Essential Statistical Skills for Energy and Environmental Technology Research

class: center, middle, inverse, title-slide

.title[
# Essential Statistical Skills for Energy and Environmental Technology Research
]
.subtitle[
## Workshop for the Faculty of Technology, University of Sri Jayewardenepura
]
.author[
### Dr Thiyanga S. Talagala
]
.date[
### August 23, 2024
]

---

## Essential Statistical Skills

1. Statistical software and programming skills

2. Data wrangling skills

3. Data visualization skills

4. Design and analysis of experiments

4. Statistical modelling skills

5. Machine learning skills

6. Communication skills

---
class: titled, middle

## We have AI and ChatGPT.

## We don't need these skills anymore.

---
class: titled, middle

## ~~We have AI and ChatGPT~~.

## ~~We don't need these skills anymore~~.

# AI-based tools are powerful, but it is most effective **when used in combination with human expertise.**

---
class: titled, middle

## ~~We have AI and ChatGPT~~.

## ~~We don't need these skills anymore~~.

##  AI-based tools are powerful, but it is most effective **when used in combination with human expertise.**

- **Improve prompt engineering:** Knowing the underlying concepts helps in framing better questions and guiding AI to give accurate and relevant outputs

- **Evaluate AI-generated outputs:**  To critically assess whether AI-generated results are valid and make sense for your problem

---
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# Example 1

---
.pull-left[
Determine **which natural seed (Species A, B, or C) is most effective in reducing turbidity** in water samples.

- The tests were carried out, using artificial turbid
water with conventional jar test apparatus.

> Response variable = Turbidity Reduction Efficiency (TRE %)

]

.pull-right[

![](experiment.png)
]

---

.pull-left[

## Data

|Tratment | TRE|
|:--------|---:|
|A        |  10|
|B        |  55|
|C        |  80|

- Statistical conclusions cannot be drawn based on one replicate.

]

.pull-right[

![](experiment.png)

]

---

.pull-left[

- Independent Variable (Treatment): Type of natural seed added to the water.

- Treatment A: Seed A
    - Treatment B: Seed B
    - Treatment C: Seed C

- Dependent Variable: Turbidity Reduction Efficiency

- Randomization

- Replication

]

.pull-right[

![](image2.png)
]

---

## Completely Randomized Design (CRD)

.pull-left[

![](image2.png)

]

---

##  Common Experimental Designs

.pull-left[

- Completely Randomized Design (CRD)

- Randomized Complete Block Design (RCBD)

- Latin Square Design

- Factorial Design

- Split-Plot Design

- Nested Design

]

---

class: inverse, center, middle

# Example 2

---

## Chicago River: Water Quality Monitoring

.pull-left[

![](image4.jpg)

]

.pull-right[

![](image5.jpg)
]

- Measure the pH level of water at a specific location daily at 10 PM over a two-year period.

