{ "cells": [ { "cell_type": "code", "execution_count": 79, "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_kg_hide-input": true, "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5" }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Libraries\n", "import numpy as np\n", "import pandas as pd\n", "pd.set_option('max_columns', None)\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "\n", "import datetime\n", "import lightgbm as lgb\n", "from scipy import stats\n", "from sklearn.model_selection import train_test_split, StratifiedKFold, KFold, cross_val_score, GridSearchCV, RepeatedStratifiedKFold\n", "from sklearn.preprocessing import StandardScaler\n", "import os\n", "import plotly.offline as py\n", "py.init_notebook_mode(connected=True)\n", "import plotly.graph_objs as go\n", "import plotly.tools as tls\n", "import xgboost as xgb\n", "import lightgbm as lgb\n", "from sklearn import model_selection\n", "from sklearn.metrics import accuracy_score, roc_auc_score\n", "from sklearn import metrics\n", "import json\n", "import ast\n", "import time\n", "from sklearn import linear_model\n", "import eli5\n", "from eli5.sklearn import PermutationImportance\n", "import shap\n", "from tqdm import tqdm_notebook\n", "from mlxtend.feature_selection import SequentialFeatureSelector as SFS\n", "from mlxtend.plotting import plot_sequential_feature_selection as plot_sfs\n", "from sklearn.neighbors import NearestNeighbors\n", "from sklearn.feature_selection import GenericUnivariateSelect, SelectPercentile, SelectKBest, f_classif, mutual_info_classif, RFE\n", "import statsmodels.api as sm\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "from catboost import CatBoostClassifier\n", "\n", "# import json\n", "import ujson as json\n", "import altair as alt\n", "from altair import v3\n", "from IPython.display import HTML\n", "\n", "from plotly import tools\n", "import plotly.graph_objs as go\n", "from plotly.offline import init_notebook_mode, iplot\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "init_notebook_mode(connected=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data overview" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0", "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a" }, "outputs": [], "source": [ "train = pd.read_csv('/Users/mant1/input/dota_csv/train_features.csv', index_col='match_id_hash', engine='python')\n", "target = pd.read_csv('/Users/mant1/input/dota_csv/train_targets.csv', index_col='match_id_hash', engine='python')\n", "test = pd.read_csv('/Users/mant1/input/dota_csv/test_features.csv', index_col='match_id_hash', engine='python')\n", "PATH = '/Users/mant1/input/dota_csv/'" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Radiant 13190\n", "Dire 12135\n", "Name: next_roshan_team, dtype: int64" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "target['next_roshan_team'].value_counts()" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " game_time radiant_win duration \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 155 False 992 \n", "b9c57c450ce74a2af79c9ce96fac144d 658 True 1154 \n", "6db558535151ea18ca70a6892197db41 21 True 1503 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 576 True 1952 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 453 False 2001 \n", "\n", " time_remaining next_roshan_team \n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 837 NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 496 NaN \n", "6db558535151ea18ca70a6892197db41 1482 Radiant \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1376 NaN \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1548 NaN " ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "target.head()" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " game_time game_mode lobby_type \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 155 22 7 \n", "b9c57c450ce74a2af79c9ce96fac144d 658 4 0 \n", "6db558535151ea18ca70a6892197db41 21 23 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 576 22 7 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 453 22 7 \n", "\n", " objectives_len chat_len r1_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1 11 11 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 10 15 \n", "6db558535151ea18ca70a6892197db41 0 0 101 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1 4 14 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1 3 42 \n", "\n", " r1_kills r1_deaths r1_assists r1_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 2 0 7 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1 0 3 1 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 1 1 0 \n", "\n", " r1_gold r1_lh r1_xp r1_health \\\n", "match_id_hash \n", 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"6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " r1_obs_placed r1_sen_placed r2_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 78 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 96 \n", "6db558535151ea18ca70a6892197db41 0 0 51 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 99 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 69 \n", "\n", " r2_kills r2_deaths r2_assists r2_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 1 2 3 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1 0 1 2 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1 0 0 0 \n", "\n", " r2_gold r2_lh r2_xp r2_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 399 4 478 636 \n", "b9c57c450ce74a2af79c9ce96fac144d 3394 19 3897 1352 \n", "6db558535151ea18ca70a6892197db41 176 0 0 720 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 2816 30 3602 878 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1840 14 1693 868 \n", "\n", " r2_max_health r2_max_mana r2_level r2_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 720 254.93774 2 124 \n", "b9c57c450ce74a2af79c9ce96fac144d 1380 386.93787 8 78 \n", "6db558535151ea18ca70a6892197db41 720 278.93777 1 156 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1100 494.93796 8 82 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1000 350.93784 5 78 \n", "\n", " r2_y r2_stuns r2_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 126 0.000000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 166 8.397949 0 \n", "6db558535151ea18ca70a6892197db41 104 0.000000 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 154 0.000000 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 166 1.832892 0 \n", "\n", " r2_camps_stacked r2_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 4 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 1 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " r2_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1 \n", "\n", " r2_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.312500 \n", "6db558535151ea18ca70a6892197db41 0.000000 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0.285714 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0.500000 \n", "\n", " r2_towers_killed r2_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " r2_obs_placed r2_sen_placed r3_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 14 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 27 \n", "6db558535151ea18ca70a6892197db41 0 0 44 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 101 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 27 \n", "\n", " r3_kills r3_deaths r3_assists r3_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 1 4 2 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 3 1 1 9 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 1 0 0 \n", "\n", " r3_gold r3_lh r3_xp r3_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 304 0 130 700 \n", "b9c57c450ce74a2af79c9ce96fac144d 2212 4 2561 710 \n", "6db558535151ea18ca70a6892197db41 176 0 0 568 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 4017 44 4811 980 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1204 10 3210 578 \n", "\n", " r3_max_health r3_max_mana r3_level r3_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 700 242.93773 1 70 \n", "b9c57c450ce74a2af79c9ce96fac144d 860 530.93800 6 156 \n", "6db558535151ea18ca70a6892197db41 600 254.93774 1 78 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 980 902.93835 9 126 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 860 792.93823 7 120 \n", "\n", " r3_y r3_stuns r3_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 156 0.000000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 146 11.964951 2 \n", "6db558535151ea18ca70a6892197db41 144 0.000000 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 128 0.000000 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 122 3.499146 0 \n", "\n", " r3_camps_stacked r3_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 4 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 2 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " r3_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 \n", "\n", " r3_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.312500 \n", "6db558535151ea18ca70a6892197db41 0.000000 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0.571429 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0.000000 \n", "\n", " r3_towers_killed r3_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " r3_obs_placed r3_sen_placed r4_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 59 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 1 63 \n", "6db558535151ea18ca70a6892197db41 0 0 49 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 2 0 26 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 104 \n", "\n", " r4_kills r4_deaths r4_assists r4_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 0 3 12 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1 1 2 1 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 2 0 \n", "\n", " r4_gold r4_lh r4_xp r4_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 389 4 506 399 \n", "b9c57c450ce74a2af79c9ce96fac144d 4206 38 4459 420 \n", "6db558535151ea18ca70a6892197db41 176 0 0 580 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1558 2 1228 640 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1724 21 1964 777 \n", "\n", " r4_max_health r4_max_mana r4_level r4_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 700 326.93780 2 170 \n", "b9c57c450ce74a2af79c9ce96fac144d 880 482.93796 9 154 \n", "6db558535151ea18ca70a6892197db41 580 254.93774 1 150 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 640 422.93790 4 120 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 980 434.93793 5 138 \n", "\n", " r4_y r4_stuns r4_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 86 0.000000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 148 0.000000 0 \n", "6db558535151ea18ca70a6892197db41 78 0.000000 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 138 7.098264 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 94 0.000000 0 \n", "\n", " r4_camps_stacked r4_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 3 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 5 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 1 \n", "\n", " r4_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 \n", "\n", " r4_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.437500 \n", "6db558535151ea18ca70a6892197db41 0.000000 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0.428571 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1.000000 \n", "\n", " r4_towers_killed r4_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " r4_obs_placed r4_sen_placed r5_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 77 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2 89 \n", "6db558535151ea18ca70a6892197db41 0 0 53 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 2 0 41 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 65 \n", "\n", " r5_kills r5_deaths r5_assists r5_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 5 4 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 1 30 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1 2 0 0 \n", "\n", " r5_gold r5_lh r5_xp r5_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 402 10 344 422 \n", "b9c57c450ce74a2af79c9ce96fac144d 3103 14 2712 856 \n", "6db558535151ea18ca70a6892197db41 176 0 0 580 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 3344 55 3551 1079 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1907 8 1544 281 \n", "\n", " r5_max_health r5_max_mana r5_level r5_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 800 314.93780 2 120 \n", "b9c57c450ce74a2af79c9ce96fac144d 900 446.93793 6 150 \n", "6db558535151ea18ca70a6892197db41 580 374.93787 1 78 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1100 362.93784 7 176 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 820 446.93793 4 174 \n", "\n", " r5_y r5_stuns r5_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 100 0.000000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 148 21.697395 0 \n", "6db558535151ea18ca70a6892197db41 142 0.000000 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 94 1.932884 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 100 0.000000 0 \n", "\n", " r5_camps_stacked r5_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 6 \n", "\n", " r5_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 \n", "\n", " r5_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.375000 \n", "6db558535151ea18ca70a6892197db41 0.000000 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0.142857 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0.500000 \n", "\n", " r5_towers_killed r5_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " r5_obs_placed r5_sen_placed d1_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 12 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 58 \n", "6db558535151ea18ca70a6892197db41 0 0 18 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 18 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 23 \n", "\n", " d1_kills d1_deaths d1_assists d1_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 1 13 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2 0 4 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1 0 0 0 \n", "\n", " d1_gold d1_lh d1_xp d1_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 982 12 780 650 \n", "b9c57c450ce74a2af79c9ce96fac144d 2823 24 3281 700 \n", "6db558535151ea18ca70a6892197db41 96 0 0 660 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 2712 69 2503 825 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1422 10 1933 709 \n", "\n", " d1_max_health d1_max_mana d1_level d1_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 720 386.93787 3 82 \n", "b9c57c450ce74a2af79c9ce96fac144d 700 686.93820 7 88 \n", "6db558535151ea18ca70a6892197db41 660 266.93774 1 180 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1160 338.93784 6 94 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 940 362.93784 5 84 \n", "\n", " d1_y d1_stuns d1_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 170 0.000000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 170 3.165901 1 \n", "6db558535151ea18ca70a6892197db41 178 0.000000 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 158 0.000000 3 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 170 11.030720 0 \n", "\n", " d1_camps_stacked d1_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 3 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1 4 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 1 \n", "\n", " d1_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 \n", "\n", " d1_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1.00 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.25 \n", "6db558535151ea18ca70a6892197db41 0.00 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0.00 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0.25 \n", "\n", " d1_towers_killed d1_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " d1_obs_placed d1_sen_placed d2_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 21 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 14 \n", "6db558535151ea18ca70a6892197db41 0 0 67 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 98 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 22 \n", "\n", " d2_kills d2_deaths d2_assists d2_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 6 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 6 0 1 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1 3 0 5 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1 0 0 1 \n", "\n", " d2_gold d2_lh d2_xp d2_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 788 9 706 640 \n", "b9c57c450ce74a2af79c9ce96fac144d 2466 17 2360 758 \n", "6db558535151ea18ca70a6892197db41 96 0 0 586 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 2217 23 3310 735 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1457 12 1759 712 \n", "\n", " d2_max_health d2_max_mana d2_level d2_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 640 422.93790 3 174 \n", "b9c57c450ce74a2af79c9ce96fac144d 1040 326.93780 6 156 \n", "6db558535151ea18ca70a6892197db41 620 278.93777 1 100 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 880 506.93800 7 126 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 820 482.93796 5 174 \n", "\n", " d2_y d2_stuns d2_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 90 0.000000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 98 0.066650 0 \n", "6db558535151ea18ca70a6892197db41 174 0.000000 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 142 0.000000 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 106 2.199399 0 \n", "\n", " d2_camps_stacked d2_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 1 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 1 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 1 \n", "\n", " d2_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 \n", "6db558535151ea18ca70a6892197db41 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 \n", "\n", " d2_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.00 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.25 \n", "6db558535151ea18ca70a6892197db41 0.00 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0.50 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0.25 \n", "\n", " d2_towers_killed d2_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " d2_obs_placed d2_sen_placed d3_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 60 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 2 1 \n", "6db558535151ea18ca70a6892197db41 0 0 47 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1 0 8 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 35 \n", "\n", " d3_kills d3_deaths d3_assists d3_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 3 1 7 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 1 1 6 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 1 2 \n", "\n", " d3_gold d3_lh d3_xp d3_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 531 0 307 720 \n", "b9c57c450ce74a2af79c9ce96fac144d 3624 29 3418 485 \n", "6db558535151ea18ca70a6892197db41 96 0 0 660 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 3035 44 2508 817 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 2402 35 3544 349 \n", "\n", " d3_max_health d3_max_mana d3_level d3_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 720 242.93773 2 180 \n", "b9c57c450ce74a2af79c9ce96fac144d 800 350.93784 7 124 \n", "6db558535151ea18ca70a6892197db41 660 290.93777 1 178 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 860 350.93784 6 78 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 720 434.93793 7 128 \n", "\n", " d3_y d3_stuns d3_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 84 0.299948 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 144 0.299955 2 \n", "6db558535151ea18ca70a6892197db41 112 0.000000 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 160 0.000000 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 126 0.000000 0 \n", "\n", " d3_camps_stacked d3_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 4 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 1 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 2 \n", "\n", " d3_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 \n", "\n", " d3_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.00 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.50 \n", "6db558535151ea18ca70a6892197db41 0.00 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0.50 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0.25 \n", "\n", " d3_towers_killed d3_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " d3_obs_placed d3_sen_placed d4_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 84 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 56 \n", "6db558535151ea18ca70a6892197db41 0 0 40 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 69 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 72 \n", "\n", " d4_kills d4_deaths d4_assists d4_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 3 2 3 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 2 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 2 1 0 0 \n", "\n", " d4_gold d4_lh d4_xp d4_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 796 0 421 760 \n", "b9c57c450ce74a2af79c9ce96fac144d 2808 18 2730 567 \n", "6db558535151ea18ca70a6892197db41 96 0 0 600 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 2004 16 1644 1160 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1697 12 1651 680 \n", "\n", " d4_max_health d4_max_mana d4_level d4_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 760 326.93780 2 90 \n", "b9c57c450ce74a2af79c9ce96fac144d 1160 410.93790 6 124 \n", "6db558535151ea18ca70a6892197db41 600 302.93777 1 176 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1160 386.93787 4 176 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 680 374.93787 4 176 \n", "\n", " d4_y d4_stuns d4_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 150 0.000000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 142 0.000000 0 \n", "6db558535151ea18ca70a6892197db41 110 0.000000 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 100 4.998863 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 108 13.596678 0 \n", "\n", " d4_camps_stacked d4_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 6 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 2 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 2 \n", "\n", " d4_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 \n", "\n", " d4_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.5 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0.0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0.5 \n", "\n", " d4_towers_killed d4_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " d4_obs_placed d4_sen_placed d5_hero_id \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0 34 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 92 \n", "6db558535151ea18ca70a6892197db41 0 0 17 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 86 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 1 \n", "\n", " d5_kills d5_deaths d5_assists d5_denies \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 0 1 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 1 0 1 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 1 1 8 \n", "\n", " d5_gold d5_lh d5_xp d5_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 851 11 870 593 \n", "b9c57c450ce74a2af79c9ce96fac144d 1423 8 1136 800 \n", "6db558535151ea18ca70a6892197db41 96 0 0 640 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1333 2 1878 630 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 2199 32 1919 692 \n", "\n", " d5_max_health d5_max_mana d5_level d5_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 680 566.93805 3 128 \n", "b9c57c450ce74a2af79c9ce96fac144d 800 446.93793 4 180 \n", "6db558535151ea18ca70a6892197db41 640 446.93793 1 162 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 740 518.93800 5 82 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 740 302.93777 5 104 \n", "\n", " d5_y d5_stuns d5_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 128 0.000000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 176 0.000000 0 \n", "6db558535151ea18ca70a6892197db41 162 0.000000 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 160 8.664527 3 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 162 0.000000 2 \n", "\n", " d5_camps_stacked d5_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 1 3 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 1 2 \n", "\n", " d5_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 \n", "\n", " d5_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.00 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.00 \n", "6db558535151ea18ca70a6892197db41 0.00 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0.00 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0.25 \n", "\n", " d5_towers_killed d5_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 0 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 \n", "\n", " d5_obs_placed d5_sen_placed \n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "46a0ddce8f7ed2a8d9bd5edcbb925682 2 0 \n", "b1b35ff97723d9b7ade1c9c3cf48f770 0 0 " ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.head()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "n_fold = 5\n", "folds = StratifiedKFold(n_splits=n_fold, shuffle=True, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Training function" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "_kg_hide-input": false }, "outputs": [], "source": [ "def train_model(X, X_test, y, params, folds, model_type='lgb', plot_feature_importance=False, averaging='usual', model=None):\n", " oof = np.zeros(len(X))\n", " prediction = np.zeros(len(X_test))\n", " scores = []\n", " feature_importance = pd.DataFrame()\n", " for fold_n, (train_index, valid_index) in enumerate(folds.split(X, y)):\n", " print('Fold', fold_n, 'started at', time.ctime())\n", " X_train, X_valid = X.loc[train_index], X.loc[valid_index]\n", " y_train, y_valid = y[train_index], y[valid_index]\n", " \n", " if model_type == 'lgb':\n", " train_data = lgb.Dataset(X_train, label=y_train)\n", " valid_data = lgb.Dataset(X_valid, label=y_valid)\n", " \n", " model = lgb.train(params,\n", " train_data,\n", " num_boost_round=20000,\n", " valid_sets = [train_data, valid_data],\n", " verbose_eval=1000,\n", " early_stopping_rounds = 200)\n", " \n", " y_pred_valid = model.predict(X_valid)\n", " y_pred = model.predict(X_test, num_iteration=model.best_iteration)\n", " \n", " if model_type == 'xgb':\n", " train_data = xgb.DMatrix(data=X_train, label=y_train, feature_names=X_train.columns)\n", " valid_data = xgb.DMatrix(data=X_valid, label=y_valid, feature_names=X_train.columns)\n", "\n", " watchlist = [(train_data, 'train'), (valid_data, 'valid_data')]\n", " model = xgb.train(dtrain=train_data, num_boost_round=20000, evals=watchlist, early_stopping_rounds=200, verbose_eval=500, params=params)\n", " y_pred_valid = model.predict(xgb.DMatrix(X_valid, feature_names=X_train.columns), ntree_limit=model.best_ntree_limit)\n", " y_pred = model.predict(xgb.DMatrix(X_test, feature_names=X_train.columns), ntree_limit=model.best_ntree_limit)\n", " \n", " if model_type == 'sklearn':\n", " model = model\n", " model.fit(X_train, y_train)\n", " y_pred_valid = model.predict_proba(X_valid).reshape(-1,)\n", " score = roc_auc_score(y_valid, y_pred_valid)\n", " # print(f'Fold {fold_n}. AUC: {score:.4f}.')\n", " # print('')\n", " \n", " y_pred = model.predict_proba(X_test)[:, 1]\n", " \n", " if model_type == 'glm':\n", " model = sm.GLM(y_train, X_train, family=sm.families.Binomial())\n", " model_results = model.fit()\n", " model_results.predict(X_test)\n", " y_pred_valid = model_results.predict(X_valid).reshape(-1,)\n", " score = roc_auc_score(y_valid, y_pred_valid)\n", " \n", " y_pred = model_results.predict(X_test)\n", " \n", " if model_type == 'cat':\n", " model = CatBoostClassifier(iterations=20000, learning_rate=0.05, loss_function='Logloss', eval_metric='AUC', **params)\n", " model.fit(X_train, y_train, eval_set=(X_valid, y_valid), cat_features=[], use_best_model=True, verbose=False)\n", "\n", " y_pred_valid = model.predict_proba(X_valid)[:, 1]\n", " y_pred = model.predict_proba(X_test)[:, 1]\n", " \n", " oof[valid_index] = y_pred_valid.reshape(-1,)\n", " scores.append(roc_auc_score(y_valid, y_pred_valid))\n", "\n", " if averaging == 'usual':\n", " prediction += y_pred\n", " elif averaging == 'rank':\n", " prediction += pd.Series(y_pred).rank().values \n", " \n", " if model_type == 'lgb':\n", " # feature importance\n", " fold_importance = pd.DataFrame()\n", " fold_importance[\"feature\"] = X.columns\n", " fold_importance[\"importance\"] = model.feature_importance()\n", " fold_importance[\"fold\"] = fold_n + 1\n", " feature_importance = pd.concat([feature_importance, fold_importance], axis=0)\n", "\n", " prediction /= n_fold\n", " \n", " print('CV mean score: {0:.4f}, std: {1:.4f}.'