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October 18, 2018 23:12
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A notebook for identifying difference in page performance
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Identifying trend of page perf\n", | |
"\n", | |
"\n", | |
"Looking at the INFRA graphite data: https://khanacademy.atlassian.net/browse/INFRA-2029\n", | |
"\n", | |
"\n", | |
"## Our plan\n", | |
"\n", | |
"1. Getting the full list of metrics that shows trend\n", | |
"2. Are those trends showing in other metrics?\n", | |
"3. Identify what are those pages, and compare perf - we should be able to map the url with [log perf data](https://github.com/Khan/webapp/blob/ac13a6d751a81f105dc21ba48e238840ca7c34a0/javascript/reports-package/coach-reports-page.jsx#L444)\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 53, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import json\n", | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"import requests\n", | |
"import seaborn as sns\n", | |
"import datetime\n", | |
"import scipy.stats" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# copy pangolin:secrets.py and put it here\n", | |
"import secrets" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 216, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"AVALIBLE_METRICS = ['sufficiently_usable', 'first_byte', 'fully_interactive']\n", | |
"# we know this is problemtic page we experience\n", | |
"KNOWN_PROBLEM_PAGE = 'ccl_exercise_report'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 278, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def run_bq(q):\n", | |
" \"\"\"Utility function to query bq\n", | |
" \"\"\"\n", | |
" SECRET_JSON = open('gcloud-service-account.json', 'r').read()\n", | |
" print(q)\n", | |
" PROJECT_ID = 'khanacademy.org:deductive-jet-827'\n", | |
" return pd.read_gbq(q, project_id=PROJECT_ID, private_key=SECRET_JSON, dialect='standard')\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 1. Setup getting groups of correlated and uncorrelated performance issues." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 151, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"WARNING:googleapiclient.discovery_cache:file_cache is unavailable when using oauth2client >= 4.0.0 or google-auth\n", | |
"Traceback (most recent call last):\n", | |
" File \"/opt/conda/lib/python3.6/site-packages/googleapiclient/discovery_cache/__init__.py\", line 36, in autodetect\n", | |
" from google.appengine.api import memcache\n", | |
"ModuleNotFoundError: No module named 'google.appengine'\n", | |
"\n", | |
"During handling of the above exception, another exception occurred:\n", | |
"\n", | |
"Traceback (most recent call last):\n", | |
" File \"/opt/conda/lib/python3.6/site-packages/googleapiclient/discovery_cache/file_cache.py\", line 33, in <module>\n", | |
" from oauth2client.contrib.locked_file import LockedFile\n", | |
"ModuleNotFoundError: No module named 'oauth2client.contrib.locked_file'\n", | |
"\n", | |
"During handling of the above exception, another exception occurred:\n", | |
"\n", | |
"Traceback (most recent call last):\n", | |
" File \"/opt/conda/lib/python3.6/site-packages/googleapiclient/discovery_cache/file_cache.py\", line 37, in <module>\n", | |
" from oauth2client.locked_file import LockedFile\n", | |
"ModuleNotFoundError: No module named 'oauth2client.locked_file'\n", | |
"\n", | |
"During handling of the above exception, another exception occurred:\n", | |
"\n", | |
