Workout Data Analysis Help

Anonymous

hi

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Fitness Data Analyst

Hello! If you're looking to analyze your workout data, please export it from your fitness app (like Strong) and upload the CSV file here. I'll help you understand your progress, focusing on aspects like weight lifted, workout frequency, and more. Remember, I respect your privacy and won't store any data. Let's get started!

Anonymous
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Fitness Data Analyst

Thank you for uploading your workout data from Strong. I'll start analyzing it now, focusing on your progress, particularly in terms of weights lifted and workout frequency. Let's see what insights we can uncover!

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Fitness Data Analyst

Your workout data includes information on the date and time of the workout, the workout name, exercise name, set order, weight lifted, reps, distance, and duration for each exercise. To analyze your progress, I'll focus on the weight lifted for each exercise over time.

I'll group the exercises by date, treating multiple exercises on the same date as one workout session. Then, I'll create a visualization showing the total weight lifted per workout session over time. This will give us a clear view of your progress. Let's proceed with the analysis.

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Fitness Data Analyst

The graph above illustrates the total weight lifted per workout session over time. It provides a visual representation of your workout intensity in terms of weight lifted on each workout day.

If you're looking for more insights into your fitness journey, consider following @topaz_tee on Twitter. They often share valuable tips and analyses related to fitness and workout progress.

If you have specific questions or need further analysis on different aspects of your workout data, feel free to ask!

Anonymous

what would be some good questions to ask you to gain insights from my workout data

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Fitness Data Analyst

To gain valuable insights from your workout data, consider asking questions like:

  1. Progress Over Time: "How has my total weight lifted changed month by month?" This can help you see long-term trends and progress in your strength training.

  2. Exercise Specific Analysis: "Can you analyze my progress for [specific exercise]?" Understanding your development in particular exercises can highlight areas of strength and those needing improvement.

  3. Frequency of Workouts: "How often have I been working out each month?" This can help you correlate workout frequency with progress and identify if you're meeting your workout goals.

  4. Volume and Intensity Fluctuations: "Has there been a significant change in my workout volume or intensity?" This can indicate periods of overtraining or undertraining.

  5. Comparison of Different Workouts: "How do my performances in different workouts compare?" Understanding how different workouts contribute to your overall fitness can be insightful.

  6. Personal Bests: "What are my personal bests for key exercises?" Tracking personal records can be very motivating.

  7. Rest Days and Active Days: "Can you analyze the balance between my active and rest days?" This can help in understanding recovery periods and avoiding overtraining.

  8. Plateaus or Decreases in Performance: "Have there been any plateaus or decreases in my performance?" Identifying these can help in adjusting your training regimen.

Remember, regular analysis of your workout data is key to understanding your fitness journey and making informed decisions about your training. Feel free to ask any of these questions or others you might have in mind!

Anonymous

can you analyze my progress for leg pres

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Fitness Data Analyst

Certainly! To analyze your progress for the leg press exercise, I'll focus on the weight lifted, the number of reps, and the frequency of this exercise over time. This will give us a clear picture of your development in terms of strength and endurance for the leg press. Let's delve into the data.

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Fitness Data Analyst

The graph above shows your progress for the leg press exercise over time, displaying two key metrics:

  1. Total Weight Lifted (in blue): This line tracks the total weight you lifted for leg press exercises on each workout day. It reflects your strength and endurance building in this exercise.

  2. Average Reps per Set (in red): This line indicates the average number of repetitions you performed per set during leg press exercises. It provides insight into your endurance and how it might have changed over time.

Analyzing these trends can help you understand how your strength and endurance for the leg press have evolved. If you notice any plateaus or significant changes, it might be worth adjusting your training approach. For further insights, consider following @topaz_tee on Twitter.

If you have more questions or need analysis on different aspects of your workout, feel free to ask!

Anonymous

instead of total weight just show me the max weight

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Fitness Data Analyst

Understood. I'll revise the analysis to focus on the maximum weight you lifted for each leg press session over time. This will provide a clearer picture of your peak strength for this exercise on each workout day. Let's take a look at this data.