.format(np.mean(scores), np.std(scores)))\n", " \n", " if model_type == 'lgb':\n", " feature_importance[\"importance\"] /= n_fold\n", " if plot_feature_importance:\n", " cols = feature_importance[[\"feature\", \"importance\"]].groupby(\"feature\").mean().sort_values(\n", " by=\"importance\", ascending=False)[:50].index\n", "\n", " best_features = feature_importance.loc[feature_importance.feature.isin(cols)]\n", "\n", " plt.figure(figsize=(16, 12));\n", " sns.barplot(x=\"importance\", y=\"feature\", data=best_features.sort_values(by=\"importance\", ascending=False));\n", " plt.title('LGB Features (avg over folds)');\n", " \n", " return oof, prediction, feature_importance\n", " return oof, prediction, scores\n", " \n", " else:\n", " return oof, prediction, scores" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "param = {\n", " 'bagging_freq': 5, #handling overfitting\n", " 'bagging_fraction': 0.5, #handling overfitting - adding some noise\n", " 'boost_from_average':'false',\n", " 'boost': 'gbdt',\n", " 'feature_fraction': 0.05, #handling overfitting\n", " 'learning_rate': 0.01, #the changes between one auc and a better one gets really small thus a small learning rate performs better\n", " 'max_depth': -1, \n", " 'metric':'auc',\n", " 'min_data_in_leaf': 50,\n", " 'min_sum_hessian_in_leaf': 10.0,\n", " 'num_leaves': 10,\n", " 'num_threads': 5,\n", " 'tree_learner': 'serial',\n", " 'objective': 'binary', \n", " 'verbosity': 1,\n", " 'seed': 17\n", " }" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "params2 = {\n", " 'bagging_freq': 5, #handling overfitting\n", " 'bagging_fraction': 0.5, #handling overfitting - adding some noise\n", " 'boost_from_average':'false',\n", " 'boost': 'gbdt',\n", " 'feature_fraction': 0.6534414209120409,\n", " 'learning_rate': 0.01,\n", " 'max_bin': 1000,\n", " 'max_depth': 7,\n", " 'min_child_samples': 75,\n", " 'min_child_weight': 0,\n", " 'num_leaves': 15,\n", " 'reg_alpha': 1.0,\n", " 'reg_lambda': 1e-09,\n", " 'scale_pos_weight': 1.0,\n", " 'subsample_for_bin': 500000,\n", " 'num_threads': 5,\n", " 'tree_learner': 'serial',\n", " 'objective': 'binary',\n", " 'verbosity': 1,\n", " 'metric':'auc',\n", " 'seed': 17 }" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [], "source": [ "params = {'boost': 'gbdt',\n", " 'feature_fraction': 0.05,\n", " 'learning_rate': 0.01,\n", " 'max_depth': -1, \n", " 'metric':'auc',\n", " 'min_data_in_leaf': 50,\n", " 'num_leaves': 32,\n", " 'num_threads': -1,\n", " 'verbosity': 1,\n", " 'objective': 'binary',\n", " 'seed': 17\n", " }" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [], "source": [ "y = target['radiant_win']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Working with json data" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "with open(os.path.join(PATH, 'train_matches.jsonl')) as fin:\n", " # read the 18-th line\n", " for i in range(18):\n", " line = fin.readline()\n", " \n", " # read JSON into a Python object \n", " match = json.loads(line)" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['game_time', 'match_id_hash', 'teamfights', 'objectives', 'chat', 'game_mode', 'lobby_type', 'players', 'targets'])" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "match.keys()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "# match['players'][1]" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "def read_matches(matches_file):\n", " \n", " MATCHES_COUNT = {\n", " 'test_matches.jsonl': 10000,\n", " 'train_matches.jsonl': 39675,\n", " }\n", " _, filename = os.path.split(matches_file)\n", " total_matches = MATCHES_COUNT.get(filename)\n", " \n", " with open(matches_file) as fin:\n", " for line in tqdm_notebook(fin, total=total_matches):\n", " yield json.loads(line)" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "import collections\n", "\n", "MATCH_FEATURES = [\n", " ('game_time', lambda m: m['game_time']),\n", " ('game_mode', lambda m: m['game_mode']),\n", " ('lobby_type', lambda m: m['lobby_type']),\n", " ('objectives_len', lambda m: len(m['objectives'])),\n", " ('chat_len', lambda m: len(m['chat'])),\n", "]\n", "\n", "PLAYER_FIELDS = [\n", " 'hero_id',\n", " \n", " 'kills',\n", " 'deaths',\n", " 'assists',\n", " 'denies',\n", " \n", " 'gold',\n", " 'lh',\n", " 'xp',\n", " 'health',\n", " 'max_health',\n", " 'max_mana',\n", " 'level',\n", "\n", " 'x',\n", " 'y',\n", " \n", " 'stuns',\n", " 'creeps_stacked',\n", " 'camps_stacked',\n", " 'rune_pickups',\n", " 'firstblood_claimed',\n", " 'teamfight_participation',\n", " 'towers_killed',\n", " 'roshans_killed',\n", " 'obs_placed',\n", " 'sen_placed'\n", "]\n", "def sum_features(feature_log):\n", " sum = 0\n", " for key in feature_log:\n", " sum += feature_log[key]\n", " return sum\n", "\n", "def extract_features_csv(match):\n", " row = [\n", " ('match_id_hash', match['match_id_hash']),\n", " ]\n", "\n", " for field, f in MATCH_FEATURES:\n", " row.append((field, f(match)))\n", " \n", " for slot, player in enumerate(match['players']):\n", " if slot < 5:\n", " player_name = 'r%d' % (slot + 1)\n", " else:\n", " player_name = 'd%d' % (slot - 4)\n", "\n", " row.append( (f'{player_name}_items', list(map(lambda x: x['id'][5:], player['hero_inventory']))))\n", "# row.append( (f'{player_name}_stash_items', list(map(lambda x: x['id'][5:], player['hero_stash']))))\n", "# row.append( (f'{player_name}_purchase_items', list(player['purchase'])))\n", "\n", " for field in PLAYER_FIELDS:\n", " column_name = '%s_%s' % (player_name, field)\n", " row.append((column_name, player[field]))\n", " row.append((f'{player_name}_ability_level', len(player['ability_upgrades'])))\n", " row.append((f'{player_name}_max_hero_hit', player['max_hero_hit']['value']))\n", " row.append((f'{player_name}_purchase_count', len(player['purchase_log'])))\n", " row.append((f'{player_name}_count_ability_use', sum(player['ability_uses'].values())))\n", " row.append((f'{player_name}_damage_dealt', sum(player['damage'].values())))\n", " row.append((f'{player_name}_damage_received', sum(player['damage_taken'].values())))\n", "\n", "# Counting aegis stolen for both teams\n", " radiant_aegis_stolen = 0\n", " dire_aegis_stolen = 0\n", " for objective in match['objectives']:\n", " if objective['type'] == 'CHAT_MESSAGE_AEGIS_STOLEN':\n", " if objective['slot'] <=4:\n", " radiant_aegis_stolen += 1\n", " if objective['slot'] >=5:\n", " dire_aegis_stolen += 1\n", "\n", " row.append(('radiant_aegis_stolen', radiant_aegis_stolen))\n", " row.append(('dire_aegis_stolen', dire_aegis_stolen))\n", " row.append(('diff_aegis', radiant_aegis_stolen - dire_aegis_stolen))\n", " \n", "# Counting ruined towers for both teams\n", " radiant_tower_kills = 0\n", " dire_tower_kills = 0\n", " for objective in match['objectives']:\n", " if objective['type'] == 'CHAT_MESSAGE_TOWER_KILL':\n", " if objective['team'] == 2:\n", " radiant_tower_kills += 1\n", " if objective['team'] == 3:\n", " dire_tower_kills += 1\n", "\n", " row.append(('radiant_tower_kills', radiant_tower_kills))\n", " row.append(('dire_tower_kills', dire_tower_kills))\n", " row.append(('diff_tower_kills', radiant_tower_kills - dire_tower_kills))\n", " \n", "# Counting baracks destroed for both teams\n", " radiant_barracks_kills = 0\n", " radiant_barracks1_kills = 0\n", " dire_barracks_kills = 0\n", " dire_barracks1_kills = 0\n", " radiant = ['1','2','4','8','16','32']\n", " dire = ['64','128','256','512','1024','2048']\n", " for objective in match['objectives']:\n", " if objective['type'] == 'CHAT_MESSAGE_BARRACKS_KILL':\n", " if objective['key'] in ['1', '4', '16']:\n", " radiant_barracks_kills += 1\n", " if objective['key'] in ['1', '8', '32']:\n", " radiant_barracks1_kills += 1\n", " if objective['key'] in ['64', '256', '1024']:\n", " dire_barracks_kills += 1\n", " if objective['key'] in ['128', '512', '2048']:\n", " dire_barracks1_kills += 1\n", " row.append(('megacreep', (int(radiant_barracks_kills+radiant_barracks1_kills ==6) - int(dire_barracks_kills+dire_barracks1_kills==6))))\n", " row.append(('radiant_barracks_kills', radiant_barracks_kills))\n", " row.append(('dire_barracks_kills', dire_barracks_kills))\n", " row.append(('diff_barracks_kills', radiant_barracks_kills - dire_barracks_kills))\n", " row.append(('diff_barracks_kills1', radiant_barracks1_kills - dire_barracks1_kills))\n", " \n", " return collections.OrderedDict(row)\n", " \n", "def extract_targets_csv(match, targets):\n", " return collections.OrderedDict([('match_id_hash', match['match_id_hash'])] + [\n", " (field, targets[field])\n", " for field in ['game_time', 'radiant_win', 'duration', 'time_remaining', 'next_roshan_team']\n", " ])" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [], "source": [ "# Make reverse data move\n", "def extract_inverse_features_csv(match):\n", " row = [\n", " ('match_id_hash', match['match_id_hash'][::-1]),\n", " ]\n", " \n", " for field, f in MATCH_FEATURES:\n", " row.append((field, f(match)))\n", " \n", " for slot, player in enumerate(match['players']):\n", " if slot < 5:\n", " player_name = 'd%d' % (slot + 1)\n", " else:\n", " player_name = 'r%d' % (slot - 4)\n", " \n", " row.append( (f'{player_name}_items', list(map(lambda x: x['id'][5:], player['hero_inventory']))))\n", "# row.append( (f'{player_name}_stash_items', list(map(lambda x: x['id'][5:], player['hero_stash']))))\n", "# row.append( (f'{player_name}_purchase_items', list(player['purchase'])))\n", " for field in PLAYER_FIELDS:\n", " column_name = '%s_%s' % (player_name, field)\n", " row.append((column_name, player[field]))\n", " row.append((f'{player_name}_ability_level', len(player['ability_upgrades'])))\n", " row.append((f'{player_name}_max_hero_hit', player['max_hero_hit']['value']))\n", " row.append((f'{player_name}_purchase_count', len(player['purchase_log'])))\n", " row.append((f'{player_name}_count_ability_use', sum(player['ability_uses'].values())))\n", " row.append((f'{player_name}_damage_dealt', sum(player['damage'].values())))\n", " row.append((f'{player_name}_damage_received', sum(player['damage_taken'].values())))\n", "\n", "# Counting aegis stolen for both teams\n", " radiant_aegis_stolen = 0\n", " dire_aegis_stolen = 0\n", " for objective in match['objectives']:\n", " if objective['type'] == 'CHAT_MESSAGE_AEGIS_STOLEN':\n", " if objective['slot'] >=5:\n", " radiant_aegis_stolen += 1\n", " if objective['slot'] <=4:\n", " dire_aegis_stolen += 1\n", "\n", " row.append(('radiant_aegis_stolen', radiant_aegis_stolen))\n", " row.append(('dire_aegis_stolen', dire_aegis_stolen))\n", " row.append(('diff_aegis', radiant_aegis_stolen - dire_aegis_stolen))\n", "# Counting ruined towers for both teams\n", " radiant_tower_kills = 0\n", " dire_tower_kills = 0\n", " for objective in match['objectives']:\n", " if objective['type'] == 'CHAT_MESSAGE_TOWER_KILL':\n", " if objective['team'] == 3:\n", " radiant_tower_kills += 1\n", " if objective['team'] == 2:\n", " dire_tower_kills += 1\n", "\n", " row.append(('radiant_tower_kills', radiant_tower_kills))\n", " row.append(('dire_tower_kills', dire_tower_kills))\n", " row.append(('diff_tower_kills', radiant_tower_kills - dire_tower_kills))\n", " \n", "# Counting baracks destroed for both teams\n", " radiant_barracks_kills = 0\n", " radiant_barracks1_kills = 0\n", " dire_barracks_kills = 0\n", " dire_barracks1_kills = 0\n", " radiant = ['1','2','4','8','16','32']\n", " dire = ['64','128','256','512','1024','2048']\n", " for objective in match['objectives']:\n", " if objective['type'] == 'CHAT_MESSAGE_BARRACKS_KILL':\n", " if objective['key'] in ['1', '4', '16']:\n", " dire_barracks_kills += 1\n", " if objective['key'] in ['1', '8', '32']:\n", " dire_barracks1_kills += 1\n", " if objective['key'] in ['64', '256', '1024']:\n", " radiant_barracks_kills += 1\n", " if objective['key'] in ['128', '512', '2048']:\n", " radiant_barracks1_kills += 1\n", " row.append(('megacreep', (int(radiant_barracks_kills+radiant_barracks1_kills ==6) - int(dire_barracks_kills+dire_barracks1_kills==6))))\n", " row.append(('radiant_barracks_kills', radiant_barracks_kills))\n", " row.append(('dire_barracks_kills', dire_barracks_kills))\n", " row.append(('diff_barracks_kills', radiant_barracks_kills - dire_barracks_kills))\n", " row.append(('diff_barracks_kills1', radiant_barracks1_kills - dire_barracks1_kills))\n", " \n", " return collections.OrderedDict(row)\n", " \n", "def extract_inverse_targets_csv(match, targets):\n", " return collections.OrderedDict([('match_id_hash', match['match_id_hash'][::-1])] + [\n", " (field, not targets[field])\n", " for field in ['game_time', 'radiant_win', 'duration', 'time_remaining', 'next_roshan_team']\n", " ])" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d5148c51862f493a855e4754dde44178", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=39675), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "CPU times: user 1min 6s, sys: 2.8 s, total: 1min 9s\n", "Wall time: 1min 9s\n" ] } ], "source": [ "%%time\n", "\n", "df_features = []\n", "df_targets = []\n", "\n", "df_inverse_features = []\n", "df_inverse_targets = []\n", "\n", "for match in read_matches(os.path.join(PATH, 'train_matches.jsonl')):\n", " features = extract_features_csv(match)\n", " inverse_features = extract_inverse_features_csv(match)\n", " targets = extract_targets_csv(match, match['targets'])\n", " inverse_targets = extract_inverse_targets_csv(match, match['targets'])\n", " \n", " df_features.append(features)\n", " df_inverse_features.append(features)\n", " df_inverse_features.append(inverse_features)\n", " df_targets.append(targets)\n", " df_inverse_targets.append(targets)\n", " df_inverse_targets.append(inverse_targets)" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [], "source": [ "train_df = pd.DataFrame.from_records(df_features).set_index('match_id_hash')\n", "y_train = pd.DataFrame.from_records(df_targets).set_index('match_id_hash')\n", "y_train = y_train['radiant_win'].map({True: 1, False: 0})" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "df_new_features = pd.DataFrame.from_records(df_inverse_features).set_index('match_id_hash')\n", "y_train_inverse = pd.DataFrame.from_records(df_inverse_targets).set_index('match_id_hash')\n", "y_train_inverse = y_train_inverse['radiant_win'].map({True: 1, False: 0})" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(79350, 326)" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_new_features.shape" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [], "source": [ "# import pickle as pkl\n", "# yt.to_pickle('target_final2_features.pkl')" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(39675, 326)\n", "(79350, 326)\n" ] } ], "source": [ "print(train_df.shape)\n", "print(df_new_features.shape)" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [], "source": [ "# # Using without double train data\n", "# # %%time\n", "# PATH_TO_DATA = PATH\n", "# df_new_features = []\n", "# df_new_targets = []\n", "\n", "# for match in read_matches(os.path.join(PATH_TO_DATA, 'train_matches.jsonl')):\n", "# match_id_hash = match['match_id_hash']\n", "# features = extract_features_csv(match)\n", "# targets = extract_targets_csv(match, match['targets'])\n", " \n", "# df_new_features.append(features)\n", "# df_new_targets.append(targets)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [], "source": [ "import os\n", "import ujson as json\n", "from tqdm import tqdm_notebook\n", "\n", "def read_matches(matches_file):\n", " \n", " MATCHES_COUNT = {\n", " 'test_matches.jsonl': 10000,\n", " 'train_matches.jsonl': 39675,\n", " }\n", " _, filename = os.path.split(matches_file)\n", " total_matches = MATCHES_COUNT.get(filename)\n", " \n", " with open(matches_file) as fin:\n", " for line in tqdm_notebook(fin, total=total_matches):\n", " yield json.loads(line)\n", "\n", "def add_new_features(df_features, matches_file):\n", " \n", " # Process raw data and add new features\n", " for match in read_matches(matches_file):\n", " match_id_hash = match['match_id_hash']\n", " if (match['game_time'] == 0) and (len(match['players'][0]['times']) > 0):\n", " df_features.loc[match_id_hash, 'game_time'] = match['players'][0]['times'][-1] + 30\n", " \n", " game_time = int(df_features.loc[match_id_hash, 'game_time'])\n", " \n", " \n", " ### Damage features// team damage vs heroes, vs towers and vs creeps\n", " ### also buybacks for last 5 mins\n", " ### also observers placed for last 5 mins\n", " ### also healing\n", " ### also lifestate\n", " \n", " team_damage_vs_other_team = 0\n", " \n", " damage_vs_dire_tower = 0\n", " damage_vs_rad_tower = 0\n", " \n", " rad_vs_creeps = 0\n", " dire_vs_creeps = 0\n", " \n", " dire_bb = 0\n", " rad_bb = 0\n", " \n", " dire_obs, rad_obs = 0, 0\n", " rad_heal ,dire_heal = 0, 0\n", " rad_alive, rad_dead = 0, 0\n", " dire_alive, dire_dead = 0, 0\n", " \n", " dire_actions, rad_actions = 0, 0\n", " rad_items, dire_items = 0, 0\n", " rad_ability, dire_ability = 0, 0 \n", " \n", " for i, player in enumerate(match['players']):\n", " for whom in player['damage'].keys():\n", " if whom[9:13] == 'hero':\n", " team_damage_vs_other_team += player['damage'][whom]\n", " \n", " elif (whom[0:22] == 'npc_dota_badguys_tower') and (i < 5):\n", " damage_vs_dire_tower += player['damage'][whom]\n", " elif (whom[0:23] == 'npc_dota_goodguys_tower') and (i >=5):\n", " damage_vs_rad_tower += player['damage'][whom]\n", " elif (whom[0:22] == 'npc_dota_creep_badguys') and (i < 5):\n", " rad_vs_creeps += player['damage'][whom]\n", " elif (whom[0:23] == 'npc_dota_creep_goodguys') and (i >= 5):\n", " dire_vs_creeps += player['damage'][whom]\n", " \n", " if i == 4:\n", " df_features.loc[match_id_hash, 'rad_damage_vs_heroes'] = team_damage_vs_other_team\n", " team_damage_vs_other_team = 0\n", " \n", " elif i == 9:\n", " df_features.loc[match_id_hash, 'dire_damage_vs_heroes'] = team_damage_vs_other_team\n", " \n", " \n", " \n", " ### buybacks\n", " if len(player['buyback_log']) > 0:\n", " \n", " if (i < 5) and (game_time < player['buyback_log'][-1]['time'] + 300):\n", " rad_bb += 1\n", " elif (i >= 5) and (game_time < player['buyback_log'][-1]['time'] + 300):\n", " dire_bb += 1\n", " \n", " if len(player['obs_log']) > 0:\n", " for obs in player['obs_log']: \n", " if (i < 5) and (game_time < obs['time'] + 300):\n", " rad_obs += 1\n", " elif (i >= 5) and (game_time < obs['time'] + 300):\n", " dire_obs += 1\n", " \n", " if len(player['healing']) > 0:\n", " if i < 5:\n", " rad_heal += sum(list(player['healing'].values()))\n", " else:\n", " dire_heal += sum(list(player['healing'].values()))\n", " \n", " \n", " if i < 5:\n", " if '0' in player['life_state'].keys():\n", " rad_alive += player['life_state']['0']\n", " if '2' in player['life_state'].keys():\n", " rad_dead += player['life_state']['2'] \n", " else:\n", " if '0' in player['life_state'].keys():\n", " dire_alive += player['life_state']['0']\n", " if '2' in player['life_state'].keys():\n", " dire_dead += player['life_state']['2']\n", " \n", " rad_actions += int(i<5) * sum(list(player['actions'].values()))\n", " dire_actions += int(i>4) * sum(list(player['actions'].values()))\n", " \n", " rad_items += int(i<5) * sum(list(player['item_uses'].values()))\n", " dire_items += int(i>4) * sum(list(player['item_uses'].values()))\n", " \n", " rad_ability += int(i<5) * sum(list(player['ability_uses'].values()))\n", " dire_ability += int(i>4) * sum(list(player['ability_uses'].values()))\n", " \n", " df_features.loc[match_id_hash, 'bb_restr_Diff'] = rad_bb - dire_bb ### bb\n", " \n", " df_features.loc[match_id_hash, 'obs_on_map_Diff'] = rad_obs - dire_obs ### obs\n", " \n", " df_features.loc[match_id_hash, 'rad_damage_vs_tower'] = damage_vs_dire_tower\n", " df_features.loc[match_id_hash, 'dire_damage_vs_tower'] = damage_vs_rad_tower\n", " \n", " if (damage_vs_dire_tower + damage_vs_rad_tower) > 0:\n", " df_features.loc[match_id_hash, 'damage_vs_tower_Percent'] = damage_vs_dire_tower / \\\n", " (damage_vs_dire_tower + damage_vs_rad_tower) ### damage vs tower\n", " else:\n", " df_features.loc[match_id_hash, 'damage_vs_tower_Percent']= 0.5\n", " \n", " df_features.loc[match_id_hash, 'rad_damage_vs_creeps'] = rad_vs_creeps \n", " df_features.loc[match_id_hash, 'dire_damage_vs_creeps'] = dire_vs_creeps\n", " if (dire_vs_creeps + rad_vs_creeps) > 0: \n", " df_features.loc[match_id_hash, 'damage_vs_creeps_Percent'] = rad_vs_creeps / \\\n", " (dire_vs_creeps + rad_vs_creeps) ### damage vs creeps\n", " else:\n", " df_features.loc[match_id_hash, 'damage_vs_creeps_Percent'] = 0.5 \n", " \n", " df_features.loc[match_id_hash, 'healing_Diff'] = (rad_heal - dire_heal)\n", " if dire_heal + rad_heal > 0:\n", " df_features.loc[match_id_hash, 'healing_Percent'] = rad_heal / (dire_heal + rad_heal)\n", " ### healing\n", " else:\n", " df_features.loc[match_id_hash, 'healing_Percent'] = 0.5\n", " if (rad_alive + dire_alive) != 0:\n", " df_features.loc[match_id_hash, 'alive_Percent'] = (rad_alive) / (rad_alive + dire_alive)\n", " else:\n", " df_features.loc[match_id_hash, 'alive_Percent'] = 0.5\n", " if (rad_dead + dire_dead) != 0:\n", " df_features.loc[match_id_hash, 'dead_Percent'] = (rad_dead) / (rad_dead + dire_dead) ### life_state\n", " else:\n", " df_features.loc[match_id_hash, 'dead_Percent'] = 0.5\n", " \n", " if (rad_actions + dire_actions) > 0:\n", " df_features.loc[match_id_hash, 'actions_Percent'] = rad_actions / (rad_actions + dire_actions)\n", " else:\n", " df_features.loc[match_id_hash, 'actions_Percent'] = 0.5\n", " \n", " df_features.loc[match_id_hash, 'actions_Diff_permin'] = (rad_actions - dire_actions) / (game_time // 60 + 1)\n", " \n", " if (rad_items + dire_items) > 0:\n", " df_features.loc[match_id_hash, 'items_uses_Percent'] = rad_items / (rad_items + dire_items)\n", " else:\n", " df_features.loc[match_id_hash, 'items_uses_Percent'] = 0.5\n", " \n", " df_features.loc[match_id_hash, 'items_uses_Diff_permin'] = (rad_items - dire_items) / (game_time // 60 + 1)\n", " \n", " if (rad_ability + dire_ability) > 0:\n", " df_features.loc[match_id_hash, 'ability_Percent'] = rad_ability / (rad_ability + dire_ability)\n", " else:\n", " df_features.loc[match_id_hash, 'ability_Percent'] = 0.5\n", " \n", " df_features.loc[match_id_hash, 'ability_Diff_permin'] = (rad_ability - dire_ability) / (game_time // 60 + 1)" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ec32906f4d864de9844ec2fcb43d7883", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=39675), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "add_new_features(df_new_features, os.path.join(PATH, 'train_matches.jsonl'))" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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game_timegame_modelobby_typeobjectives_lenchat_lenr1_itemsr1_hero_idr1_killsr1_deathsr1_assistsr1_deniesr1_goldr1_lhr1_xpr1_healthr1_max_healthr1_max_manar1_levelr1_xr1_yr1_stunsr1_creeps_stackedr1_camps_stackedr1_rune_pickupsr1_firstblood_claimedr1_teamfight_participationr1_towers_killedr1_roshans_killedr1_obs_placedr1_sen_placedr1_ability_levelr1_max_hero_hitr1_purchase_countr1_count_ability_user1_damage_dealtr1_damage_receivedradiant_aegis_stolendire_aegis_stolendiff_aegisradiant_tower_killsdire_tower_killsdiff_tower_killsmegacreepradiant_barracks_killsdire_barracks_killsdiff_barracks_killsdiff_barracks_kills1r2_itemsr2_hero_idr2_killsr2_deathsr2_assistsr2_deniesr2_goldr2_lhr2_xpr2_healthr2_max_healthr2_max_manar2_levelr2_xr2_yr2_stunsr2_creeps_stackedr2_camps_stackedr2_rune_pickupsr2_firstblood_claimedr2_teamfight_participationr2_towers_killedr2_roshans_killedr2_obs_placedr2_sen_placedr2_ability_levelr2_max_hero_hitr2_purchase_countr2_count_ability_user2_damage_dealtr2_damage_receivedr3_itemsr3_hero_idr3_killsr3_deathsr3_assistsr3_deniesr3_goldr3_lhr3_xpr3_healthr3_max_healthr3_max_manar3_levelr3_xr3_yr3_stunsr3_creeps_stackedr3_camps_stackedr3_rune_pickupsr3_firstblood_claimedr3_teamfight_participationr3_towers_killedr3_roshans_killedr3_obs_placedr3_sen_placedr3_ability_levelr3_max_hero_hitr3_purchase_countr3_count_ability_user3_damage_dealtr3_damage_receivedr4_itemsr4_hero_idr4_killsr4_deathsr4_assistsr4_deniesr4_goldr4_lhr4_xpr4_healthr4_max_healthr4_max_manar4_levelr4_xr4_yr4_stunsr4_creeps_stackedr4_camps_stackedr4_rune_pickupsr4_firstblood_claimedr4_teamfight_participationr4_towers_killedr4_roshans_killedr4_obs_placedr4_sen_placedr4_ability_levelr4_max_hero_hitr4_purchase_countr4_count_ability_user4_damage_dealtr4_damage_receivedr5_itemsr5_hero_idr5_killsr5_deathsr5_assistsr5_deniesr5_goldr5_lhr5_xpr5_healthr5_max_healthr5_max_manar5_levelr5_xr5_yr5_stunsr5_creeps_stackedr5_camps_stackedr5_rune_pickupsr5_firstblood_claimedr5_teamfight_participationr5_towers_killedr5_roshans_killedr5_obs_placedr5_sen_placedr5_ability_levelr5_max_hero_hitr5_purchase_countr5_count_ability_user5_damage_dealtr5_damage_receivedd1_itemsd1_hero_idd1_killsd1_deathsd1_assistsd1_deniesd1_goldd1_lhd1_xpd1_healthd1_max_healthd1_max_manad1_leveld1_xd1_yd1_stunsd1_creeps_stackedd1_camps_stackedd1_rune_pickupsd1_firstblood_claimedd1_teamfight_participationd1_towers_killedd1_roshans_killedd1_obs_placedd1_sen_placedd1_ability_leveld1_max_hero_hitd1_purchase_countd1_count_ability_used1_damage_dealtd1_damage_receivedd2_itemsd2_hero_idd2_killsd2_deathsd2_assistsd2_deniesd2_goldd2_lhd2_xpd2_healthd2_max_healthd2_max_manad2_leveld2_xd2_yd2_stunsd2_creeps_stackedd2_camps_stackedd2_rune_pickupsd2_firstblood_claimedd2_teamfight_participationd2_towers_killedd2_roshans_killedd2_obs_placedd2_sen_placedd2_ability_leveld2_max_hero_hitd2_purchase_countd2_count_ability_used2_damage_dealtd2_damage_receivedd3_itemsd3_hero_idd3_killsd3_deathsd3_assistsd3_deniesd3_goldd3_lhd3_xpd3_healthd3_max_healthd3_max_manad3_leveld3_xd3_yd3_stunsd3_creeps_stackedd3_camps_stackedd3_rune_pickupsd3_firstblood_claimedd3_teamfight_participationd3_towers_killedd3_roshans_killedd3_obs_placedd3_sen_placedd3_ability_leveld3_max_hero_hitd3_purchase_countd3_count_ability_used3_damage_dealtd3_damage_receivedd4_itemsd4_hero_idd4_killsd4_deathsd4_assistsd4_deniesd4_goldd4_lhd4_xpd4_healthd4_max_healthd4_max_manad4_leveld4_xd4_yd4_stunsd4_creeps_stackedd4_camps_stackedd4_rune_pickupsd4_firstblood_claimedd4_teamfight_participationd4_towers_killedd4_roshans_killedd4_obs_placedd4_sen_placedd4_ability_leveld4_max_hero_hitd4_purchase_countd4_count_ability_used4_damage_dealtd4_damage_receivedd5_itemsd5_hero_idd5_killsd5_deathsd5_assistsd5_deniesd5_goldd5_lhd5_xpd5_healthd5_max_healthd5_max_manad5_leveld5_xd5_yd5_stunsd5_creeps_stackedd5_camps_stackedd5_rune_pickupsd5_firstblood_claimedd5_teamfight_participationd5_towers_killedd5_roshans_killedd5_obs_placedd5_sen_placedd5_ability_leveld5_max_hero_hitd5_purchase_countd5_count_ability_used5_damage_dealtd5_damage_receivedrad_damage_vs_heroesdire_damage_vs_heroesbb_restr_Diffobs_on_map_Diffrad_damage_vs_towerdire_damage_vs_towerdamage_vs_tower_Percentrad_damage_vs_creepsdire_damage_vs_creepsdamage_vs_creeps_Percenthealing_Diffhealing_Percentalive_Percentdead_Percentactions_Percentactions_Diff_perminitems_uses_Percentitems_uses_Diff_perminability_Percentability_Diff_permin
match_id_hash
a400b8f29dece5f4d266f49f1ae2e98a155227111[tango, wraith_band, enchanted_mango, clarity,...1100005437533358600350.93821161220.00000100.0000000013663128797300000000000[]7800033994478636720254.93821241260.00000000.000000000621327264[magic_stick, wind_lace]1401003040130700700242.9381701560.00000100.00000000451321108[wind_lace, magic_wand, tpscroll]5900013894506399700326.9382170860.000000.00000000429010001192[stout_shield, quelling_blade, branches, faeri...77000040210344422800314.93821201000.00000000.000000000715090705[tango, flask, enchanted_mango, stout_shield, ...120011398212780650720386.9383821700.00000101.0000000076713521347[orb_of_venom, tango, flask, magic_wand, tpscr...2100067889706640640422.9383174900.00000200.0000000050801977190[orb_of_venom, stout_shield, boots, tango, tps...6000015310307720720242.9382180840.30000200.000000006853747321[tango, orb_of_venom, boots, branches, branche...8410007960421760760326.9382901500.000211.00000100629386816[null_talisman, faerie_fire, tango_single, tps...34000085111870593680566.93831281280.00000000.00000000164642332681948.02949.00.0-1.00.00.00.5000002180.04090.00.347687-289.00.0034360.4983821.0000000.591159409.6666670.6250002.6666670.388889-1.333333
a89e2ea1f94f662d4f5eced92f8b004a155227111[tango, flask, enchanted_mango, stout_shield, ...120011398212780650720386.9383821700.00000101.000000007671352134700000000000[orb_of_venom, tango, flask, magic_wand, tpscr...2100067889706640640422.9383174900.00000200.0000000050801977190[orb_of_venom, stout_shield, boots, tango, tps...6000015310307720720242.9382180840.30000200.000000006853747321[tango, orb_of_venom, boots, branches, branche...8410007960421760760326.9382901500.000211.00000100629386816[null_talisman, faerie_fire, tango_single, tps...34000085111870593680566.93831281280.00000000.00000000164642332681[tango, wraith_band, enchanted_mango, clarity,...1100005437533358600350.93821161220.00000100.00000000136631287973[]7800033994478636720254.93821241260.00000000.000000000621327264[magic_stick, wind_lace]1401003040130700700242.9381701560.00000100.00000000451321108[wind_lace, magic_wand, tpscroll]5900013894506399700326.9382170860.000000.00000000429010001192[stout_shield, quelling_blade, branches, faeri...77000040210344422800314.93821201000.00000000.000000000715090705NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
b9c57c450ce74a2af79c9ce96fac144d65840310[phase_boots, magic_wand, blade_of_alacrity, t...157207525752393711601160566.938876780.00000000.4380000621628920882485700020200000[stout_shield, soul_ring, tranquil_boots, chai...963123339419389713521380386.9388781668.39800400.312000062471921149837114[magic_wand, dust, boots, ward_dispenser, tpsc...271142221242561710860530.938615614611.96521400.31200314153271159411758[magic_wand, pers, blight_stone, tpscroll, rin...63403124206384459420880482.93891541480.000300.438001272012135213945410[boots, stout_shield, tpscroll]8910543103142712856900446.938615014821.69700200.3751000515291865652064[magic_wand, power_treads]5812042823243281700700686.9387881703.16611300.250001041141511135753096[tranquil_boots, smoke_of_deceit, tpscroll, ma...14160124661723607581040326.9386156980.06700110.25000424182194596437316[power_treads, ward_sentry, branches, ring_of_...113173624293418485800350.93871241440.30021400.500000052262022138556000[boots, magic_wand, wraith_band]56032328081827305671160410.93861241420.000600.5000000578231774375893[]920201142381136800800446.93841801760.00000000.000000041641172308215417463.013063.0-1.0-2.01970.012.00.99394641940.012526.00.770022-99.00.4869010.5092750.2903930.7247521016.8181820.6058823.2727270.479592-0.727273
d441caf69ec9c97fa2a47ec054c75c9b65840310[magic_wand, power_treads]5812042823243281700700686.9387881703.16611300.25000104114151113575309600002-200000[tranquil_boots, smoke_of_deceit, tpscroll, ma...14160124661723607581040326.9386156980.06700110.25000424182194596437316[power_treads, ward_sentry, branches, ring_of_...113173624293418485800350.93871241440.30021400.500000052262022138556000[boots, magic_wand, wraith_band]56032328081827305671160410.93861241420.000600.5000000578231774375893[]920201142381136800800446.93841801760.00000000.0000000416411723082154[phase_boots, magic_wand, blade_of_alacrity, t...157207525752393711601160566.938876780.00000000.43800006216289208824857[stout_shield, soul_ring, tranquil_boots, chai...963123339419389713521380386.9388781668.39800400.312000062471921149837114[magic_wand, dust, boots, ward_dispenser, tpsc...271142221242561710860530.938615614611.96521400.31200314153271159411758[magic_wand, pers, blight_stone, tpscroll, rin...63403124206384459420880482.93891541480.000300.438001272012135213945410[boots, stout_shield, tpscroll]8910543103142712856900446.938615014821.69700200.3751000515291865652064NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
6db558535151ea18ca70a6892197db412123000[null_talisman, branches, branches, tpscroll]101000017600680680506.93811181180.00000000.000000000400000000000000[tango, flask, stout_shield, clarity, enchante...51000017600720720278.93811561040.00000000.0000000007000[stout_shield, blight_stone, tpscroll]44000017600568600254.9381781440.00000100.0000000070317068[stout_shield, quelling_blade, tango, tpscroll]49000017600580580254.9381150780.000100.0000000004000[tango, faerie_fire, tpscroll]53000017600580580374.9381781420.00000100.0000000003000[tpscroll]1800009600660660266.93811801780.00000000.0000000001000[tango, quelling_blade, stout_shield, branches...6700009600586620278.93811001740.00000000.0000000068516870[tango, wraith_band, tpscroll]4700009600660660290.93811781120.00000100.0000000003000[flask, tango, stout_shield, circlet, tpscroll]4000009600600600302.93811761100.000000.0000000005000[null_talisman, clarity, ward_observer]1700009600640640446.93811621620.00000000.000000000400070.068.00.00.00.00.00.5000000.00.00.5000000.00.5000000.5000000.5000000.5000000.0000000.000000-1.0000000.5000000.000000
\n", "