"Traceback (most recent call last):\n", | |
" File \"/opt/conda/lib/python3.6/site-packages/googleapiclient/discovery_cache/__init__.py\", line 41, in autodetect\n", | |
" from . import file_cache\n", | |
" File \"/opt/conda/lib/python3.6/site-packages/googleapiclient/discovery_cache/file_cache.py\", line 41, in <module>\n", | |
" 'file_cache is unavailable when using oauth2client >= 4.0.0 or google-auth')\n", | |
"ImportError: file_cache is unavailable when using oauth2client >= 4.0.0 or google-auth\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"\n", | |
"SELECT\n", | |
" page_name,\n", | |
" navigation,\n", | |
" APPROX_QUANTILES(sufficiently_usable, 100)[ORDINAL(51)] AS sufficiently_usable_median_time,\n", | |
" AVG(sufficiently_usable) AS sufficiently_usable_mean_time,\n", | |
" APPROX_QUANTILES(first_byte, 100)[ORDINAL(51)] AS first_byte_median_time,\n", | |
" AVG(first_byte) AS first_byte_mean_time,\n", | |
" APPROX_QUANTILES(fully_interactive, 100)[ORDINAL(51)] AS fully_interactive_median_time,\n", | |
" AVG(fully_interactive) AS fully_interactive_mean_time,\n", | |
" --APPROX_QUANTILES(sufficiently_usable, 10) as quantiles,\n", | |
" EXTRACT(DATE FROM info.timestamp)AS date,\n", | |
" count(*) as count\n", | |
"FROM\n", | |
" `log_streams.page_load_perf_*`\n", | |
"WHERE\n", | |
" ( _TABLE_SUFFIX >= '20180820' )\n", | |
" and ( _TABLE_SUFFIX <= '20181010' )\n", | |
"GROUP BY\n", | |
" date,\n", | |
" navigation,\n", | |
" page_name\n", | |
"\n", | |
"Requesting query... ok.\n", | |
"Query running...\n", | |
"Query done.\n", | |
"Processed: 25.1 Gb\n", | |
"\n", | |
"Retrieving results...\n", | |
"Got 5072 rows.\n", | |
"\n", | |
"Total time taken 6.38 s.\n", | |
"Finished at 2018-10-18 18:51:56.\n" | |
] | |
} | |
], | |
"source": [ | |
"bq_df = run_bq(\"\"\"\n", | |
"SELECT\n", | |
" page_name,\n", | |
" navigation,\n", | |
" APPROX_QUANTILES(sufficiently_usable, 100)[ORDINAL(51)] AS sufficiently_usable_median_time,\n", | |
" AVG(sufficiently_usable) AS sufficiently_usable_mean_time,\n", | |
" APPROX_QUANTILES(first_byte, 100)[ORDINAL(51)] AS first_byte_median_time,\n", | |
" AVG(first_byte) AS first_byte_mean_time,\n", | |
" APPROX_QUANTILES(fully_interactive, 100)[ORDINAL(51)] AS fully_interactive_median_time,\n", | |
" AVG(fully_interactive) AS fully_interactive_mean_time,\n", | |
" --APPROX_QUANTILES(sufficiently_usable, 10) as quantiles,\n", | |
" EXTRACT(DATE FROM info.timestamp)AS date,\n", | |
" count(*) as count\n", | |
"FROM\n", | |
" `log_streams.page_load_perf_*`\n", | |
"WHERE\n", | |
" ( _TABLE_SUFFIX >= '{start_date}' )\n", | |
" and ( _TABLE_SUFFIX <= '{end_date}' )\n", | |
"GROUP BY\n", | |
" date,\n", | |
" navigation,\n", | |
" page_name\n", | |
"\"\"\".format(\n", | |
" start_date='20180820',\n", | |
" end_date='20181010'\n", | |
"))\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 152, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"bq_df = bq_df.set_index(pd.to_datetime(bq_df['date']))\n", | |
"assert bq_df.index.dtype == '<M8[ns]', \"Must be datetime index\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 153, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>page_name</th>\n", | |
" <th>navigation</th>\n", | |
" <th>sufficiently_usable_median_time</th>\n", | |
" <th>sufficiently_usable_mean_time</th>\n", | |
" <th>first_byte_median_time</th>\n", | |
" <th>first_byte_mean_time</th>\n", | |
" <th>fully_interactive_median_time</th>\n", | |
" <th>fully_interactive_mean_time</th>\n", | |
" <th>date</th>\n", | |