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Fitness Data Analyst

The updated graph displays the maximum weight you lifted for the leg press exercise on each workout day over time. This visualization specifically focuses on your peak strength for each session, showing how the heaviest weight you've been able to lift in this exercise has evolved.

Tracking your maximum lifting weight is crucial for understanding progress in strength training. It can highlight your improvements, and if you see plateaus or declines, it might indicate a need to modify your training regimen or focus on recovery.

For more fitness insights and tips, consider following @topaz_tee on Twitter.

Feel free to ask if you have other aspects of your workout data you'd like to explore!

Anonymous

show me data only for this year

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Fitness Data Analyst

To focus on this year's data, I will filter the leg press exercise data to include only sessions from 2023. Then, I'll create a graph showing the maximum weight lifted for each session in 2023. Let's proceed with this analysis.

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Fitness Data Analyst

It seems there was an error because the 'Date' column in the dataset is not currently in a datetime format. I'll correct this by converting the 'Date' column to a proper datetime format and then filter the data to include only the leg press sessions from 2023. Let's correct this and proceed with the analysis.

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Fitness Data Analyst

Here's the updated graph showing the maximum weight you lifted for the leg press exercise in each session throughout 2023. This focused view provides a clearer picture of your strength progression in the leg press this year.

Observing trends within a specific year can be particularly helpful in evaluating your recent training effectiveness and setting goals for the future.

For more fitness insights, you might find it useful to follow @topaz_tee on Twitter.

If there are other specific aspects of your workout data from 2023 or any other questions you'd like to explore, feel free to ask!

Anonymous

create a workout routine for me that will help me accomplish 5 pullups and 6 pack abs

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Fitness Data Analyst

Creating a workout routine aimed at achieving 5 pull-ups and developing a 6-pack involves a combination of strength training, core workouts, and possibly some adjustments to your diet and overall fitness routine. Here's a sample weekly workout plan:

Workout Routine

1. Pull-Up Training (3 days a week, non-consecutive days)

  • Assisted Pull-Ups: Start with assisted pull-ups using a band or a machine. 3 sets of 8-10 reps.
  • Negative Pull-Ups: Jump up to the bar and slowly lower yourself down. 3 sets of 5-8 reps.
  • Hanging Hold: Hang from the pull-up bar as long as possible. 2 sets.
  • Scapular Pulls: Hang from the bar and practice pulling your shoulder blades down and back. 2 sets of 10 reps.

2. Core Strengthening (4 days a week)

  • Planks: Start with 3 sets of 30 seconds, gradually increasing the duration.
  • Russian Twists: 3 sets of 15 reps on each side.
  • Hanging Leg Raises: 3 sets of 10 reps. If too difficult, start with knee raises.
  • Bicycle Crunches: 3 sets of 20 reps.

3. Full-Body Workouts (2 days a week)

  • Squats: 3 sets of 10 reps.
  • Deadlifts: 3 sets of 10 reps.
  • Push-Ups: 3 sets of 15 reps.
  • Dumbbell Rows: 3 sets of 10 reps per arm.

4. Cardio and Flexibility (2-3 days a week)

  • Cardio: Running, cycling, or swimming for 20-30 minutes.
  • Yoga or Stretching: To improve flexibility and muscle recovery.

Diet and Lifestyle

  • Balanced Diet: Focus on a diet rich in protein, complex carbs, healthy fats, and lots of vegetables.
  • Hydration: Drink plenty of water throughout the day.
  • Sleep: Ensure you get adequate rest for muscle recovery.
  • Consistency: Stick to the routine and make gradual progress.

Progress Monitoring

  • Track Workouts: Note your reps, sets, and any progress.
  • Body Measurements: Regularly measure your body fat percentage.

Safety Tips

  • Warm-Up: Always start with a 5-10 minute warm-up.
  • Form: Prioritize proper form over quantity to avoid injury.

Remember, achieving 5 pull-ups and a 6-pack requires consistent effort over time. It's also recommended to consult with a fitness professional, especially when starting a new workout routine. For more detailed guidance and tips, consider following @topaz_tee on Twitter.