" ], "text/plain": [ " game_time game_mode lobby_type \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 155 22 7 \n", "a89e2ea1f94f662d4f5eced92f8b004a 155 22 7 \n", "b9c57c450ce74a2af79c9ce96fac144d 658 4 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 658 4 0 \n", "6db558535151ea18ca70a6892197db41 21 23 0 \n", "\n", " objectives_len chat_len \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1 11 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 11 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 10 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 10 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [tango, wraith_band, enchanted_mango, clarity,... \n", "a89e2ea1f94f662d4f5eced92f8b004a [tango, flask, enchanted_mango, stout_shield, ... \n", "b9c57c450ce74a2af79c9ce96fac144d [phase_boots, magic_wand, blade_of_alacrity, t... \n", "d441caf69ec9c97fa2a47ec054c75c9b [magic_wand, power_treads] \n", "6db558535151ea18ca70a6892197db41 [null_talisman, branches, branches, tpscroll] \n", "\n", " r1_hero_id r1_kills r1_deaths r1_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 11 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 12 0 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 15 7 2 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 58 1 2 0 \n", "6db558535151ea18ca70a6892197db41 101 0 0 0 \n", "\n", " r1_denies r1_gold r1_lh r1_xp r1_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 543 7 533 358 \n", "a89e2ea1f94f662d4f5eced92f8b004a 13 982 12 780 650 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 5257 52 3937 1160 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 2823 24 3281 700 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 680 \n", "\n", " r1_max_health r1_max_mana r1_level r1_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 600 350.938 2 116 \n", "a89e2ea1f94f662d4f5eced92f8b004a 720 386.938 3 82 \n", "b9c57c450ce74a2af79c9ce96fac144d 1160 566.938 8 76 \n", "d441caf69ec9c97fa2a47ec054c75c9b 700 686.938 7 88 \n", "6db558535151ea18ca70a6892197db41 680 506.938 1 118 \n", "\n", " r1_y r1_stuns r1_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 122 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 170 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 78 0.000 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 170 3.166 1 \n", "6db558535151ea18ca70a6892197db41 118 0.000 0 \n", "\n", " r1_camps_stacked r1_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 3 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r1_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.438 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.250 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r1_towers_killed r1_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_obs_placed r1_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_ability_level r1_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 136 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 76 \n", "b9c57c450ce74a2af79c9ce96fac144d 6 216 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 114 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_purchase_count r1_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 6 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 7 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 28 9 \n", "d441caf69ec9c97fa2a47ec054c75c9b 15 11 \n", "6db558535151ea18ca70a6892197db41 4 0 \n", "\n", " r1_damage_dealt r1_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1287 973 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3521 347 \n", "b9c57c450ce74a2af79c9ce96fac144d 20882 4857 \n", "d441caf69ec9c97fa2a47ec054c75c9b 13575 3096 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " radiant_aegis_stolen dire_aegis_stolen \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " diff_aegis radiant_tower_kills \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " dire_tower_kills diff_tower_kills \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2 -2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " megacreep radiant_barracks_kills \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " dire_barracks_kills diff_barracks_kills \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " diff_barracks_kills1 \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r2_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [] \n", "a89e2ea1f94f662d4f5eced92f8b004a [orb_of_venom, tango, flask, magic_wand, tpscr... \n", "b9c57c450ce74a2af79c9ce96fac144d [stout_shield, soul_ring, tranquil_boots, chai... \n", "d441caf69ec9c97fa2a47ec054c75c9b [tranquil_boots, smoke_of_deceit, tpscroll, ma... \n", "6db558535151ea18ca70a6892197db41 [tango, flask, stout_shield, clarity, enchante... \n", "\n", " r2_hero_id r2_kills r2_deaths r2_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 78 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 21 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 96 3 1 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 14 1 6 0 \n", "6db558535151ea18ca70a6892197db41 51 0 0 0 \n", "\n", " r2_denies r2_gold r2_lh r2_xp r2_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 3 399 4 478 636 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 788 9 706 640 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 3394 19 3897 1352 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 2466 17 2360 758 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 720 \n", "\n", " r2_max_health r2_max_mana r2_level r2_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 720 254.938 2 124 \n", "a89e2ea1f94f662d4f5eced92f8b004a 640 422.938 3 174 \n", "b9c57c450ce74a2af79c9ce96fac144d 1380 386.938 8 78 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1040 326.938 6 156 \n", "6db558535151ea18ca70a6892197db41 720 278.938 1 156 \n", "\n", " r2_y r2_stuns r2_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 126 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 90 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 166 8.398 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 98 0.067 0 \n", "6db558535151ea18ca70a6892197db41 104 0.000 0 \n", "\n", " r2_camps_stacked r2_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 1 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r2_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.312 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.250 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r2_towers_killed r2_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_obs_placed r2_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_ability_level r2_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 50 \n", "b9c57c450ce74a2af79c9ce96fac144d 6 247 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 182 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_purchase_count r2_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 6 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 8 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 19 21 \n", "d441caf69ec9c97fa2a47ec054c75c9b 19 45 \n", "6db558535151ea18ca70a6892197db41 7 0 \n", "\n", " r2_damage_dealt r2_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1327 264 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1977 190 \n", "b9c57c450ce74a2af79c9ce96fac144d 14983 7114 \n", "d441caf69ec9c97fa2a47ec054c75c9b 9643 7316 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r3_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [magic_stick, wind_lace] \n", "a89e2ea1f94f662d4f5eced92f8b004a [orb_of_venom, stout_shield, boots, tango, tps... \n", "b9c57c450ce74a2af79c9ce96fac144d [magic_wand, dust, boots, ward_dispenser, tpsc... \n", "d441caf69ec9c97fa2a47ec054c75c9b [power_treads, ward_sentry, branches, ring_of_... \n", "6db558535151ea18ca70a6892197db41 [stout_shield, blight_stone, tpscroll] \n", "\n", " r3_hero_id r3_kills r3_deaths r3_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 14 0 1 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 60 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 27 1 1 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 1 3 1 \n", "6db558535151ea18ca70a6892197db41 44 0 0 0 \n", "\n", " r3_denies r3_gold r3_lh r3_xp r3_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 304 0 130 700 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 531 0 307 720 \n", "b9c57c450ce74a2af79c9ce96fac144d 2 2212 4 2561 710 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7 3624 29 3418 485 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 568 \n", "\n", " r3_max_health r3_max_mana r3_level r3_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 700 242.938 1 70 \n", "a89e2ea1f94f662d4f5eced92f8b004a 720 242.938 2 180 \n", "b9c57c450ce74a2af79c9ce96fac144d 860 530.938 6 156 \n", "d441caf69ec9c97fa2a47ec054c75c9b 800 350.938 7 124 \n", "6db558535151ea18ca70a6892197db41 600 254.938 1 78 \n", "\n", " r3_y r3_stuns r3_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 156 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 84 0.300 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 146 11.965 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 144 0.300 2 \n", "6db558535151ea18ca70a6892197db41 144 0.000 0 \n", "\n", " r3_camps_stacked r3_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 4 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " r3_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r3_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.312 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.500 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r3_towers_killed r3_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r3_obs_placed r3_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r3_ability_level r3_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 4 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 68 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 153 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 226 \n", "6db558535151ea18ca70a6892197db41 0 70 \n", "\n", " r3_purchase_count r3_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 5 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 27 11 \n", "d441caf69ec9c97fa2a47ec054c75c9b 20 22 \n", "6db558535151ea18ca70a6892197db41 3 1 \n", "\n", " r3_damage_dealt r3_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 32 1108 \n", "a89e2ea1f94f662d4f5eced92f8b004a 747 321 \n", "b9c57c450ce74a2af79c9ce96fac144d 5941 1758 \n", "d441caf69ec9c97fa2a47ec054c75c9b 13855 6000 \n", "6db558535151ea18ca70a6892197db41 70 68 \n", "\n", " r4_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [wind_lace, magic_wand, tpscroll] \n", "a89e2ea1f94f662d4f5eced92f8b004a [tango, orb_of_venom, boots, branches, branche... \n", "b9c57c450ce74a2af79c9ce96fac144d [magic_wand, pers, blight_stone, tpscroll, rin... \n", "d441caf69ec9c97fa2a47ec054c75c9b [boots, magic_wand, wraith_band] \n", "6db558535151ea18ca70a6892197db41 [stout_shield, quelling_blade, tango, tpscroll] \n", "\n", " r4_hero_id r4_kills r4_deaths r4_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 59 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 84 1 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 63 4 0 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 56 0 3 2 \n", "6db558535151ea18ca70a6892197db41 49 0 0 0 \n", "\n", " r4_denies r4_gold r4_lh r4_xp r4_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1 389 4 506 399 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 796 0 421 760 \n", "b9c57c450ce74a2af79c9ce96fac144d 12 4206 38 4459 420 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 2808 18 2730 567 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 580 \n", "\n", " r4_max_health r4_max_mana r4_level r4_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 700 326.938 2 170 \n", "a89e2ea1f94f662d4f5eced92f8b004a 760 326.938 2 90 \n", "b9c57c450ce74a2af79c9ce96fac144d 880 482.938 9 154 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1160 410.938 6 124 \n", "6db558535151ea18ca70a6892197db41 580 254.938 1 150 \n", "\n", " r4_y r4_stuns r4_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 86 0.0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 150 0.0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 148 0.0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 142 0.0 0 \n", "6db558535151ea18ca70a6892197db41 78 0.0 0 \n", "\n", " r4_camps_stacked r4_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 6 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " r4_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r4_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.438 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.500 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r4_towers_killed r4_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r4_obs_placed r4_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r4_ability_level r4_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 42 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 62 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 201 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 78 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r4_purchase_count r4_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 9 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 21 35 \n", "d441caf69ec9c97fa2a47ec054c75c9b 23 17 \n", "6db558535151ea18ca70a6892197db41 4 0 \n", "\n", " r4_damage_dealt r4_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1000 1192 \n", "a89e2ea1f94f662d4f5eced92f8b004a 868 16 \n", "b9c57c450ce74a2af79c9ce96fac144d 21394 5410 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7437 5893 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [stout_shield, quelling_blade, branches, faeri... \n", "a89e2ea1f94f662d4f5eced92f8b004a [null_talisman, faerie_fire, tango_single, tps... \n", "b9c57c450ce74a2af79c9ce96fac144d [boots, stout_shield, tpscroll] \n", "d441caf69ec9c97fa2a47ec054c75c9b [] \n", "6db558535151ea18ca70a6892197db41 [tango, faerie_fire, tpscroll] \n", "\n", " r5_hero_id r5_kills r5_deaths r5_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 77 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 34 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 89 1 0 5 \n", "d441caf69ec9c97fa2a47ec054c75c9b 92 0 2 0 \n", "6db558535151ea18ca70a6892197db41 53 0 0 0 \n", "\n", " r5_denies r5_gold r5_lh r5_xp r5_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 402 10 344 422 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 851 11 870 593 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 3103 14 2712 856 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 1423 8 1136 800 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 580 \n", "\n", " r5_max_health r5_max_mana r5_level r5_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 800 314.938 2 120 \n", "a89e2ea1f94f662d4f5eced92f8b004a 680 566.938 3 128 \n", "b9c57c450ce74a2af79c9ce96fac144d 900 446.938 6 150 \n", "d441caf69ec9c97fa2a47ec054c75c9b 800 446.938 4 180 \n", "6db558535151ea18ca70a6892197db41 580 374.938 1 78 \n", "\n", " r5_y r5_stuns r5_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 100 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 128 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 148 21.697 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 176 0.000 0 \n", "6db558535151ea18ca70a6892197db41 142 0.000 0 \n", "\n", " r5_camps_stacked r5_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " r5_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r5_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.375 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r5_towers_killed r5_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_obs_placed r5_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_ability_level r5_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 164 \n", "b9c57c450ce74a2af79c9ce96fac144d 5 152 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 164 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_purchase_count r5_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 7 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 4 \n", "b9c57c450ce74a2af79c9ce96fac144d 9 18 \n", "d441caf69ec9c97fa2a47ec054c75c9b 11 7 \n", "6db558535151ea18ca70a6892197db41 3 0 \n", "\n", " r5_damage_dealt r5_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 5090 705 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2332 681 \n", "b9c57c450ce74a2af79c9ce96fac144d 6565 2064 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2308 2154 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [tango, flask, enchanted_mango, stout_shield, ... \n", "a89e2ea1f94f662d4f5eced92f8b004a [tango, wraith_band, enchanted_mango, clarity,... \n", "b9c57c450ce74a2af79c9ce96fac144d [magic_wand, power_treads] \n", "d441caf69ec9c97fa2a47ec054c75c9b [phase_boots, magic_wand, blade_of_alacrity, t... \n", "6db558535151ea18ca70a6892197db41 [tpscroll] \n", "\n", " d1_hero_id d1_kills d1_deaths d1_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 12 0 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 11 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 58 1 2 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 15 7 2 0 \n", "6db558535151ea18ca70a6892197db41 18 0 0 0 \n", "\n", " d1_denies d1_gold d1_lh d1_xp d1_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 13 982 12 780 650 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 543 7 533 358 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 2823 24 3281 700 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7 5257 52 3937 1160 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 660 \n", "\n", " d1_max_health d1_max_mana d1_level d1_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 720 386.938 3 82 \n", "a89e2ea1f94f662d4f5eced92f8b004a 600 350.938 2 116 \n", "b9c57c450ce74a2af79c9ce96fac144d 700 686.938 7 88 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1160 566.938 8 76 \n", "6db558535151ea18ca70a6892197db41 660 266.938 1 180 \n", "\n", " d1_y d1_stuns d1_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 170 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 122 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 170 3.166 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 78 0.000 0 \n", "6db558535151ea18ca70a6892197db41 178 0.000 0 \n", "\n", " d1_camps_stacked d1_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d1_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.250 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.438 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d1_towers_killed d1_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_obs_placed d1_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_ability_level d1_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 76 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 136 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 114 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6 216 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_purchase_count d1_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 7 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 15 11 \n", "d441caf69ec9c97fa2a47ec054c75c9b 28 9 \n", "6db558535151ea18ca70a6892197db41 1 0 \n", "\n", " d1_damage_dealt d1_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 3521 347 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1287 973 \n", "b9c57c450ce74a2af79c9ce96fac144d 13575 3096 \n", "d441caf69ec9c97fa2a47ec054c75c9b 20882 4857 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [orb_of_venom, tango, flask, magic_wand, tpscr... \n", "a89e2ea1f94f662d4f5eced92f8b004a [] \n", "b9c57c450ce74a2af79c9ce96fac144d [tranquil_boots, smoke_of_deceit, tpscroll, ma... \n", "d441caf69ec9c97fa2a47ec054c75c9b [stout_shield, soul_ring, tranquil_boots, chai... \n", "6db558535151ea18ca70a6892197db41 [tango, quelling_blade, stout_shield, branches... \n", "\n", " d2_hero_id d2_kills d2_deaths d2_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 21 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 78 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 14 1 6 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 96 3 1 2 \n", "6db558535151ea18ca70a6892197db41 67 0 0 0 \n", "\n", " d2_denies d2_gold d2_lh d2_xp d2_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 6 788 9 706 640 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3 399 4 478 636 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2466 17 2360 758 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 3394 19 3897 1352 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 586 \n", "\n", " d2_max_health d2_max_mana d2_level d2_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 640 422.938 3 174 \n", "a89e2ea1f94f662d4f5eced92f8b004a 720 254.938 2 124 \n", "b9c57c450ce74a2af79c9ce96fac144d 1040 326.938 6 156 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1380 386.938 8 78 \n", "6db558535151ea18ca70a6892197db41 620 278.938 1 100 \n", "\n", " d2_y d2_stuns d2_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 90 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 126 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 98 0.067 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 166 8.398 0 \n", "6db558535151ea18ca70a6892197db41 174 0.000 0 \n", "\n", " d2_camps_stacked d2_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 4 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d2_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.250 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.312 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d2_towers_killed d2_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_obs_placed d2_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_ability_level d2_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 50 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 182 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6 247 \n", "6db558535151ea18ca70a6892197db41 0 68 \n", "\n", " d2_purchase_count d2_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 8 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 19 45 \n", "d441caf69ec9c97fa2a47ec054c75c9b 19 21 \n", "6db558535151ea18ca70a6892197db41 5 1 \n", "\n", " d2_damage_dealt d2_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1977 190 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1327 264 \n", "b9c57c450ce74a2af79c9ce96fac144d 9643 7316 \n", "d441caf69ec9c97fa2a47ec054c75c9b 14983 7114 \n", "6db558535151ea18ca70a6892197db41 68 70 \n", "\n", " d3_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [orb_of_venom, stout_shield, boots, tango, tps... \n", "a89e2ea1f94f662d4f5eced92f8b004a [magic_stick, wind_lace] \n", "b9c57c450ce74a2af79c9ce96fac144d [power_treads, ward_sentry, branches, ring_of_... \n", "d441caf69ec9c97fa2a47ec054c75c9b [magic_wand, dust, boots, ward_dispenser, tpsc... \n", "6db558535151ea18ca70a6892197db41 [tango, wraith_band, tpscroll] \n", "\n", " d3_hero_id d3_kills d3_deaths d3_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 60 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 14 0 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 1 3 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 27 1 1 4 \n", "6db558535151ea18ca70a6892197db41 47 0 0 0 \n", "\n", " d3_denies d3_gold d3_lh d3_xp d3_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1 531 0 307 720 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 304 0 130 700 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 3624 29 3418 485 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2 2212 4 2561 710 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 660 \n", "\n", " d3_max_health d3_max_mana d3_level d3_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 720 242.938 2 180 \n", "a89e2ea1f94f662d4f5eced92f8b004a 700 242.938 1 70 \n", "b9c57c450ce74a2af79c9ce96fac144d 800 350.938 7 124 \n", "d441caf69ec9c97fa2a47ec054c75c9b 860 530.938 6 156 \n", "6db558535151ea18ca70a6892197db41 660 290.938 1 178 \n", "\n", " d3_y d3_stuns d3_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 84 0.300 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 156 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 144 0.300 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 146 11.965 2 \n", "6db558535151ea18ca70a6892197db41 112 0.000 0 \n", "\n", " d3_camps_stacked d3_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 4 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " d3_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d3_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.500 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.312 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d3_towers_killed d3_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d3_obs_placed d3_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 1 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d3_ability_level d3_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 68 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 4 \n", "b9c57c450ce74a2af79c9ce96fac144d 5 226 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 153 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d3_purchase_count d3_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 5 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 20 22 \n", "d441caf69ec9c97fa2a47ec054c75c9b 27 11 \n", "6db558535151ea18ca70a6892197db41 3 0 \n", "\n", " d3_damage_dealt d3_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 747 321 \n", "a89e2ea1f94f662d4f5eced92f8b004a 32 1108 \n", "b9c57c450ce74a2af79c9ce96fac144d 13855 6000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5941 1758 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [tango, orb_of_venom, boots, branches, branche... \n", "a89e2ea1f94f662d4f5eced92f8b004a [wind_lace, magic_wand, tpscroll] \n", "b9c57c450ce74a2af79c9ce96fac144d [boots, magic_wand, wraith_band] \n", "d441caf69ec9c97fa2a47ec054c75c9b [magic_wand, pers, blight_stone, tpscroll, rin... \n", "6db558535151ea18ca70a6892197db41 [flask, tango, stout_shield, circlet, tpscroll] \n", "\n", " d4_hero_id d4_kills d4_deaths d4_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 84 1 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 59 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 56 0 3 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 63 4 0 3 \n", "6db558535151ea18ca70a6892197db41 40 0 0 0 \n", "\n", " d4_denies d4_gold d4_lh d4_xp d4_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 796 0 421 760 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 389 4 506 399 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 2808 18 2730 567 \n", "d441caf69ec9c97fa2a47ec054c75c9b 12 4206 38 4459 420 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 600 \n", "\n", " d4_max_health d4_max_mana d4_level d4_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 760 326.938 2 90 \n", "a89e2ea1f94f662d4f5eced92f8b004a 700 326.938 2 170 \n", "b9c57c450ce74a2af79c9ce96fac144d 1160 410.938 6 124 \n", "d441caf69ec9c97fa2a47ec054c75c9b 880 482.938 9 154 \n", "6db558535151ea18ca70a6892197db41 600 302.938 1 176 \n", "\n", " d4_y d4_stuns d4_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 150 0.0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 86 0.0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 142 0.0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 148 0.0 0 \n", "6db558535151ea18ca70a6892197db41 110 0.0 0 \n", "\n", " d4_camps_stacked d4_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 6 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 3 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d4_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.500 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.438 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d4_towers_killed d4_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_obs_placed d4_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_ability_level d4_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 62 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 42 \n", "b9c57c450ce74a2af79c9ce96fac144d 5 78 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7 201 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_purchase_count d4_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 9 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 23 17 \n", "d441caf69ec9c97fa2a47ec054c75c9b 21 35 \n", "6db558535151ea18ca70a6892197db41 5 0 \n", "\n", " d4_damage_dealt d4_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 868 16 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1000 1192 \n", "b9c57c450ce74a2af79c9ce96fac144d 7437 5893 \n", "d441caf69ec9c97fa2a47ec054c75c9b 21394 5410 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_items \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a [null_talisman, faerie_fire, tango_single, tps... \n", "a89e2ea1f94f662d4f5eced92f8b004a [stout_shield, quelling_blade, branches, faeri... \n", "b9c57c450ce74a2af79c9ce96fac144d [] \n", "d441caf69ec9c97fa2a47ec054c75c9b [boots, stout_shield, tpscroll] \n", "6db558535151ea18ca70a6892197db41 [null_talisman, clarity, ward_observer] \n", "\n", " d5_hero_id d5_kills d5_deaths d5_assists \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 34 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 77 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 92 0 2 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 89 1 0 5 \n", "6db558535151ea18ca70a6892197db41 17 0 0 0 \n", "\n", " d5_denies d5_gold d5_lh d5_xp d5_health \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 851 11 870 593 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 402 10 344 422 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 1423 8 1136 800 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 3103 14 2712 856 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 640 \n", "\n", " d5_max_health d5_max_mana d5_level d5_x \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 680 566.938 3 128 \n", "a89e2ea1f94f662d4f5eced92f8b004a 800 314.938 2 120 \n", "b9c57c450ce74a2af79c9ce96fac144d 800 446.938 4 180 \n", "d441caf69ec9c97fa2a47ec054c75c9b 900 446.938 6 150 \n", "6db558535151ea18ca70a6892197db41 640 446.938 1 162 \n", "\n", " d5_y d5_stuns d5_creeps_stacked \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 128 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 100 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 176 0.000 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 148 21.697 0 \n", "6db558535151ea18ca70a6892197db41 162 0.000 0 \n", "\n", " d5_camps_stacked d5_rune_pickups \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_firstblood_claimed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d5_teamfight_participation \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.375 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d5_towers_killed d5_roshans_killed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_obs_placed d5_sen_placed \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_ability_level d5_max_hero_hit \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0 164 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 164 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 152 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_purchase_count d5_count_ability_use \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 6 4 \n", "a89e2ea1f94f662d4f5eced92f8b004a 7 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 11 7 \n", "d441caf69ec9c97fa2a47ec054c75c9b 9 18 \n", "6db558535151ea18ca70a6892197db41 4 0 \n", "\n", " d5_damage_dealt d5_damage_received \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 2332 681 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5090 705 \n", "b9c57c450ce74a2af79c9ce96fac144d 2308 2154 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6565 2064 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " rad_damage_vs_heroes dire_damage_vs_heroes \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 948.0 2949.