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{
"cells": [
{
"cell_type": "code",
"id": "initial_id",
"metadata": {
"collapsed": true,
"ExecuteTime": {
"end_time": "2024-05-23T13:24:43.346489Z",
"start_time": "2024-05-23T13:24:43.080504Z"
}
},
"source": [
"import pandas as pd"
],
"outputs": [],
"execution_count": 2
},
{
"cell_type": "code",
"source": "df = pd.read_csv(\"/home/gui/hf_dev/datatrove/blogpost/data/commoncrawl_new_fixed_dumps.csv\")",
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-05-23T13:24:43.359405Z",
"start_time": "2024-05-23T13:24:43.347650Z"
}
},
"id": "157e18836c20793c",
"outputs": [],
"execution_count": 3
},
{
"cell_type": "code",
"source": [
"grouped = df.groupby('runname')\n",
"\n",
"# Define a function to take the top 6 rows of each group\n",
"def top_6_avg(group):\n",
" # Sort the group by \"steps\" in descending order\n",
" sorted_group = group.sort_values(by='steps', ascending=False)\n",
" # Take the top 6 rows\n",
" top_6 = sorted_group.head(6)\n",
" # Calculate the average of \"agg_score\"\n",
" avg_score = top_6['agg_score'].mean()\n",
" return avg_score\n",
"\n",
"def top_6_stats(group):\n",
" # Sort the group by \"steps\" in descending order\n",
" sorted_group = group.sort_values(by='steps', ascending=False)\n",
" # Take the top 6 rows\n",
" top_6 = sorted_group.head(6)\n",
" # Calculate the average of \"agg_score\"\n",
" avg_score = top_6['agg_score'].mean()\n",
" # Calculate the standard deviation of \"agg_score\"\n",
" std_dev = top_6['agg_score'].std()\n",
" return pd.Series({'avg': avg_score, 'std_dev': std_dev})\n",
"\n",
"# Apply the function to each group and aggregate the results\n",
"result = grouped.apply(top_6_stats)"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-05-23T13:29:12.690882Z",
"start_time": "2024-05-23T13:29:12.658225Z"
}
},
"id": "af7c0416a6371f9a",
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_25844/3603367824.py:25: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
" result = grouped.apply(top_6_stats)\n"
]
}
],
"execution_count": 18
},
{
"cell_type": "code",
"source": [
"result"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-05-23T13:29:17.414733Z",
"start_time": "2024-05-23T13:29:17.409686Z"
}
},
"id": "65c0cd58c6f9f9d6",
"outputs": [
{
"data": {
"text/plain": [
" avg std_dev\n",
"runname \n",
"2013-20 0.420114 0.001650\n",
"2013-48 0.417714 0.002167\n",
"2014-10 0.422538 0.002143\n",
"2014-15 0.421505 0.002825\n",
"2014-23 0.420056 0.001364\n",
"... ... ...\n",
"2023-14 0.432792 0.004059\n",
"2023-23 0.433109 0.001656\n",
"2023-40 0.432743 0.003919\n",
"2023-50 0.433199 0.001750\n",
"2024-10 0.435825 0.001774\n",
"\n",
"[95 rows x 2 columns]"
],
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>avg</th>\n",
" <th>std_dev</th>\n",
" </tr>\n",
" <tr>\n",
" <th>runname</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2013-20</th>\n",
" <td>0.420114</td>\n",
" <td>0.001650</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013-48</th>\n",
" <td>0.417714</td>\n",
" <td>0.002167</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-10</th>\n",
" <td>0.422538</td>\n",
" <td>0.002143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-15</th>\n",
" <td>0.421505</td>\n",
" <td>0.002825</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-23</th>\n",
" <td>0.420056</td>\n",
" <td>0.001364</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-14</th>\n",
" <td>0.432792</td>\n",
" <td>0.004059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-23</th>\n",
" <td>0.433109</td>\n",
" <td>0.001656</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-40</th>\n",
" <td>0.432743</td>\n",
" <td>0.003919</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2023-50</th>\n",
" <td>0.433199</td>\n",
" <td>0.001750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2024-10</th>\n",
" <td>0.435825</td>\n",
" <td>0.001774</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>95 rows × 2 columns</p>\n",
"</div>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 19
},
{
"cell_type": "code",
"source": [
"import numpy as np\n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.colors as mcolors\n",
"\n",
"# Assuming you have already computed the result DataFrame\n",
"\n",
"# Sort the result DataFrame by \"runname\"\n",
"result_sorted = result.sort_index()\n",
"colors = result_sorted.index.str.split('-').str[0].astype(int)\n",
"\n",
"cmap = plt.cm.tab10\n",
"\n",
"# Create a new colormap without transparency\n",
"new_colors = cmap(np.linspace(0, 1, cmap.N))\n",
"new_colors = np.concatenate((new_colors[-2:], new_colors))\n",
"new_cmap = mcolors.ListedColormap(new_colors)\n",
"rgba_colors = new_cmap(new_colors)\n",
"\n",
"\n",
"# Plotting\n",
"plt.figure(figsize=(15, 10))\n",
"# Join the points with a line\n",
"plt.plot(range(len(result_sorted)), result_sorted[\"avg\"], linestyle='-', color='gray', alpha=0.5, zorder=1)\n",
"scatter = plt.scatter(range(len(result_sorted)), result_sorted[\"avg\"], c=colors, cmap=new_cmap, marker='o', s=100, zorder=2)\n",
