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‎_quarto.yml

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@@ -32,14 +32,31 @@ website:
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style: 'docked'
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background: 'primary'
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contents:
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- section: "**M0. Welcome to Programming in Python for Data Science**"
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- section: "**Module 8: A Slice of NumPy and Advanced Data Wrangling**"
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contents:
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- text: '0. Welcome!'
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href: modules/index.qmd
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- href: modules/module0/module0-01-programming_in_python_for_data_science.qmd
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- text: '   1.1. Prerequisite confirmation'
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href: modules/module0/module0-02-are_you_ready.qmd
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- section: "**M1. Python & Pandas - An Unexpected Friendship**"
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- href: modules/module8/module8-00-module_learning_outcomes.qmd
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- href: modules/module8/module8-01-numpy_and_1d_arrays.qmd
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- text: '   1.1. Exercises'
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href: modules/module8/module8-02-numpy_and_array_questions.qmd
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- href: modules/module8/module8-05-multi-dimensional_arrays.qmd
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- text: '   2.1. Exercises'
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href: modules/module8/module8-06-make_that_array.qmd
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- href: modules/module8/module8-11-working_with_null_values.qmd
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- text: '   3.1. Exercises'
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href: modules/module8/module8-12-finding_and_dropping_null_values_questions.qmd
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- href: modules/module8/module8-16-working_with_dates_and_time.qmd
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- text: '   4.1. Exercises'
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href: modules/module8/module8-17-datetime_quesitons.qmd
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- href: modules/module8/module8-19-introduction_to_working_with_strings.qmd
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- text: '   5.1. Exercises'
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href: modules/module8/module8-20-string_questions.qmd
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- href: modules/module8/module8-23-more_advanced_string_processing.qmd
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- text: '   6.1. Exercises'
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href: modules/module8/module8-24-advanced_string_questions.qmd
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- href: modules/module8/module8-27-what_did_we_just_learn.qmd
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- section: "**Module Closing Remarks**"
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contents:
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- href: modules/module9/module9-00-congratulations.qmd
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# Since we are declaring options for two formats here (html and revealjs)
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# each qmd file needs to include a yaml block including which format to use for that file.

‎data/cycling_data.csv

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Date,Name,Type,Time,Distance,Comments
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Sep-10-2019 17:13,Afternoon Ride,Ride,2084,12.62,Rain
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Sep-11-2019 06:52,Morning Ride,Ride,2531,13.03,rain
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Sep-11-2019 17:23,Afternoon Ride,Ride,1863,12.52,Wet road but nice whether
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Sep-12-2019 07:06,Morning Ride,Ride,2192,12.84,Stopped for photo of sunrise
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Sep-12-2019 17:28,Afternoon Ride,Ride,1891,12.48,Tired by the end of the week.
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Sep-17-2019 06:57,Morning Ride,Ride,2272,12.45,Rested after the weekend!
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Sep-17-2019 17:15,Afternoon Ride,Ride,1973,12.45,Legs feeling strong!
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Sep-18-2019 06:43,Morning Ride,Ride,2285,12.6,Raining
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Sep-19-2019 06:49,Morning Ride,Ride,2903,14.57,Thankfully not raining today!
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Sep-18-2019 17:15,Afternoon Ride,Ride,2101,12.48,Pumped up tires
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Sep-19-2019 17:30,Afternoon Ride,Ride,48062,12.48,Feeling good
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Sep-20-2019 06:52,Morning Ride,Ride,2090,12.59,Getting colder which is nice
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Sep-20-2019 18:02,Afternoon Ride,Ride,2961,12.81,Feeling good
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Sep-24-2019 06:50,Morning Ride,Ride,2462,12.68,Rested after the weekend!
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Sep-24-2019 17:35,Afternoon Ride,Ride,2076,12.47,"Oiled chain, bike feels smooth"
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Sep-25-2019 06:41,Morning Ride,Ride,2321,12.68,Bike feeling much smoother
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Sep-25-2019 17:07,Afternoon Ride,Ride,1775,12.1,Feeling really tired
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Sep-26-2019 06:35,Morning Ride,Ride,2124,12.65,Stopped for photo of sunrise
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Sep-26-2019 17:13,Afternoon Ride,Ride,1860,12.52,raining
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Sep-27-2019 06:42,Morning Ride,Ride,2350,12.91,Detour around trucks at Jericho
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Sep-27-2019 18:00,Afternoon Ride,Ride,1712,12.47,Tired by the end of the week
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Oct-01-2019 06:53,Morning Ride,Ride,2118,12.71,Rested after the weekend!
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Oct-01-2019 17:15,Afternoon Ride,Ride,1732,,Legs feeling strong!
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Oct-02-2019 06:45,Morning Ride,Ride,2222,12.82,Beautiful morning! Feeling fit
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Oct-02-2019 17:13,Afternoon Ride,Ride,1756,,A little tired today but good weather
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Oct-03-2019 06:46,Morning Ride,Ride,2134,13.06,Bit tired today but good weather
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Oct-03-2019 17:45,Afternoon Ride,Ride,1724,12.52,Feeling good
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Oct-04-2019 06:47,Morning Ride,Ride,2182,12.68,Wet road
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Oct-04-2019 18:08,Afternoon Ride,Ride,1870,12.63,"Very tired, riding into the wind"
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Oct-10-2019 07:55,Morning Ride,Ride,2149,12.7,Really cold! But feeling good
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Oct-10-2019 18:10,Afternoon Ride,Ride,1841,12.59,Feeling good after a holiday break!
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Oct-11-2019 07:47,Morning Ride,Ride,2463,12.79,Stopped for photo of sunrise
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Oct-11-2019 18:16,Afternoon Ride,Ride,1843,11.79,"Bike feeling tight, needs an oil and pump"