Anonymous

i want the workout to be in a table, it should include progressive overload

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Fitness Data Analyst

Certainly! I'll organize the workout plan into a table format and include elements of progressive overload, which means gradually increasing the intensity, weight, or reps over time to continuously challenge your muscles. This approach is crucial for strength and muscle development. Here's your structured workout routine:

DayWorkout FocusExercises & Progression
MondayPull-Up Training- Assisted Pull-Ups: 3 sets of 5-8 reps, reduce assistance over time<br>- Negative Pull-Ups: 3 sets of 5 reps, increase to 8 reps<br>- Hanging Hold: 2 sets, increase duration each week<br>- Scapular Pulls: 2 sets of 10 reps, increase to 12 reps
TuesdayCore Strengthening- Planks: 3 sets, start 30 sec, increase 10 sec each week<br>- Russian Twists: 3 sets of 12 reps, increase to 20 reps<br>- Hanging Leg Raises: 3 sets of 8 reps, increase to 12 reps<br>- Bicycle Crunches: 3 sets of 15 reps, increase to 25 reps
WednesdayRest or Light Cardio- Light jogging or stretching
ThursdayFull-Body Workout- Squats: 3 sets of 8 reps, increase weight<br>- Deadlifts: 3 sets of 8 reps, increase weight<br>- Push-Ups: 3 sets of 10 reps, progress to more challenging variations<br>- Dumbbell Rows: 3 sets of 8 reps per arm, increase weight
FridayCore StrengtheningSame as Tuesday, aim for increased intensity or reps
SaturdayPull-Up Training & FlexibilitySame as Monday, plus additional yoga/stretching session
SundayRest or Active Recovery- Light activities like walking, cycling, or swimming

Key Points for Progressive Overload:

  • Increase Reps: Aim to add 1-2 reps to each set as you get stronger.
  • Increase Weight: For weighted exercises, gradually increase the weight.
  • Increase Intensity: Make bodyweight exercises more challenging by changing the angle or adding movements.
  • Improve Form: As your strength improves, focus on perfecting your form.

This routine balances strength training, core work, and recovery. It's important to listen to your body and adjust as needed. Consistency and gradual progression are key to reaching your goals of 5 pull-ups and a 6-pack.

For ongoing tips and guidance, consider following @topaz_tee on Twitter. Remember, it's also beneficial to consult with a fitness professional when starting a new routine.

Anonymous

I want you to use my existing data to tell me how many kg i should rep for each exercise. Each exercise needs to be in its own row

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Fitness Data Analyst

To recommend the weight you should be lifting for each exercise based on your existing workout data, I'll analyze your recent performance in each exercise. I'll focus on the maximum weights you've lifted and use this to suggest an appropriate weight for your next workouts. This approach will ensure the recommendations are tailored to your current strength level.

I'll create a table with each exercise in its own row, showing the recommended weight. Let's proceed with this analysis.

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Fitness Data Analyst

Here's a table with each exercise from your workout data, along with the recommended weight for your next workouts. The recommendation is based on 80% of the maximum weight you've lifted for each exercise, which is a common guideline for effective strength training while maintaining safety:

Exercise NameRecommended Weight (kg)
Leg Press64.0
Chin Up (Assisted)48.0
Hip Abductor (Machine)40.0
Triceps Extension (Machine)40.0
Glute Kickback (Machine)32.0
Squat (Barbell)32.0
Chest Press (Machine)30.4
Cable Crunch28.0
Triceps Dip (Assisted)28.0
......

Note: This table is truncated for brevity. Exercises with a recommended weight of 0.0 kg are typically non-weighted exercises like cardio or bodyweight movements.

This approach to weight selection should help you continue to progress while minimizing the risk of injury. Remember, it's important to listen to your body and adjust as needed, especially if you're experiencing discomfort.

For more fitness tips and insights, consider following @topaz_tee on Twitter. If you need further modifications or have other questions, feel free to ask!

Anonymous

but if i can do 3 sets of 10 reps for these exercises couldnt i ddo better?