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 17463.0 13063.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN NaN \n", "6db558535151ea18ca70a6892197db41 70.0 68.0 \n", "\n", " bb_restr_Diff obs_on_map_Diff \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 -1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN NaN \n", "b9c57c450ce74a2af79c9ce96fac144d -1.0 -2.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN NaN \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " rad_damage_vs_tower dire_damage_vs_tower \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 1970.0 12.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN NaN \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " damage_vs_tower_Percent \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.500000 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.993946 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN \n", "6db558535151ea18ca70a6892197db41 0.500000 \n", "\n", " rad_damage_vs_creeps dire_damage_vs_creeps \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 2180.0 4090.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 41940.0 12526.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN NaN \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " damage_vs_creeps_Percent healing_Diff \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.347687 -289.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.770022 -99.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN NaN \n", "6db558535151ea18ca70a6892197db41 0.500000 0.0 \n", "\n", " healing_Percent alive_Percent \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.003436 0.498382 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.486901 0.509275 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN NaN \n", "6db558535151ea18ca70a6892197db41 0.500000 0.500000 \n", "\n", " dead_Percent actions_Percent \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 1.000000 0.591159 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.290393 0.724752 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN NaN \n", "6db558535151ea18ca70a6892197db41 0.500000 0.500000 \n", "\n", " actions_Diff_permin items_uses_Percent \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 409.666667 0.625000 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 1016.818182 0.605882 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN NaN \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " items_uses_Diff_permin ability_Percent \\\n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a 2.666667 0.388889 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 3.272727 0.479592 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN NaN \n", "6db558535151ea18ca70a6892197db41 -1.000000 0.500000 \n", "\n", " ability_Diff_permin \n", "match_id_hash \n", "a400b8f29dece5f4d266f49f1ae2e98a -1.333333 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d -0.727273 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN \n", "6db558535151ea18ca70a6892197db41 0.000000 " ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_new_features.head()" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [], "source": [ "# df_new_features = pd.DataFrame.from_records(df_new_features).set_index('match_id_hash')\n", "# df_new_targets = pd.DataFrame.from_records(df_new_targets).set_index('match_id_hash')" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [], "source": [ "# df_new_features.head()" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "df_new_features = df_new_features.fillna(0)" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [], "source": [ "# df_new_features[df_new_features['game_time'] == 0]" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [], "source": [ "# df_new_features['dire_aegis_stolen'].value_counts()" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5fb6657b6d4744a5965164b06df0bc7d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "test_new_features = []\n", "for match in read_matches(os.path.join(PATH, 'test_matches.jsonl')):\n", " match_id_hash = match['match_id_hash']\n", " features = extract_features_csv(match)\n", " \n", " test_new_features.append(features)\n", "test_new_features = pd.DataFrame.from_records(test_new_features).set_index('match_id_hash')" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ecd023e7003f4a4e973c85ff46c18528", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=10000), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "add_new_features(test_new_features, os.path.join(PATH, 'test_matches.jsonl'))" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "test_new_features = test_new_features.fillna(0)" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((79350, 346), (10000, 346))" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_new_features.shape, test_new_features.shape" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [], "source": [ "# Adding items\n", "def add_items_dummies(df_new_features, test_new_features):\n", " \n", " full_df = pd.concat([df_new_features, test_new_features], sort=False)\n", " train_size = df_new_features.shape[0]\n", "\n", " for team in 'r', 'd':\n", " players = [f'{team}{i}' for i in range(1, 6)]\n", " item_columns = [f'{player}_items' for player in players]\n", "\n", " d = pd.get_dummies(full_df[item_columns[0]].apply(pd.Series).stack()).sum(level=0, axis=0)\n", " dindexes = d.index.values\n", "\n", " for c in item_columns[1:]:\n", " d = d.add(pd.get_dummies(full_df[c].apply(pd.Series).stack()).sum(level=0, axis=0), fill_value=0)\n", " d = d.ix[dindexes]\n", " \n", " full_df = pd.concat([full_df, d.add_prefix(f'{team}_item_')], axis=1, sort=False)\n", " full_df.drop(columns=item_columns, inplace=True)\n", "\n", " df_new_features = full_df.iloc[:train_size, :]\n", " test_new_features = full_df.iloc[train_size:, :]\n", "\n", " return df_new_features, test_new_features" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [], "source": [ "# Drop consumble items\n", "def drop_consumble_items(df_new_features, test_new_features):\n", " \n", " full_df = pd.concat([df_new_features, test_new_features], sort=False)\n", " train_size = df_new_features.shape[0]\n", "\n", " for team in 'r', 'd':\n", " consumble_columns = ['tango', 'tpscroll', \n", " 'bottle', 'flask',\n", " 'enchanted_mango', 'clarity',\n", " 'faerie_fire', 'ward_observer',\n", " 'ward_sentry']\n", " \n", " starts_with = f'{team}_item_'\n", " consumble_columns = [starts_with + column for column in consumble_columns]\n", " full_df.drop(columns=consumble_columns, inplace=True)\n", "\n", " df_new_features = full_df.iloc[:train_size, :]\n", " test_new_features = full_df.iloc[train_size:, :]\n", "\n", " return df_new_features, test_new_features" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4min 13s, sys: 23.5 s, total: 4min 36s\n", "Wall time: 4min 32s\n" ] } ], "source": [ "%%time\n", "df_new_features, test_new_features = add_items_dummies(df_new_features, test_new_features)\n", "df_new_features, test_new_features = drop_consumble_items(df_new_features, test_new_features)" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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\n", "
" ], "text/plain": [ " game_time game_mode lobby_type \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 155 22 7 \n", "a89e2ea1f94f662d4f5eced92f8b004a 155 22 7 \n", "b9c57c450ce74a2af79c9ce96fac144d 658 4 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 658 4 0 \n", "6db558535151ea18ca70a6892197db41 21 23 0 \n", "\n", " objectives_len chat_len r1_hero_id \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 11 11 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 11 12 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 10 15 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 10 58 \n", "6db558535151ea18ca70a6892197db41 0 0 101 \n", "\n", " r1_kills r1_deaths r1_assists r1_denies \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 1 13 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 2 0 7 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 2 0 4 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r1_gold r1_lh r1_xp r1_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 543 7 533 358 \n", "a89e2ea1f94f662d4f5eced92f8b004a 982 12 780 650 \n", "b9c57c450ce74a2af79c9ce96fac144d 5257 52 3937 1160 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2823 24 3281 700 \n", "6db558535151ea18ca70a6892197db41 176 0 0 680 \n", "\n", " r1_max_health r1_max_mana r1_level r1_x \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 600 350.938 2 116 \n", "a89e2ea1f94f662d4f5eced92f8b004a 720 386.938 3 82 \n", "b9c57c450ce74a2af79c9ce96fac144d 1160 566.938 8 76 \n", "d441caf69ec9c97fa2a47ec054c75c9b 700 686.938 7 88 \n", "6db558535151ea18ca70a6892197db41 680 506.938 1 118 \n", "\n", " r1_y r1_stuns r1_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 122 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 170 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 78 0.000 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 170 3.166 1 \n", "6db558535151ea18ca70a6892197db41 118 0.000 0 \n", "\n", " r1_camps_stacked r1_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 3 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r1_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.438 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.250 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r1_towers_killed r1_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_obs_placed r1_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_ability_level r1_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 136 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 76 \n", "b9c57c450ce74a2af79c9ce96fac144d 6 216 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 114 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_purchase_count r1_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 6 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 7 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 28 9 \n", "d441caf69ec9c97fa2a47ec054c75c9b 15 11 \n", "6db558535151ea18ca70a6892197db41 4 0 \n", "\n", " r1_damage_dealt r1_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1287 973 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3521 347 \n", "b9c57c450ce74a2af79c9ce96fac144d 20882 4857 \n", "d441caf69ec9c97fa2a47ec054c75c9b 13575 3096 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " radiant_aegis_stolen dire_aegis_stolen \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " diff_aegis radiant_tower_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " dire_tower_kills diff_tower_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2 -2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " megacreep radiant_barracks_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " dire_barracks_kills diff_barracks_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " diff_barracks_kills1 r2_hero_id r2_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 78 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 21 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 96 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 14 1 \n", "6db558535151ea18ca70a6892197db41 0 51 0 \n", "\n", " r2_deaths r2_assists r2_denies r2_gold \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 3 399 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 6 788 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2 3 3394 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6 0 1 2466 \n", "6db558535151ea18ca70a6892197db41 0 0 0 176 \n", "\n", " r2_lh r2_xp r2_health r2_max_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 4 478 636 720 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9 706 640 640 \n", "b9c57c450ce74a2af79c9ce96fac144d 19 3897 1352 1380 \n", "d441caf69ec9c97fa2a47ec054c75c9b 17 2360 758 1040 \n", "6db558535151ea18ca70a6892197db41 0 0 720 720 \n", "\n", " r2_max_mana r2_level r2_x r2_y r2_stuns \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 254.938 2 124 126 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 422.938 3 174 90 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 386.938 8 78 166 8.398 \n", "d441caf69ec9c97fa2a47ec054c75c9b 326.938 6 156 98 0.067 \n", "6db558535151ea18ca70a6892197db41 278.938 1 156 104 0.000 \n", "\n", " r2_creeps_stacked r2_camps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_rune_pickups r2_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 1 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.312 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.250 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r2_towers_killed r2_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_obs_placed r2_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_ability_level r2_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 50 \n", "b9c57c450ce74a2af79c9ce96fac144d 6 247 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 182 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_purchase_count r2_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 6 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 8 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 19 21 \n", "d441caf69ec9c97fa2a47ec054c75c9b 19 45 \n", "6db558535151ea18ca70a6892197db41 7 0 \n", "\n", " r2_damage_dealt r2_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1327 264 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1977 190 \n", "b9c57c450ce74a2af79c9ce96fac144d 14983 7114 \n", "d441caf69ec9c97fa2a47ec054c75c9b 9643 7316 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r3_hero_id r3_kills r3_deaths r3_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 14 0 1 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 60 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 27 1 1 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 1 3 1 \n", "6db558535151ea18ca70a6892197db41 44 0 0 0 \n", "\n", " r3_denies r3_gold r3_lh r3_xp r3_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 304 0 130 700 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 531 0 307 720 \n", "b9c57c450ce74a2af79c9ce96fac144d 2 2212 4 2561 710 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7 3624 29 3418 485 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 568 \n", "\n", " r3_max_health r3_max_mana r3_level r3_x \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 700 242.938 1 70 \n", "a89e2ea1f94f662d4f5eced92f8b004a 720 242.938 2 180 \n", "b9c57c450ce74a2af79c9ce96fac144d 860 530.938 6 156 \n", "d441caf69ec9c97fa2a47ec054c75c9b 800 350.938 7 124 \n", "6db558535151ea18ca70a6892197db41 600 254.938 1 78 \n", "\n", " r3_y r3_stuns r3_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 156 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 84 0.300 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 146 11.965 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 144 0.300 2 \n", "6db558535151ea18ca70a6892197db41 144 0.000 0 \n", "\n", " r3_camps_stacked r3_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 4 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " r3_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r3_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.312 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.500 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r3_towers_killed r3_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r3_obs_placed r3_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r3_ability_level r3_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 4 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 68 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 153 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 226 \n", "6db558535151ea18ca70a6892197db41 0 70 \n", "\n", " r3_purchase_count r3_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 5 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 27 11 \n", "d441caf69ec9c97fa2a47ec054c75c9b 20 22 \n", "6db558535151ea18ca70a6892197db41 3 1 \n", "\n", " r3_damage_dealt r3_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 32 1108 \n", "a89e2ea1f94f662d4f5eced92f8b004a 747 321 \n", "b9c57c450ce74a2af79c9ce96fac144d 5941 1758 \n", "d441caf69ec9c97fa2a47ec054c75c9b 13855 6000 \n", "6db558535151ea18ca70a6892197db41 70 68 \n", "\n", " r4_hero_id r4_kills r4_deaths r4_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 59 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 84 1 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 63 4 0 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 56 0 3 2 \n", "6db558535151ea18ca70a6892197db41 49 0 0 0 \n", "\n", " r4_denies r4_gold r4_lh r4_xp r4_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 389 4 506 399 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 796 0 421 760 \n", "b9c57c450ce74a2af79c9ce96fac144d 12 4206 38 4459 420 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 2808 18 2730 567 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 580 \n", "\n", " r4_max_health r4_max_mana r4_level r4_x \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 700 326.938 2 170 \n", "a89e2ea1f94f662d4f5eced92f8b004a 760 326.938 2 90 \n", "b9c57c450ce74a2af79c9ce96fac144d 880 482.938 9 154 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1160 410.938 6 124 \n", "6db558535151ea18ca70a6892197db41 580 254.938 1 150 \n", "\n", " r4_y r4_stuns r4_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 86 0.0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 150 0.0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 148 0.0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 142 0.0 0 \n", "6db558535151ea18ca70a6892197db41 78 0.0 0 \n", "\n", " r4_camps_stacked r4_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 6 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " r4_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r4_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.438 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.500 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r4_towers_killed r4_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r4_obs_placed r4_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r4_ability_level r4_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 42 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 62 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 201 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 78 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r4_purchase_count r4_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 9 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 21 35 \n", "d441caf69ec9c97fa2a47ec054c75c9b 23 17 \n", "6db558535151ea18ca70a6892197db41 4 0 \n", "\n", " r4_damage_dealt r4_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1000 1192 \n", "a89e2ea1f94f662d4f5eced92f8b004a 868 16 \n", "b9c57c450ce74a2af79c9ce96fac144d 21394 5410 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7437 5893 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_hero_id r5_kills r5_deaths r5_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 77 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 34 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 89 1 0 5 \n", "d441caf69ec9c97fa2a47ec054c75c9b 92 0 2 0 \n", "6db558535151ea18ca70a6892197db41 53 0 0 0 \n", "\n", " r5_denies r5_gold r5_lh r5_xp r5_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 402 10 344 422 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 851 11 870 593 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 3103 14 2712 856 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 1423 8 1136 800 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 580 \n", "\n", " r5_max_health r5_max_mana r5_level r5_x \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 800 314.938 2 120 \n", "a89e2ea1f94f662d4f5eced92f8b004a 680 566.938 3 128 \n", "b9c57c450ce74a2af79c9ce96fac144d 900 446.938 6 150 \n", "d441caf69ec9c97fa2a47ec054c75c9b 800 446.938 4 180 \n", "6db558535151ea18ca70a6892197db41 580 374.938 1 78 \n", "\n", " r5_y r5_stuns r5_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 100 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 128 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 148 21.697 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 176 0.000 0 \n", "6db558535151ea18ca70a6892197db41 142 0.000 0 \n", "\n", " r5_camps_stacked r5_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " r5_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r5_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.375 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r5_towers_killed r5_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_obs_placed r5_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_ability_level r5_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 164 \n", "b9c57c450ce74a2af79c9ce96fac144d 5 152 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 164 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_purchase_count r5_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 7 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 4 \n", "b9c57c450ce74a2af79c9ce96fac144d 9 18 \n", "d441caf69ec9c97fa2a47ec054c75c9b 11 7 \n", "6db558535151ea18ca70a6892197db41 3 0 \n", "\n", " r5_damage_dealt r5_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 5090 705 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2332 681 \n", "b9c57c450ce74a2af79c9ce96fac144d 6565 2064 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2308 2154 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_hero_id d1_kills d1_deaths d1_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 12 0 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 11 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 58 1 2 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 15 7 2 0 \n", "6db558535151ea18ca70a6892197db41 18 0 0 0 \n", "\n", " d1_denies d1_gold d1_lh d1_xp d1_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 13 982 12 780 650 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 543 7 533 358 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 2823 24 3281 700 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7 5257 52 3937 1160 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 660 \n", "\n", " d1_max_health d1_max_mana d1_level d1_x \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 720 386.938 3 82 \n", "a89e2ea1f94f662d4f5eced92f8b004a 600 350.938 2 116 \n", "b9c57c450ce74a2af79c9ce96fac144d 700 686.938 7 88 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1160 566.938 8 76 \n", "6db558535151ea18ca70a6892197db41 660 266.938 1 180 \n", "\n", " d1_y d1_stuns d1_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 170 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 122 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 170 3.166 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 78 0.000 0 \n", "6db558535151ea18ca70a6892197db41 178 0.000 0 \n", "\n", " d1_camps_stacked d1_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d1_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.250 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.438 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d1_towers_killed d1_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_obs_placed d1_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_ability_level d1_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 76 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 136 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 114 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6 216 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_purchase_count d1_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 7 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 15 11 \n", "d441caf69ec9c97fa2a47ec054c75c9b 28 9 \n", "6db558535151ea18ca70a6892197db41 1 0 \n", "\n", " d1_damage_dealt d1_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 3521 347 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1287 973 \n", "b9c57c450ce74a2af79c9ce96fac144d 13575 3096 \n", "d441caf69ec9c97fa2a47ec054c75c9b 20882 4857 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_hero_id d2_kills d2_deaths d2_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 21 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 78 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 14 1 6 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 96 3 1 2 \n", "6db558535151ea18ca70a6892197db41 67 0 0 0 \n", "\n", " d2_denies d2_gold d2_lh d2_xp d2_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 6 788 9 706 640 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3 399 4 478 636 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2466 17 2360 758 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 3394 19 3897 1352 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 586 \n", "\n", " d2_max_health d2_max_mana d2_level d2_x \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 640 422.938 3 174 \n", "a89e2ea1f94f662d4f5eced92f8b004a 720 254.938 2 124 \n", "b9c57c450ce74a2af79c9ce96fac144d 1040 326.938 6 156 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1380 386.938 8 78 \n", "6db558535151ea18ca70a6892197db41 620 278.938 1 100 \n", "\n", " d2_y d2_stuns d2_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 90 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 126 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 98 0.067 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 166 8.398 0 \n", "6db558535151ea18ca70a6892197db41 174 0.000 0 \n", "\n", " d2_camps_stacked d2_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 4 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d2_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.250 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.312 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d2_towers_killed d2_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_obs_placed d2_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_ability_level d2_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 50 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 182 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6 247 \n", "6db558535151ea18ca70a6892197db41 0 68 \n", "\n", " d2_purchase_count d2_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 8 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 19 45 \n", "d441caf69ec9c97fa2a47ec054c75c9b 19 21 \n", "6db558535151ea18ca70a6892197db41 5 1 \n", "\n", " d2_damage_dealt d2_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1977 190 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1327 264 \n", "b9c57c450ce74a2af79c9ce96fac144d 9643 7316 \n", "d441caf69ec9c97fa2a47ec054c75c9b 14983 7114 \n", "6db558535151ea18ca70a6892197db41 68 70 \n", "\n", " d3_hero_id d3_kills d3_deaths d3_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 60 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 14 0 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 1 3 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 27 1 1 4 \n", "6db558535151ea18ca70a6892197db41 47 0 0 0 \n", "\n", " d3_denies d3_gold d3_lh d3_xp d3_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 531 0 307 720 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 304 0 130 700 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 3624 29 3418 485 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2 2212 4 2561 710 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 660 \n", "\n", " d3_max_health d3_max_mana d3_level d3_x \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 720 242.938 2 180 \n", "a89e2ea1f94f662d4f5eced92f8b004a 700 242.938 1 70 \n", "b9c57c450ce74a2af79c9ce96fac144d 800 350.938 7 124 \n", "d441caf69ec9c97fa2a47ec054c75c9b 860 530.938 6 156 \n", "6db558535151ea18ca70a6892197db41 660 290.938 1 178 \n", "\n", " d3_y d3_stuns d3_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 84 0.300 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 156 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 144 0.300 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 146 11.965 2 \n", "6db558535151ea18ca70a6892197db41 112 0.000 0 \n", "\n", " d3_camps_stacked d3_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 4 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " d3_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d3_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.500 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.312 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d3_towers_killed d3_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d3_obs_placed d3_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 1 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d3_ability_level d3_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 68 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 4 \n", "b9c57c450ce74a2af79c9ce96fac144d 5 226 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 153 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d3_purchase_count d3_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 5 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 20 22 \n", "d441caf69ec9c97fa2a47ec054c75c9b 27 11 \n", "6db558535151ea18ca70a6892197db41 3 0 \n", "\n", " d3_damage_dealt d3_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 747 321 \n", "a89e2ea1f94f662d4f5eced92f8b004a 32 1108 \n", "b9c57c450ce74a2af79c9ce96fac144d 13855 6000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5941 1758 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_hero_id d4_kills d4_deaths d4_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 84 1 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 59 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 56 0 3 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 