" <th>count</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>date</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2018-09-28</th>\n", | |
" <td>exercise_modal</td>\n", | |
" <td>SERVER</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-09-28</td>\n", | |
" <td>144</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-09-08</th>\n", | |
" <td>video_page</td>\n", | |
" <td>None</td>\n", | |
" <td>2414.0</td>\n", | |
" <td>2414.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-09-08</td>\n", | |
" <td>19</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-10-04</th>\n", | |
" <td>article_modal</td>\n", | |
" <td>SERVER</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-10-04</td>\n", | |
" <td>307</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-08-27</th>\n", | |
" <td>exercise_modal</td>\n", | |
" <td>SERVER</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-08-27</td>\n", | |
" <td>600</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-09-26</th>\n", | |
" <td>quiz_modal</td>\n", | |
" <td>SERVER</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-09-26</td>\n", | |
" <td>3591</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" page_name navigation sufficiently_usable_median_time \\\n", | |
"date \n", | |
"2018-09-28 exercise_modal SERVER NaN \n", | |
"2018-09-08 video_page None 2414.0 \n", | |
"2018-10-04 article_modal SERVER NaN \n", | |
"2018-08-27 exercise_modal SERVER NaN \n", | |
"2018-09-26 quiz_modal SERVER NaN \n", | |
"\n", | |
" sufficiently_usable_mean_time first_byte_median_time \\\n", | |
"date \n", | |
"2018-09-28 NaN NaN \n", | |
"2018-09-08 2414.0 NaN \n", | |
"2018-10-04 NaN NaN \n", | |
"2018-08-27 NaN NaN \n", | |
"2018-09-26 NaN NaN \n", | |
"\n", | |
" first_byte_mean_time fully_interactive_median_time \\\n", | |
"date \n", | |
"2018-09-28 NaN NaN \n", | |
"2018-09-08 NaN NaN \n", | |
"2018-10-04 NaN NaN \n", | |
"2018-08-27 NaN NaN \n", | |
"2018-09-26 NaN NaN \n", | |
"\n", | |
" fully_interactive_mean_time date count \n", | |
"date \n", | |
"2018-09-28 NaN 2018-09-28 144 \n", | |
"2018-09-08 NaN 2018-09-08 19 \n", | |
"2018-10-04 NaN 2018-10-04 307 \n", | |
"2018-08-27 NaN 2018-08-27 600 \n", | |
"2018-09-26 NaN 2018-09-26 3591 " | |
] | |
}, | |
"execution_count": 153, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"bq_df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 181, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"\n", | |
"def filter_by_metrics(df, metric, nav_type='SERVER', stats='median',\n", | |
" window=None):\n", | |
" \"\"\"Return a dataframe where \n", | |
" column = each statistics\n", | |
" row = date\n", | |
" \"\"\"\n", | |
" assert stats == 'median', \"Mean not implemented, yet\"\n", | |
" assert metric in AVALIBLE_METRICS\n", | |
" # sufficiently_usable_median_time\n", | |
" col_wanted = '{}_{}_time'.format(metric, stats)\n", | |
" \n", | |
" return_df = df[df.navigation == nav_type].pivot(\n", | |
" index=None, #existing\n", | |
" columns='page_name',\n", | |
" values=col_wanted\n", | |
" )\n", | |
" \n", | |
" if window:\n", | |
" return_df = return_df.rolling(\n", | |
" window=window,\n", | |
" #min_periods=7\n", | |
" ).mean()\n", | |
" return return_df.dropna(axis='columns', how='all')\n", | |
"\n", | |
"def zscore(df):\n", | |
" return df.apply(scipy.stats.zscore)\n", | |
"\n", | |
"def get_correlation(orig_df, sample_col=None,\n", | |
" plot=True):\n", | |
" \"\"\"Plot the correlation graph.\n", | |
" \n", | |
" :param: sample_col, number of columns to return\n", | |