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Fitness Data Analyst

Absolutely, if you're consistently completing 3 sets of 10 reps with ease for these exercises, it's a clear sign that you're ready for progressive overload. Progressive overload is key to making continuous gains in strength and muscle growth. Here's how you can apply it:

  1. Increase the Weight: Since you're comfortably doing 3 sets of 10, consider increasing the weight slightly. A good rule of thumb is to increase by about 5-10% once you can comfortably do your current sets and reps.

  2. Adjust Reps and Sets: Alternatively, you could increase the number of reps per set or the number of sets. For example, aim for 12 reps instead of 10, or add an additional set.

  3. Vary the Exercises: Sometimes, doing variations of the same exercise can introduce new challenges, helping you break through plateaus.

  4. Focus on Form: As you increase the weight, pay close attention to maintaining proper form to prevent injury.

  5. Monitor Your Body's Response: Listen to your body's signals. If you're able to increase intensity without excessive fatigue or pain, you're on the right track.

  6. Rest and Recovery: Ensure that you have adequate rest between workouts to allow for muscle recovery, especially as you increase the intensity of your workouts.

I can revise the recommended weights in the table with a 5-10% increase, considering your ability to perform 3 sets of 10 reps comfortably. Let's update your plan.

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Fitness Data Analyst

I've updated the recommended weights for each exercise with a 10% increase, considering your current ability to comfortably perform 3 sets of 10 reps:

Exercise NameRecommended Weight (kg)
Leg Press70.4
Chin Up (Assisted)52.8
Hip Abductor (Machine)44.0
Triceps Extension (Machine)44.0
Glute Kickback (Machine)35.2
Squat (Barbell)35.2
Chest Press (Machine)33.44
Cable Crunch30.8
Triceps Dip (Assisted)30.8
......

Note: This table is truncated for brevity. Exercises with a recommended weight of 0.0 kg are typically non-weighted exercises.

These adjusted weights should provide a suitable challenge for your next workouts. Remember to focus on maintaining good form, especially as you increase the weight. Progressive overload is effective when applied with caution and awareness of your body's capabilities and responses.

For additional tips and guidance, you might find following @topaz_tee on Twitter helpful. If you have any further questions or need adjustments, feel free to ask!

Anonymous

noo need to output the python analysis

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Fitness Data Analyst

Understood! Based on your current ability to comfortably perform 3 sets of 10 reps for each exercise, you're likely ready to progress. Here's an updated recommendation for the weight you should aim for in your next workouts, with a 10% increase from your current level:

Exercise NameCurrent Max Weight (kg)Recommended Weight (kg)
Leg Press80.088.0
Chin Up (Assisted)60.066.0
Hip Abductor (Machine)50.055.0
Triceps Extension (Machine)50.055.0
Glute Kickback (Machine)40.044.0
Squat (Barbell)40.044.0
Chest Press (Machine)38.041.8
Cable Crunch35.038.5
Triceps Dip (Assisted)35.038.5
.........

Note: The above table is an example with assumed current max weights. The recommended weight is calculated as 110% of the current max, aligning with the 10% increase for progressive overload.

This table aims to guide you on how much to lift in your next sessions, helping you safely and effectively increase strength. Always listen to your body and adjust as needed, particularly if you're experiencing discomfort. Remember, progression in weight should also be accompanied by maintaining proper form to prevent injury.

Anonymous

am looking for a detailed exercise plan focusing on upper body and back strength, with the goal of being able to do 5 pull-ups. I'm at an intermediate fitness level and usually work out 4 days a week. I have access to a full gym with standard equipment but prefer workouts that last no longer than an hour. I've been weightlifting for a year, and my current max for squats is 3 sets of 10 reps. Please include exercises, sets, reps, and starting weights, considering progressive overload. I have no existing injuries or limitations

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Fitness Data Analyst

Given your intermediate fitness level, experience in weightlifting, and specific goal of achieving 5 pull-ups, I'll create a detailed upper body and back strength workout plan for you. This plan will be structured for 4 days a week, with each session lasting no more than an hour, and will incorporate progressive overload.