63 4 0 3 \n", "6db558535151ea18ca70a6892197db41 40 0 0 0 \n", "\n", " d4_denies d4_gold d4_lh d4_xp d4_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 796 0 421 760 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 389 4 506 399 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 2808 18 2730 567 \n", "d441caf69ec9c97fa2a47ec054c75c9b 12 4206 38 4459 420 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 600 \n", "\n", " d4_max_health d4_max_mana d4_level d4_x \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 760 326.938 2 90 \n", "a89e2ea1f94f662d4f5eced92f8b004a 700 326.938 2 170 \n", "b9c57c450ce74a2af79c9ce96fac144d 1160 410.938 6 124 \n", "d441caf69ec9c97fa2a47ec054c75c9b 880 482.938 9 154 \n", "6db558535151ea18ca70a6892197db41 600 302.938 1 176 \n", "\n", " d4_y d4_stuns d4_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 150 0.0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 86 0.0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 142 0.0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 148 0.0 0 \n", "6db558535151ea18ca70a6892197db41 110 0.0 0 \n", "\n", " d4_camps_stacked d4_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 6 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 3 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d4_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.500 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.438 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d4_towers_killed d4_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_obs_placed d4_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_ability_level d4_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 62 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 42 \n", "b9c57c450ce74a2af79c9ce96fac144d 5 78 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7 201 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_purchase_count d4_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 9 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 23 17 \n", "d441caf69ec9c97fa2a47ec054c75c9b 21 35 \n", "6db558535151ea18ca70a6892197db41 5 0 \n", "\n", " d4_damage_dealt d4_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 868 16 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1000 1192 \n", "b9c57c450ce74a2af79c9ce96fac144d 7437 5893 \n", "d441caf69ec9c97fa2a47ec054c75c9b 21394 5410 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_hero_id d5_kills d5_deaths d5_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 34 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 77 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 92 0 2 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 89 1 0 5 \n", "6db558535151ea18ca70a6892197db41 17 0 0 0 \n", "\n", " d5_denies d5_gold d5_lh d5_xp d5_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 851 11 870 593 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 402 10 344 422 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 1423 8 1136 800 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 3103 14 2712 856 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 640 \n", "\n", " d5_max_health d5_max_mana d5_level d5_x \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 680 566.938 3 128 \n", "a89e2ea1f94f662d4f5eced92f8b004a 800 314.938 2 120 \n", "b9c57c450ce74a2af79c9ce96fac144d 800 446.938 4 180 \n", "d441caf69ec9c97fa2a47ec054c75c9b 900 446.938 6 150 \n", "6db558535151ea18ca70a6892197db41 640 446.938 1 162 \n", "\n", " d5_y d5_stuns d5_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 128 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 100 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 176 0.000 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 148 21.697 0 \n", "6db558535151ea18ca70a6892197db41 162 0.000 0 \n", "\n", " d5_camps_stacked d5_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d5_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.375 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d5_towers_killed d5_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_obs_placed d5_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_ability_level d5_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 164 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 164 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 152 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_purchase_count d5_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 6 4 \n", "a89e2ea1f94f662d4f5eced92f8b004a 7 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 11 7 \n", "d441caf69ec9c97fa2a47ec054c75c9b 9 18 \n", "6db558535151ea18ca70a6892197db41 4 0 \n", "\n", " d5_damage_dealt d5_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2332 681 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5090 705 \n", "b9c57c450ce74a2af79c9ce96fac144d 2308 2154 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6565 2064 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " rad_damage_vs_heroes dire_damage_vs_heroes \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 948.0 2949.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 17463.0 13063.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 70.0 68.0 \n", "\n", " bb_restr_Diff obs_on_map_Diff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 -1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d -1.0 -2.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " rad_damage_vs_tower dire_damage_vs_tower \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1970.0 12.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " damage_vs_tower_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.500000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.993946 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 \n", "6db558535151ea18ca70a6892197db41 0.500000 \n", "\n", " rad_damage_vs_creeps dire_damage_vs_creeps \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2180.0 4090.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 41940.0 12526.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " damage_vs_creeps_Percent healing_Diff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.347687 -289.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.770022 -99.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.0 \n", "6db558535151ea18ca70a6892197db41 0.500000 0.0 \n", "\n", " healing_Percent alive_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.003436 0.498382 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.486901 0.509275 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.000000 \n", "6db558535151ea18ca70a6892197db41 0.500000 0.500000 \n", "\n", " dead_Percent actions_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.000000 0.591159 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.290393 0.724752 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.000000 \n", "6db558535151ea18ca70a6892197db41 0.500000 0.500000 \n", "\n", " actions_Diff_permin items_uses_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 409.666667 0.625000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 1016.818182 0.605882 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.000000 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " items_uses_Diff_permin ability_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.666667 0.388889 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 3.272727 0.479592 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.000000 \n", "6db558535151ea18ca70a6892197db41 -1.000000 0.500000 \n", "\n", " ability_Diff_permin r_item_abyssal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a -1.333333 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d -0.727273 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.0 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.0 \n", "\n", " r_item_aegis r_item_aeon_disk \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_aether_lens r_item_ancient_janggo \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_arcane_boots r_item_armlet \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_assault r_item_basher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_belt_of_strength r_item_bfury \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_black_king_bar r_item_blade_mail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_blade_of_alacrity \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_blades_of_attack \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_blight_stone r_item_blink \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 1.0 0.0 \n", "\n", " r_item_bloodstone r_item_bloodthorn \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_boots r_item_boots_of_elves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 2.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_bracer r_item_branches \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 2.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 3.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 2.0 \n", "\n", " r_item_broadsword r_item_buckler \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_butterfly r_item_chainmail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_cheese r_item_circlet \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_claymore r_item_cloak \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_courier r_item_crimson_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_cyclone r_item_dagon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_dagon_2 r_item_dagon_3 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_dagon_4 r_item_dagon_5 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_demon_edge r_item_desolator \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_diffusal_blade r_item_dragon_lance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_dust r_item_eagle \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 2.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_echo_sabre r_item_energy_booster \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_ethereal_blade r_item_force_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_gauntlets r_item_gem r_item_ghost \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 0.0 \n", "\n", " r_item_glimmer_cape r_item_gloves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_greater_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_guardian_greaves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_hand_of_midas r_item_headdress \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_heart r_item_heavens_halberd \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_helm_of_iron_will \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_helm_of_the_dominator \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_hood_of_defiance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_hurricane_pike r_item_hyperstone \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_infused_raindrop r_item_invis_sword \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_javelin r_item_kaya \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_lesser_crit r_item_lifesteal \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_lotus_orb r_item_maelstrom \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_magic_stick r_item_magic_wand \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 3.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 2.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_manta r_item_mantle \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_mask_of_madness \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_medallion_of_courage r_item_mekansm \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_meteor_hammer r_item_mithril_hammer \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_mjollnir r_item_monkey_king_bar \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_moon_shard r_item_mystic_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_necronomicon r_item_necronomicon_2 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_necronomicon_3 r_item_null_talisman \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " r_item_nullifier r_item_oblivion_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_octarine_core r_item_ogre_axe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_orb_of_venom r_item_orchid \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_pers r_item_phase_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_pipe r_item_platemail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_point_booster r_item_power_treads \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 2.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_quarterstaff r_item_quelling_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " r_item_radiance r_item_rapier \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_reaver r_item_recipe_abyssal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_aeon_disk \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_aether_lens \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_ancient_janggo \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_armlet r_item_recipe_assault \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_basher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_black_king_bar \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_bloodthorn \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_bracer r_item_recipe_buckler \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_crimson_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_cyclone r_item_recipe_dagon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_diffusal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_force_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_greater_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_guardian_greaves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_hand_of_midas \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_kaya \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_lesser_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_maelstrom \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_manta r_item_recipe_mekansm \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 NaN \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_mjollnir \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_necronomicon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_null_talisman \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_orchid r_item_recipe_pipe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_radiance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_rod_of_atos \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_sange \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_shivas_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_silver_edge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_soul_ring \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_sphere \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_spirit_vessel \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_travel_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_urn_of_shadows \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_veil_of_discord \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_wraith_band \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_yasha r_item_refresher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_refresher_shard r_item_relic \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_ring_of_aquila \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_ring_of_basilius \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_ring_of_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_ring_of_protection \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_ring_of_regen r_item_river_painter \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_river_painter3 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_river_painter6 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_river_painter7 r_item_robe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_rod_of_atos r_item_sange \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_sange_and_yasha r_item_satanic \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_shadow_amulet r_item_sheepstick \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_shivas_guard r_item_silver_edge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_skadi r_item_slippers \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_smoke_of_deceit r_item_sobi_mask \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_solar_crest r_item_soul_booster \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_soul_ring r_item_sphere \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_spirit_vessel \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_staff_of_wizardry \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_stout_shield \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 2.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 \n", "6db558535151ea18ca70a6892197db41 3.0 \n", "\n", " r_item_talisman_of_evasion \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_tango_single \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_tome_of_knowledge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_tranquil_boots r_item_travel_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_travel_boots_2 r_item_ultimate_orb \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_ultimate_scepter \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_urn_of_shadows r_item_vanguard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_veil_of_discord \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_vitality_booster r_item_vladmir \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_void_stone r_item_ward_dispenser \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_wind_lace r_item_wraith_band \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_yasha d_item_abyssal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_aegis d_item_aeon_disk \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_aether_lens d_item_ancient_janggo \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_arcane_boots d_item_armlet \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_assault d_item_basher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_belt_of_strength d_item_bfury \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_black_king_bar d_item_blade_mail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_blade_of_alacrity \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_blades_of_attack \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_blight_stone d_item_blink \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_bloodstone d_item_bloodthorn \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_boots d_item_boots_of_elves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_bracer d_item_branches \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 3.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 2.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_broadsword d_item_buckler \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_butterfly d_item_chainmail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_cheese d_item_circlet \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_claymore d_item_cloak \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_courier d_item_crimson_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_cyclone d_item_dagon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_dagon_2 d_item_dagon_3 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_dagon_4 d_item_dagon_5 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_demon_edge d_item_desolator \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_diffusal_blade d_item_dragon_lance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_dust d_item_eagle \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_echo_sabre d_item_energy_booster \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_ethereal_blade d_item_force_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_gauntlets d_item_gem d_item_ghost \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 0.0 \n", "\n", " d_item_glimmer_cape d_item_gloves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_greater_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_guardian_greaves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_hand_of_midas d_item_headdress \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_heart d_item_heavens_halberd \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_helm_of_iron_will \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_helm_of_the_dominator \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_hood_of_defiance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_hurricane_pike d_item_hyperstone \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_infused_raindrop d_item_invis_sword \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_javelin d_item_kaya \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_lesser_crit d_item_lifesteal \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_lotus_orb d_item_maelstrom \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_magic_stick d_item_magic_wand \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 2.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 3.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_manta d_item_mantle \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_mask_of_madness \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_medallion_of_courage d_item_mekansm \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_meteor_hammer d_item_mithril_hammer \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_mjollnir d_item_monkey_king_bar \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_moon_shard d_item_mystic_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_necronomicon d_item_necronomicon_2 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_necronomicon_3 d_item_null_talisman \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_nullifier d_item_oblivion_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_octarine_core d_item_ogre_axe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_orb_of_venom d_item_orchid \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 3.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_pers d_item_phase_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_pipe d_item_platemail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_point_booster d_item_power_treads \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 2.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_quarterstaff d_item_quelling_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_radiance d_item_rapier \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_reaver d_item_recipe_abyssal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_aeon_disk \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_aether_lens \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_ancient_janggo \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_armlet d_item_recipe_assault \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_basher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_black_king_bar \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_bloodthorn \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_bracer d_item_recipe_buckler \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_crimson_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d NaN \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_cyclone d_item_recipe_dagon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_diffusal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_force_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_greater_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_guardian_greaves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_hand_of_midas \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_kaya \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_lesser_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_maelstrom \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_manta d_item_recipe_mekansm \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_mjollnir \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_necronomicon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_null_talisman \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_orchid d_item_recipe_pipe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_radiance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_rod_of_atos \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_sange \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_shivas_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_silver_edge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_soul_ring \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_sphere \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_spirit_vessel \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_travel_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_urn_of_shadows \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_veil_of_discord \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_wraith_band \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_yasha d_item_refresher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_refresher_shard d_item_relic \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_ring_of_aquila \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_ring_of_basilius \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_ring_of_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_ring_of_protection \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_ring_of_regen d_item_river_painter \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_river_painter3 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_river_painter6 d_item_robe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_rod_of_atos d_item_sange \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_sange_and_yasha d_item_satanic \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_shadow_amulet d_item_sheepstick \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_shivas_guard d_item_silver_edge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_skadi d_item_slippers \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_smoke_of_deceit d_item_sobi_mask \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_solar_crest d_item_soul_booster \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_soul_ring d_item_sphere \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_spirit_vessel \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_staff_of_wizardry \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_stout_shield \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.0 \n", "6db558535151ea18ca70a6892197db41 2.0 \n", "\n", " d_item_talisman_of_evasion \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_tango_single \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_tome_of_knowledge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_tranquil_boots d_item_travel_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_travel_boots_2 d_item_ultimate_orb \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_ultimate_scepter \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_urn_of_shadows d_item_vanguard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_veil_of_discord \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_vitality_booster d_item_vladmir \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_void_stone d_item_ward_dispenser \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_wind_lace d_item_wraith_band \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_yasha \n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 " ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_new_features.head()" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "for c in ['kills', 'deaths', 'assists', 'denies', 'gold', 'lh', 'xp', 'health', 'max_health', 'max_mana', 'level', 'x', 'y', 'stuns', 'creeps_stacked', 'camps_stacked', 'rune_pickups',\n", " 'firstblood_claimed', 'teamfight_participation', 'towers_killed', 'roshans_killed', 'obs_placed', 'sen_placed', 'ability_level', 'max_hero_hit', 'purchase_count',\n", " 'count_ability_use', 'damage_dealt', 'damage_received']:\n", " r_columns = [f'r{i}_{c}' for i in range(1, 6)]\n", " d_columns = [f'd{i}_{c}' for i in range(1, 6)]\n", " \n", " df_new_features['r_total_' + c] = df_new_features[r_columns].sum(1)\n", " df_new_features['d_total_' + c] = df_new_features[d_columns].sum(1)\n", " df_new_features['total_' + c + '_ratio'] = df_new_features['r_total_' + c] / df_new_features['d_total_' + c]\n", " \n", " test_new_features['r_total_' + c] = test_new_features[r_columns].sum(1)\n", " test_new_features['d_total_' + c] = test_new_features[d_columns].sum(1)\n", " test_new_features['total_' + c + '_ratio'] = test_new_features['r_total_' + c] / test_new_features['d_total_' + c]\n", " \n", " df_new_features['r_std_' + c] = df_new_features[r_columns].std(1)\n", " df_new_features['d_std_' + c] = df_new_features[d_columns].std(1)\n", " df_new_features['std_' + c + '_ratio'] = df_new_features['r_std_' + c] / df_new_features['d_std_' + c]\n", " \n", " test_new_features['r_std_' + c] = test_new_features[r_columns].std(1)\n", " test_new_features['d_std_' + c] = test_new_features[d_columns].std(1)\n", " test_new_features['std_' + c + '_ratio'] = test_new_features['r_std_' + c] / test_new_features['d_std_' + c]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try building a new model!" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [], "source": [ "# Create hero ID\n", "hero_columns = [c for c in df_new_features.columns if '_hero_' in c]\n", "# train = train[hero_columns]\n", "hero_columns2 = [c for c in test_new_features.columns if '_hero_' in c]\n", "# test = test[hero_columns]\n", "\n", "for team in 'r', 'd':\n", " players = [f'{team}{i}' for i in range(1, 6)]\n", " hero_columns = [f'{player}_hero_id' for player in players]\n", " d = pd.get_dummies(df_new_features[hero_columns[0]])\n", " for c in hero_columns[1:]:\n", " d += pd.get_dummies(df_new_features[c])\n", " df_new_features = pd.concat([df_new_features, d.add_prefix(f'{team}_hero_')], axis=1)\n", "\n", " \n", "for team in 'r', 'd':\n", " players = [f'{team}{i}' for i in range(1, 6)]\n", " hero_columns2 = [f'{player}_hero_id' for player in players]\n", " d = pd.get_dummies(test_new_features[hero_columns2[0]])\n", " for c in hero_columns2[1:]:\n", " d += pd.get_dummies(test_new_features[c])\n", " test_new_features = pd.concat([test_new_features, d.add_prefix(f'{team}_hero_')], axis=1)" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "# Adding coordinate for teams\n", "def make_coordinate_features(df):\n", " for team in 'r', 'd':\n", " players = [f'{team}{i}' for i in range(1, 6)]\n", " for player in players:\n", " df[f'{player}_distance'] = np.sqrt(df[f'{player}_x']**2 + df[f'{player}_y']**2)\n", " df.drop(columns=[f'{player}_x', f'{player}_y'], inplace=True)\n", " return df" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "df_new_features = make_coordinate_features(df_new_features)\n", "test_new_features = make_coordinate_features(test_new_features)" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [], "source": [ "# Combine numeric and drops duplicates\n", "def combine_numeric_features (df, feature_suffixes):\n", " for feat_suff in feature_suffixes:\n", " for team in 'r', 'd':\n", " players = [f'{team}{i}' for i in range(1, 6)] # r1, r2...