diff --git a/.gitignore b/.gitignore index dcf3a58..a29db15 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,3 @@ .ipynb_checkpoints/ __pycache__ +*.png diff --git a/notebooks/migas_stats.ipynb b/notebooks/migas_stats.ipynb new file mode 100644 index 0000000..93b6125 --- /dev/null +++ b/notebooks/migas_stats.ipynb @@ -0,0 +1,821 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "c3d169c1-b9c0-4a14-89e2-50262a423891", + "metadata": {}, + "outputs": [], + "source": [ + "import datetime\n", + "import psycopg2\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import calendar\n", + "from scipy.interpolate import RBFInterpolator" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b6a3c801-4dad-4159-9256-38577b1e6db2", + "metadata": {}, + "outputs": [], + "source": [ + "conn = psycopg2.connect(database='migas')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "82c3321c-8f07-4937-9917-042f1b6e0eb5", + "metadata": {}, + "outputs": [], + "source": [ + "qry = 'SELECT * FROM \"migas\".\"nipreps/fmriprep\";'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "773ef696-772b-45b8-bbfe-3d5b06f45de8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/r0/2f5n101d1cz85n45dzn0qbkh0000gn/T/ipykernel_49778/903448787.py:1: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", + " DF = pd.read_sql_query(qry, conn)\n" + ] + } + ], + "source": [ + "DF = pd.read_sql_query(qry, conn)\n", + "DF.reset_index(drop=True, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "63a6f086-385a-43cc-89fe-f33caad050fe", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ignoring data before 2024-01-01 00:00:00\n" + ] + } + ], + "source": [ + "# Remove time from timestamps\n", + "DF[\"date_minus_time\"] = DF[\"timestamp\"].apply(\n", + " lambda _df: datetime.datetime(year=_df.year, month=_df.month, day=_df.day)\n", + ")\n", + "CUTOFF = datetime.datetime(year=2024, month=1, day=1)\n", + "if CUTOFF:\n", + " print(f'Ignoring data before {CUTOFF}')\n", + " DF = DF[DF['date_minus_time'] > CUTOFF]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ec471379-570b-4557-ae9c-56b5aa570b39", + "metadata": {}, + "outputs": [], + "source": [ + "started_df = DF[DF['status'] == 'R']\n", + "grouped_started = started_df.groupby([\n", + " started_df['date_minus_time'].dt.isocalendar().year,\n", + " started_df['date_minus_time'].dt.isocalendar().week,\n", + "])['user_id'].count()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8dfb0271-e574-4b29-bef2-ca68d53e15b0", + "metadata": {}, + "outputs": [], + "source": [ + "success_df = DF[DF['status'] == 'C']\n", + "grouped_success = success_df.groupby([\n", + " success_df['date_minus_time'].dt.isocalendar().year,\n", + " success_df['date_minus_time'].dt.isocalendar().week,\n", + "])['user_id'].count()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2d4cf9d9-5c9c-46fb-9a9e-f569d118a268", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "session_id\n", + "99f9bb81-2076-4f93-943c-88a1fc24f25e 61\n", + "45c3b657-8300-4a7f-bba1-e694c73e8e5a 11\n", + "bf1a0bb3-7130-49c2-8ab2-3d5d83faff3b 3\n", + "610ede5b-dcf9-4989-8411-ee84f9120ade 3\n", + "e00a0c12-ea3a-464d-9540-0e15cea26257 3\n", + " ..\n", + "c8980c43-9dc9-43a9-be47-963b9e1a95a9 1\n", + "804d9d44-25e4-4e04-b045-70c0acb86a99 1\n", + "8671d4be-839b-44e1-b341-338a8e0fe194 1\n", + "04d972ef-7ea3-43ff-acfa-ca633a80c22d 1\n", + "d4b9235c-22c3-4d5f-8e7e-89bd29314428 1\n", + "Name: count, Length: 831878, dtype: int64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## This is interesting...