---
.pull-left[
<table class="table table-striped" style="font-size: 14px; color: black; width: auto !important; margin-left: auto; margin-right: auto;">
<caption style="font-size: initial !important;">pH Data</caption>
 <thead>
  <tr>
   <th style="text-align:center;"> Date </th>
   <th style="text-align:center;"> pH </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.08 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-02 </td>
   <td style="text-align:center;width: 3cm; "> 8.08 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.32 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-04 </td>
   <td style="text-align:center;width: 3cm; "> 8.27 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-05 </td>
   <td style="text-align:center;width: 3cm; "> 8.38 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-06 </td>
   <td style="text-align:center;width: 3cm; "> 6.59 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.56 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.60 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-11 </td>
   <td style="text-align:center;width: 3cm; "> 8.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.86 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.65 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-15 </td>
   <td style="text-align:center;width: 3cm; "> 6.71 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-16 </td>
   <td style="text-align:center;width: 3cm; "> 8.30 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-17 </td>
   <td style="text-align:center;width: 3cm; "> 6.99 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-18 </td>
   <td style="text-align:center;width: 3cm; "> 6.58 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.16 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-20 </td>
   <td style="text-align:center;width: 3cm; "> 8.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-21 </td>
   <td style="text-align:center;width: 3cm; "> 8.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.89 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.78 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-24 </td>
   <td style="text-align:center;width: 3cm; "> 8.49 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.81 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.92 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.59 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-28 </td>
   <td style="text-align:center;width: 3cm; "> 7.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-29 </td>
   <td style="text-align:center;width: 3cm; "> 7.08 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-30 </td>
   <td style="text-align:center;width: 3cm; "> 6.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-01-31 </td>
   <td style="text-align:center;width: 3cm; "> 8.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-01 </td>
   <td style="text-align:center;width: 3cm; "> 8.30 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.88 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-03 </td>
   <td style="text-align:center;width: 3cm; "> 8.09 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-04 </td>
   <td style="text-align:center;width: 3cm; "> 6.55 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.02 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-07 </td>
   <td style="text-align:center;width: 3cm; "> 6.93 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-09 </td>
   <td style="text-align:center;width: 3cm; "> 6.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-10 </td>
   <td style="text-align:center;width: 3cm; "> 6.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.24 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-14 </td>
   <td style="text-align:center;width: 3cm; "> 6.80 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-15 </td>
   <td style="text-align:center;width: 3cm; "> 6.78 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-16 </td>
   <td style="text-align:center;width: 3cm; "> 6.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.03 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-19 </td>
   <td style="text-align:center;width: 3cm; "> 8.22 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-20 </td>
   <td style="text-align:center;width: 3cm; "> 6.59 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.38 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-22 </td>
   <td style="text-align:center;width: 3cm; "> 8.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-23 </td>
   <td style="text-align:center;width: 3cm; "> 6.74 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.62 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-25 </td>
   <td style="text-align:center;width: 3cm; "> 6.91 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-26 </td>
   <td style="text-align:center;width: 3cm; "> 6.76 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-27 </td>
   <td style="text-align:center;width: 3cm; "> 8.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-02-28 </td>
   <td style="text-align:center;width: 3cm; "> 8.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.25 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.83 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-03 </td>
   <td style="text-align:center;width: 3cm; "> 6.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.27 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.05 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.13 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.40 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-09 </td>
   <td style="text-align:center;width: 3cm; "> 8.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-10 </td>
   <td style="text-align:center;width: 3cm; "> 8.09 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.38 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-12 </td>
   <td style="text-align:center;width: 3cm; "> 8.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.76 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.92 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-15 </td>
   <td style="text-align:center;width: 3cm; "> 6.50 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.45 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-17 </td>
   <td style="text-align:center;width: 3cm; "> 6.94 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.26 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.73 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.20 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-21 </td>
   <td style="text-align:center;width: 3cm; "> 6.72 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-22 </td>
   <td style="text-align:center;width: 3cm; "> 6.99 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.34 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-25 </td>
   <td style="text-align:center;width: 3cm; "> 8.08 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-26 </td>
   <td style="text-align:center;width: 3cm; "> 6.71 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.37 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-28 </td>
   <td style="text-align:center;width: 3cm; "> 8.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-29 </td>
   <td style="text-align:center;width: 3cm; "> 8.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-30 </td>
   <td style="text-align:center;width: 3cm; "> 8.27 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-03-31 </td>
   <td style="text-align:center;width: 3cm; "> 6.85 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-01 </td>
   <td style="text-align:center;width: 3cm; "> 6.76 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.81 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.19 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.81 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-06 </td>
   <td style="text-align:center;width: 3cm; "> 6.88 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-07 </td>
   <td style="text-align:center;width: 3cm; "> 8.06 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-08 </td>
   <td style="text-align:center;width: 3cm; "> 6.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.52 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.70 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.17 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.48 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-14 </td>
   <td style="text-align:center;width: 3cm; "> 8.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-16 </td>
   <td style="text-align:center;width: 3cm; "> 8.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-17 </td>
   <td style="text-align:center;width: 3cm; "> 8.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.72 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.32 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-20 </td>
   <td style="text-align:center;width: 3cm; "> 6.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-21 </td>
   <td style="text-align:center;width: 3cm; "> 8.37 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-23 </td>
   <td style="text-align:center;width: 3cm; "> 6.62 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-24 </td>
   <td style="text-align:center;width: 3cm; "> 8.40 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.94 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-26 </td>
   <td style="text-align:center;width: 3cm; "> 6.78 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.60 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-28 </td>
   <td style="text-align:center;width: 3cm; "> 8.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-29 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-04-30 </td>
   <td style="text-align:center;width: 3cm; "> 7.31 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.80 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-04 </td>
   <td style="text-align:center;width: 3cm; "> 6.94 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.24 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-07 </td>
   <td style="text-align:center;width: 3cm; "> 6.81 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-08 </td>
   <td style="text-align:center;width: 3cm; "> 6.68 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-09 </td>
   <td style="text-align:center;width: 3cm; "> 6.78 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.88 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.74 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-12 </td>
   <td style="text-align:center;width: 3cm; "> 8.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.85 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.82 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-17 </td>
   <td style="text-align:center;width: 3cm; "> 8.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-18 </td>
   <td style="text-align:center;width: 3cm; "> 8.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-19 </td>
   <td style="text-align:center;width: 3cm; "> 8.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.38 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.32 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-23 </td>
   <td style="text-align:center;width: 3cm; "> 6.52 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-24 </td>
   <td style="text-align:center;width: 3cm; "> 6.87 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-25 </td>
   <td style="text-align:center;width: 3cm; "> 8.19 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-26 </td>
   <td style="text-align:center;width: 3cm; "> 6.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-27 </td>
   <td style="text-align:center;width: 3cm; "> 6.98 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-28 </td>
   <td style="text-align:center;width: 3cm; "> 6.65 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-29 </td>