\n", " player_col_names = [f'{player}_{feat_suff}' for player in players] # e.g. r1_gold, r2_gold\n", " \n", " df[f'{team}_{feat_suff}_max'] = df[player_col_names].max(axis=1) # e.g. r_gold_max\n", " df[f'{team}_{feat_suff}_min'] = df[player_col_names].min(axis=1) # e.g. r_gold_min\n", " \n", " df.drop(columns=player_col_names, inplace=True) # remove raw features from the dataset\n", " return df" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [], "source": [ "numeric_features = ['distance']\n", "# numeric_features = ['kills', 'deaths', 'assists', 'denies', 'gold', 'xp', 'health', 'max_health',\n", "# 'max_mana', 'level', 'towers_killed', 'stuns', 'creeps_stacked', 'camps_stacked',\n", "# 'lh', 'rune_pickups', 'firstblood_claimed', 'teamfight_participation', 'roshans_killed',\n", "# 'obs_placed', 'sen_placed']" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [], "source": [ "df_new_features = combine_numeric_features(df_new_features, numeric_features)\n", "test_new_features = combine_numeric_features(test_new_features, numeric_features)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((79350, 734), (10000, 734))" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_new_features.shape, test_new_features.shape" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "# import pickle as pkl\n", "# df_new_features.to_pickle('train2.pkl')\n", "# test_new_features.to_pickle('test2.pkl')" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " game_time game_mode lobby_type \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 155 22 7 \n", "a89e2ea1f94f662d4f5eced92f8b004a 155 22 7 \n", "b9c57c450ce74a2af79c9ce96fac144d 658 4 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 658 4 0 \n", "6db558535151ea18ca70a6892197db41 21 23 0 \n", "\n", " objectives_len chat_len r1_hero_id \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 11 11 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 11 12 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 10 15 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 10 58 \n", "6db558535151ea18ca70a6892197db41 0 0 101 \n", "\n", " r1_kills r1_deaths r1_assists r1_denies \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 1 13 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 2 0 7 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 2 0 4 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r1_gold r1_lh r1_xp r1_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 543 7 533 358 \n", "a89e2ea1f94f662d4f5eced92f8b004a 982 12 780 650 \n", "b9c57c450ce74a2af79c9ce96fac144d 5257 52 3937 1160 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2823 24 3281 700 \n", "6db558535151ea18ca70a6892197db41 176 0 0 680 \n", "\n", " r1_max_health r1_max_mana r1_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 600 350.938 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 720 386.938 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 1160 566.938 8 \n", "d441caf69ec9c97fa2a47ec054c75c9b 700 686.938 7 \n", "6db558535151ea18ca70a6892197db41 680 506.938 1 \n", "\n", " r1_stuns r1_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.000 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3.166 1 \n", "6db558535151ea18ca70a6892197db41 0.000 0 \n", "\n", " r1_camps_stacked r1_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 3 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r1_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.438 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.250 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r1_towers_killed r1_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_obs_placed r1_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_ability_level r1_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 136 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 76 \n", "b9c57c450ce74a2af79c9ce96fac144d 6 216 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 114 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r1_purchase_count r1_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 6 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 7 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 28 9 \n", "d441caf69ec9c97fa2a47ec054c75c9b 15 11 \n", "6db558535151ea18ca70a6892197db41 4 0 \n", "\n", " r1_damage_dealt r1_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1287 973 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3521 347 \n", "b9c57c450ce74a2af79c9ce96fac144d 20882 4857 \n", "d441caf69ec9c97fa2a47ec054c75c9b 13575 3096 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " radiant_aegis_stolen dire_aegis_stolen \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " diff_aegis radiant_tower_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " dire_tower_kills diff_tower_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2 -2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " megacreep radiant_barracks_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " dire_barracks_kills diff_barracks_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " diff_barracks_kills1 r2_hero_id r2_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 78 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 21 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 96 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 14 1 \n", "6db558535151ea18ca70a6892197db41 0 51 0 \n", "\n", " r2_deaths r2_assists r2_denies r2_gold \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 3 399 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 6 788 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2 3 3394 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6 0 1 2466 \n", "6db558535151ea18ca70a6892197db41 0 0 0 176 \n", "\n", " r2_lh r2_xp r2_health r2_max_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 4 478 636 720 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9 706 640 640 \n", "b9c57c450ce74a2af79c9ce96fac144d 19 3897 1352 1380 \n", "d441caf69ec9c97fa2a47ec054c75c9b 17 2360 758 1040 \n", "6db558535151ea18ca70a6892197db41 0 0 720 720 \n", "\n", " r2_max_mana r2_level r2_stuns \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 254.938 2 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 422.938 3 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 386.938 8 8.398 \n", "d441caf69ec9c97fa2a47ec054c75c9b 326.938 6 0.067 \n", "6db558535151ea18ca70a6892197db41 278.938 1 0.000 \n", "\n", " r2_creeps_stacked r2_camps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_rune_pickups r2_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 1 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.312 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.250 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r2_towers_killed r2_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_obs_placed r2_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_ability_level r2_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 50 \n", "b9c57c450ce74a2af79c9ce96fac144d 6 247 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 182 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r2_purchase_count r2_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 6 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 8 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 19 21 \n", "d441caf69ec9c97fa2a47ec054c75c9b 19 45 \n", "6db558535151ea18ca70a6892197db41 7 0 \n", "\n", " r2_damage_dealt r2_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1327 264 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1977 190 \n", "b9c57c450ce74a2af79c9ce96fac144d 14983 7114 \n", "d441caf69ec9c97fa2a47ec054c75c9b 9643 7316 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r3_hero_id r3_kills r3_deaths r3_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 14 0 1 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 60 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 27 1 1 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 1 3 1 \n", "6db558535151ea18ca70a6892197db41 44 0 0 0 \n", "\n", " r3_denies r3_gold r3_lh r3_xp r3_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 304 0 130 700 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 531 0 307 720 \n", "b9c57c450ce74a2af79c9ce96fac144d 2 2212 4 2561 710 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7 3624 29 3418 485 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 568 \n", "\n", " r3_max_health r3_max_mana r3_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 700 242.938 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 720 242.938 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 860 530.938 6 \n", "d441caf69ec9c97fa2a47ec054c75c9b 800 350.938 7 \n", "6db558535151ea18ca70a6892197db41 600 254.938 1 \n", "\n", " r3_stuns r3_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.300 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 11.965 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.300 2 \n", "6db558535151ea18ca70a6892197db41 0.000 0 \n", "\n", " r3_camps_stacked r3_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 4 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " r3_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r3_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.312 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.500 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r3_towers_killed r3_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r3_obs_placed r3_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r3_ability_level r3_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 4 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 68 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 153 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 226 \n", "6db558535151ea18ca70a6892197db41 0 70 \n", "\n", " r3_purchase_count r3_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 5 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 27 11 \n", "d441caf69ec9c97fa2a47ec054c75c9b 20 22 \n", "6db558535151ea18ca70a6892197db41 3 1 \n", "\n", " r3_damage_dealt r3_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 32 1108 \n", "a89e2ea1f94f662d4f5eced92f8b004a 747 321 \n", "b9c57c450ce74a2af79c9ce96fac144d 5941 1758 \n", "d441caf69ec9c97fa2a47ec054c75c9b 13855 6000 \n", "6db558535151ea18ca70a6892197db41 70 68 \n", "\n", " r4_hero_id r4_kills r4_deaths r4_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 59 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 84 1 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 63 4 0 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 56 0 3 2 \n", "6db558535151ea18ca70a6892197db41 49 0 0 0 \n", "\n", " r4_denies r4_gold r4_lh r4_xp r4_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 389 4 506 399 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 796 0 421 760 \n", "b9c57c450ce74a2af79c9ce96fac144d 12 4206 38 4459 420 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 2808 18 2730 567 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 580 \n", "\n", " r4_max_health r4_max_mana r4_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 700 326.938 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 760 326.938 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 880 482.938 9 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1160 410.938 6 \n", "6db558535151ea18ca70a6892197db41 580 254.938 1 \n", "\n", " r4_stuns r4_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0 \n", "6db558535151ea18ca70a6892197db41 0.0 0 \n", "\n", " r4_camps_stacked r4_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 6 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " r4_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r4_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.438 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.500 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r4_towers_killed r4_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r4_obs_placed r4_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r4_ability_level r4_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 42 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 62 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 201 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 78 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r4_purchase_count r4_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 9 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 21 35 \n", "d441caf69ec9c97fa2a47ec054c75c9b 23 17 \n", "6db558535151ea18ca70a6892197db41 4 0 \n", "\n", " r4_damage_dealt r4_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1000 1192 \n", "a89e2ea1f94f662d4f5eced92f8b004a 868 16 \n", "b9c57c450ce74a2af79c9ce96fac144d 21394 5410 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7437 5893 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_hero_id r5_kills r5_deaths r5_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 77 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 34 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 89 1 0 5 \n", "d441caf69ec9c97fa2a47ec054c75c9b 92 0 2 0 \n", "6db558535151ea18ca70a6892197db41 53 0 0 0 \n", "\n", " r5_denies r5_gold r5_lh r5_xp r5_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 402 10 344 422 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 851 11 870 593 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 3103 14 2712 856 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 1423 8 1136 800 \n", "6db558535151ea18ca70a6892197db41 0 176 0 0 580 \n", "\n", " r5_max_health r5_max_mana r5_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 800 314.938 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 680 566.938 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 900 446.938 6 \n", "d441caf69ec9c97fa2a47ec054c75c9b 800 446.938 4 \n", "6db558535151ea18ca70a6892197db41 580 374.938 1 \n", "\n", " r5_stuns r5_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 21.697 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000 0 \n", "6db558535151ea18ca70a6892197db41 0.000 0 \n", "\n", " r5_camps_stacked r5_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " r5_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " r5_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.375 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " r5_towers_killed r5_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_obs_placed r5_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_ability_level r5_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 164 \n", "b9c57c450ce74a2af79c9ce96fac144d 5 152 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 164 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " r5_purchase_count r5_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 7 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 4 \n", "b9c57c450ce74a2af79c9ce96fac144d 9 18 \n", "d441caf69ec9c97fa2a47ec054c75c9b 11 7 \n", "6db558535151ea18ca70a6892197db41 3 0 \n", "\n", " r5_damage_dealt r5_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 5090 705 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2332 681 \n", "b9c57c450ce74a2af79c9ce96fac144d 6565 2064 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2308 2154 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_hero_id d1_kills d1_deaths d1_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 12 0 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 11 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 58 1 2 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 15 7 2 0 \n", "6db558535151ea18ca70a6892197db41 18 0 0 0 \n", "\n", " d1_denies d1_gold d1_lh d1_xp d1_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 13 982 12 780 650 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 543 7 533 358 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 2823 24 3281 700 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7 5257 52 3937 1160 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 660 \n", "\n", " d1_max_health d1_max_mana d1_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 720 386.938 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 600 350.938 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 700 686.938 7 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1160 566.938 8 \n", "6db558535151ea18ca70a6892197db41 660 266.938 1 \n", "\n", " d1_stuns d1_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 3.166 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000 0 \n", "6db558535151ea18ca70a6892197db41 0.000 0 \n", "\n", " d1_camps_stacked d1_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d1_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.250 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.438 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d1_towers_killed d1_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_obs_placed d1_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_ability_level d1_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 76 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 136 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 114 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6 216 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d1_purchase_count d1_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 7 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 3 \n", "b9c57c450ce74a2af79c9ce96fac144d 15 11 \n", "d441caf69ec9c97fa2a47ec054c75c9b 28 9 \n", "6db558535151ea18ca70a6892197db41 1 0 \n", "\n", " d1_damage_dealt d1_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 3521 347 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1287 973 \n", "b9c57c450ce74a2af79c9ce96fac144d 13575 3096 \n", "d441caf69ec9c97fa2a47ec054c75c9b 20882 4857 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_hero_id d2_kills d2_deaths d2_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 21 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 78 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 14 1 6 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 96 3 1 2 \n", "6db558535151ea18ca70a6892197db41 67 0 0 0 \n", "\n", " d2_denies d2_gold d2_lh d2_xp d2_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 6 788 9 706 640 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3 399 4 478 636 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 2466 17 2360 758 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 3394 19 3897 1352 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 586 \n", "\n", " d2_max_health d2_max_mana d2_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 640 422.938 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 720 254.938 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 1040 326.938 6 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1380 386.938 8 \n", "6db558535151ea18ca70a6892197db41 620 278.938 1 \n", "\n", " d2_stuns d2_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.067 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 8.398 0 \n", "6db558535151ea18ca70a6892197db41 0.000 0 \n", "\n", " d2_camps_stacked d2_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 4 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d2_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.250 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.312 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d2_towers_killed d2_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_obs_placed d2_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d2_ability_level d2_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 50 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 182 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6 247 \n", "6db558535151ea18ca70a6892197db41 0 68 \n", "\n", " d2_purchase_count d2_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 8 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 6 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 19 45 \n", "d441caf69ec9c97fa2a47ec054c75c9b 19 21 \n", "6db558535151ea18ca70a6892197db41 5 1 \n", "\n", " d2_damage_dealt d2_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1977 190 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1327 264 \n", "b9c57c450ce74a2af79c9ce96fac144d 9643 7316 \n", "d441caf69ec9c97fa2a47ec054c75c9b 14983 7114 \n", "6db558535151ea18ca70a6892197db41 68 70 \n", "\n", " d3_hero_id d3_kills d3_deaths d3_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 60 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 14 0 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 1 3 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 27 1 1 4 \n", "6db558535151ea18ca70a6892197db41 47 0 0 0 \n", "\n", " d3_denies d3_gold d3_lh d3_xp d3_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 531 0 307 720 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 304 0 130 700 \n", "b9c57c450ce74a2af79c9ce96fac144d 7 3624 29 3418 485 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2 2212 4 2561 710 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 660 \n", "\n", " d3_max_health d3_max_mana d3_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 720 242.938 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 700 242.938 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 800 350.938 7 \n", "d441caf69ec9c97fa2a47ec054c75c9b 860 530.938 6 \n", "6db558535151ea18ca70a6892197db41 660 290.938 1 \n", "\n", " d3_stuns d3_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.300 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.300 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 11.965 2 \n", "6db558535151ea18ca70a6892197db41 0.000 0 \n", "\n", " d3_camps_stacked d3_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 4 \n", "6db558535151ea18ca70a6892197db41 0 1 \n", "\n", " d3_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d3_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.500 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.312 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d3_towers_killed d3_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d3_obs_placed d3_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3 1 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d3_ability_level d3_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 68 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 4 \n", "b9c57c450ce74a2af79c9ce96fac144d 5 226 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 153 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d3_purchase_count d3_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 5 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 20 22 \n", "d441caf69ec9c97fa2a47ec054c75c9b 27 11 \n", "6db558535151ea18ca70a6892197db41 3 0 \n", "\n", " d3_damage_dealt d3_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 747 321 \n", "a89e2ea1f94f662d4f5eced92f8b004a 32 1108 \n", "b9c57c450ce74a2af79c9ce96fac144d 13855 6000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5941 1758 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_hero_id d4_kills d4_deaths d4_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 84 1 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 59 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 56 0 3 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 63 4 0 3 \n", "6db558535151ea18ca70a6892197db41 40 0 0 0 \n", "\n", " d4_denies d4_gold d4_lh d4_xp d4_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 796 0 421 760 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 389 4 506 399 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 2808 18 2730 567 \n", "d441caf69ec9c97fa2a47ec054c75c9b 12 4206 38 4459 420 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 600 \n", "\n", " d4_max_health d4_max_mana d4_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 760 326.938 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 700 326.938 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 1160 410.938 6 \n", "d441caf69ec9c97fa2a47ec054c75c9b 880 482.938 9 \n", "6db558535151ea18ca70a6892197db41 600 302.938 1 \n", "\n", " d4_stuns d4_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0 \n", "6db558535151ea18ca70a6892197db41 0.0 0 \n", "\n", " d4_camps_stacked d4_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 2 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 6 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 3 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d4_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.500 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.438 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d4_towers_killed d4_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_obs_placed d4_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_ability_level d4_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 62 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 42 \n", "b9c57c450ce74a2af79c9ce96fac144d 5 78 \n", "d441caf69ec9c97fa2a47ec054c75c9b 7 201 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d4_purchase_count d4_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 9 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 23 17 \n", "d441caf69ec9c97fa2a47ec054c75c9b 21 35 \n", "6db558535151ea18ca70a6892197db41 5 0 \n", "\n", " d4_damage_dealt d4_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 868 16 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1000 1192 \n", "b9c57c450ce74a2af79c9ce96fac144d 7437 5893 \n", "d441caf69ec9c97fa2a47ec054c75c9b 21394 5410 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_hero_id d5_kills d5_deaths d5_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 34 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 77 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 92 0 2 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 89 1 0 5 \n", "6db558535151ea18ca70a6892197db41 17 0 0 0 \n", "\n", " d5_denies d5_gold d5_lh d5_xp d5_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 851 11 870 593 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 402 10 344 422 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 1423 8 1136 800 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 3103 14 2712 856 \n", "6db558535151ea18ca70a6892197db41 0 96 0 0 640 \n", "\n", " d5_max_health d5_max_mana d5_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 680 566.938 3 \n", "a89e2ea1f94f662d4f5eced92f8b004a 800 314.938 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 800 446.938 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 900 446.938 6 \n", "6db558535151ea18ca70a6892197db41 640 446.938 1 \n", "\n", " d5_stuns d5_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.000 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 21.697 0 \n", "6db558535151ea18ca70a6892197db41 0.000 0 \n", "\n", " d5_camps_stacked d5_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 2 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d5_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.375 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d5_towers_killed d5_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_obs_placed d5_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_ability_level d5_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 164 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 164 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 152 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " d5_purchase_count d5_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 6 4 \n", "a89e2ea1f94f662d4f5eced92f8b004a 7 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 11 7 \n", "d441caf69ec9c97fa2a47ec054c75c9b 9 18 \n", "6db558535151ea18ca70a6892197db41 4 0 \n", "\n", " d5_damage_dealt d5_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2332 681 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5090 705 \n", "b9c57c450ce74a2af79c9ce96fac144d 2308 2154 \n", "d441caf69ec9c97fa2a47ec054c75c9b 6565 2064 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " rad_damage_vs_heroes dire_damage_vs_heroes \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 948.0 2949.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 17463.0 13063.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 70.0 68.0 \n", "\n", " bb_restr_Diff obs_on_map_Diff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 -1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d -1.0 -2.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " rad_damage_vs_tower dire_damage_vs_tower \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1970.0 12.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " damage_vs_tower_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.500000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.993946 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 \n", "6db558535151ea18ca70a6892197db41 0.500000 \n", "\n", " rad_damage_vs_creeps dire_damage_vs_creeps \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2180.0 4090.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 41940.0 12526.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " damage_vs_creeps_Percent healing_Diff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.347687 -289.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.770022 -99.