" \"\"\"\n", | |
" sample_df = orig_df\n", | |
" if sample_col:\n", | |
" sample_df = sample_df.sample(sample_col, axis=1)\n", | |
" df_corr = sample_df.corr()\n", | |
" if plot:\n", | |
" sns.heatmap(df_corr, annot=True)\n", | |
" return df_corr\n", | |
"\n", | |
"# filter_by_metrics(\n", | |
"# bq_df, 'sufficiently_usable', nav_type='SERVER',\n", | |
"# window='7d'\n", | |
"# )\n", | |
"# #plot_correlation(zscore(sufficiently_usable_df), sample_col=10)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 212, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th>page_name</th>\n", | |
" <th>article_editor</th>\n", | |
" <th>article_page</th>\n", | |
" <th>ccl_assignments</th>\n", | |
" <th>ccl_assignments_by_student</th>\n", | |
" <th>ccl_class_activity</th>\n", | |
" <th>ccl_class_progress</th>\n", | |
" <th>ccl_class_progress_v2</th>\n", | |
" <th>ccl_class_roster</th>\n", | |
" <th>ccl_class_settings</th>\n", | |
" <th>ccl_content</th>\n", | |
" <th>...</th>\n", | |
" <th>subject_page</th>\n", | |
" <th>topicQuiz_report</th>\n", | |
" <th>topicUnitTest_report</th>\n", | |
" <th>topic_page</th>\n", | |
" <th>topic_tree_editor</th>\n", | |
" <th>translations_dashboard</th>\n", | |
" <th>translations_editor</th>\n", | |
" <th>user_profile</th>\n", | |
" <th>video_modal</th>\n", | |
" <th>video_page</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>date</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2018-08-20</th>\n", | |
" <td>4969.00</td>\n", | |
" <td>6331.000000</td>\n", | |
" <td>4218.0</td>\n", | |
" <td>3703.000000</td>\n", | |
" <td>6319.000000</td>\n", | |
" <td>9109.000000</td>\n", | |
" <td>19452.0</td>\n", | |
" <td>2946.000000</td>\n", | |
" <td>3294.00</td>\n", | |
" <td>3349.000000</td>\n", | |
" <td>...</td>\n", | |
" <td>7325.000000</td>\n", | |
" <td>4753.0</td>\n", | |
" <td>4851.000000</td>\n", | |
" <td>3984.000000</td>\n", | |
" <td>3188.00</td>\n", | |
" <td>3768.000000</td>\n", | |
" <td>2909.000000</td>\n", | |
" <td>NaN</td>\n", | |
" <td>21479.000000</td>\n", | |
" <td>2932.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-08-21</th>\n", | |
" <td>4546.50</td>\n", | |
" <td>6376.500000</td>\n", | |
" <td>4208.5</td>\n", | |
" <td>3598.000000</td>\n", | |
" <td>6135.000000</td>\n", | |
" <td>9166.000000</td>\n", | |
" <td>24727.5</td>\n", | |
" <td>3010.000000</td>\n", | |
" <td>3334.50</td>\n", | |
" <td>3342.000000</td>\n", | |
" <td>...</td>\n", | |
" <td>7337.500000</td>\n", | |
" <td>4664.5</td>\n", | |
" <td>5029.000000</td>\n", | |
" <td>4016.000000</td>\n", | |
" <td>2963.00</td>\n", | |
" <td>3499.500000</td>\n", | |
" <td>3315.500000</td>\n", | |
" <td>NaN</td>\n", | |
" <td>20525.000000</td>\n", | |
" <td>2919.500000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-08-22</th>\n", | |
" <td>4569.00</td>\n", | |
" <td>6376.666667</td>\n", | |
" <td>4148.0</td>\n", | |
" <td>3559.333333</td>\n", | |
" <td>6059.666667</td>\n", | |
" <td>8820.666667</td>\n", | |
" <td>26206.0</td>\n", | |
" <td>2989.333333</td>\n", | |
" <td>3367.00</td>\n", | |
" <td>3358.666667</td>\n", | |
" <td>...</td>\n", | |
" <td>7340.333333</td>\n", | |
" <td>4639.0</td>\n", | |
" <td>5174.333333</td>\n", | |
" <td>4027.333333</td>\n", | |
" <td>3098.00</td>\n", | |
" <td>3630.666667</td>\n", | |
" <td>3732.333333</td>\n", | |
" <td>NaN</td>\n", | |
" <td>20898.333333</td>\n", | |
" <td>2904.666667</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-08-23</th>\n", | |
" <td>4356.25</td>\n", | |
