407 lines
46 KiB
Plaintext
407 lines
46 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "64f0fe5d",
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"metadata": {},
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"source": [
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"**43679 - Interactive Visualization**\n",
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"**2025 - 2026**\n",
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"*2nd semester*\n",
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"\n",
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"**Lab 01** - Task 0\n",
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"Exploring the value of Visualization to go beyond descriptive statistics"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "d9080704",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"from ydata_profiling import ProfileReport\n",
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"import pyreadr"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "64c538cf",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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" event_id user_id repo_id timestamp \\\n",
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"0 evt_d351e59b15fd user_2432 repo_575 29/03/2025 17:26 \n",
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"1 evt_435c1b33622f user_2017 repo_1112 01/07/2025 12:20 \n",
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"2 evt_758099c90286 user_930 repo_103 2025-01-30 02:26:34+00:00 \n",
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"3 evt_312809052420 user_1892 repo_988 2025-03-21 08:01:25-05:00 \n",
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"4 evt_0b2d75d29ec3 user_2793 repo_419 2025-02-28 18:22:51-05:00 \n",
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"\n",
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" event_type lines_added lines_deleted files_changed dominant_language \\\n",
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"0 pr_opened 40 2 3 Python \n",
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"1 Commit 3 24 2 GO \n",
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"2 pr_merged 13 12 11 Rust \n",
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"3 pr_opened 28 6 3 C++ \n",
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"4 Review_comment 79 2 3 C++ \n",
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"\n",
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" ci_status ... time_to_ci_minutes build_duration_s tests_run tests_failed \\\n",
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"0 SUCCESS ... 13.38 493.98 115 8 \n",
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"1 FAILED ... 16.86 107.57 90 14 \n",
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"2 failed ... 448.32 193.38 92 6 \n",
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"3 SUCCESS ... NaN 498.92 177 12 \n",
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"4 failure ... 1.14 162.55 113 9 \n",
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"\n",
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" is_weekend pr_merge_time_hours label_is_high_quality exam_period \\\n",
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"0 1 54.6 0 true \n",
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"1 False NaN 0 No \n",
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"2 No 68.6 False false \n",
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"3 0 50.6 No No \n",
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"4 false NaN False false \n",
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"\n",
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" commit_message_length is_bot_user \n",
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"0 39.0 HUMAN \n",
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"1 65.0 Bot \n",
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"2 79.0 Human \n",
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"3 NaN BOT \n",
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"4 48.0 human \n",
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"\n",
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"[5 rows x 23 columns]\n"
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]
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}
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],
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"source": [
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"csv_path = 'dataset_D_git_classroom_activity_v2.csv' # or D/E/F\n",
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"df = pd.read_csv(csv_path, dtype=str)\n",
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"\n",
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"print(df.head())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "8b5b7074",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "235ae862343743c189592812139566b2",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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" | | [ 0%] 00:00 -> (? left)"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Report sweetviz_report.html was generated! NOTEBOOK/COLAB USERS: the web browser MAY not pop up, regardless, the report IS saved in your notebook/colab files.\n"
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]
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}
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],
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"source": [
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"import sweetviz as sv\n",
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"report = sv.analyze(df)\n",
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"report.show_html(\"sweetviz_report.html\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "f9192f8c",
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"metadata": {},
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"outputs": [],
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"source": [
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"import dtale\n",
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"d = dtale.show(df)\n",
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"d.open_browser()\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "6588c7d5",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "6da981bddb8148c6b90b1e959bf69e81",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"Summarize dataset: 0%| | 0/5 [00:00<?, ?it/s]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"d:\\Projects\\43679_InteractiveVis\\VI_Lab_01_EDA\\.venv\\Lib\\site-packages\\ydata_profiling\\model\\typeset_relations.py:118: FutureWarning:\n",
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"\n",
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"In a future version of pandas, parsing datetimes with mixed time zones will raise an error unless `utc=True`. Please specify `utc=True` to opt in to the new behaviour and silence this warning. To create a `Series` with mixed offsets and `object` dtype, please use `apply` and `datetime.datetime.strptime`\n",
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"\n",
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"d:\\Projects\\43679_InteractiveVis\\VI_Lab_01_EDA\\.venv\\Lib\\site-packages\\ydata_profiling\\model\\typeset_relations.py:118: FutureWarning:\n",
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"\n",
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"In a future version of pandas, parsing datetimes with mixed time zones will raise an error unless `utc=True`. Please specify `utc=True` to opt in to the new behaviour and silence this warning. To create a `Series` with mixed offsets and `object` dtype, please use `apply` and `datetime.datetime.strptime`\n",
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"\n",
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"d:\\Projects\\43679_InteractiveVis\\VI_Lab_01_EDA\\.venv\\Lib\\site-packages\\ydata_profiling\\model\\typeset_relations.py:118: FutureWarning:\n",
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"\n",
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"In a future version of pandas, parsing datetimes with mixed time zones will raise an error unless `utc=True`. Please specify `utc=True` to opt in to the new behaviour and silence this warning. To create a `Series` with mixed offsets and `object` dtype, please use `apply` and `datetime.datetime.strptime`\n",
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"\n",
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"d:\\Projects\\43679_InteractiveVis\\VI_Lab_01_EDA\\.venv\\Lib\\site-packages\\ydata_profiling\\model\\typeset_relations.py:118: FutureWarning:\n",
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"\n",
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"In a future version of pandas, parsing datetimes with mixed time zones will raise an error unless `utc=True`. Please specify `utc=True` to opt in to the new behaviour and silence this warning. To create a `Series` with mixed offsets and `object` dtype, please use `apply` and `datetime.datetime.strptime`\n",
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"\n",
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"100%|██████████| 23/23 [00:02<00:00, 10.28it/s]\n",
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"2026-02-22 18:18:00,663 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:00,665 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:01,181 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:01,184 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:01,769 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:01,771 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:02,102 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:02,104 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:06,881 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:06,883 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:15,152 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:15,153 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:15,879 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:15,881 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:16,450 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:16,451 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:17,432 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:17,434 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:18,477 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:18,478 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:18,927 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:18,928 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:19,290 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:19,291 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:19,537 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:19,539 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:23,884 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:23,886 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:32,551 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:32,552 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:33,203 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:33,206 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:33,680 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:33,682 