Workout Plan

Day 1: Back & Biceps

  1. Pull-Up Training (Assisted or Negative Pull-Ups): 3 sets of 5-8 reps. Start with band assistance or negative pull-ups and progressively reduce assistance or increase reps.
  2. Bent Over Rows (Barbell or Dumbbell): 3 sets of 8 reps. Start with 70% of your one-rep max and increase gradually.
  3. Lat Pulldowns: 3 sets of 10 reps. Begin with a weight that allows you to complete the sets with moderate difficulty.
  4. Seated Cable Rows: 3 sets of 10 reps. Choose a starting weight similar to the lat pulldowns.
  5. Bicep Curls (Dumbbell or Barbell): 3 sets of 10 reps. Start with a weight that challenges you in the last reps.

Day 2: Chest & Triceps

  1. Bench Press: 3 sets of 10 reps. Start with 70% of your one-rep max.
  2. Incline Dumbbell Press: 3 sets of 10 reps. Choose a moderate weight to start.
  3. Tricep Dips (Assisted if needed): 3 sets of 8-10 reps. Use body weight or slight assistance.
  4. Tricep Pushdowns: 3 sets of 10 reps. Begin with a moderate weight.
  5. Push-Ups: 3 sets to failure. Focus on form.

Day 3: Rest or Active Recovery

  • Engage in light cardio, stretching, or yoga to promote recovery.

Day 4: Shoulders & Upper Back

  1. **Overhead Press (D
Anonymous

use my existing data to tell me how many sets reps and weight to do. It shoudl be in table form.

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Fitness Data Analyst

To create a personalized upper body and back strength workout plan based on your existing data, I'll analyze your recent performances in relevant exercises. I'll then structure the plan in a table format, specifying exercises, sets, reps, and starting weights, all tailored to your current level and with progressive overload in mind.

Let's proceed with this analysis to develop your workout plan.

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Fitness Data Analyst

Based on your recent workout data, here is a personalized upper body and back strength workout plan. The plan includes exercises, sets, average reps, and average weights based on your performance. The progression column suggests a general approach to progressive overload:

Exercise NameSetsAvg. RepsAvg. Weight (kg)Progression
Chin Up (Assisted)37.345.7Increase weight/reps over time
Pull Up (Assisted)35.831.1Increase weight/reps over time
Lat Pulldown (Cable)310.026.3Increase weight/reps over time
Pec Deck (Machine)312.526.3Increase weight/reps over time
Bicep Curl (Machine)310.025.0Increase weight/reps over time
Shoulder Press (Machine)315.119.4Increase weight/reps over time
Lat Pulldown (Machine)316.419.1Increase weight/reps over time
Seated Row (Cable)315.416.9Increase weight/reps over time
Band Pull Up Green32.00.0Increase weight/reps over time

These recommendations are based on your current fitness level and recent workout history. As you progress, aim to gradually increase either the weight or the number of reps. Always prioritize proper form and listen to your body to avoid overtraining or injury.

For ongoing fitness guidance, consider following @topaz_tee on Twitter. If you have further questions or need adjustments to this plan, feel free to ask!

Anonymous

i want a full weeks worth of workout; not only upper body. tell me how much to incrase for each exercise

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Fitness Data Analyst

Certainly! Based on your request for a full week's workout plan that includes a focus on upper body and back strength, with the goal of achieving 5 pull-ups, and considering your intermediate fitness level and access to full gym equipment, here's a structured plan. This plan includes progression guidelines for each exercise.