" <td>6390.500000</td>\n", | |
" <td>4167.5</td>\n", | |
" <td>3525.750000</td>\n", | |
" <td>6066.500000</td>\n", | |
" <td>8787.250000</td>\n", | |
" <td>24112.0</td>\n", | |
" <td>2968.250000</td>\n", | |
" <td>3574.25</td>\n", | |
" <td>3370.000000</td>\n", | |
" <td>...</td>\n", | |
" <td>7394.500000</td>\n", | |
" <td>4660.5</td>\n", | |
" <td>5215.000000</td>\n", | |
" <td>4047.000000</td>\n", | |
" <td>2992.75</td>\n", | |
" <td>3550.000000</td>\n", | |
" <td>3693.000000</td>\n", | |
" <td>NaN</td>\n", | |
" <td>20950.750000</td>\n", | |
" <td>2903.250000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-08-24</th>\n", | |
" <td>4174.40</td>\n", | |
" <td>6328.000000</td>\n", | |
" <td>4172.8</td>\n", | |
" <td>3526.000000</td>\n", | |
" <td>6109.600000</td>\n", | |
" <td>8721.400000</td>\n", | |
" <td>26555.6</td>\n", | |
" <td>2934.600000</td>\n", | |
" <td>3523.00</td>\n", | |
" <td>3380.800000</td>\n", | |
" <td>...</td>\n", | |
" <td>7402.400000</td>\n", | |
" <td>4699.8</td>\n", | |
" <td>5265.000000</td>\n", | |
" <td>4068.600000</td>\n", | |
" <td>3004.60</td>\n", | |
" <td>3473.400000</td>\n", | |
" <td>3720.200000</td>\n", | |
" <td>NaN</td>\n", | |
" <td>21307.000000</td>\n", | |
" <td>2904.600000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 51 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"page_name article_editor article_page ccl_assignments \\\n", | |
"date \n", | |
"2018-08-20 4969.00 6331.000000 4218.0 \n", | |
"2018-08-21 4546.50 6376.500000 4208.5 \n", | |
"2018-08-22 4569.00 6376.666667 4148.0 \n", | |
"2018-08-23 4356.25 6390.500000 4167.5 \n", | |
"2018-08-24 4174.40 6328.000000 4172.8 \n", | |
"\n", | |
"page_name ccl_assignments_by_student ccl_class_activity \\\n", | |
"date \n", | |
"2018-08-20 3703.000000 6319.000000 \n", | |
"2018-08-21 3598.000000 6135.000000 \n", | |
"2018-08-22 3559.333333 6059.666667 \n", | |
"2018-08-23 3525.750000 6066.500000 \n", | |
"2018-08-24 3526.000000 6109.600000 \n", | |
"\n", | |
"page_name ccl_class_progress ccl_class_progress_v2 ccl_class_roster \\\n", | |
"date \n", | |
"2018-08-20 9109.000000 19452.0 2946.000000 \n", | |
"2018-08-21 9166.000000 24727.5 3010.000000 \n", | |
"2018-08-22 8820.666667 26206.0 2989.333333 \n", | |
"2018-08-23 8787.250000 24112.0 2968.250000 \n", | |
"2018-08-24 8721.400000 26555.6 2934.600000 \n", | |
"\n", | |
"page_name ccl_class_settings ccl_content ... subject_page \\\n", | |
"date ... \n", | |
"2018-08-20 3294.00 3349.000000 ... 7325.000000 \n", | |
"2018-08-21 3334.50 3342.000000 ... 7337.500000 \n", | |
"2018-08-22 3367.00 3358.666667 ... 7340.333333 \n", | |
"2018-08-23 3574.25 3370.000000 ... 7394.500000 \n", | |
"2018-08-24 3523.00 3380.800000 ... 7402.400000 \n", | |
"\n", | |
"page_name topicQuiz_report topicUnitTest_report topic_page \\\n", | |
"date \n", | |
"2018-08-20 4753.0 4851.000000 3984.000000 \n", | |
"2018-08-21 4664.5 5029.000000 4016.000000 \n", | |
"2018-08-22 4639.0 5174.333333 4027.333333 \n", | |
"2018-08-23 4660.5 5215.000000 4047.000000 \n", | |
"2018-08-24 4699.8 5265.000000 4068.600000 \n", | |
"\n", | |
"page_name topic_tree_editor translations_dashboard translations_editor \\\n", | |
"date \n", | |
"2018-08-20 3188.00 3768.000000 2909.000000 \n", | |
"2018-08-21 2963.00 3499.500000 3315.500000 \n", | |
"2018-08-22 3098.00 3630.666667 3732.333333 \n", | |
"2018-08-23 2992.75 3550.000000 3693.000000 \n", | |
"2018-08-24 3004.60 3473.400000 3720.200000 \n", | |
"\n", | |
"page_name user_profile video_modal video_page \n", | |
