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Probability and Statistics EBook
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This is an Internet-based probability and statistics E-Book. The materials, tools and demonstrations presented in this E-Book would be very useful for advanced-placement (AP) statistics educational curriculum. The E-Book is initially developed by the UCLA Statistics Online Computational Resource (SOCR). However, all statistics instructors, researchers and educators are encouraged to contribute to this project and improve the content of these learning materials.
There are 4 novel features of this specific Statistics EBook. It is community-built, completely open-access (in terms of use and contributions), blends information technology, scientific techniques and modern pedagogical concepts, and is multilingual.

Subject:
Mathematics
Statistics and Probability
Material Type:
Textbook
Provider:
UCLA
Provider Set:
Statistics Online Computational Resource
Date Added:
01/01/2007
Problem set: Constructing metamorphic phase diagrams using phase equilibria and the Clausius-Clapeyron equation
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In this problem set students construct a P-T phase diagram for the aluminosilicate polymorphs based on experimental phase equilibria and application of the Clausius-Clapeyron equation. The problem set uses unit cell volume, molar entropy, and phase equilibrium data culled from the primary literature. It leads students through the exercise in step-by-step fashion starting with a brief explanation of the Clausius-Clapeyron equation. The main goals are to help students understand how thermodynamics can be useful for solving real geologic problems, to provide some insights into the nature and construction of P-T phase diagrams, and to provide experience in dealing quantitatively with real data.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Life Science
Mathematics
Measurement and Data
Physical Science
Physics
Statistics and Probability
Material Type:
Activity/Lab
Data Set
Lesson Plan
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
09/06/2020
Properties of Rhyolite Magma
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CC BY-NC-SA
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Students have to determine the dimensions of a Quaternary rhyolite flow from a topographic map, employ a mineral thermometer to establish magma temperature, calculate density of the magma from its chemical composition, and use the Jeffreys equation relating flow velocity and viscosity.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Data Set
Lesson Plan
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
09/05/2019
Quantifying Groundwater Baseflow and Improving Math Skills through a Stream-Discharge Exercise
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CC BY-NC-SA
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In week one of the exercise students determine stream discharge by doing some tedious, but simple hand calculations using data sets provided by the instructor. The following week is designed to be more hands-on. Here, they collect their own field data and create a spreadsheet to perform the calculations more efficiently and accurately. By collecting the data themselves, students gain a more thorough understanding of how stream discharge is both measured and computed; they also learn how the results can be used to determine groundwater baseflow. The fact they do hand calculations prior to creating the spreadsheet helps build their math skills and reduces the "black-box" effect that often develops when using software for data analysis. Students also gain valuable experience creating spreadsheets and learn how this tool can be used to perform repetitive computations more efficiently and with less error. Finally, this exercise asks students to consider the accuracy of their replicate field measurements through a series of questions related to their standard deviation and percent error calculations.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Earth and Space Science
Hydrology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
08/27/2020
Quantitative Classroom Exercises
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CC BY-NC-SA
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The four exercises give students an opportunity to use their knowledge of graphs, algebra, and maps to solve simple geological problems.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Agriculture
Agriculture and Natural Resources
Biology
Earth and Space Science
Geology
Hydrology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Author:
Steven Schafersman
Date Added:
08/11/2019
Question of the Day: ANWR Drilling Policy
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CC BY-NC-SA
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Students analyze the interplay between science and politics on the issue of drilling for oil in the Arctic National Wildlife Refuge.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Earth and Space Science
Geology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
10/17/2019
Race and Space
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CC BY-NC-SA
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This assignment exposes students to racial inequalities in their own communities and helps them to identify the impact of racial segregation on quality of life. The big ideas in this assignment are racial inequality, residential segregation, and environmental justice.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Agriculture and Natural Resources
Biology
Communication
Composition and Rhetoric
English Language Arts
Environmental Studies
Life Science
Mathematics
Measurement and Data
Social Science
Sociology
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
11/19/2021
Radioactive Decay and Geochronology
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CC BY-NC-SA
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Students create a STELLA model of the radioactive decay process.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Interactive
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
09/03/2020
Radiocarbon dating project
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CC BY-NC-SA
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Groups of 3-4 students work in parallel on different radiocarbon data sets in this project assignment; the content described here would comprise one group data set including a brief descriptive statement and bibliographic reference, raw data including errors, background lecture notes, and an example final poster presentation.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Applied Science
Biology
Communication
Computer, Networking and Telecommunications Systems
Earth and Space Science
English Language Arts
Environmental Science
Geology
Information Science
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Lesson Plan
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
08/20/2020
Radiometric Dating
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CC BY-NC-SA
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This activity leads students through derivations of the equations associated with radiometric dating.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Earth and Space Science
Geology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
01/14/2020
Rainfall and Elevation: A Charting and Critical Thinking Exercise
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CC BY-NC-SA
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This Computer Technology lab is designed to engage students in the process of organizing and presenting data in a visual way so that they can then summarize in writing their conclusions about the relationships between the data.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Communication
Composition and Rhetoric
English Language Arts
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
12/14/2019
Rational Method
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CC BY-NC-SA
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This unit applies a spreadsheet, based on the storm water hydrograph modeling module, that applies the widely utilized Rational Method to estimate hydrographs and flooding for urban watersheds. The specific structure of the model is based on assumptions encoded for Maricopa County, Arizona, which is an urbanized area in the Desert Southwest of the USA, so the model is directly applicable to any similar climate. The model is broadly applicable to urban watersheds anywhere in the world, if appropriate adjustments are made to model parameters and if the necessary input data can be obtained. This model is designed to be utilized in parallel with a modeling guide by the same authors and alongside conceptual instruction in the hydrological concepts of rainfall and runoff processes in undergraduate classrooms. Hydrology and/or computational learning outcomes are assessed using a validated pre/post assessment instrument included with the unit.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
11/26/2019
Rb-Sr isotope in-class exercise
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CC BY-NC-SA
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This set of problems involves calculations of changes in radiogenic isotope ratios. It requires students to understand the concept of an isochron and how isotope ratios change (or do not change) during magma mixing and crystal fractionation.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Chemistry
Life Science
Mathematics
Measurement and Data
Physical Science
Physics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
09/05/2019
Reading Topographic Maps and Calculating Map Scale
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CC BY-NC-SA
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Use a topographic map to deliniate a watershed, draw a map bar scale, and calculate a map ratio scale.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Lesson Plan
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
08/14/2019
Reagents, Compositions, Weight Loss
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This is a short experimental study of what happens to aluminum hydroxide, silicic acid, magnesium oxide, and calcium carbonate (or reagents of instructors choice) when they are heated to 110 and 1200 degrees.