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:34,583 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:34,585 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:35,018 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:35,020 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:35,361 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:35,362 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:35,606 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:35,608 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:35,731 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:35,732 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:40,821 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:40,824 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:49,090 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:49,092 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:49,640 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:49,642 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:50,002 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:50,004 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:50,868 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:50,869 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:51,180 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:51,185 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:55,498 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:55,504 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:59,720 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:18:59,726 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:05,342 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:05,349 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:13,151 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:13,157 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:26,049 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:26,055 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:30,583 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:30,588 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:35,069 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:35,073 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:38,983 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:38,988 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:45,280 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:45,294 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:52,574 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:52,589 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:19:59,780 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:19:59,793 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:20:09,561 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:20:09,574 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:20:20,546 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
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"2026-02-22 18:20:20,559 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:20:37,612 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
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"2026-02-22 18:20:37,625 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:20:45,120 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
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"2026-02-22 18:20:45,134 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:20:52,334 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
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"2026-02-22 18:20:52,339 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:21:00,146 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:21:00,159 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:21:07,049 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
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"2026-02-22 18:21:07,051 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:21:07,799 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
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"2026-02-22 18:21:07,801 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:21:08,453 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:21:08,455 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:21:08,989 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
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"2026-02-22 18:21:08,991 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
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"2026-02-22 18:21:13,508 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
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"2026-02-22 18:21:13,511 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
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"2026-02-22 18:21:21,077 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:21,079 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:22,011 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:22,013 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:22,775 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:22,776 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:23,964 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:23,966 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:24,694 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:24,696 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:25,246 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:25,248 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:25,721 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:25,723 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:26,091 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:26,093 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:30,494 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:30,495 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:42,759 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:42,760 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:43,548 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:43,550 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:44,121 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:44,122 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:45,072 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:45,073 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:45,610 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:45,612 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:46,597 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:46,599 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:47,495 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:47,497 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:48,310 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:48,312 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:52,223 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:52,226 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:55,903 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:55,907 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:57,084 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:57,087 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:58,045 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:58,047 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:59,518 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:21:59,520 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:00,485 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:00,487 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:01,013 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:01,015 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:01,438 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:01,439 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:01,743 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:01,745 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:05,940 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:05,942 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:12,901 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:12,903 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:13,646 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:13,648 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:14,203 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:14,205 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:15,198 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n",
|
|
"2026-02-22 18:22:15,199 - INFO - Using categorical units to plot a list of strings that are all parsable as floats or dates. If these strings should be plotted as numbers, cast to the appropriate data type before plotting.\n"
|
|
]
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|
},
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{
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"data": {
|
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "e92ab4eef2e64b41a613807fdf8c6a7c",
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"version_minor": 0
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},
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"text/plain": [
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"Generate report structure: 0%| | 0/1 [00:00<?, ?it/s]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "aa07e39a84b748a7b81430aa794762bb",
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"Render HTML: 0%| | 0/1 [00:00<?, ?it/s]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "1c42855b0063421daf892af1da802367",
|
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"version_major": 2,
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"version_minor": 0
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},
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"text/plain": [
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"Export report to file: 0%| | 0/1 [00:00<?, ?it/s]"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
|
|
],
|
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"source": [
|
|
"profile = ProfileReport(df, title=\"Indie Games Telemetry Dataset Profile\", explorative=True)\n",
|
|
"profile.to_file(\"ydata_profile_report.html\")"
|
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]
|
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}
|
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],
|
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"metadata": {
|
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"kernelspec": {
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"display_name": ".venv",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
|
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"codemirror_mode": {
|
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"name": "ipython",
|
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"version": 3
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},
|
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"file_extension": ".py",
|
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"mimetype": "text/x-python",
|
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"name": "python",
|
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"nbconvert_exporter": "python",
|
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"pygments_lexer": "ipython3",
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"version": "3.11.9"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
|