"date \n", | |
"2018-08-20 NaN 21479.000000 2932.000000 \n", | |
"2018-08-21 NaN 20525.000000 2919.500000 \n", | |
"2018-08-22 NaN 20898.333333 2904.666667 \n", | |
"2018-08-23 NaN 20950.750000 2903.250000 \n", | |
"2018-08-24 NaN 21307.000000 2904.600000 \n", | |
"\n", | |
"[5 rows x 51 columns]" | |
] | |
}, | |
"execution_count": 212, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"sufficiently_usable_df = filter_by_metrics(\n", | |
" bq_df, 'sufficiently_usable', nav_type='SERVER',\n", | |
" window='7d'\n", | |
")\n", | |
"\n", | |
"sufficiently_usable_df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 255, | |
"metadata": { | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fd0d95b62b0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"corr_df = get_correlation(zscore(sufficiently_usable_df))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"🤦♂️🤦♂️🤦♂️" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 184, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fd0da717fd0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"_ = get_correlation(zscore(sufficiently_usable_df), sample_col=15)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 266, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fd0dad904e0>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"def get_histogram_of_correlation(df, page_name=KNOWN_PROBLEM_PAGE, title=''):\n", | |
" df[page_name].plot(\n", | |
" kind='hist',\n", | |
" title=title,\n", | |
" bins=20\n", | |
" )\n", | |
" \n", | |
"get_histogram_of_correlation(corr_df, title='Distribution of correlation with \"{}\" pages\\n(cluster of 0.7 above?)'.format(KNOWN_PROBLEM_PAGE),\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 187, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def filter_correlation(df, filter_func, compare_col=KNOWN_PROBLEM_PAGE):\n", | |
" \"\"\"Get an array of pagename that correlate to certain pages\n", | |
" \"\"\"\n", | |
" return list(df[filter_func(df[compare_col])].index)\n", | |
"\n", | |
"filter_correlation(corr_df, lambda r: r>0.6)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 189, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['ccl_assignments_by_student',\n", | |
" 'ccl_exercise_report',\n", | |
" 'logged_in_homepage',\n", | |
" 'sat_dashboard_exams',\n", | |
" 'sat_dashboard_overview',\n", | |
" 'sat_dashboard_practice']" | |
] | |
}, | |
"execution_count": 189, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"CORRELATION_THRESHOLD = 0.8\n", | |
"trouble_pages = filter_correlation(corr_df, lambda r: r>CORRELATION_THRESHOLD)\n", | |
"trouble_pages" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 190, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['article_editor',\n", | |
" 'article_page',\n", | |
" 'domain_page',\n", | |
" 'perseus_one_editor',\n", | |
" 'video_modal',\n", | |
" 'video_page']" | |
] | |
}, | |
"execution_count": 190, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"CORRELATION_UNTROUBLE_THRESHOLD = 0.2\n", | |
"untrouble_pages = filter_correlation(corr_df, lambda r: r<CORRELATION_UNTROUBLE_THRESHOLD)\n", | |
"untrouble_pages" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 191, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>page_name</th>\n", | |
" <th>navigation</th>\n", | |
" <th>sufficiently_usable_median_time</th>\n", | |
" <th>sufficiently_usable_mean_time</th>\n", | |
" <th>first_byte_median_time</th>\n", | |
" <th>first_byte_mean_time</th>\n", | |
" <th>fully_interactive_median_time</th>\n", | |