\n", + "session_id_counts = started_df.session_id.value_counts()\n", + "session_id_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a1d02a45-ac0c-4ed9-a4ac-7448d301b24b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total success: 678133, with 159 same sessions (?)\n" + ] + } + ], + "source": [ + "s_count = success_df.session_id.value_counts()\n", + "print(f'Total success: {s_count.sum()}, with {s_count[s_count > 1].sum()} same sessions (?)')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "0ba20d27-0fab-47f9-a0ca-d5d35d6e20f7", + "metadata": {}, + "outputs": [], + "source": [ + "indexes = grouped_started.index[1:-1]\n", + "\n", + "year_index = indexes.droplevel(\"week\")\n", + "years = sorted(year_index.unique())\n", + "weeks_per_year = [(year_index == yr).sum() for yr in years]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "038def3c-b3cd-40f4-b9a6-f528c098ecea", + "metadata": {}, + "outputs": [], + "source": [ + "# Extract some summary stats\n", + "success_data = grouped_success[1:-1]\n", + "started_data = grouped_started[1:-1]\n", + "\n", + "abs_success_mean = success_data.values.mean()\n", + "\n", + "success_ratio = 100 * success_data / started_data\n", + "success_mean = success_ratio.values.mean()\n", + "\n", + "max_success = (np.argmax(success_ratio), success_ratio.values.max())\n", + "max_date = indexes[max_success[0]]\n", + "min_success = (np.argmin(success_ratio), success_ratio.values.min())\n", + "min_date = indexes[min_success[0]]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3e98f396-cdb4-4311-a2f8-79dc2350f0aa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.clf()\n", + "\n", + "fig, axes = plt.subplots(\n", + " nrows=1,\n", + " ncols=len(years),\n", + " sharey=True,\n", + " gridspec_kw={\n", + " \"width_ratios\": weeks_per_year,\n", + " \"wspace\": 0.01,\n", + " \"hspace\": 0.0,\n", + " },\n", + " figsize=(14,8),\n", + ")\n", + "\n", + "xlength = [(year_index == yr).sum() for yr in years]\n", + "yticks = [4000, 8000, 12000, 16000]\n", + "year_start_index = 0\n", + "\n", + "\n", + "# Configure y-axis arts-\n", + "axes[0].set_yticks(yticks, labels=yticks)\n", + "axes[0].yaxis.set_tick_params(length=25, labelsize=16)\n", + "axes[0].spines['left'].set_position(('outward', 30))\n", + "axes[0].spines['left'].set_color(\"dimgray\")\n", + "axes[0].set_ylabel(\"runs/week\", color=\"dimgrey\", fontsize=14, rotation=\"horizontal\");\n", + "axes[0].yaxis.set_label_coords(-0.1, 1.02)\n", + "axes[0].yaxis.set_label_position(\"left\")\n", + "\n", + "\n", + "axes_twins = []\n", + "for ax_i, yr in enumerate(years):\n", + " x = np.arange(len(started_data[year_index == yr]), dtype=float) + 0.5\n", + " \n", + " bar1 = axes[ax_i].bar(\n", + " x,\n", + " started_data[year_index == yr].values,\n", + " width=0.7,\n", + " label='Started',\n", + " color=\"lightgrey\",\n", + " )\n", + " bar2 = axes[ax_i].bar(\n", + " x,\n", + " success_data[year_index == yr].values,\n", + " width=0.7,\n", + " label='Successful',\n", + " color=\"dimgrey\",\n", + " )\n", + "\n", + " axes[ax_i].spines['right'].set_visible(False)\n", + " axes[ax_i].spines['top'].set_visible(False)\n", + " axes[ax_i].spines['left'].set_visible(False)\n", + " axes[ax_i].spines['bottom'].set_position(('outward', 