   <td style="text-align:center;width: 3cm; "> 6.99 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-30 </td>
   <td style="text-align:center;width: 3cm; "> 7.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-05-31 </td>
   <td style="text-align:center;width: 3cm; "> 8.19 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.50 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-03 </td>
   <td style="text-align:center;width: 3cm; "> 6.99 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-04 </td>
   <td style="text-align:center;width: 3cm; "> 6.72 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-06 </td>
   <td style="text-align:center;width: 3cm; "> 7.64 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-07 </td>
   <td style="text-align:center;width: 3cm; "> 6.93 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.39 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-09 </td>
   <td style="text-align:center;width: 3cm; "> 6.94 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.50 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.80 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.25 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.57 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.98 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-17 </td>
   <td style="text-align:center;width: 3cm; "> 6.94 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.03 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.76 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-21 </td>
   <td style="text-align:center;width: 3cm; "> 6.87 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-22 </td>
   <td style="text-align:center;width: 3cm; "> 8.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.99 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.74 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.24 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.56 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-28 </td>
   <td style="text-align:center;width: 3cm; "> 8.25 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-29 </td>
   <td style="text-align:center;width: 3cm; "> 7.66 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-06-30 </td>
   <td style="text-align:center;width: 3cm; "> 8.18 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.92 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.03 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-06 </td>
   <td style="text-align:center;width: 3cm; "> 7.03 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.63 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-09 </td>
   <td style="text-align:center;width: 3cm; "> 8.30 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.05 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-12 </td>
   <td style="text-align:center;width: 3cm; "> 8.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.74 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-14 </td>
   <td style="text-align:center;width: 3cm; "> 8.37 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.31 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.82 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-18 </td>
   <td style="text-align:center;width: 3cm; "> 6.80 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.65 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-20 </td>
   <td style="text-align:center;width: 3cm; "> 6.98 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-21 </td>
   <td style="text-align:center;width: 3cm; "> 8.42 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.70 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.53 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.31 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-25 </td>
   <td style="text-align:center;width: 3cm; "> 8.26 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.08 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-28 </td>
   <td style="text-align:center;width: 3cm; "> 6.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-29 </td>
   <td style="text-align:center;width: 3cm; "> 6.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-30 </td>
   <td style="text-align:center;width: 3cm; "> 7.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-07-31 </td>
   <td style="text-align:center;width: 3cm; "> 7.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-01 </td>
   <td style="text-align:center;width: 3cm; "> 6.93 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.85 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-03 </td>
   <td style="text-align:center;width: 3cm; "> 6.60 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.90 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.20 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-06 </td>
   <td style="text-align:center;width: 3cm; "> 7.32 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-07 </td>
   <td style="text-align:center;width: 3cm; "> 8.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.34 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-10 </td>
   <td style="text-align:center;width: 3cm; "> 8.42 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.87 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-13 </td>
   <td style="text-align:center;width: 3cm; "> 6.61 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.62 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.90 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-18 </td>
   <td style="text-align:center;width: 3cm; "> 8.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.74 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.36 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.58 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-22 </td>
   <td style="text-align:center;width: 3cm; "> 6.62 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.02 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-25 </td>
   <td style="text-align:center;width: 3cm; "> 6.90 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-26 </td>
   <td style="text-align:center;width: 3cm; "> 8.16 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-27 </td>
   <td style="text-align:center;width: 3cm; "> 6.81 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-28 </td>
   <td style="text-align:center;width: 3cm; "> 8.11 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-29 </td>
   <td style="text-align:center;width: 3cm; "> 7.59 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-30 </td>
   <td style="text-align:center;width: 3cm; "> 7.82 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-08-31 </td>
   <td style="text-align:center;width: 3cm; "> 6.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.77 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.95 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.30 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-05 </td>
   <td style="text-align:center;width: 3cm; "> 8.44 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.95 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-09 </td>
   <td style="text-align:center;width: 3cm; "> 6.94 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.04 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.56 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-13 </td>
   <td style="text-align:center;width: 3cm; "> 8.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-14 </td>
   <td style="text-align:center;width: 3cm; "> 6.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.31 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.44 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-17 </td>
   <td style="text-align:center;width: 3cm; "> 8.24 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-18 </td>
   <td style="text-align:center;width: 3cm; "> 8.35 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-19 </td>
   <td style="text-align:center;width: 3cm; "> 8.26 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.85 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-21 </td>
   <td style="text-align:center;width: 3cm; "> 8.40 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.53 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.65 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.17 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.19 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-26 </td>
   <td style="text-align:center;width: 3cm; "> 6.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.51 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-28 </td>
   <td style="text-align:center;width: 3cm; "> 8.24 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-29 </td>
   <td style="text-align:center;width: 3cm; "> 6.51 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-09-30 </td>
   <td style="text-align:center;width: 3cm; "> 6.64 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-01 </td>
   <td style="text-align:center;width: 3cm; "> 6.83 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-02 </td>
   <td style="text-align:center;width: 3cm; "> 8.04 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-04 </td>
   <td style="text-align:center;width: 3cm; "> 8.44 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-06 </td>
   <td style="text-align:center;width: 3cm; "> 6.65 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.80 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.02 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-09 </td>
   <td style="text-align:center;width: 3cm; "> 6.77 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-11 </td>
   <td style="text-align:center;width: 3cm; "> 6.95 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-12 </td>
   <td style="text-align:center;width: 3cm; "> 6.62 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-14 </td>
   <td style="text-align:center;width: 3cm; "> 6.63 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-15 </td>
   <td style="text-align:center;width: 3cm; "> 6.95 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-16 </td>
   <td style="text-align:center;width: 3cm; "> 6.61 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-19 </td>
   <td style="text-align:center;width: 3cm; "> 6.70 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-20 </td>
   <td style="text-align:center;width: 3cm; "> 6.64 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-21 </td>
   <td style="text-align:center;width: 3cm; "> 8.26 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-22 </td>
   <td style="text-align:center;width: 3cm; "> 8.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-23 </td>
   <td style="text-align:center;width: 3cm; "> 8.13 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-24 </td>
   <td style="text-align:center;width: 3cm; "> 8.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-25 </td>
   <td style="text-align:center;width: 3cm; "> 6.71 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-26 </td>
   <td style="text-align:center;width: 3cm; "> 6.70 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-27 </td>
   <td style="text-align:center;width: 3cm; "> 8.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-28 </td>
   <td style="text-align:center;width: 3cm; "> 8.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-29 </td>
   <td style="text-align:center;width: 3cm; "> 6.52 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-30 </td>
   <td style="text-align:center;width: 3cm; "> 8.06 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-10-31 </td>
   <td style="text-align:center;width: 3cm; "> 7.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.76 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-03 </td>
   <td style="text-align:center;width: 3cm; "> 6.81 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-04 </td>
   <td style="text-align:center;width: 3cm; "> 6.52 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.40 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-06 </td>