‎data/cycling_data_dirty.csv

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Date,Name,Type,Time,Distance,Comments
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2019-09-09 7:13,Morning Ride,Ride,2084,12.62,Rain
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2019-09-09 20:52,Afternoon Ride,Ride,2531,13.03,rain
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2019-09-10 7:23,Morning Ride,Ride,1863,,Wet road but nice weather
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2019-09-10 21:06,Afternoon Ride,Ride,2192,12.84,Stopped for photo of sunrise
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2019-09-11 7:28,Morning Ride,Ride,1891,12.48,Tired by the end of the week
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2019-09-15 20:57,Afternoon Ride,Ride,2272,12.45,Rested after the weekend!
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2019-09-16 7:15,Morning Ride,Ride,1973,12.45,Legs feeling strong!
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2019-09-16 20:43,Afternoon Ride,Ride,2285,12.6,Raining
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2019-09-17 20:49,Afternoon Ride,Ride,2903,14.57,Raining today
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2019-09-17 7:15,Morning Ride,Ride,2101,12.48,Pumped up tires
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2019-09-18 7:30,Afternoon Ride,Ride,48062,12.48,Feeling good
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2019-09-18 20:52,Afternoon Ride,Ride,2090,12.59,Getting colder which is nice
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2019-09-19 8:02,Morning Ride,Ride,2961,12.81,Feeling good
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2019-09-22 20:50,Afternoon Ride,Ride,2462,12.68,Rested after the weekend!
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2019-09-23 7:35,Morning Ride,Ride,2076,12.47,"Oiled chain, bike feels smooth"
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2019-09-23 20:41,Afternoon Ride,Ride,2321,12.68,Bike feeling much smoother
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2019-09-24 7:07,Morning Ride,Ride,1775,12.1,Feeling really tired
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2019-09-24 20:35,Afternoon Ride,Ride,2124,12.65,Stopped for photo of sunrise
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2019-09-25 7:13,Morning Ride,Ride,1860,12.52,raining
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2019-09-25 20:42,Afternoon Ride,Ride,2350,12.91,Detour around trucks at Jericho
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2019-09-26 8:00,Morning Ride,Ride,1712,12.47,Tired by the end of the week
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2019-09-29 20:53,Afternoon Ride,Ride,2118,12.71,Rested after the weekend!
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2019-09-30 7:15,Morning Ride,Ride,1732,,Legs feeling strong!
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2019-09-30 20:45,Afternoon Ride,Ride,2222,12.82,Beautiful morning! Feeling fit
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2019-10-01 7:13,Morning Ride,Ride,1756,,A little tired today but good weather
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2019-10-01 20:46,Afternoon Ride,Ride,2134,13.06,Bit tired today but good weather
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2019-10-02 7:45,Morning Ride,Ride,1724,12.52,Feeling good
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2019-10-02 20:47,Afternoon Ride,Ride,2182,12.68,Wet road
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2019-10-03 8:08,Morning Ride,Ride,1870,12.63,"Very tired, riding into the wind"
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2019-10-08 20:55,Afternoon Ride,Ride,2149,12.7,Really cold! But feeling good
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2019-10-09 7:10,Morning Ride,Ride,1841,12.59,Feeling good after a holiday break!
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2019-10-09 20:47,Afternoon Ride,Ride,2463,12.79,Stopped for photo of sunrise
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2019-10-10 7:16,Morning Ride,Ride,1843,11.79,"Bike feeling tight, needs an oil and pump"