45))\n", + " \n", + " axes[ax_i].set_xlim((0.0, xlength[ax_i]))\n", + " axes[ax_i].set_xticks((0.0, xlength[ax_i]))\n", + " axes[ax_i].set_xticklabels([])\n", + " axes[ax_i].tick_params(direction=\"in\", length=8)\n", + " axes[ax_i].set_xlabel(f\"{yr}\", fontsize=18)\n", + "\n", + " axes[ax_i].yaxis.set_tick_params(length=0)\n", + "\n", + " if ax_i > 0:\n", + " axes[ax_i].set_yticks([])\n", + " \n", + " axes_twins.append(axes[ax_i].twinx())\n", + " ax2 = axes_twins[-1]\n", + " lineplot = ax2.plot(\n", + " x,\n", + " success_ratio[year_index == yr].values,\n", + " 'o-',\n", + " label=\"Success (%)\",\n", + " color=\"slategray\",\n", + " mfc=\"white\",\n", + " zorder=4,\n", + " )\n", + " ax2.set_ylim(0, 100)\n", + " ax2.set_yticks([])\n", + "\n", + " ax2.spines['right'].set_visible(False)\n", + " ax2.spines['top'].set_visible(False)\n", + " ax2.spines['left'].set_visible(False)\n", + " ax2.spines['bottom'].set_visible(False)\n", + " \n", + " # Label months\n", + " months = [\n", + " datetime.datetime.strptime(f'{yr}-W{week}-1', \"%Y-W%W-%w\").month\n", + " for _, week in indexes[year_index == yr]\n", + " ]\n", + " for mnum in sorted(set(months)):\n", + " month_x = 0.5 * (xlength[ax_i] - months[::-1].index(mnum) + months.index(mnum))\n", + " axes[ax_i].text(\n", + " month_x,\n", + " -1200 - 1200 * ((mnum + 1) % 2),\n", + " f\"{calendar.month_abbr[mnum]}\",\n", + " fontsize=16,\n", + " ha=\"center\",\n", + "# transform=\"data\",\n", + " )\n", + " \n", + " axes[ax_i].set_zorder(10)\n", + " ax2.set_zorder(11)\n", + "\n", + "# Add y-axis labels\n", + "for i in np.arange(4, 33, step=4, dtype=int):\n", + " axes[0].annotate(\n", + " f\"{i},000\",\n", + " xy=(1, i * 1000),\n", + " xytext=(-2, i * 1000),\n", + " xycoords=\"data\",\n", + " annotation_clip=False,\n", + " color=\"dimgrey\",\n", + " size=14,\n", + " horizontalalignment=\"right\",\n", + " verticalalignment=\"center\",\n", + " arrowprops={\"arrowstyle\": \"-\", \"color\": \"lightgrey\"},\n", + " ).set_zorder(0)\n", + "\n", + "\n", + "# Add annotations\n", + "axes[-1].annotate(\n", + " \"fMRIPrep averaged\"\n", + " f\" {int(round(abs_success_mean, -2))}\"\n", + " \"\\nweekly successful runs,\\n\"\n", + " f\" out of {int(round(grouped_started.values[1:-1].mean(), -2))} runs/week.\",\n", + " xy=(0 - sum(xlength[:-1]), abs_success_mean),\n", + " xytext=(xlength[-1] + 1, abs_success_mean),\n", + " xycoords=\"data\",\n", + " annotation_clip=False,\n", + " color=\"dimgrey\",\n", + " size=16,\n", + " horizontalalignment=\"left\",\n", + " verticalalignment=\"center\",\n", + " arrowprops={\"arrowstyle\": \"-\", \"color\": \"dimgrey\"},\n", + " zorder=0,\n", + ").set_zorder(0)\n", + "\n", + "axes_twins[-1].annotate(\n", + " \"Averaged weekly success\\n\"\n", + " f\"rate was {round(success_mean, 1)}±{round(success_ratio.values.std(), 0)}%.\",\n", + " xy=(0 - sum(xlength[:-1]), success_mean),\n", + " xytext=(xlength[-1] + 1, success_mean),\n", + " xycoords=\"data\",\n", + " annotation_clip=False,\n", + " color=\"slategray\",\n", + " size=16,\n", + " horizontalalignment=\"left\",\n", + " verticalalignment=\"center\",\n", + " arrowprops={\"arrowstyle\": \"-\", \"color\": \"slategray\", \"linestyle\" : \"--\", \"shrinkA\": 0, \"shrinkB\": 0},\n", + ").set_zorder(0)\n", + "\n", + "y_idx = years.index(max_date[0])\n", + "axes_twins[y_idx].annotate(\n", + " f\"On week {max_date[1]} of {max_date[0]},\"\n", + " \"\\nthe success rate\\npeaked at \"\n", + " f\"{round(max_success[1], 1)}%.\",\n", + " xy=(max_date[1] - 0.5, round(max_success[1], 1)),\n", + " # xytext=(sum(xlength[y_idx:]) + 1, round(max_success[1], 1)),\n", + " xytext=(12, round(max_success[1], 1)),\n", + " xycoords=\"data\",\n", + " annotation_clip=False,\n", + " color=\"slategray\",\n", + " size=16,\n", + " arrowprops={\"arrowstyle\": \"-\", \"color\": \"slategray\"},\n", + " horizontalalignment=\"left\",\n", + " verticalalignment=\"center\"\n", + ")\n", + "\n", + "y_idx = years.index(min_date[0])\n", + "axes_twins[y_idx].annotate(\n", + " f\"On week {min_date[1]} of {min_date[0]},\"\n", + " \"\\nthe lowest success rate \\n\"\n", + " f\"({round(min_success[1], 1)}%) was recorded.\",\n", + " xy=(min_date[1] - 0.5, round(min_success[1], 1)),\n", + " # xytext=(sum(xlength[y_idx:]) + 1, 26),\n", + " xytext=(xlength[-1] + 1, round(max_success[1], 1)),\n", + " xycoords=\"data\",\n", + " annotation_clip=False,\n", + " color=\"slategray\",\n", + " size=16,\n", + " arrowprops={\"arrowstyle\": \"-\", \"color\": \"slategray\", \"connectionstyle\": \"angle,angleA=0,angleB=90\"},\n", + " horizontalalignment=\"left\",\n", + " verticalalignment=\"center\"\n", + ")\n", + "\n", + "patches = [bar1, bar2, lineplot[0]]\n", + "fig.legend(\n", + " patches,\n", + " [p.get_label() for p in patches],\n", + " loc='lower right',\n", + " bbox_to_anchor=(1.1, 0.05),\n", + " frameon=False,\n", + " mode=None,\n", + " prop={\"size\": 16}\n", + ");\n", + "\n", + "plt.savefig(\n", + " f\"{datetime.date.today().strftime('%Y%m%d')}_weekly.png\",\n", + " dpi=300,\n", + " bbox_inches='tight',\n", + " facecolor=\"w\",\n", + " edgecolor=\"w\",\n", + ");" + ] + }, + { + "cell_type": "markdown", + "id": "1117b241-2242-44c7-a48f-09d3e138c1cb", + "metadata": {}, + "source": [ + "# Versions" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7e2e2246-ece3-4e40-9e2f-4a0cb2ba7baf", + "metadata": {}, + "outputs": [], + "source": [ + "# Group versions into major/minor bins\n", + "versions_bin = set()\n", + "for version in DF.version.unique():\n", + " if '+' in version or 'rc' in version or 'a' in version:\n", + " continue\n", + "\n", + " versions_bin.add(version[:-2])\n", + "\n", + "versions_bin = sorted(versions_bin)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "71e8c3ba-6f48-42e9-91b0-1cc5b38efe25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "22.1 21549\n", + "23.0 35567\n", + "23.1 211420\n", + "23.2 207660\n", + "24.0 85265\n", + "24.1 94957\n", + "dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "excludes = r'\\+|rc|a|dev'\n", + "versions_success = {}\n", + "versions_started = {}\n", + "\n", + "for version in versions_bin:\n", + "\n", + " ver_suc = success_df[success_df['version'].str[:4] == version]\n", + " ver_suc = ver_suc[~ver_suc['version'].str.contains(excludes)]\n", + " \n", + " ver_sta = started_df[started_df.version == version]\n", + " ver_sta = ver_sta[~ver_sta['version'].str.contains(excludes)]\n", + " \n", + " versions_success[version] = ver_suc.groupby([\n", + " ver_suc['date_minus_time'].dt.isocalendar().year,\n", + " ver_suc['date_minus_time'].dt.isocalendar().week,\n", + " ])['user_id'].count()\n", + " versions_started[version] = ver_sta.groupby([\n", + " ver_sta['date_minus_time'].dt.isocalendar().year,\n", + " ver_sta['date_minus_time'].dt.isocalendar().week,\n", + " ])['user_id'].count()\n", + "\n", + "versions_success = pd.DataFrame(versions_success)\n", + "versions_started = pd.DataFrame(versions_started)\n", + "versions_success_norm = versions_success.div(versions_success.sum(axis=1), axis=0)\n", + "versions_success.sum(0).astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a70dcb2e-1b7e-4c2a-801e-2f0cc1af26fc", + "metadata": {}, + "outputs": [], + "source": [ + "# Ignore columns of versions below 5000 executions all time\n", + "versions_success = versions_success.loc[:, versions_success.sum(0) > 5000]\n", + "\n", + "data = versions_success[1:-1].fillna(0.0)\n", + "xs = np.arange(len(data))\n", + "xnew = np.linspace(0.0, len(data), num=14 * len(data))\n", + "xnew_inc = xnew[1] - xnew[0]\n", + "\n", + "smoothed_data = RBFInterpolator(xs[:, np.newaxis], data.values)(xnew[:, np.newaxis])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a05fbcd9-18ac-469f-b320-aa6c1847a8f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['22.1', '23.0', '23.1', '23.2', '24.0', '24.1'], dtype='object')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "versions_success.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a777b9f4-bd8c-4cef-af27-af59e0709eef", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(\n", + " nrows=1,\n", + " ncols=len(years),\n", + " sharey=\"row\",\n", + " gridspec_kw={\n", + " \"width_ratios\": weeks_per_year,\n", + " \"wspace\": 0.01,\n", + " \"hspace\": 0.0,\n", + " },\n", + " figsize=(20,4),\n", + ")\n", + "\n", + "labels = versions_success.columns\n", + "\n", + "colors = [plt.cm.YlGnBu_r(i / (len(labels))) for i, _ in enumerate(labels)]\n", + "\n", + "xlims = []\n", + "year_start_index = 0\n", + "for ax_i, yr in enumerate(years):\n", + " if ax_i > 0:\n", + " axes[ax_i].set_yticklabels([])\n", + " axes[ax_i].set_yticks([])\n", + "\n", + " xaxis = np.arange(len(data[year_index == yr]))\n", + " axes[ax_i].stackplot(\n", + " xnew,\n", + " smoothed_data.T,\n", + " baseline=\"sym\",\n", + " labels=labels,\n", + " colors=colors,\n", + " )\n", + " \n", + " axes[ax_i].spines['right'].set_visible(False)\n", + " axes[ax_i].spines['top'].set_visible(False)\n", + " axes[ax_i].spines['left'].set_visible(False)\n", + " \n", + " year_end_index = year_start_index + weeks_per_year[ax_i]\n", + " xlims.append((year_start_index, year_end_index))\n", + " \n", + " axes[ax_i].set_xlim(xlims[-1])\n", + " axes[ax_i].set_xticklabels([])\n", + " axes[ax_i].set_xticks(xlims[-1])\n", + " axes[ax_i].tick_params(direction=\"in\", length=8)\n", + " axes[ax_i].set_xlabel(f\"{yr}\", fontsize=18)\n", + " year_start_index = year_end_index\n", + "\n", + "\n", + "# Annotate each year (ax) with release\n", + "axes[0].annotate(\n", + " labels[0], # 22.1\n", + " xy=(0, -5500),\n", + " xytext=(-2, -7000),\n", + " textcoords='data',\n", + " xycoords=\"data\",\n", + " fontweight=800,\n", + " annotation_clip=False,\n", + " color=\"w\",\n", + " size=14,\n", + " horizontalalignment=\"right\",\n", + " verticalalignment=\"center\",\n", + " bbox={\n", + " \"boxstyle\": \"round\",\n", + " \"fc\": colors[0],\n", + " \"ec\": colors[0],\n", + " \"color\": \"w\",\n", + " \"pad\": 0.5,\n", + " },\n", + " arrowprops={\n", + " \"arrowstyle\": \"wedge,tail_width=.5\",\n", + " \"color\": colors[0],\n", + " \"patchA\": None,\n", + " \"patchB\": None,\n", + " \"relpos\": (0.8, 0.5),\n", + " },\n", + ")\n", + "\n", + "axes[0].annotate(\n", + " labels[1], # 23.0\n", + " xy=(0, -4000),\n", + " xytext=(-2, -2500),\n", + " textcoords='data',\n", + " xycoords=\"data\",\n", + " fontweight=800,\n", + " annotation_clip=False,\n", + " color=\"w\",\n", + " size=14,\n", + " horizontalalignment=\"right\",\n", + " verticalalignment=\"center\",\n", + " bbox={\n", + " \"boxstyle\": \"round\",\n", + " \"fc\": colors[1],\n", + " \"ec\": colors[1],\n", + " \"color\": \"w\",\n", + " \"pad\": 0.5,\n", + " },\n", + " arrowprops={\n", + " \"arrowstyle\": \"wedge,tail_width=.5\",\n", + " \"color\": colors[1],\n", + " \"patchA\": None,\n", + " \"patchB\": None,\n", + " \"relpos\": (0.5, 0.3),\n", + " },\n", + ")\n", + "\n", + "axes[0].annotate(\n", + " labels[2], # 23.1\n", + " xy=(0, 1000),\n", + " xytext=(-2, 1500),\n", + " textcoords='data',\n", + " xycoords=\"data\",\n", + " fontweight=800,\n", + " annotation_clip=False,\n", + " color=\"w\",\n", + " size=14,\n", + " horizontalalignment=\"right\",\n", + " verticalalignment=\"center\",\n", + " bbox={\n", + " \"boxstyle\": \"round\",\n", + " \"fc\": colors[2],\n", + " \"ec\": colors[2],\n", + " \"color\": \"w\",\n", + " \"pad\": 0.5,\n", + " },\n", + " arrowprops={\n", + " \"arrowstyle\": \"wedge,tail_width=.5\",\n", + " \"color\": colors[2],\n", + " \"patchA\": None,\n", + " \"patchB\": None,\n", + " \"relpos\": (0.2, 0.3),\n", + " },\n", + ")\n", + "\n", + "axes[0].annotate(\n", + " labels[3], # 23.2\n", + " xy=(0, 5500),\n", + " xytext=(-2, 5500),\n", + " textcoords='data',\n", + " xycoords=\"data\",\n", + " fontweight=800,\n", + " annotation_clip=False,\n", + " color=\"w\",\n", + " size=14,\n", + " horizontalalignment=\"right\",\n", + " verticalalignment=\"center\",\n", + " bbox={\n", + " \"boxstyle\": \"round\",\n", + " \"fc\": colors[3],\n", + " \"ec\": colors[3],\n", + " \"color\": \"w\",\n", + " \"pad\": 0.5,\n", + " },\n", + " arrowprops={\n", + " \"arrowstyle\": \"wedge,tail_width=.5\",\n", + " \"color\": colors[3],\n", + " \"patchA\": None,\n", + " \"patchB\": None,\n", + " \"relpos\": (0.2, 0.3),\n", + " },\n", + ")\n", + "\n", + "axes[1].annotate(\n", + " labels[4], # 24.0\n", + " xy=(23, 5500),\n", + " xytext=(20, 10000),\n", + " textcoords='data',\n", + " xycoords=\"data\",\n", + " fontweight=800,\n", + " annotation_clip=False,\n", + " color=\"k\",\n", + " size=14,\n", + " horizontalalignment=\"left\",\n", + " verticalalignment=\"center\",\n", + " bbox={\n", + " \"boxstyle\": \"round\",\n", + " \"fc\": colors[4],\n", + " \"ec\": colors[4],\n", + " \"color\": \"w\",\n", + " \"pad\": 0.5,\n", + " },\n", + " arrowprops={\n", + " \"arrowstyle\": \"wedge,tail_width=.5\",\n", + " \"color\": colors[4],\n", + " \"patchA\": None,\n", + " \"patchB\": None,\n", + " \"relpos\": (0.8, 0.3),\n", + " },\n", + ")\n", + "\n", + "\n", + "axes[1].annotate(\n", + " labels[5], # 24.1\n", + " xy=(35.5, 2500),\n", + " xytext=(35, 10000),\n", + " textcoords='data',\n", + " xycoords=\"data\",\n", + " fontweight=800,\n", + " annotation_clip=False,\n", + " color=\"k\",\n", + " size=14,\n", + " horizontalalignment=\"left\",\n", + " verticalalignment=\"center\",\n", + " bbox={\n", + " \"boxstyle\": \"round\",\n", + " \"fc\": colors[5],\n", + " \"ec\": colors[5],\n", + " \"color\": \"w\",\n", + " \"pad\": 0.5,\n", + " },\n", + " arrowprops={\n", + " \"arrowstyle\": \"wedge,tail_width=.5\",\n", + " \"color\": colors[5],\n", + " \"patchA\": None,\n", + " \"patchB\": None,\n", + " \"relpos\": (0.8, 0.3),\n", + " },\n", + ")\n", + "\n", + "plt.savefig(\n", + " f\"{datetime.date.today().strftime('%Y%m%d')}_versionstream.png\",\n", + " dpi=300,\n", + " bbox_inches='tight',\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a21d176e-def3-4324-83c0-60d1bcef9570", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}