" <th>fully_interactive_mean_time</th>\n", | |
" <th>date</th>\n", | |
" <th>count</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>date</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2018-09-28</th>\n", | |
" <td>exercise_modal</td>\n", | |
" <td>SERVER</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-09-28</td>\n", | |
" <td>144</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-09-08</th>\n", | |
" <td>video_page</td>\n", | |
" <td>None</td>\n", | |
" <td>2414.0</td>\n", | |
" <td>2414.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-09-08</td>\n", | |
" <td>19</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-10-04</th>\n", | |
" <td>article_modal</td>\n", | |
" <td>SERVER</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-10-04</td>\n", | |
" <td>307</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-08-27</th>\n", | |
" <td>exercise_modal</td>\n", | |
" <td>SERVER</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-08-27</td>\n", | |
" <td>600</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2018-09-26</th>\n", | |
" <td>quiz_modal</td>\n", | |
" <td>SERVER</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>2018-09-26</td>\n", | |
" <td>3591</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" page_name navigation sufficiently_usable_median_time \\\n", | |
"date \n", | |
"2018-09-28 exercise_modal SERVER NaN \n", | |
"2018-09-08 video_page None 2414.0 \n", | |
"2018-10-04 article_modal SERVER NaN \n", | |
"2018-08-27 exercise_modal SERVER NaN \n", | |
"2018-09-26 quiz_modal SERVER NaN \n", | |
"\n", | |
" sufficiently_usable_mean_time first_byte_median_time \\\n", | |
"date \n", | |
"2018-09-28 NaN NaN \n", | |
"2018-09-08 2414.0 NaN \n", | |
"2018-10-04 NaN NaN \n", | |
"2018-08-27 NaN NaN \n", | |
"2018-09-26 NaN NaN \n", | |
"\n", | |
" first_byte_mean_time fully_interactive_median_time \\\n", | |
"date \n", | |
"2018-09-28 NaN NaN \n", | |
"2018-09-08 NaN NaN \n", | |
"2018-10-04 NaN NaN \n", | |
"2018-08-27 NaN NaN \n", | |
"2018-09-26 NaN NaN \n", | |
"\n", | |
" fully_interactive_mean_time date count \n", | |
"date \n", | |
"2018-09-28 NaN 2018-09-28 144 \n", | |
"2018-09-08 NaN 2018-09-08 19 \n", | |
"2018-10-04 NaN 2018-10-04 307 \n", | |
"2018-08-27 NaN 2018-08-27 600 \n", | |
"2018-09-26 NaN 2018-09-26 3591 " | |
] | |
}, | |
"execution_count": 191, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"bq_df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 209, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def plot_with_outside_legend(df, title=''):\n", | |
" plt = df.plot(title=title)\n", | |
" # legend outside: https://stackoverflow.com/questions/23556153/how-to-put-legend-outside-the-plot-with-pandas\n", | |
" plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.5))\n", | |
"\n", | |
"def plot_shape_of_flow(df, pages, title='',\n", | |
" apply_zscore=True,\n", | |
" window=None):\n", | |
" # only get pages which is in the df\n", | |
" wanted_col = list(set(df.columns) & set(pages))\n", | |
" wanted_df = df[wanted_col]\n", | |
" if apply_zscore:\n", | |
" wanted_df = zscore(wanted_df)\n", | |
" if window:\n", | |
" wanted_df = wanted_df.rolling(window=window).mean()\n", | |
" \n", | |
" plot_with_outside_legend(wanted_df, title=title)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 213, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fd0e548eeb8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_shape_of_flow(sufficiently_usable_df,\n", | |
" trouble_pages,\n", | |