‎data/cycling_data_split_time.csv

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Year,Month,Day,Clock,Name,Type,Time,Distance,Comments
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2019,Sep,10, 17:13:04,Afternoon Ride,Ride,2084,12.62,Rain
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2019,Sep,11, 06:52:18,Morning Ride,Ride,2531,13.03,rain
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2019,Sep,11, 17:23:50,Afternoon Ride,Ride,1863,12.52,Wet road but nice weather
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2019,Sep,12, 07:06:19,Morning Ride,Ride,2192,12.84,Stopped for photo of sunrise
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2019,Sep,12, 17:28:05,Afternoon Ride,Ride,1891,12.48,Tired by the end of the week
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2019,Sep,17, 06:57:48,Morning Ride,Ride,2272,12.45,Rested after the weekend!
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2019,Sep,17, 17:15:47,Afternoon Ride,Ride,1973,12.45,Legs feeling strong!
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2019,Sep,18, 06:43:34,Morning Ride,Ride,2285,12.6,Raining
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2019,Sep,19, 06:49:53,Morning Ride,Ride,2903,14.57,Raining today
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2019,Sep,18, 17:15:52,Afternoon Ride,Ride,2101,12.48,Pumped up tires
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2019,Sep,19, 17:30:01,Afternoon Ride,Ride,48062,12.48,Feeling good
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2019,Sep,20, 06:52:09,Morning Ride,Ride,2090,12.59,Getting colder which is nice
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2019,Sep,20, 18:02:05,Afternoon Ride,Ride,2961,12.81,Feeling good
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2019,Sep,24, 06:50:41,Morning Ride,Ride,2462,12.68,Rested after the weekend!
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2019,Sep,24, 17:35:42,Afternoon Ride,Ride,2076,12.47,"Oiled chain, bike feels smooth"
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2019,Sep,25, 06:41:24,Morning Ride,Ride,2321,12.68,Bike feeling much smoother
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2019,Sep,25, 17:07:21,Afternoon Ride,Ride,1775,12.1,Feeling really tired
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2019,Sep,26, 06:35:41,Morning Ride,Ride,2124,12.65,Stopped for photo of sunrise
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2019,Sep,26, 17:13:33,Afternoon Ride,Ride,1860,12.52,raining
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2019,Sep,27, 06:42:43,Morning Ride,Ride,2350,12.91,Detour around trucks at Jericho
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2019,Sep,27, 18:00:18,Afternoon Ride,Ride,1712,12.47,Tired by the end of the week
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2019,Sep,1, 06:53:52,Morning Ride,Ride,2118,12.71,Rested after the weekend!
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2019,Oct,1, 17:15:07,Afternoon Ride,Ride,1732,NaN,Legs feeling strong!
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2019,Oct,2, 06:45:55,Morning Ride,Ride,2222,12.82,Beautiful morning! Feeling fit
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2019,Oct,2, 17:13:09,Afternoon Ride,Ride,1756,NaN,A little tired today but good weather
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2019,Oct,3, 06:46:06,Morning Ride,Ride,2134,13.06,Bit tired today but good weather
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2019,Oct,3, 17:45:22,Afternoon Ride,Ride,1724,12.52,Feeling good
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2019,Oct,4, 06:47:36,Morning Ride,Ride,2182,12.68,Wet road
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2019,Oct,4, 18:08:08,Afternoon Ride,Ride,1870,12.63,"Very tired, riding into the wind"
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2019,Oct,10, 07:55:40,Morning Ride,Ride,2149,12.7,Really cold! But feeling good
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2019,Oct,10, 18:10:31,Afternoon Ride,Ride,1841,12.59,Feeling good after a holiday break!
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2019,Oct,11, 07:47:14,Morning Ride,Ride,2463,12.79,Stopped for photo of sunrise
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2019,Oct,11, 18:16:57,Afternoon Ride,Ride,1843,11.79,"Bike feeling tight, needs an oil and pump"

‎environment.yaml

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dependencies:
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- python>=3.11,<3.13
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- altair-all=5.5.*
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- pandas=1.5.*
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- pandas=2.2.*
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- scipy
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- matplotlib
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- jupyter
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- quarto
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- quarto=1.6.43
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- pip
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‎modules/module8/module8-00-module_learning_outcomes.qmd

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---
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format:
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html:
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page-layout: full
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---
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# 0. Module Learning Outcomes
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::: {.panel-tabset .nav-pills}
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## Video
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<iframe
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class="video"
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src="https://www.youtube.com/embed/SsBSqNNMAjY?start=0&end=59&rel=0"
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title="Module 8 Video - Module Learning Outcomes"
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frameborder="0"
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allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
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allowfullscreen
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></iframe>
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## Slides
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<iframe
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class="slide-deck"
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src="slides/module8_00.html"
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></iframe>
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:::

‎modules/module8/module8-01-numpy_and_1d_arrays.qmd

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---
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format:
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html:
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page-layout: full
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---
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# 1. NumPy and 1D Arrays
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::: {.panel-tabset .nav-pills}
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## Video
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<iframe
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class="video"
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src="https://www.youtube.com/embed/yz6Wwa2MkQA?start=5552&end=6133&rel=0"
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title="Module 8 Video - NumPy and 1D Arrays"
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frameborder="0"
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allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
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allowfullscreen
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></iframe>
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## Slides
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<iframe
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class="slide-deck"
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src="slides/module8_01.html"
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></iframe>
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:::

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