" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "top_invalid_markets = invalid_trades.title.value_counts().reset_index()\n", + "top_invalid_markets.rename(columns={\"count\": \"nr_invalid_trades\"}, inplace=True)\n", + "top_invalid_markets\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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creation_datemetriccount
02024-05-20trades_count7
12024-05-21trades_count19
22024-05-22trades_count12
32024-05-23trades_count38
42024-05-24trades_count64
\n", + "
" + ], + "text/plain": [ + " creation_date metric count\n", + "0 2024-05-20 trades_count 7\n", + "1 2024-05-21 trades_count 19\n", + "2 2024-05-22 trades_count 12\n", + "3 2024-05-23 trades_count 38\n", + "4 2024-05-24 trades_count 64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "daily_data = daily_invalid_markets.melt(id_vars=[\"creation_date\"], var_name=\"metric\", value_name=\"count\")\n", + "daily_data.head()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}