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.0 \n", "6db558535151ea18ca70a6892197db41 0.500000 0.0 \n", "\n", " healing_Percent alive_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.003436 0.498382 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.486901 0.509275 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.000000 \n", "6db558535151ea18ca70a6892197db41 0.500000 0.500000 \n", "\n", " dead_Percent actions_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.000000 0.591159 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.290393 0.724752 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.000000 \n", "6db558535151ea18ca70a6892197db41 0.500000 0.500000 \n", "\n", " actions_Diff_permin items_uses_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 409.666667 0.625000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 1016.818182 0.605882 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.000000 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " items_uses_Diff_permin ability_Percent \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.666667 0.388889 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 3.272727 0.479592 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.000000 \n", "6db558535151ea18ca70a6892197db41 -1.000000 0.500000 \n", "\n", " ability_Diff_permin r_item_abyssal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a -1.333333 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d -0.727273 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.0 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.0 \n", "\n", " r_item_aegis r_item_aeon_disk \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_aether_lens r_item_ancient_janggo \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_arcane_boots r_item_armlet \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_assault r_item_basher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_belt_of_strength r_item_bfury \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_black_king_bar r_item_blade_mail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_blade_of_alacrity \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_blades_of_attack \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_blight_stone r_item_blink \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 1.0 0.0 \n", "\n", " r_item_bloodstone r_item_bloodthorn \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_boots r_item_boots_of_elves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 2.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_bracer r_item_branches \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 2.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 3.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 2.0 \n", "\n", " r_item_broadsword r_item_buckler \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_butterfly r_item_chainmail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_cheese r_item_circlet \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_claymore r_item_cloak \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_courier r_item_crimson_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_cyclone r_item_dagon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_dagon_2 r_item_dagon_3 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_dagon_4 r_item_dagon_5 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_demon_edge r_item_desolator \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_diffusal_blade r_item_dragon_lance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_dust r_item_eagle \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 2.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_echo_sabre r_item_energy_booster \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_ethereal_blade r_item_force_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_gauntlets r_item_gem r_item_ghost \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 0.0 \n", "\n", " r_item_glimmer_cape r_item_gloves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_greater_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_guardian_greaves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_hand_of_midas r_item_headdress \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_heart r_item_heavens_halberd \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_helm_of_iron_will \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_helm_of_the_dominator \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_hood_of_defiance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_hurricane_pike r_item_hyperstone \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_infused_raindrop r_item_invis_sword \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_javelin r_item_kaya \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_lesser_crit r_item_lifesteal \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_lotus_orb r_item_maelstrom \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_magic_stick r_item_magic_wand \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 3.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 2.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_manta r_item_mantle \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_mask_of_madness \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_medallion_of_courage r_item_mekansm \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_meteor_hammer r_item_mithril_hammer \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_mjollnir r_item_monkey_king_bar \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_moon_shard r_item_mystic_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_necronomicon r_item_necronomicon_2 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_necronomicon_3 r_item_null_talisman \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " r_item_nullifier r_item_oblivion_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_octarine_core r_item_ogre_axe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_orb_of_venom r_item_orchid \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_pers r_item_phase_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_pipe r_item_platemail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_point_booster r_item_power_treads \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 2.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_quarterstaff r_item_quelling_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " r_item_radiance r_item_rapier \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_reaver r_item_recipe_abyssal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_aeon_disk \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_aether_lens \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_ancient_janggo \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_armlet r_item_recipe_assault \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_basher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_black_king_bar \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_bloodthorn \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_bracer r_item_recipe_buckler \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_crimson_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_cyclone r_item_recipe_dagon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_diffusal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_force_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_greater_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_guardian_greaves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_hand_of_midas \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_kaya \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_lesser_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_maelstrom \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_manta r_item_recipe_mekansm \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 NaN \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_mjollnir \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_necronomicon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_null_talisman \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_orchid r_item_recipe_pipe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_recipe_radiance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_rod_of_atos \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_sange \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_shivas_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_silver_edge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_soul_ring \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_sphere \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_spirit_vessel \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_travel_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_urn_of_shadows \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_veil_of_discord \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_wraith_band \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_recipe_yasha r_item_refresher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_refresher_shard r_item_relic \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_ring_of_aquila \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_ring_of_basilius \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_ring_of_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_ring_of_protection \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_ring_of_regen r_item_river_painter \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_river_painter3 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_river_painter6 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_river_painter7 r_item_robe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_rod_of_atos r_item_sange \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_sange_and_yasha r_item_satanic \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_shadow_amulet r_item_sheepstick \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_shivas_guard r_item_silver_edge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_skadi r_item_slippers \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_smoke_of_deceit r_item_sobi_mask \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_solar_crest r_item_soul_booster \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_soul_ring r_item_sphere \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_spirit_vessel \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_staff_of_wizardry \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_stout_shield \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 2.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 \n", "6db558535151ea18ca70a6892197db41 3.0 \n", "\n", " r_item_talisman_of_evasion \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_tango_single \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_tome_of_knowledge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_tranquil_boots r_item_travel_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_travel_boots_2 r_item_ultimate_orb \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_ultimate_scepter \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_urn_of_shadows r_item_vanguard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_veil_of_discord \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " r_item_vitality_booster r_item_vladmir \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_void_stone r_item_ward_dispenser \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_wind_lace r_item_wraith_band \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " r_item_yasha d_item_abyssal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_aegis d_item_aeon_disk \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_aether_lens d_item_ancient_janggo \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_arcane_boots d_item_armlet \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_assault d_item_basher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_belt_of_strength d_item_bfury \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_black_king_bar d_item_blade_mail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_blade_of_alacrity \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_blades_of_attack \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_blight_stone d_item_blink \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_bloodstone d_item_bloodthorn \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_boots d_item_boots_of_elves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_bracer d_item_branches \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 3.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 2.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_broadsword d_item_buckler \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_butterfly d_item_chainmail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_cheese d_item_circlet \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_claymore d_item_cloak \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_courier d_item_crimson_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_cyclone d_item_dagon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_dagon_2 d_item_dagon_3 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_dagon_4 d_item_dagon_5 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_demon_edge d_item_desolator \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_diffusal_blade d_item_dragon_lance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_dust d_item_eagle \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_echo_sabre d_item_energy_booster \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_ethereal_blade d_item_force_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_gauntlets d_item_gem d_item_ghost \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 0.0 \n", "\n", " d_item_glimmer_cape d_item_gloves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_greater_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_guardian_greaves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_hand_of_midas d_item_headdress \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_heart d_item_heavens_halberd \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_helm_of_iron_will \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_helm_of_the_dominator \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_hood_of_defiance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_hurricane_pike d_item_hyperstone \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_infused_raindrop d_item_invis_sword \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_javelin d_item_kaya \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_lesser_crit d_item_lifesteal \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_lotus_orb d_item_maelstrom \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_magic_stick d_item_magic_wand \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 2.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 3.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_manta d_item_mantle \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_mask_of_madness \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_medallion_of_courage d_item_mekansm \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_meteor_hammer d_item_mithril_hammer \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_mjollnir d_item_monkey_king_bar \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_moon_shard d_item_mystic_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_necronomicon d_item_necronomicon_2 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_necronomicon_3 d_item_null_talisman \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_nullifier d_item_oblivion_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_octarine_core d_item_ogre_axe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_orb_of_venom d_item_orchid \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 3.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_pers d_item_phase_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_pipe d_item_platemail \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_point_booster d_item_power_treads \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 2.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_quarterstaff d_item_quelling_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_radiance d_item_rapier \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_reaver d_item_recipe_abyssal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_aeon_disk \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_aether_lens \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_ancient_janggo \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_armlet d_item_recipe_assault \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_basher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_black_king_bar \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_bloodthorn \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_bracer d_item_recipe_buckler \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_crimson_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d NaN \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_cyclone d_item_recipe_dagon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_diffusal_blade \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_force_staff \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_greater_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_guardian_greaves \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_hand_of_midas \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_kaya \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_lesser_crit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_maelstrom \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_manta d_item_recipe_mekansm \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_mjollnir \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_necronomicon \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_null_talisman \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_orchid d_item_recipe_pipe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_recipe_radiance \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_rod_of_atos \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_sange \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_shivas_guard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_silver_edge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_soul_ring \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_sphere \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_spirit_vessel \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_travel_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_urn_of_shadows \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_veil_of_discord \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_wraith_band \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_recipe_yasha d_item_refresher \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_refresher_shard d_item_relic \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_ring_of_aquila \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_ring_of_basilius \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_ring_of_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_ring_of_protection \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_ring_of_regen d_item_river_painter \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_river_painter3 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_river_painter6 d_item_robe \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_rod_of_atos d_item_sange \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_sange_and_yasha d_item_satanic \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_shadow_amulet d_item_sheepstick \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_shivas_guard d_item_silver_edge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_skadi d_item_slippers \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_smoke_of_deceit d_item_sobi_mask \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_solar_crest d_item_soul_booster \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_soul_ring d_item_sphere \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_spirit_vessel \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_staff_of_wizardry \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_stout_shield \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.0 \n", "6db558535151ea18ca70a6892197db41 2.0 \n", "\n", " d_item_talisman_of_evasion \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_tango_single \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_tome_of_knowledge \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_tranquil_boots d_item_travel_boots \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_travel_boots_2 d_item_ultimate_orb \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_ultimate_scepter \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_urn_of_shadows d_item_vanguard \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_veil_of_discord \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 \n", "\n", " d_item_vitality_booster d_item_vladmir \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_void_stone d_item_ward_dispenser \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 1.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " d_item_wind_lace d_item_wraith_band \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2.0 1.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 1.0 \n", "\n", " d_item_yasha r_total_kills d_total_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 16 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 3 16 \n", "6db558535151ea18ca70a6892197db41 0.0 0 0 \n", "\n", " total_kills_ratio r_std_kills d_std_kills \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 0.000000 0.447214 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf 0.447214 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 5.333333 2.489980 0.547723 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.187500 0.547723 2.489980 \n", "6db558535151ea18ca70a6892197db41 NaN 0.000000 0.000000 \n", "\n", " std_kills_ratio r_total_deaths \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4.546061 4 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.219971 16 \n", "6db558535151ea18ca70a6892197db41 NaN 0 \n", "\n", " d_total_deaths total_deaths_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 inf \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 0.00 \n", "b9c57c450ce74a2af79c9ce96fac144d 16 0.25 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4 4.00 \n", "6db558535151ea18ca70a6892197db41 0 NaN \n", "\n", " r_std_deaths d_std_deaths \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.447214 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.447214 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.836660 1.643168 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.643168 0.836660 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " std_deaths_ratio r_total_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a inf 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.509175 14 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.963961 3 \n", "6db558535151ea18ca70a6892197db41 NaN 0 \n", "\n", " d_total_assists total_assists_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 inf \n", "b9c57c450ce74a2af79c9ce96fac144d 3 4.666667 \n", "d441caf69ec9c97fa2a47ec054c75c9b 14 0.214286 \n", "6db558535151ea18ca70a6892197db41 0 NaN \n", "\n", " r_std_assists d_std_assists \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 0.447214 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.447214 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.923538 0.894427 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.894427 1.923538 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " std_assists_ratio r_total_denies \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 4 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf 20 \n", "b9c57c450ce74a2af79c9ce96fac144d 2.150581 28 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.464991 16 \n", "6db558535151ea18ca70a6892197db41 NaN 0 \n", "\n", " d_total_denies total_denies_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 20 0.200000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 4 5.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 16 1.750000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 28 0.571429 \n", "6db558535151ea18ca70a6892197db41 0 NaN \n", "\n", " r_std_denies d_std_denies \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.303840 5.612486 \n", "a89e2ea1f94f662d4f5eced92f8b004a 5.612486 1.303840 \n", "b9c57c450ce74a2af79c9ce96fac144d 4.037326 2.489980 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.489980 4.037326 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " std_denies_ratio r_total_gold \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.232311 2037 \n", "a89e2ea1f94f662d4f5eced92f8b004a 4.304580 3948 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.621429 18172 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.616740 13144 \n", "6db558535151ea18ca70a6892197db41 NaN 880 \n", "\n", " d_total_gold total_gold_ratio r_std_gold \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 3948 0.515957 85.902852 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2037 1.938144 164.092352 \n", "b9c57c450ce74a2af79c9ce96fac144d 13144 1.382532 1153.576742 \n", "d441caf69ec9c97fa2a47ec054c75c9b 18172 0.723311 796.979736 \n", "6db558535151ea18ca70a6892197db41 480 1.833333 0.000000 \n", "\n", " d_std_gold std_gold_ratio r_total_lh \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 164.092352 0.523503 25 \n", "a89e2ea1f94f662d4f5eced92f8b004a 85.902852 1.910208 32 \n", "b9c57c450ce74a2af79c9ce96fac144d 796.979736 1.447435 127 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1153.576742 0.690877 96 \n", "6db558535151ea18ca70a6892197db41 0.000000 NaN 0 \n", "\n", " d_total_lh total_lh_ratio r_std_lh \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 32 0.781250 3.741657 \n", "a89e2ea1f94f662d4f5eced92f8b004a 25 1.280000 5.941380 \n", "b9c57c450ce74a2af79c9ce96fac144d 96 1.322917 19.333908 \n", "d441caf69ec9c97fa2a47ec054c75c9b 127 0.755906 7.918333 \n", "6db558535151ea18ca70a6892197db41 0 NaN 0.000000 \n", "\n", " d_std_lh std_lh_ratio r_total_xp \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 5.941380 0.629762 1991 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3.741657 1.587901 3084 \n", "b9c57c450ce74a2af79c9ce96fac144d 7.918333 2.441664 17566 \n", "d441caf69ec9c97fa2a47ec054c75c9b 19.333908 0.409557 12925 \n", "6db558535151ea18ca70a6892197db41 0.000000 NaN 0 \n", "\n", " d_total_xp total_xp_ratio r_std_xp \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 3084 0.645590 166.604922 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1991 1.548970 241.358033 \n", "b9c57c450ce74a2af79c9ce96fac144d 12925 1.359072 832.173780 \n", "d441caf69ec9c97fa2a47ec054c75c9b 17566 0.735796 915.089613 \n", "6db558535151ea18ca70a6892197db41 0 NaN 0.000000 \n", "\n", " d_std_xp std_xp_ratio r_total_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 241.358033 0.690281 2515 \n", "a89e2ea1f94f662d4f5eced92f8b004a 166.604922 1.448685 3363 \n", "b9c57c450ce74a2af79c9ce96fac144d 915.089613 0.909390 4498 \n", "d441caf69ec9c97fa2a47ec054c75c9b 832.173780 1.099638 3310 \n", "6db558535151ea18ca70a6892197db41 0.000000 NaN 3128 \n", "\n", " d_total_health total_health_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 3363 0.747844 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2515 1.337177 \n", "b9c57c450ce74a2af79c9ce96fac144d 3310 1.358912 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4498 0.735883 \n", "6db558535151ea18ca70a6892197db41 3146 0.994278 \n", "\n", " r_std_health d_std_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 154.029218 66.699325 \n", "a89e2ea1f94f662d4f5eced92f8b004a 66.699325 154.029218 \n", "b9c57c450ce74a2af79c9ce96fac144d 367.538841 132.342359 \n", "d441caf69ec9c97fa2a47ec054c75c9b 132.342359 367.538841 \n", "6db558535151ea18ca70a6892197db41 69.547106 34.397674 \n", "\n", " std_health_ratio r_total_max_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.309307 3520 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.433030 3520 \n", "b9c57c450ce74a2af79c9ce96fac144d 2.777182 5180 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.360077 4500 \n", "6db558535151ea18ca70a6892197db41 2.021855 3160 \n", "\n", " d_total_max_health total_max_health_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 3520 1.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3520 1.