"\n",
"norm = plt.Normalize(min(colors), max(colors))\n",
"\n",
"import matplotlib.cm as cm\n",
"# Creating a ScalarMappable object with the tab20 colormap and normalization\n",
"sm = cm.ScalarMappable(cmap=new_cmap, norm=norm)\n",
"\n",
"plt.xlabel('Year', fontsize=18)\n",
"plt.ylabel('Average Agg Score', fontsize=18)\n",
"plt.title('Score by dump', fontsize=24)\n",
"plt.xticks(range(len(result_sorted)), colors, ha='center', fontsize=14)\n",
"plt.yticks(fontsize=14)\n",
"ax = plt.gca()\n",
"\n",
"# for i in range(len(result_sorted)):\n",
"# plt.errorbar(i, result_sorted.iloc[i]['avg'], yerr=result_sorted.iloc[i]['std_dev'], fmt='o', color=sm.to_rgba(colors[i]), markersize=0, capsize=5)\n",
"prev = None\n",
"labels = ax.xaxis.get_ticklabels()\n",
"# labels[0].set_horizontalalignment('right')\n",
"lines = []\n",
"for x, name in enumerate(colors.tolist()):\n",
" if name != prev:\n",
" plt.axvline(x=x, color='grey', linestyle=':')\n",
" lines.append(x)\n",
" prev = name\n",
"\n",
"mids = np.floor((np.array(lines[:-1]) + np.array(lines[1:])) / 2)\n",
"for x in range(len(colors) - 1):\n",
" if x not in mids:\n",
" labels[x].set_visible(False)\n",
"labels[-1].set_horizontalalignment('left')\n",
" \n",
"\n",
"# plt.grid(True)\n",
"plt.savefig(\"/home/gui/hf_dev/datatrove/blogpost/plots/score_by_dump.png\", bbox_inches='tight', dpi=300)\n",
"plt.show()"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-05-23T13:29:46.799528Z",
"start_time": "2024-05-23T13:29:45.923004Z"
}
},
"id": "412ed6b4570d10e9",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1500x1000 with 1 Axes>"
],
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},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 24
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-05-23T13:29:32.883959Z",
"start_time": "2024-05-23T13:29:32.878112Z"
}
},
"cell_type": "code",
"source": [
" \n",
"new_colors = cmap(np.linspace(0, 1, cmap.N))\n",
"new_colors = np.concatenate((new_colors[-2:], new_colors))\n",
"mcolors.ListedColormap(new_colors)"
],
"id": "270bd97983706aee",
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colors.ListedColormap at 0x71cd6a83aaa0>"
],
"text/html": [
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],
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},
{
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"end_time": "2024-05-23T13:29:35.519581Z",
"start_time": "2024-05-23T13:29:35.514630Z"
}
},
"cell_type": "code",
"source": "new_cmap",
"id": "ae52ddd47cf306a1",
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{
"data": {
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"<matplotlib.colors.ListedColormap at 0x71cd6a904be0>"
],
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"<div style=\"vertical-align: middle;\"><strong>from_list</strong> </div><div class=\"cmap\"><img alt=\"from_list colormap\" title=\"from_list\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAgAAAABACAYAAABsv8+/AAAAGHRFWHRUaXRsZQBmcm9tX2xpc3QgY29sb3JtYXBDL89FAAAAHnRFWHREZXNjcmlwdGlvbgBmcm9tX2xpc3QgY29sb3JtYXABtCnOAAAAMHRFWHRBdXRob3IATWF0cGxvdGxpYiB2My44LjIsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcPFd4SAAAAMnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHYzLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZyGzQTUAAAGFSURBVHic7daxLQRwHIZhp7opJKc3ArGFhEGMoNPpdDqJASTOLBq1ViFhhX/ll8v7PBN83fdu3vanv0cH4mbzMj1h2fb1c3rCko/t9fSEZWe7k+kJS57vfqYnLHu/fJiesOz76356wpKr3e30hGWP2/30hCXnF0/TE5Yd0k8dTw8AAP6fAACAIAEAAEECAACCBAAABAkAAAgSAAAQJAAAIEgAAECQAACAIAEAAEECAACCBAAABAkAAAgSAAAQJAAAIEgAAECQAACAIAEAAEECAACCBAAABAkAAAgSAAAQJAAAIEgAAECQAACAIAEAAEECAACCBAAABAkAAAgSAAAQJAAAIEgAAECQAACAIAEAAEECAACCBAAABAkAAAgSAAAQJAAAIEgAAECQAACAIAEAAEECAACCBAAABAkAAAgSAAAQJAAAIEgAAECQAACAIAEAAEECAACCBAAABAkAAAgSAAAQJAAAIEgAAECQAACAIAEAAEECAACCBAAABAkAAAgSAAAQ9AeRdhIjp/jKtwAAAABJRU5ErkJggg==\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#bcbd22ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #bcbd22ff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#17becfff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #17becfff;\"></div></div>"
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},
"execution_count": 22,
"metadata": {},
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}
],
"execution_count": 22
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Flipped axis",
"id": "dd4bbdf230df5953"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-05-23T13:29:37.490499Z",
"start_time": "2024-05-23T13:29:37.488699Z"
}
},
"cell_type": "code",
"source": "",
"id": "1872a68fa04b776d",
"outputs": [],
"execution_count": 23
},
{
"metadata": {},
"cell_type": "code",
"outputs": [],
"execution_count": null,
"source": "",
"id": "512ae44747cfe0a8"
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
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"name": "ipython",
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},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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