   <td style="text-align:center;width: 3cm; "> 7.48 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.93 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-10 </td>
   <td style="text-align:center;width: 3cm; "> 6.61 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-12 </td>
   <td style="text-align:center;width: 3cm; "> 8.11 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-13 </td>
   <td style="text-align:center;width: 3cm; "> 8.17 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-14 </td>
   <td style="text-align:center;width: 3cm; "> 6.98 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-16 </td>
   <td style="text-align:center;width: 3cm; "> 8.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-17 </td>
   <td style="text-align:center;width: 3cm; "> 8.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.09 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-19 </td>
   <td style="text-align:center;width: 3cm; "> 6.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.91 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-21 </td>
   <td style="text-align:center;width: 3cm; "> 6.71 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-22 </td>
   <td style="text-align:center;width: 3cm; "> 6.57 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-23 </td>
   <td style="text-align:center;width: 3cm; "> 8.50 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-24 </td>
   <td style="text-align:center;width: 3cm; "> 6.57 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.18 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-26 </td>
   <td style="text-align:center;width: 3cm; "> 8.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.73 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-28 </td>
   <td style="text-align:center;width: 3cm; "> 7.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-29 </td>
   <td style="text-align:center;width: 3cm; "> 7.98 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-11-30 </td>
   <td style="text-align:center;width: 3cm; "> 8.17 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.13 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.49 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.89 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.78 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-08 </td>
   <td style="text-align:center;width: 3cm; "> 6.74 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.55 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-10 </td>
   <td style="text-align:center;width: 3cm; "> 6.95 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.24 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-13 </td>
   <td style="text-align:center;width: 3cm; "> 8.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-15 </td>
   <td style="text-align:center;width: 3cm; "> 6.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.75 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-17 </td>
   <td style="text-align:center;width: 3cm; "> 6.77 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-18 </td>
   <td style="text-align:center;width: 3cm; "> 8.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.53 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-20 </td>
   <td style="text-align:center;width: 3cm; "> 6.83 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.74 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-22 </td>
   <td style="text-align:center;width: 3cm; "> 8.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.34 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.15 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-26 </td>
   <td style="text-align:center;width: 3cm; "> 8.17 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-27 </td>
   <td style="text-align:center;width: 3cm; "> 6.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-28 </td>
   <td style="text-align:center;width: 3cm; "> 6.89 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-29 </td>
   <td style="text-align:center;width: 3cm; "> 8.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-30 </td>
   <td style="text-align:center;width: 3cm; "> 7.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2022-12-31 </td>
   <td style="text-align:center;width: 3cm; "> 7.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-01 </td>
   <td style="text-align:center;width: 3cm; "> 8.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-02 </td>
   <td style="text-align:center;width: 3cm; "> 6.89 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-03 </td>
   <td style="text-align:center;width: 3cm; "> 6.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.31 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-06 </td>
   <td style="text-align:center;width: 3cm; "> 7.34 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.19 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.57 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-11 </td>
   <td style="text-align:center;width: 3cm; "> 8.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-12 </td>
   <td style="text-align:center;width: 3cm; "> 8.05 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-13 </td>
   <td style="text-align:center;width: 3cm; "> 6.92 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-15 </td>
   <td style="text-align:center;width: 3cm; "> 8.44 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-17 </td>
   <td style="text-align:center;width: 3cm; "> 8.02 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.25 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-19 </td>
   <td style="text-align:center;width: 3cm; "> 8.04 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.58 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-21 </td>
   <td style="text-align:center;width: 3cm; "> 8.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-22 </td>
   <td style="text-align:center;width: 3cm; "> 6.87 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.06 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-24 </td>
   <td style="text-align:center;width: 3cm; "> 6.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-25 </td>
   <td style="text-align:center;width: 3cm; "> 6.92 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-26 </td>
   <td style="text-align:center;width: 3cm; "> 8.45 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.09 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-28 </td>
   <td style="text-align:center;width: 3cm; "> 7.95 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-29 </td>
   <td style="text-align:center;width: 3cm; "> 8.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-30 </td>
   <td style="text-align:center;width: 3cm; "> 6.71 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-01-31 </td>
   <td style="text-align:center;width: 3cm; "> 6.98 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.04 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-02 </td>
   <td style="text-align:center;width: 3cm; "> 6.70 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-03 </td>
   <td style="text-align:center;width: 3cm; "> 6.74 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-04 </td>
   <td style="text-align:center;width: 3cm; "> 8.48 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-05 </td>
   <td style="text-align:center;width: 3cm; "> 8.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-06 </td>
   <td style="text-align:center;width: 3cm; "> 6.77 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-07 </td>
   <td style="text-align:center;width: 3cm; "> 8.31 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.65 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.40 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.91 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-12 </td>
   <td style="text-align:center;width: 3cm; "> 6.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.18 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.86 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.13 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-16 </td>
   <td style="text-align:center;width: 3cm; "> 8.16 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-17 </td>
   <td style="text-align:center;width: 3cm; "> 6.93 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.50 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.05 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-20 </td>
   <td style="text-align:center;width: 3cm; "> 6.88 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-21 </td>
   <td style="text-align:center;width: 3cm; "> 8.40 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-24 </td>
   <td style="text-align:center;width: 3cm; "> 6.56 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.59 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-02-28 </td>
   <td style="text-align:center;width: 3cm; "> 7.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-01 </td>
   <td style="text-align:center;width: 3cm; "> 8.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.75 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.11 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-05 </td>
   <td style="text-align:center;width: 3cm; "> 6.82 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-07 </td>
   <td style="text-align:center;width: 3cm; "> 8.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.63 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.16 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-10 </td>
   <td style="text-align:center;width: 3cm; "> 8.49 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-11 </td>
   <td style="text-align:center;width: 3cm; "> 6.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.73 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-13 </td>
   <td style="text-align:center;width: 3cm; "> 6.72 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-15 </td>
   <td style="text-align:center;width: 3cm; "> 6.70 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-16 </td>
   <td style="text-align:center;width: 3cm; "> 6.82 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-20 </td>
   <td style="text-align:center;width: 3cm; "> 6.83 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-21 </td>
   <td style="text-align:center;width: 3cm; "> 8.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.92 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-23 </td>
   <td style="text-align:center;width: 3cm; "> 8.02 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-24 </td>
   <td style="text-align:center;width: 3cm; "> 6.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.22 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.85 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.55 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-28 </td>
   <td style="text-align:center;width: 3cm; "> 7.20 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-29 </td>
   <td style="text-align:center;width: 3cm; "> 6.98 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-30 </td>
   <td style="text-align:center;width: 3cm; "> 6.62 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-03-31 </td>
   <td style="text-align:center;width: 3cm; "> 6.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-01 </td>
   <td style="text-align:center;width: 3cm; "> 8.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-02 </td>
   <td style="text-align:center;width: 3cm; "> 8.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-03 </td>
   <td style="text-align:center;width: 3cm; "> 8.00 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-04 </td>
   <td style="text-align:center;width: 3cm; "> 6.81 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-05 </td>
   <td style="text-align:center;width: 3cm; "> 6.75 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.45 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.37 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-09 </td>