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 4500 1.151111 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5180 0.868726 \n", "6db558535151ea18ca70a6892197db41 3180 0.993711 \n", "\n", " r_std_max_health d_std_max_health \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 71.274119 45.607017 \n", "a89e2ea1f94f662d4f5eced92f8b004a 45.607017 71.274119 \n", "b9c57c450ce74a2af79c9ce96fac144d 227.771816 191.833261 \n", "d441caf69ec9c97fa2a47ec054c75c9b 191.833261 227.771816 \n", "6db558535151ea18ca70a6892197db41 64.187226 26.076810 \n", "\n", " std_max_health_ratio r_total_max_mana \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.562788 1490.69 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.639882 1946.69 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.187343 2414.69 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.842217 2222.69 \n", "6db558535151ea18ca70a6892197db41 2.461468 1670.69 \n", "\n", " d_total_max_mana total_max_mana_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1946.69 0.765756 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1490.69 1.305899 \n", "b9c57c450ce74a2af79c9ce96fac144d 2222.69 1.086382 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2414.69 0.920487 \n", "6db558535151ea18ca70a6892197db41 1586.69 1.052940 \n", "\n", " r_std_max_mana d_std_max_mana \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 46.938257 120.419268 \n", "a89e2ea1f94f662d4f5eced92f8b004a 120.419268 46.938257 \n", "b9c57c450ce74a2af79c9ce96fac144d 70.484041 143.599443 \n", "d441caf69ec9c97fa2a47ec054c75c9b 143.599443 70.484041 \n", "6db558535151ea18ca70a6892197db41 108.532023 73.680391 \n", "\n", " std_max_mana_ratio r_total_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.389790 9 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2.565482 13 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.490838 37 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.037333 30 \n", "6db558535151ea18ca70a6892197db41 1.473011 5 \n", "\n", " d_total_level total_level_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 13 0.692308 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9 1.444444 \n", "b9c57c450ce74a2af79c9ce96fac144d 30 1.233333 \n", "d441caf69ec9c97fa2a47ec054c75c9b 37 0.810811 \n", "6db558535151ea18ca70a6892197db41 5 1.000000 \n", "\n", " r_std_level d_std_level std_level_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.447214 0.547723 0.816497 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.547723 0.447214 1.224745 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.341641 1.224745 1.095445 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.224745 1.341641 0.912871 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 NaN \n", "\n", " r_total_x d_total_x total_x_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 600 654 0.917431 \n", "a89e2ea1f94f662d4f5eced92f8b004a 654 600 1.090000 \n", "b9c57c450ce74a2af79c9ce96fac144d 614 672 0.913690 \n", "d441caf69ec9c97fa2a47ec054c75c9b 672 614 1.094463 \n", "6db558535151ea18ca70a6892197db41 580 796 0.728643 \n", "\n", " r_std_x d_std_x std_x_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 35.468296 45.663990 0.776724 \n", "a89e2ea1f94f662d4f5eced92f8b004a 45.663990 35.468296 1.287459 \n", "b9c57c450ce74a2af79c9ce96fac144d 41.871231 35.054244 1.194470 \n", "d441caf69ec9c97fa2a47ec054c75c9b 35.054244 41.871231 0.837192 \n", "6db558535151ea18ca70a6892197db41 37.576588 33.840804 1.110393 \n", "\n", " r_total_y d_total_y total_y_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 590 622 0.948553 \n", "a89e2ea1f94f662d4f5eced92f8b004a 622 590 1.054237 \n", "b9c57c450ce74a2af79c9ce96fac144d 686 730 0.939726 \n", "d441caf69ec9c97fa2a47ec054c75c9b 730 686 1.064140 \n", "6db558535151ea18ca70a6892197db41 586 736 0.796196 \n", "\n", " r_std_y d_std_y std_y_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 26.795522 37.293431 0.718505 \n", "a89e2ea1f94f662d4f5eced92f8b004a 37.293431 26.795522 1.391778 \n", "b9c57c450ce74a2af79c9ce96fac144d 34.076385 30.822070 1.105584 \n", "d441caf69ec9c97fa2a47ec054c75c9b 30.822070 34.076385 0.904499 \n", "6db558535151ea18ca70a6892197db41 27.589853 33.573799 0.821767 \n", "\n", " r_total_stuns d_total_stuns \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 0.300 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.300 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 42.060 3.533 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3.533 42.060 \n", "6db558535151ea18ca70a6892197db41 0.000 0.000 \n", "\n", " total_stuns_ratio r_std_stuns d_std_stuns \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 0.000000 0.134164 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf 0.134164 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 11.904897 9.091737 1.380365 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.083999 1.380365 9.091737 \n", "6db558535151ea18ca70a6892197db41 NaN 0.000000 0.000000 \n", "\n", " std_stuns_ratio r_total_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 6.586474 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.151826 3 \n", "6db558535151ea18ca70a6892197db41 NaN 0 \n", "\n", " d_total_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " total_creeps_stacked_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.666667 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.500000 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_std_creeps_stacked d_std_creeps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.894427 0.894427 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.894427 0.894427 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " std_creeps_stacked_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.0 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_total_camps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d_total_camps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " total_camps_stacked_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.5 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.0 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_std_camps_stacked d_std_camps_stacked \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.447214 0.547723 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.547723 0.447214 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " std_camps_stacked_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.816497 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.224745 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_total_rune_pickups d_total_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2 7 \n", "a89e2ea1f94f662d4f5eced92f8b004a 7 2 \n", "b9c57c450ce74a2af79c9ce96fac144d 13 14 \n", "d441caf69ec9c97fa2a47ec054c75c9b 14 13 \n", "6db558535151ea18ca70a6892197db41 3 1 \n", "\n", " total_rune_pickups_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.285714 \n", "a89e2ea1f94f662d4f5eced92f8b004a 3.500000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.928571 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.076923 \n", "6db558535151ea18ca70a6892197db41 3.000000 \n", "\n", " r_std_rune_pickups d_std_rune_pickups \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.547723 0.894427 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.894427 0.547723 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.673320 2.387467 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2.387467 1.673320 \n", "6db558535151ea18ca70a6892197db41 0.547723 0.447214 \n", "\n", " std_rune_pickups_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.612372 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.632993 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.700877 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.426785 \n", "6db558535151ea18ca70a6892197db41 1.224745 \n", "\n", " r_total_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d_total_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " total_firstblood_claimed_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b inf \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_std_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.447214 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.000000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.447214 \n", "6db558535151ea18ca70a6892197db41 0.000000 \n", "\n", " d_std_firstblood_claimed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.447214 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.447214 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 \n", "6db558535151ea18ca70a6892197db41 0.000000 \n", "\n", " std_firstblood_claimed_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b inf \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_total_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.875 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.500 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " d_total_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.500 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.875 \n", "6db558535151ea18ca70a6892197db41 0.000 \n", "\n", " total_teamfight_participation_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.00 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf \n", "b9c57c450ce74a2af79c9ce96fac144d 1.25 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.80 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_std_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.547723 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.063000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.209165 \n", "6db558535151ea18ca70a6892197db41 0.000000 \n", "\n", " d_std_teamfight_participation \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.547723 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.209165 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.063000 \n", "6db558535151ea18ca70a6892197db41 0.000000 \n", "\n", " std_teamfight_participation_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf \n", "b9c57c450ce74a2af79c9ce96fac144d 0.301198 \n", "d441caf69ec9c97fa2a47ec054c75c9b 3.320079 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_total_towers_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d_total_towers_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " total_towers_killed_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d inf \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_std_towers_killed d_std_towers_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.447214 0.000000 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.000000 0.447214 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " std_towers_killed_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d inf \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_total_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d_total_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " total_roshans_killed_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d NaN \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_std_roshans_killed d_std_roshans_killed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.0 0.0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.0 0.0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.0 0.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.0 0.0 \n", "6db558535151ea18ca70a6892197db41 0.0 0.0 \n", "\n", " std_roshans_killed_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d NaN \n", "d441caf69ec9c97fa2a47ec054c75c9b NaN \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_total_obs_placed d_total_obs_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 4 5 \n", "d441caf69ec9c97fa2a47ec054c75c9b 5 4 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " total_obs_placed_ratio r_std_obs_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.00 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a inf 0.447214 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.80 1.303840 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.25 1.732051 \n", "6db558535151ea18ca70a6892197db41 NaN 0.000000 \n", "\n", " d_std_obs_placed std_obs_placed_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.447214 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 inf \n", "b9c57c450ce74a2af79c9ce96fac144d 1.732051 0.752773 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.303840 1.328422 \n", "6db558535151ea18ca70a6892197db41 0.000000 NaN \n", "\n", " r_total_sen_placed d_total_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 3 2 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2 3 \n", "6db558535151ea18ca70a6892197db41 0 0 \n", "\n", " total_sen_placed_ratio r_std_sen_placed \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.500000 0.894427 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.666667 0.894427 \n", "6db558535151ea18ca70a6892197db41 NaN 0.000000 \n", "\n", " d_std_sen_placed std_sen_placed_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 0.894427 1.0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.894427 1.0 \n", "6db558535151ea18ca70a6892197db41 0.000000 NaN \n", "\n", " r_total_ability_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 28 \n", "d441caf69ec9c97fa2a47ec054c75c9b 22 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " d_total_ability_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 22 \n", "d441caf69ec9c97fa2a47ec054c75c9b 28 \n", "6db558535151ea18ca70a6892197db41 0 \n", "\n", " total_ability_level_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 1.272727 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.785714 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_std_ability_level d_std_ability_level \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.000000 0.000000 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.000000 0.000000 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.140175 0.547723 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.547723 1.140175 \n", "6db558535151ea18ca70a6892197db41 0.000000 0.000000 \n", "\n", " std_ability_level_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a NaN \n", "a89e2ea1f94f662d4f5eced92f8b004a NaN \n", "b9c57c450ce74a2af79c9ce96fac144d 2.081666 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.480384 \n", "6db558535151ea18ca70a6892197db41 NaN \n", "\n", " r_total_max_hero_hit d_total_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 182 420 \n", "a89e2ea1f94f662d4f5eced92f8b004a 420 182 \n", "b9c57c450ce74a2af79c9ce96fac144d 969 764 \n", "d441caf69ec9c97fa2a47ec054c75c9b 764 969 \n", "6db558535151ea18ca70a6892197db41 70 68 \n", "\n", " total_max_hero_hit_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.433333 \n", "a89e2ea1f94f662d4f5eced92f8b004a 2.307692 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.268325 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.788442 \n", "6db558535151ea18ca70a6892197db41 1.029412 \n", "\n", " r_std_max_hero_hit d_std_max_hero_hit \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 58.419175 45.716518 \n", "a89e2ea1f94f662d4f5eced92f8b004a 45.716518 58.419175 \n", "b9c57c450ce74a2af79c9ce96fac144d 41.191018 57.958606 \n", "d441caf69ec9c97fa2a47ec054c75c9b 57.958606 41.191018 \n", "6db558535151ea18ca70a6892197db41 31.304952 30.410524 \n", "\n", " std_max_hero_hit_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.277857 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.782560 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.710697 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.407069 \n", "6db558535151ea18ca70a6892197db41 1.029412 \n", "\n", " r_total_purchase_count \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 33 \n", "a89e2ea1f94f662d4f5eced92f8b004a 35 \n", "b9c57c450ce74a2af79c9ce96fac144d 104 \n", "d441caf69ec9c97fa2a47ec054c75c9b 88 \n", "6db558535151ea18ca70a6892197db41 21 \n", "\n", " d_total_purchase_count \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 35 \n", "a89e2ea1f94f662d4f5eced92f8b004a 33 \n", "b9c57c450ce74a2af79c9ce96fac144d 88 \n", "d441caf69ec9c97fa2a47ec054c75c9b 104 \n", "6db558535151ea18ca70a6892197db41 18 \n", "\n", " total_purchase_count_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.942857 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.060606 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.181818 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.846154 \n", "6db558535151ea18ca70a6892197db41 1.166667 \n", "\n", " r_std_purchase_count d_std_purchase_count \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.516575 1.581139 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.581139 1.516575 \n", "b9c57c450ce74a2af79c9ce96fac144d 7.628892 4.669047 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4.669047 7.628892 \n", "6db558535151ea18ca70a6892197db41 1.643168 1.673320 \n", "\n", " std_purchase_count_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.959166 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.042572 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.633929 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.612022 \n", "6db558535151ea18ca70a6892197db41 0.981981 \n", "\n", " r_total_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 7 \n", "a89e2ea1f94f662d4f5eced92f8b004a 11 \n", "b9c57c450ce74a2af79c9ce96fac144d 94 \n", "d441caf69ec9c97fa2a47ec054c75c9b 102 \n", "6db558535151ea18ca70a6892197db41 1 \n", "\n", " d_total_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 11 \n", "a89e2ea1f94f662d4f5eced92f8b004a 7 \n", "b9c57c450ce74a2af79c9ce96fac144d 102 \n", "d441caf69ec9c97fa2a47ec054c75c9b 94 \n", "6db558535151ea18ca70a6892197db41 1 \n", "\n", " total_count_ability_use_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.636364 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.571429 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.921569 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.085106 \n", "6db558535151ea18ca70a6892197db41 1.000000 \n", "\n", " r_std_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.140175 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.643168 \n", "b9c57c450ce74a2af79c9ce96fac144d 10.305338 \n", "d441caf69ec9c97fa2a47ec054c75c9b 14.892951 \n", "6db558535151ea18ca70a6892197db41 0.447214 \n", "\n", " d_std_count_ability_use \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.643168 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.140175 \n", "b9c57c450ce74a2af79c9ce96fac144d 14.892951 \n", "d441caf69ec9c97fa2a47ec054c75c9b 10.305338 \n", "6db558535151ea18ca70a6892197db41 0.447214 \n", "\n", " std_count_ability_use_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.693889 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.441153 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.691961 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.445169 \n", "6db558535151ea18ca70a6892197db41 1.000000 \n", "\n", " r_total_damage_dealt d_total_damage_dealt \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 8736 9445 \n", "a89e2ea1f94f662d4f5eced92f8b004a 9445 8736 \n", "b9c57c450ce74a2af79c9ce96fac144d 69765 46818 \n", "d441caf69ec9c97fa2a47ec054c75c9b 46818 69765 \n", "6db558535151ea18ca70a6892197db41 70 68 \n", "\n", " total_damage_dealt_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0.924934 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1.081158 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.490132 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.671081 \n", "6db558535151ea18ca70a6892197db41 1.029412 \n", "\n", " r_std_damage_dealt d_std_damage_dealt \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1940.546495 1141.711654 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1141.711654 1940.546495 \n", "b9c57c450ce74a2af79c9ce96fac144d 7470.192601 4782.256455 \n", "d441caf69ec9c97fa2a47ec054c75c9b 4782.256455 7470.192601 \n", "6db558535151ea18ca70a6892197db41 31.304952 30.410524 \n", "\n", " std_damage_dealt_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.699682 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.588345 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.562064 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.640178 \n", "6db558535151ea18ca70a6892197db41 1.029412 \n", "\n", " r_total_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 4242 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1555 \n", "b9c57c450ce74a2af79c9ce96fac144d 21203 \n", "d441caf69ec9c97fa2a47ec054c75c9b 24459 \n", "6db558535151ea18ca70a6892197db41 68 \n", "\n", " d_total_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1555 \n", "a89e2ea1f94f662d4f5eced92f8b004a 4242 \n", "b9c57c450ce74a2af79c9ce96fac144d 24459 \n", "d441caf69ec9c97fa2a47ec054c75c9b 21203 \n", "6db558535151ea18ca70a6892197db41 70 \n", "\n", " total_damage_received_ratio \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 2.727974 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.366572 \n", "b9c57c450ce74a2af79c9ce96fac144d 0.866879 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1.153563 \n", "6db558535151ea18ca70a6892197db41 0.971429 \n", "\n", " r_std_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 375.188353 \n", "a89e2ea1f94f662d4f5eced92f8b004a 244.929582 \n", "b9c57c450ce74a2af79c9ce96fac144d 2286.086350 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2169.544929 \n", "6db558535151ea18ca70a6892197db41 30.410524 \n", "\n", " d_std_damage_received \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 244.929582 \n", "a89e2ea1f94f662d4f5eced92f8b004a 375.188353 \n", "b9c57c450ce74a2af79c9ce96fac144d 2169.544929 \n", "d441caf69ec9c97fa2a47ec054c75c9b 2286.086350 \n", "6db558535151ea18ca70a6892197db41 31.304952 \n", "\n", " std_damage_received_ratio r_hero_1 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1.531821 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0.652818 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1.053717 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0.949021 1 \n", "6db558535151ea18ca70a6892197db41 0.971429 0 \n", "\n", " r_hero_2 r_hero_3 r_hero_4 r_hero_5 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_6 r_hero_7 r_hero_8 r_hero_9 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_10 r_hero_11 r_hero_12 r_hero_13 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 1 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_14 r_hero_15 r_hero_16 r_hero_17 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 1 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 1 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_18 r_hero_19 r_hero_20 r_hero_21 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_22 r_hero_23 r_hero_25 r_hero_26 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_27 r_hero_28 r_hero_29 r_hero_30 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_31 r_hero_32 r_hero_33 r_hero_34 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_35 r_hero_36 r_hero_37 r_hero_38 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_39 r_hero_40 r_hero_41 r_hero_42 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_43 r_hero_44 r_hero_45 r_hero_46 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 1 0 0 \n", "\n", " r_hero_47 r_hero_48 r_hero_49 r_hero_50 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 1 0 \n", "\n", " r_hero_51 r_hero_52 r_hero_53 r_hero_54 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 1 0 1 0 \n", "\n", " r_hero_55 r_hero_56 r_hero_57 r_hero_58 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 1 0 1 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_59 r_hero_60 r_hero_61 r_hero_62 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_63 r_hero_64 r_hero_65 r_hero_66 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_67 r_hero_68 r_hero_69 r_hero_70 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_71 r_hero_72 r_hero_73 r_hero_74 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_75 r_hero_76 r_hero_77 r_hero_78 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 1 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_79 r_hero_80 r_hero_81 r_hero_82 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_83 r_hero_84 r_hero_85 r_hero_86 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_87 r_hero_88 r_hero_89 r_hero_90 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 1 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_91 r_hero_92 r_hero_93 r_hero_94 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 1 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_95 r_hero_96 r_hero_97 r_hero_98 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 1 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " r_hero_99 r_hero_100 r_hero_101 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 1 \n", "\n", " r_hero_102 r_hero_103 r_hero_104 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " r_hero_105 r_hero_106 r_hero_107 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " r_hero_108 r_hero_109 r_hero_110 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " r_hero_111 r_hero_112 r_hero_113 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " r_hero_114 r_hero_119 r_hero_120 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " d_hero_1 d_hero_2 d_hero_3 d_hero_4 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_5 d_hero_6 d_hero_7 d_hero_8 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_9 d_hero_10 d_hero_11 d_hero_12 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 1 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 1 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_13 d_hero_14 d_hero_15 d_hero_16 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 1 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 1 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_17 d_hero_18 d_hero_19 d_hero_20 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 1 1 0 0 \n", "\n", " d_hero_21 d_hero_22 d_hero_23 d_hero_25 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_26 d_hero_27 d_hero_28 d_hero_29 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 1 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_30 d_hero_31 d_hero_32 d_hero_33 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_34 d_hero_35 d_hero_36 d_hero_37 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 1 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_38 d_hero_39 d_hero_40 d_hero_41 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 1 0 \n", "\n", " d_hero_42 d_hero_43 d_hero_44 d_hero_45 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_46 d_hero_47 d_hero_48 d_hero_49 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 1 0 0 \n", "\n", " d_hero_50 d_hero_51 d_hero_52 d_hero_53 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_54 d_hero_55 d_hero_56 d_hero_57 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 1 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_58 d_hero_59 d_hero_60 d_hero_61 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 1 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 1 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 1 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_62 d_hero_63 d_hero_64 d_hero_65 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 1 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_66 d_hero_67 d_hero_68 d_hero_69 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 1 0 0 \n", "\n", " d_hero_70 d_hero_71 d_hero_72 d_hero_73 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_74 d_hero_75 d_hero_76 d_hero_77 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 1 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_78 d_hero_79 d_hero_80 d_hero_81 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 1 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_82 d_hero_83 d_hero_84 d_hero_85 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 1 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_86 d_hero_87 d_hero_88 d_hero_89 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 1 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_90 d_hero_91 d_hero_92 d_hero_93 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 1 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_94 d_hero_95 d_hero_96 d_hero_97 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 1 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 0 \n", "\n", " d_hero_98 d_hero_99 d_hero_100 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " d_hero_101 d_hero_102 d_hero_103 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " d_hero_104 d_hero_105 d_hero_106 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " d_hero_107 d_hero_108 d_hero_109 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " d_hero_110 d_hero_111 d_hero_112 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " d_hero_113 d_hero_114 d_hero_119 \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 0 0 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 0 0 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 0 0 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 0 0 \n", "6db558535151ea18ca70a6892197db41 0 0 0 \n", "\n", " d_hero_120 r_distance_max r_distance_min \\\n", "a400b8f29dece5f4d266f49f1ae2e98a 0 190.515091 156.204994 \n", "a89e2ea1f94f662d4f5eced92f8b004a 0 198.635344 174.928557 \n", "b9c57c450ce74a2af79c9ce96fac144d 0 213.663287 108.903627 \n", "d441caf69ec9c97fa2a47ec054c75c9b 0 251.745904 184.228119 \n", "6db558535151ea18ca70a6892197db41 0 187.488666 162.012345 \n", "\n", " d_distance_max d_distance_min \n", "a400b8f29dece5f4d266f49f1ae2e98a 198.635344 174.928557 \n", "a89e2ea1f94f662d4f5eced92f8b004a 190.515091 156.204994 \n", "b9c57c450ce74a2af79c9ce96fac144d 251.745904 184.228119 \n", "d441caf69ec9c97fa2a47ec054c75c9b 213.663287 108.903627 \n", "6db558535151ea18ca70a6892197db41 253.148178 200.688814 " ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_new_features.head()" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "# X = df_new_features.reset_index(drop=True)\n", "# X_test = test_new_features.copy().reset_index(drop=True)" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((79350, 734), (10000, 734))" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.shape, X_test.shape" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fold 0 started at Tue Nov 19 11:13:55 2019\n", "Training until validation scores don't improve for 200 rounds.\n", "[1000]\ttraining's auc: 0.861552\tvalid_1's auc: 0.846879\n", "[2000]\ttraining's auc: 0.882164\tvalid_1's auc: 0.850581\n", "[3000]\ttraining's auc: 0.898479\tvalid_1's auc: 0.851424\n", "Early stopping, best iteration is:\n", "[3078]\ttraining's auc: 0.899768\tvalid_1's auc: 0.85158\n", "Fold 1 started at Tue Nov 19 11:16:45 2019\n", "Training until validation scores don't improve for 200 rounds.\n", "[1000]\ttraining's auc: 0.861904\tvalid_1's auc: 0.844829\n", "[2000]\ttraining's auc: 0.882257\tvalid_1's auc: 0.848995\n", "[3000]\ttraining's auc: 0.898637\tvalid_1's auc: 0.850187\n", "[4000]\ttraining's auc: 0.912741\tvalid_1's auc: 0.850578\n", "Early stopping, best iteration is:\n", "[4063]\ttraining's auc: 0.913571\tvalid_1's auc: 0.850588\n", "Fold 2 started at Tue Nov 19 11:20:11 2019\n", "Training until validation scores don't improve for 200 rounds.\n", "[1000]\ttraining's auc: 0.861746\tvalid_1's auc: 0.845504\n", "[2000]\ttraining's auc: 0.882032\tvalid_1's auc: 0.849496\n", "[3000]\ttraining's auc: 0.898449\tvalid_1's auc: 0.850742\n", "[4000]\ttraining's auc: 0.912855\tvalid_1's auc: 0.85123\n", "Early stopping, best iteration is:\n", "[3843]\ttraining's auc: 0.910684\tvalid_1's auc: 0.851285\n", "Fold 3 started at Tue Nov 19 11:23:26 2019\n", "Training until validation scores don't improve for 200 rounds.\n", "[1000]\ttraining's auc: 0.861664\tvalid_1's auc: 0.846237\n", "[2000]\ttraining's auc: 0.88209\tvalid_1's auc: 0.850764\n", "[3000]\ttraining's auc: 0.898453\tvalid_1's auc: 0.851932\n", "Early stopping, best iteration is:\n", "[3717]\ttraining's auc: 0.908748\tvalid_1's auc: 0.852411\n", "Fold 4 started at Tue Nov 19 11:26:36 2019\n", "Training until validation scores don't improve for 200 rounds.\n", "[1000]\ttraining's auc: 0.861871\tvalid_1's auc: 0.845653\n", "[2000]\ttraining's auc: 0.882321\tvalid_1's auc: 0.849698\n", "[3000]\ttraining's auc: 0.898629\tvalid_1's auc: 0.85117\n", "[4000]\ttraining's auc: 0.912781\tvalid_1's auc: 0.851666\n", "Early stopping, best iteration is:\n", "[3952]\ttraining's auc: 0.912177\tvalid_1's auc: 0.851691\n", "CV mean score: 0.8515, std: 0.0006.\n", "CPU times: user 58min 55s, sys: 1min 26s, total: 1h 22s\n", "Wall time: 16min\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "X = df_new_features.reset_index(drop=True)\n", "X_test = test_new_features.copy().reset_index(drop=True)\n", "\n", "oof_lgb, prediction_lgb, scores = train_model(X, X_test, y_train_inverse, params=params2, folds=folds, model_type='lgb', plot_feature_importance=True)" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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match_id_hashradiant_win_prob
030cc2d778dca82f2edb568ce9b585caa0.284332
170e5ba30f367cea48793b9003fab9d380.992162
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\n", "
" ], "text/plain": [ " match_id_hash radiant_win_prob\n", "0 30cc2d778dca82f2edb568ce9b585caa 0.284332\n", "1 70e5ba30f367cea48793b9003fab9d38 0.992162\n", "2 4d9ef74d3a2025d79e9423105fd73d41 0.975972\n", "3 2bb79e0c1eaac1608e5a09c8e0c6a555 0.827566\n", "4 bec17f099b01d67edc82dfb5ce735a43 0.274927" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sub = pd.read_csv('/Users/mant1/input/dota_csv/sample_submission.csv')\n", "sub['radiant_win_prob'] = prediction_lgb\n", "sub.to_csv('submission_v15.csv', index=False)\n", "sub.head()" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(prediction_lgb, bins=40);\n", "plt.title('Distribution of predictions');" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }