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@mpacer
Last active May 19, 2017 23:13
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"Running the following on BQ:\n",
"```\n",
"\"\"\"\n",
"SELECT DAYOFYEAR(timestamp) as day,\n",
" COUNT(DAYOFYEAR(timestamp)) as total_downloads,\n",
" REGEXP_EXTRACT(details.python, r'^(\\d+)') as details_python,\n",
" REGEXP_EXTRACT(details.installer.version, r'^(\\d+)') as iv,\n",
" REGEXP_EXTRACT(file.version, r'^(\\d+).\\d+.\\d+$') as version, \n",
" details.installer.name,\n",
" file.project\n",
"FROM (TABLE_DATE_RANGE([the-psf:pypi.downloads], \n",
" TIMESTAMP('2017-04-10'), \n",
" TIMESTAMP('2017-05-15')))\n",
"WHERE file.project IN ('ipython', 'pip' )\n",
"AND file.version in ('6.0.0', '9.0.1', '5.3.0')\n",
"AND details.installer.name == 'pip'\n",
"GROUP BY day, details_python,iv, details.installer.name, file.project, version\n",
"ORDER BY day\n",
"\"\"\"\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>day</th>\n",
" <th>total_downloads</th>\n",
" <th>details_python</th>\n",
" <th>iv</th>\n",
" <th>version</th>\n",
" <th>details_installer_name</th>\n",
" <th>file_project</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1034</th>\n",
" <td>135</td>\n",
" <td>9992</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>pip</td>\n",
" <td>pip</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1035</th>\n",
" <td>135</td>\n",
" <td>2604</td>\n",
" <td>3</td>\n",
" <td>7</td>\n",
" <td>9</td>\n",
" <td>pip</td>\n",
" <td>pip</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1036</th>\n",
" <td>135</td>\n",
" <td>60</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" <td>pip</td>\n",
" <td>ipython</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1037</th>\n",
" <td>135</td>\n",
" <td>10</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>pip</td>\n",
" <td>ipython</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1038</th>\n",
" <td>135</td>\n",
" <td>699</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>pip</td>\n",
" <td>ipython</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" day total_downloads details_python iv version \\\n",
"1034 135 9992 3 8 9 \n",
"1035 135 2604 3 7 9 \n",
"1036 135 60 3 8 5 \n",
"1037 135 10 3 1 5 \n",
"1038 135 699 3 8 6 \n",
"\n",
" details_installer_name file_project \n",
"1034 pip pip \n",
"1035 pip pip \n",
"1036 pip ipython \n",
"1037 pip ipython \n",
"1038 pip ipython "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv('~/Downloads/results-20170515-202058.csv')\n",
"df['details_python'] = df['details_python'].fillna(0.0).astype(int)\n",
"df.tail()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from IPython.core.pylabtools import figsize\n",
"import matplotlib.pyplot as plt\n",
"plt.ion()\n",
"figsize(12,6)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"release_day = 110"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_to_plot = (df.where(df['file_project'] == 'ipython')\n",
" .where((df['iv'] > 8) & (df['iv'] < 10))\n",
" .where(df['version'] == 5)\n",
" .drop('version',1)\n",
" .dropna(how='all'))\n",
"df_to_plot['iv'] = df_to_plot['iv'].astype(int)\n",
"df_to_plot['details_python'] = df_to_plot['details_python'].astype(int)\n",
"\n",
"ipython5_pivot = pd.pivot_table(df_to_plot,\n",
" index=['day'],\n",
" columns=['details_python', 'iv'],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
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u3TqWL1/e4Pljx45l8uTJDB8+nP79+/PXv/6V4uJiDAYDZ86coWPHjgQFBbFw4UKGDx/O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EREpLU60rNdD9wSQhgHnAt8zMzGAbcCT4QQRgFPRPcBLgVGRZcPAz8CD+fAncBUYApwZ1NAFxF8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\nZ5OFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10acb4160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig_ipython5, ipython5_ax = plt.subplots()\n",
"ipython5_pivot.plot(title='downloads of IPython 5', color=['c','orange'], ax=ipython5_ax)\n",
"ipython5_ax.axvline(release_day, linestyle='--', color='k', alpha=0.5)\n",
"ipython5_ax.spines['right'].set_visible(False)\n",
"ipython5_ax.spines['top'].set_visible(False)\n",
"fig_ipython5.savefig('ipython5_dl.png', bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Download of IPython 5 - using pip 8 and 9, on Python 2 and Python 3. We see the 2 lower curves are the downloads of IPython 5 using pip 8 both on Python 2 and Python 3. At day 110 we see a clear decrease in pip 8 download.\n",
"\n",
"It make sesn for python 2 - pip install with pip 8 breaks, and ask users to upgrade. \n",
"The Python 3 is more surprising. – this is likely due to the blog post annouce that explicitely warn to update pip before upgrading IPython. \n",
"\n",
"User do listen :-) even user on IPython 5. \n",
"\n",
"The red curve show a sharp decrease of IPython 5 download with pip-9 on Python 3. These are users upgrading to IPython 6. \n",
"\n",
"The red curve noise level are explicit installs, and pinned versions I guess.\n",
"\n",
"The Orange Curve is the sustained install of IPython 5 for pip-9 users, these will likely not even realize we did release a new version. \n",
"\n",
"So far: Mission accomplished."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df_to_plot_ipython6 = (df\n",
" .where(df['file_project'] == 'ipython')\n",
" .where((df['iv'] > 7) & (df['iv'] < 10))\n",
" .where(df['version'] == 6)\n",
" .where(((df['iv']==8)&(df['details_python']==2))|\n",
" ((df['iv']==9)&(df['details_python']==3)))\n",
" .drop('version',1)\n",
" .dropna(how='all')\n",
" )\n",
"df_to_plot_ipython6['iv'] = df_to_plot_ipython6['iv'].astype(int)\n",
"df_to_plot_ipython6['details_python'] = df_to_plot_ipython6['details_python'].astype(int)\n",
"ipython6_pivot = pd.pivot_table(df_to_plot_ipython6, \n",
" index=['day'], \n",
" columns=['details_python', 'iv']) "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WFlJeXs62bdto2bIlbdu2ZcqUKQwaNIghQ4bQo0cP7/MvvPAC2dnZpKWlcfHFF3vzra+5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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10acb4518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig_ipython6, ipython6_ax = plt.subplots()\n",
"ipython6_pivot.plot(title='Downloads of IPython 6', color=['C0','orange'], ax = ipython6_ax)\n",
"ipython6_ax.axvline(release_day, linestyle='--', color='k', alpha=0.5)\n",
"ipython6_ax.set_xlim(100);\n",
"ipython6_ax.spines['right'].set_visible(False)\n",
"ipython6_ax.spines['top'].set_visible(False)\n",
"fig_ipython6.savefig('ipython6_dl.png', bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"The green curve is Python 3 users with pip 8. We can clearly see that they are a minority (Python 3 user update pip more ?)\n",
"\n",
"The red curve is the sustained download of IPython 6 with pip 9 on Python 3. \n",
"The blue curve are the – appology to them – Python 2 users with pip 8, for which the installation fails, and get presented with a nice error message asking to upgrade pip. \n",
"\n",
"These have either upgraded pip to pip 9, or pinned ipython's version. \n",
"If they updated pip you should (?) see an increase of download in IPython 5.x – though we have no new release, maybe we should have release 5.4 at the same time ?"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"figsize(10,6)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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XX3zB5s2bD1/76aefprKyskfX7glJ9IQQQgjRp51xxhlkZmbyyCOP8Nxzzx1uX7x4Mc8/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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a531ac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ipython5_ax, ipython6_ax) = plt.subplots(2, 1, sharex=True)\n",
"\n",
"global_ylim = 20000\n",
"ylab = 'Total Downloads'\n",
"title_template = \"Downloads of IPython {}\"\n",
"\n",
"ipython5_pivot.plot(title=title_template.format(5), color=['c','orange'], ax=ipython5_ax)\n",
"ipython5_ax.axvline(release_day, linestyle='--', color='k', alpha=0.5)\n",
"ipython5_ax.spines['right'].set_visible(False)\n",
"ipython5_ax.spines['top'].set_visible(False)\n",
"ipython5_ax.set_ylim(0,global_ylim)\n",
"ipython5_ax.set_ylabel(ylab)\n",
"ipython5_ax.legend(labels=['Py2, pip 9','Py3, pip 9'], frameon=False)\n",
"\n",
"fig_ipython5.savefig('ipython5_dl.png', bbox_inches='tight')\n",
"\n",
"ipython6_pivot.plot(title=title_template.format(6), color=['C0','orange'], ax = ipython6_ax)\n",
"ipython6_ax.axvline(release_day, linestyle='--', color='k', alpha=0.5)\n",
"ipython6_ax.spines['right'].set_visible(False)\n",
"ipython6_ax.spines['top'].set_visible(False)\n",
"ipython6_ax.set_ylabel(ylab)\n",
"ipython6_ax.set_xlim(100);\n",
"ipython6_ax.set_ylim(0,global_ylim)\n",
"ipython6_ax.legend(labels=['Py2, pip 8','Py3, pip 9'], frameon=False)\n",
"fig.savefig('combined_ipython_graphs.png', bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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