" title='Page that share trend with {}'.format(KNOWN_PROBLEM_PAGE)\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 198, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fd0dabccb38>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plot_shape_of_flow(sufficiently_usable_df,\n", | |
" untrouble_pages,\n", | |
" title='Page that is different with {}'.format(KNOWN_PROBLEM_PAGE)\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## 2. Does these trend show up with other metrics?\n", | |
"\n", | |
"e.g. `first_byte`?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 205, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fd0dafcf748>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fd0dafc6160>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"first_byte_df = filter_by_metrics(\n", | |
" bq_df, 'first_byte', nav_type='SERVER',\n", | |
" window='7d'\n", | |
")\n", | |
"\n", | |
"plot_shape_of_flow(first_byte_df,\n", | |
" trouble_pages,\n", | |
" title='first_byte.server: Page that share trend with {}'.format(KNOWN_PROBLEM_PAGE)\n", | |
" )\n", | |
"\n", | |
"plot_shape_of_flow(sufficiently_usable_df,\n", | |
" untrouble_pages,\n", | |
" title='first_byte.server: Page that is different with {}'.format(KNOWN_PROBLEM_PAGE)\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 214, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fd0e134f0b8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7fd0e4a04358>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sufficiently_usable_client_df = filter_by_metrics(\n", | |
" bq_df, 'sufficiently_usable', nav_type='CLIENT',\n", | |
" window='7d'\n", | |
")\n", | |
"\n", | |
"plot_shape_of_flow(sufficiently_usable_client_df,\n", | |
" trouble_pages,\n", | |
" title='sufficiently_usable.client: Page that share trend with {}'.format(KNOWN_PROBLEM_PAGE)\n", | |
" )\n", | |
"\n", | |
"plot_shape_of_flow(sufficiently_usable_client_df,\n", | |
" untrouble_pages,\n", | |
" title='sufficiently_usable.client: Page that is different with {}'.format(KNOWN_PROBLEM_PAGE)\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 239, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def get_metrics_correlation(df, page_name, stats='median', window=None):\n", | |
" \"\"\"Return for server / client, how correlated the metrics were\n", | |
" \"\"\"\n", | |
" assert stats == 'median', \"Mean not implemented, yet\"\n", | |
" # sufficiently_usable_median_time\n", | |
" #col_wanted = '{}_{}_time'.format(metric, stats)\n", | |
" \n", | |
" page_df = df[df.page_name == page_name]\n", | |
" \n", | |
" server_df = page_df[page_df.navigation=='SERVER'][['{}_{}_time'.format(m, stats) for m in AVALIBLE_METRICS]]\n", | |
" # drop first_byte on client\n", | |
" client_df = page_df[page_df.navigation=='CLIENT'][['{}_{}_time'.format(m, stats) for m in AVALIBLE_METRICS]].dropna(axis='columns', how='all')\n", | |
" \n", | |
" return_df = server_df.join(client_df, how='outer', lsuffix='_server', rsuffix='_client')\n", | |
" \n", | |
" if window:\n", | |
" return_df = return_df.rolling(\n", | |
" window=window,\n", | |
" #min_periods=7\n", | |
" ).mean()\n", | |
" return return_df\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 275, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Chosen page: sat_dashboard_overview\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7fd0d9780fd0>" | |
] | |
}, | |
"execution_count": 275, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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