Students determine the formula and calculate the mole percent and weight percent of each element and oxide in each reagent.
They heat the samples and calculate percentage weight loss or gain.
Finally, they write a lab report summarizing their results.

Be sure to have students save their samples for later use in a lab that introduces X-ray diffraction.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Chemistry
Mathematics
Measurement and Data
Physical Science
Physics
Statistics and Probability
Material Type:
Activity/Lab
Homework/Assignment
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
09/07/2020
Really Ancient Fossils STEM Kit
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CC BY-NC-SA
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Really Ancient Fossils STEM Kit. The Natural Sciences Education & Outreach Center collaborates with CSU faculty, National Parks and citizen science programs to translate their current scientific research into unique STEM experiences for students in the form of Educational Kits that can be checked out. Each kit contains just about all of the materials needed (minus common things like water and paper towels) to explore some really interesting scientific research topics.The kits are available for teachers and informal educators in Colorado to check out for a duration of a week by submitting either a local pickup form or a delivery form available at the linked website. Due to the extreme weight of the sand used in this Kit, local pickup is the only option. This kit is provided free for educational use. This kit is also available in Spanish.

Subject:
Astronomy
Atmospheric Science
Biology
Botany
Career and Technical Education
Chemistry
Computer, Networking and Telecommunications Systems
Earth and Space Science
Ecology
Genetics
Geology
Geoscience
Information Science
Life Science
Mathematics
Measurement and Data
Numbers and Operations
Oceanography
Paleontology
Physical Geography
Physical Science
Physics
Ratios and Proportions
Statistics and Probability
Zoology
Material Type:
Activity/Lab
Case Study
Diagram/Illustration
Interactive
Lesson
Lesson Plan
Primary Source
Reading
Simulation
Student Guide
Unit of Study
Provider:
Colorado State University
Provider Set:
CSU Natural Sciences Education & Outreach Center
Date Added:
02/06/2023
Reasons for the Seasons
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CC BY-NC-SA
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The inquiry method and meteorological and astronomical online data can be used to elicit the inconsistencies of students' na��ve ideas about the "real" reasons for the seasons. The first phase of this two-part investigation uses online meteorological data to identify factors that might explain differences of seasonal temperatures among cities These factors are used to hypothesize why differences of seasonal temperatures occur among cities. During the second phase, the variables and hypotheses that were previously identified in part one are used to design and conduct an inquiry-oriented investigation. Astronomical data is used as part of the investigation to "test" students' hypotheses -- conclusions are drawn then communicated.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Applied Science
Biology
Environmental Science
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
08/09/2019
Reasons for the Seasons: Lesson 3 Digging Deeper, Unit 4 Agriculture and the Seasons, DIGS AmeriCorps Curriculum CSU
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Reasons for the Seasons. This is the Lesson 3 Digging Deeper activity, from Unit 4 Agriculture and the Seasons, from the DIGS (Developing Individuals, Growing Stewards) AmeriCorps Curriculum from CSU. The curriculum focuses on introducing students in grades 3-5 to Colorado agriculture, industry and environmental issues. The curriculum is matched to State Standards 2021. The curriculum upon request. Visit: https://engagement.colostate.edu/programs-old/developing-individuals-growing-stewards/

Subject:
Agriculture
Agriculture and Natural Resources
Agriculture, Natural Resources and Energy
Applied Science
Astronomy
Atmospheric Science
Career and Technical Education
Chemistry
Cooking, Food Science and Safety
Culinary Arts
Cultural Geography
Earth and Space Science
Environmental Science
Environmental Studies
Family and Consumer Science
Hospitality, Tourism and Social Service Careers
Mathematics
Measurement and Data
Physical Geography
Physical Science
STEAM
Social Science
Statistics and Probability
Material Type:
Activity/Lab
Data Set
Lesson
Lesson Plan
Provider:
CSU Extension Office
Provider Set:
AmeriCorps
Date Added:
02/24/2023
Red Beans and Rice: Slope failure experimental modeling
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CC BY-NC-SA
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In this activity, students replicate the slope failure experiment
presented by Densmore et al. (1997) in the journal Science. They are given the original article and the slope failure apparatus (along with all associated materials) and then they need to figure out how to replicate the experiment. Once they have completed an experimental run of sufficient length, they compile and analyze their data and compare it to the article's results.

After completing this portion of the lab, the students read the discussion and reply (Aalto et al., 1998; Densmore et al., 1998) and critically evaluate they results of the experiment and its applicability to the real world and landscape evolution.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
09/06/2020