   <td style="text-align:center;width: 3cm; "> 6.83 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.04 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-12 </td>
   <td style="text-align:center;width: 3cm; "> 6.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.88 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-15 </td>
   <td style="text-align:center;width: 3cm; "> 8.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-16 </td>
   <td style="text-align:center;width: 3cm; "> 6.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-17 </td>
   <td style="text-align:center;width: 3cm; "> 8.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.35 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-19 </td>
   <td style="text-align:center;width: 3cm; "> 8.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.82 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.39 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.75 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-23 </td>
   <td style="text-align:center;width: 3cm; "> 6.50 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-24 </td>
   <td style="text-align:center;width: 3cm; "> 6.93 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.91 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-26 </td>
   <td style="text-align:center;width: 3cm; "> 6.93 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-27 </td>
   <td style="text-align:center;width: 3cm; "> 8.13 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-28 </td>
   <td style="text-align:center;width: 3cm; "> 7.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-29 </td>
   <td style="text-align:center;width: 3cm; "> 7.88 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-04-30 </td>
   <td style="text-align:center;width: 3cm; "> 8.37 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-01 </td>
   <td style="text-align:center;width: 3cm; "> 6.73 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-02 </td>
   <td style="text-align:center;width: 3cm; "> 6.76 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.86 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.36 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-05 </td>
   <td style="text-align:center;width: 3cm; "> 8.17 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.44 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-07 </td>
   <td style="text-align:center;width: 3cm; "> 6.64 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.42 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.90 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-10 </td>
   <td style="text-align:center;width: 3cm; "> 6.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-11 </td>
   <td style="text-align:center;width: 3cm; "> 8.49 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-13 </td>
   <td style="text-align:center;width: 3cm; "> 6.60 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.87 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-15 </td>
   <td style="text-align:center;width: 3cm; "> 8.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-19 </td>
   <td style="text-align:center;width: 3cm; "> 6.66 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-21 </td>
   <td style="text-align:center;width: 3cm; "> 6.86 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.57 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.51 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-24 </td>
   <td style="text-align:center;width: 3cm; "> 8.39 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.18 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-27 </td>
   <td style="text-align:center;width: 3cm; "> 6.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-28 </td>
   <td style="text-align:center;width: 3cm; "> 8.22 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-29 </td>
   <td style="text-align:center;width: 3cm; "> 7.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-30 </td>
   <td style="text-align:center;width: 3cm; "> 7.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-05-31 </td>
   <td style="text-align:center;width: 3cm; "> 6.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-02 </td>
   <td style="text-align:center;width: 3cm; "> 8.04 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-03 </td>
   <td style="text-align:center;width: 3cm; "> 6.63 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-04 </td>
   <td style="text-align:center;width: 3cm; "> 8.13 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-06 </td>
   <td style="text-align:center;width: 3cm; "> 7.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-08 </td>
   <td style="text-align:center;width: 3cm; "> 6.57 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.86 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-11 </td>
   <td style="text-align:center;width: 3cm; "> 8.31 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-12 </td>
   <td style="text-align:center;width: 3cm; "> 6.55 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-13 </td>
   <td style="text-align:center;width: 3cm; "> 8.48 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.11 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-15 </td>
   <td style="text-align:center;width: 3cm; "> 8.38 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.88 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.39 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-18 </td>
   <td style="text-align:center;width: 3cm; "> 8.13 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-19 </td>
   <td style="text-align:center;width: 3cm; "> 6.58 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.98 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.20 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-22 </td>
   <td style="text-align:center;width: 3cm; "> 8.16 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.57 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.05 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-25 </td>
   <td style="text-align:center;width: 3cm; "> 8.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-26 </td>
   <td style="text-align:center;width: 3cm; "> 6.68 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-27 </td>
   <td style="text-align:center;width: 3cm; "> 8.16 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-28 </td>
   <td style="text-align:center;width: 3cm; "> 7.05 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-29 </td>
   <td style="text-align:center;width: 3cm; "> 8.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-06-30 </td>
   <td style="text-align:center;width: 3cm; "> 8.43 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-01 </td>
   <td style="text-align:center;width: 3cm; "> 6.66 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-02 </td>
   <td style="text-align:center;width: 3cm; "> 8.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-03 </td>
   <td style="text-align:center;width: 3cm; "> 8.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-04 </td>
   <td style="text-align:center;width: 3cm; "> 7.27 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.16 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-06 </td>
   <td style="text-align:center;width: 3cm; "> 6.91 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.64 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.56 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.83 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.56 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.52 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-14 </td>
   <td style="text-align:center;width: 3cm; "> 6.53 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-15 </td>
   <td style="text-align:center;width: 3cm; "> 6.60 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-16 </td>
   <td style="text-align:center;width: 3cm; "> 8.36 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-17 </td>
   <td style="text-align:center;width: 3cm; "> 8.04 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-18 </td>
   <td style="text-align:center;width: 3cm; "> 6.90 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.80 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.81 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-22 </td>
   <td style="text-align:center;width: 3cm; "> 8.12 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.59 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-24 </td>
   <td style="text-align:center;width: 3cm; "> 8.27 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.61 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-26 </td>
   <td style="text-align:center;width: 3cm; "> 8.31 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-28 </td>
   <td style="text-align:center;width: 3cm; "> 7.35 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-29 </td>
   <td style="text-align:center;width: 3cm; "> 8.40 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-30 </td>
   <td style="text-align:center;width: 3cm; "> 7.92 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-07-31 </td>
   <td style="text-align:center;width: 3cm; "> 7.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-01 </td>
   <td style="text-align:center;width: 3cm; "> 6.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.63 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.48 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-04 </td>
   <td style="text-align:center;width: 3cm; "> 8.26 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-05 </td>
   <td style="text-align:center;width: 3cm; "> 8.13 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.24 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.25 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-09 </td>
   <td style="text-align:center;width: 3cm; "> 6.80 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.06 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.83 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-12 </td>
   <td style="text-align:center;width: 3cm; "> 8.45 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.55 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-15 </td>
   <td style="text-align:center;width: 3cm; "> 6.62 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-16 </td>
   <td style="text-align:center;width: 3cm; "> 8.44 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-17 </td>
   <td style="text-align:center;width: 3cm; "> 6.74 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-18 </td>
   <td style="text-align:center;width: 3cm; "> 6.68 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-19 </td>
   <td style="text-align:center;width: 3cm; "> 8.26 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.52 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.17 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-22 </td>
   <td style="text-align:center;width: 3cm; "> 8.29 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-23 </td>
   <td style="text-align:center;width: 3cm; "> 6.56 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-24 </td>
   <td style="text-align:center;width: 3cm; "> 6.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.87 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-26 </td>
   <td style="text-align:center;width: 3cm; "> 6.95 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-28 </td>
   <td style="text-align:center;width: 3cm; "> 6.85 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-29 </td>
   <td style="text-align:center;width: 3cm; "> 8.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-30 </td>
   <td style="text-align:center;width: 3cm; "> 6.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-08-31 </td>