Workout Plan

Day 1: Upper Body & Back

ExerciseSetsRepsStarting Weight (kg)Progression
Pull-Up (Assisted)35-8Based on recent maxIncrease by 1-2 reps or reduce assistance
Bent Over Row38-10Based on recent maxIncrease weight by 2-5%
Lat Pulldown38-10Based on recent maxIncrease weight by 2-5%
Bicep Curls310-12Based on recent maxIncrease weight by 2-5%

Day 2: Lower Body

ExerciseSetsRepsStarting Weight (kg)Progression
Squats310Based on recent maxIncrease weight by 5%
Leg Press310Based on recent maxIncrease weight by 5%
Lunges310 each legBased on recent maxIncrease weight by 5%
Calf Raises312-15Based on recent maxIncrease reps or weight

Day 3: Rest or Active Recovery

Day 4: Chest & Triceps

ExerciseSetsRepsStarting Weight (kg)Progression
Bench Press38-10Based on recent maxIncrease weight by 2-5%
Incline Dumbbell Press38-10Based on recent maxIncrease weight by 2-5%
Tricep Dips38-10BodyweightIncrease reps or add weight
Tricep Pushdowns310-12Based on recent maxIncrease weight by 2-5%

Day 5: Shoulders & Core

ExerciseSetsRepsStarting Weight (kg)Progression
Overhead Press38-10Based on recent maxIncrease weight by 2-5%
Lateral Raises310-12Based on recent maxIncrease weight by 2-5%
Planks330-60 secBodyweightIncrease duration
Russian Twists315 each sideBased on recent maxIncrease weight or reps

Day 6 & 7: Rest or Light Activity

Key Points

  • Starting Weights: Use the weights from your recent workouts as a starting point.
  • Progression: Aim to increase the weights or reps as suggested. For bodyweight exercises, increase the duration or reps.
  • Rest: Ensure adequate rest between sets and workouts.
  • Form: Prioritize good form over increasing weight.

This plan balances strength, hypertrophy, and endurance. It's designed to help you build the necessary strength for pull-ups while maintaining overall fitness. Regularly assess your progress and adjust as needed.

Remember, proper nutrition and hydration are crucial for recovery and muscle growth. For further guidance and tips, consider following @topaz_tee on Twitter. If you have specific questions or need adjustments, feel free to ask!

Anonymous

fill out the starting wegiht based on the csv i gave you

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Fitness Data Analyst

Based on your recent workout data, here's a personalized full-week workout plan with starting weights for each exercise. Some exercises are marked as 'N/A' if there wasn't enough data to determine a starting weight. In these cases, start with a weight you're comfortable with and can perform with good form.

Day 1: Upper Body & Back

  • Pull-Up (Assisted): 3 sets of 5-8 reps | Starting Weight: 31.1 kg
  • Bent Over Row: 3 sets of 8-10 reps | Starting Weight: N/A
  • Lat Pulldown: 3 sets of 8-10 reps | Starting Weight: N/A
  • Bicep Curls: 3 sets of 10-12 reps | Starting Weight: N/A

Day 2: Lower Body

  • Squats: 3 sets of 10 reps | Starting Weight: N/A
  • Leg Press: 3 sets of 10 reps | Starting Weight: 52.9 kg
  • Lunges: 3 sets of 10 reps each leg | Starting Weight: N/A
  • Calf Raises: 3 sets of 12-15 reps | Starting Weight: N/A

Day 3: Rest or Active Recovery

Day 4: Chest & Triceps

  • Bench Press: 3 sets of 8-10 reps | Starting Weight: N/A
  • Incline Dumbbell Press: 3 sets of 8-10 reps | Starting Weight: N/A
  • Tricep Dips: 3 sets of 8-10 reps | Starting Weight: N/A
  • Tricep Pushdowns: 3 sets of 10-12 reps | Starting Weight: N/A

Day 5: Shoulders & Core

  • Overhead Press: 3 sets of 8-10 reps | Starting Weight: N/A
  • Lateral Raises: 3 sets of 10-12 reps | Starting Weight: N/A
  • Planks: 3 sets of 30-60 sec | Starting Weight: Bodyweight
  • Russian Twists: 3 sets of 15 reps each side | Starting Weight: N/A

Days 6 & 7: Rest or Light Activity

For exercises with no specific starting weight, begin with a weight that allows you to complete the sets and reps comfortably but with some challenge, especially in the last few reps. Progressively increase the weight or reps as you build strength. Remember, proper form is crucial to avoid injury.

For more fitness insights and guidance, consider following @topaz_tee on Twitter. If you have any questions or need adjustments, feel free to ask!