   <td style="text-align:center;width: 3cm; "> 8.15 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.16 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.25 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.76 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-04 </td>
   <td style="text-align:center;width: 3cm; "> 6.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-05 </td>
   <td style="text-align:center;width: 3cm; "> 6.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-06 </td>
   <td style="text-align:center;width: 3cm; "> 8.49 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.06 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-09 </td>
   <td style="text-align:center;width: 3cm; "> 8.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-10 </td>
   <td style="text-align:center;width: 3cm; "> 8.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-11 </td>
   <td style="text-align:center;width: 3cm; "> 8.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-12 </td>
   <td style="text-align:center;width: 3cm; "> 6.59 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-13 </td>
   <td style="text-align:center;width: 3cm; "> 8.31 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-14 </td>
   <td style="text-align:center;width: 3cm; "> 8.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-15 </td>
   <td style="text-align:center;width: 3cm; "> 8.05 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.25 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-17 </td>
   <td style="text-align:center;width: 3cm; "> 6.58 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.23 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-19 </td>
   <td style="text-align:center;width: 3cm; "> 7.05 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-20 </td>
   <td style="text-align:center;width: 3cm; "> 8.20 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.22 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.11 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-23 </td>
   <td style="text-align:center;width: 3cm; "> 8.02 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-24 </td>
   <td style="text-align:center;width: 3cm; "> 8.19 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-25 </td>
   <td style="text-align:center;width: 3cm; "> 7.42 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-27 </td>
   <td style="text-align:center;width: 3cm; "> 6.71 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-28 </td>
   <td style="text-align:center;width: 3cm; "> 6.94 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-29 </td>
   <td style="text-align:center;width: 3cm; "> 8.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-09-30 </td>
   <td style="text-align:center;width: 3cm; "> 8.00 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-01 </td>
   <td style="text-align:center;width: 3cm; "> 8.14 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-02 </td>
   <td style="text-align:center;width: 3cm; "> 7.34 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-04 </td>
   <td style="text-align:center;width: 3cm; "> 8.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-05 </td>
   <td style="text-align:center;width: 3cm; "> 8.28 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-06 </td>
   <td style="text-align:center;width: 3cm; "> 7.27 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-07 </td>
   <td style="text-align:center;width: 3cm; "> 6.68 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.75 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.99 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-10 </td>
   <td style="text-align:center;width: 3cm; "> 6.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.10 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.73 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-13 </td>
   <td style="text-align:center;width: 3cm; "> 8.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-14 </td>
   <td style="text-align:center;width: 3cm; "> 8.33 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.45 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.63 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-18 </td>
   <td style="text-align:center;width: 3cm; "> 8.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-19 </td>
   <td style="text-align:center;width: 3cm; "> 8.32 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-20 </td>
   <td style="text-align:center;width: 3cm; "> 6.61 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.51 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.20 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-23 </td>
   <td style="text-align:center;width: 3cm; "> 8.19 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-24 </td>
   <td style="text-align:center;width: 3cm; "> 8.11 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-25 </td>
   <td style="text-align:center;width: 3cm; "> 6.73 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.93 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-27 </td>
   <td style="text-align:center;width: 3cm; "> 6.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-28 </td>
   <td style="text-align:center;width: 3cm; "> 6.65 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-29 </td>
   <td style="text-align:center;width: 3cm; "> 8.37 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-30 </td>
   <td style="text-align:center;width: 3cm; "> 6.81 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-10-31 </td>
   <td style="text-align:center;width: 3cm; "> 7.79 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-01 </td>
   <td style="text-align:center;width: 3cm; "> 6.85 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-02 </td>
   <td style="text-align:center;width: 3cm; "> 6.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-04 </td>
   <td style="text-align:center;width: 3cm; "> 6.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-05 </td>
   <td style="text-align:center;width: 3cm; "> 7.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-06 </td>
   <td style="text-align:center;width: 3cm; "> 7.34 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-08 </td>
   <td style="text-align:center;width: 3cm; "> 8.11 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-09 </td>
   <td style="text-align:center;width: 3cm; "> 6.90 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-10 </td>
   <td style="text-align:center;width: 3cm; "> 7.42 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.40 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.97 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.93 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-14 </td>
   <td style="text-align:center;width: 3cm; "> 8.16 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-15 </td>
   <td style="text-align:center;width: 3cm; "> 8.27 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-16 </td>
   <td style="text-align:center;width: 3cm; "> 8.41 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.60 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-18 </td>
   <td style="text-align:center;width: 3cm; "> 7.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-19 </td>
   <td style="text-align:center;width: 3cm; "> 6.84 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-20 </td>
   <td style="text-align:center;width: 3cm; "> 7.46 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-21 </td>
   <td style="text-align:center;width: 3cm; "> 7.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-22 </td>
   <td style="text-align:center;width: 3cm; "> 6.58 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.77 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.58 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-25 </td>
   <td style="text-align:center;width: 3cm; "> 6.78 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.07 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-27 </td>
   <td style="text-align:center;width: 3cm; "> 7.67 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-28 </td>
   <td style="text-align:center;width: 3cm; "> 6.83 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-29 </td>
   <td style="text-align:center;width: 3cm; "> 6.69 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-11-30 </td>
   <td style="text-align:center;width: 3cm; "> 7.36 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-01 </td>
   <td style="text-align:center;width: 3cm; "> 7.21 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-02 </td>
   <td style="text-align:center;width: 3cm; "> 8.19 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-03 </td>
   <td style="text-align:center;width: 3cm; "> 7.02 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-04 </td>
   <td style="text-align:center;width: 3cm; "> 6.55 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-05 </td>
   <td style="text-align:center;width: 3cm; "> 8.22 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-06 </td>
   <td style="text-align:center;width: 3cm; "> 7.17 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-07 </td>
   <td style="text-align:center;width: 3cm; "> 7.76 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-08 </td>
   <td style="text-align:center;width: 3cm; "> 7.59 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-09 </td>
   <td style="text-align:center;width: 3cm; "> 7.25 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-10 </td>
   <td style="text-align:center;width: 3cm; "> 6.87 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-11 </td>
   <td style="text-align:center;width: 3cm; "> 7.36 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-12 </td>
   <td style="text-align:center;width: 3cm; "> 7.76 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-13 </td>
   <td style="text-align:center;width: 3cm; "> 7.54 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-14 </td>
   <td style="text-align:center;width: 3cm; "> 7.82 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-15 </td>
   <td style="text-align:center;width: 3cm; "> 7.96 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-16 </td>
   <td style="text-align:center;width: 3cm; "> 7.47 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-17 </td>
   <td style="text-align:center;width: 3cm; "> 7.27 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-18 </td>
   <td style="text-align:center;width: 3cm; "> 6.51 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-19 </td>
   <td style="text-align:center;width: 3cm; "> 6.51 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-20 </td>
   <td style="text-align:center;width: 3cm; "> 8.49 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-21 </td>
   <td style="text-align:center;width: 3cm; "> 6.72 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-22 </td>
   <td style="text-align:center;width: 3cm; "> 7.34 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-23 </td>
   <td style="text-align:center;width: 3cm; "> 7.94 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-24 </td>
   <td style="text-align:center;width: 3cm; "> 7.99 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-25 </td>
   <td style="text-align:center;width: 3cm; "> 8.24 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-26 </td>
   <td style="text-align:center;width: 3cm; "> 7.72 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-27 </td>
   <td style="text-align:center;width: 3cm; "> 8.01 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-28 </td>
   <td style="text-align:center;width: 3cm; "> 8.19 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-29 </td>
   <td style="text-align:center;width: 3cm; "> 7.73 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-30 </td>
   <td style="text-align:center;width: 3cm; "> 8.09 </td>
  </tr>
  <tr>
   <td style="text-align:center;width: 4cm; "> 2023-12-31 </td>
   <td style="text-align:center;width: 3cm; "> 6.55 </td>
  </tr>
</tbody>
</table>
]

.pull-right[

## Time series data

- Sequence of data points recorded at regular time intervals.

- Temporal dependency: Data points are dependent on time
]

---
class: inverse, center, middle

# Example 3

---

## Spatial data

.pull-left[

![](image4.jpg)

]

.pull-right[

![](image5.jpg)

]

- Measure the pH level of water at multiple locations on a given day.

--- 
class: inverse, center, middle

# Example 4

---

## Spatio-temporal data

.pull-left[

![](image4.jpg)

]

.pull-right[

![](image5.jpg)

]

- Measure the pH level of water at multiple locations daily at 10 PM over a two-year period.

---

![](ip11.png)

---
class: inverse, middle, center

## Nature of your research problem

---

## Statistical Inference: (Point and Interval Estimates)

Suppose you collect daily pH measurements from the Chicago River over a year. You want to **estimate** the average pH level of the river for the year.

> Point Estimate

> Interval Estimate (Confidence Interval)

Eg:  A 95% confidence interval for the mean pH might be (7.0, 7.4).

---

## Statistical Inference:  Hypothesis Testing

Suppose you are analyzing water quality data from the Chicago River and want to determine whether there is a significant difference in the average pH levels during the winter and summer months.

`$$H_0: \mu_{winter} = \mu_{summer}$$`

`$$H_1: \mu_{winter} \neq \mu_{summer}$$`

---

## Hypothesis testing: Parametric vs Non-parametric

.pull-left[

### Parametric

- One-Sample t-Tests

- Independent Two-Sample t-Test

- Paired t-Test

- One-Way ANOVA

- Two-way ANOVA

]

.pull-right[

### Non-parametric

- Chi-Square Test of Independence

- Chi-Square Goodness-of-Fit Test

- Mann-Whitney U Test

- Wilcoxon Signed-Rank Test

- Kruskal-Wallis H Test

- Friedman Test

]

---

## Forecasting

Measure the pH level of water at a specific location daily at 10 PM over a two-year period. You are interested in forecasting the  pH level in the upcoming months based on historical data.

---

## Spatial Interpolation

Suppose you have pH level measurements from various monitoring stations along the Chicago River, and you want to estimate the pH levels at unobserved locations between these stations.

---

## Cluster Analysis Problem

- You have collected water quality data from various locations along the Chicago River, including multiple parameters such as pH, dissolved oxygen (DO), turbidity, temperature, and nitrate concentration.

- The goal is to identify clusters of locations with similar water quality profiles, which could help in identifying areas with potential pollution sources or regions requiring special attention for water management.

---

## Making Predictions

Predict the pH level of a river location based on various environmental and infrastructural features.

---

.pull-left[

### Supervised Learning

**Dependent Variable:** pH level

**Independent variables:**

-  The count of industrial establishments near the location

- Average rainfall

- Average temperature

- Land use

- Soil type ( (e.g., agriculture, urban, forest))

]

.pull-right[

### Unsupervised Learning

**Independent variables:**

- pH level

-  The count of industrial establishments near the location

- Average rainfall

- Average temperature

- Land use

- Soil type ( (e.g., agriculture, urban, forest))

]

---

.pull-left[

### Supervised Learning

- Linear Regression

- Logistic Regression

- Decision Trees

- Random Forest

- Support Vector Machines (SVM)

- k-Nearest Neighbors (k-NN)

- Naive Bayes

- XGBoost

]

.pull-right[

### Unsupervised Learning

- Clustering

- Principal Component Analysis (PCA)

- Factor Analysis

- Association Rules

]

---

## Descriptive Statistics

- Measures of Location: describe the central tendency or typical value of a dataset (Mean, Median, Mode)

- Measures of Dispersion:  describe the spread or variability of the dataset (Variance, Standard Deviation, Interquartile Range)

- Measures of Shape: describe the asymmetry and degree of peakness of the distribution (Skewness, Kurtosis)

- Measures of Association: describe the strength and direction of relationships between variables (Spearman's correlation, Pearson's correlation coefficient)

---

.pull-left[
![](index_files/figure-html/unnamed-chunk-3-1.png)

]

.pull-right[
<table class="table" style="font-size: 20px; color: black; margin-left: auto; margin-right: auto;">
<caption style="font-size: initial !important;">Descriptive Statistics for Each Distribution</caption>
 <thead>
  <tr>
   <th style="text-align:left;"> dist </th>
   <th style="text-align:right;"> Mean </th>
   <th style="text-align:right;"> Median </th>
   <th style="text-align:right;"> Variance </th>
   <th style="text-align:right;"> SD </th>
   <th style="text-align:right;"> Skewness </th>
  </tr>
 </thead>
<tbody>
  <tr>
   <td style="text-align:left;"> s1 </td>
   <td style="text-align:right;"> -0.11 </td>
   <td style="text-align:right;"> -0.23 </td>
   <td style="text-align:right;"> 0.98 </td>
   <td style="text-align:right;"> 0.99 </td>
   <td style="text-align:right;"> 0.40 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> s2 </td>
   <td style="text-align:right;"> 0.64 </td>
   <td style="text-align:right;"> 0.67 </td>
   <td style="text-align:right;"> 0.06 </td>
   <td style="text-align:right;"> 0.25 </td>
   <td style="text-align:right;"> -0.48 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> s3 </td>
   <td style="text-align:right;"> 1.12 </td>
   <td style="text-align:right;"> 0.55 </td>
   <td style="text-align:right;"> 2.09 </td>
   <td style="text-align:right;"> 1.45 </td>
   <td style="text-align:right;"> 2.45 </td>
  </tr>
  <tr>
   <td style="text-align:left;"> s4 </td>
   <td style="text-align:right;"> 0.01 </td>
   <td style="text-align:right;"> -0.03 </td>
   <td style="text-align:right;"> 0.90 </td>
   <td style="text-align:right;"> 0.95 </td>
   <td style="text-align:right;"> 0.06 </td>
  </tr>
</tbody>
</table>
]

---
![](index_files/figure-html/unnamed-chunk-5-1.png)

---

.pull-left[
![](index_files/figure-html/unnamed-chunk-6-1.png)
]

.pull-right[

**Among the scatter plots, which one exhibits the highest correlation coefficient?**

]
---

![](https://blog.revolutionanalytics.com/downloads/DataSaurus%20Dozen.gif)

---

## Data Visualisation

Data visualization is a fundamental prerequisite for any data analysis project.

- Visualization helps you gain an immediate understanding of the dataset

- Visualizing the data helps in identifying missing data, errors, or inconsistencies that might need to be addressed before moving forward with analysis.

- Effective visualizations allow analysts to communicate complex results clearly to stakeholders.

---

## Data Analysis with R: Lab Session

- Introduction to R and RStudio

- Data Visualization with R

- Introduction to hypothesis testing

Resources: https://vizmaster.netlify.app/note/

---

A chemist wants to measure the bias in a pH meter. She uses the meter to measure the pH in 14 neutral
substances (pH=7) and obtains the data below.

7.01, 7.04, 6.97, 7.00, 6.99, 6.97, 7.04, 7.04, 7.01, 7.00, 6.99, 7.04, 7.07, 6.97

Is there sufficient evidence to support the claim that the pH meter is not correctly calibrated at the `$\alpha$` = 0.05 level of significance?

---

``` r
ph <- c( 7.01, 7.04, 6.97, 7.00, 6.99, 6.97, 7.04, 7.04, 7.01, 7.00, 6.99, 7.04, 7.07, 6.97)
```

---

``` r
ph.df <- data.frame(pH=ph)
ggplot(ph.df,
aes(sample=pH))+
stat_qq() + stat_qq_line()+labs(x="Theoretical Quantiles", y="Sample Quantiles")
```

![](index_files/figure-html/unnamed-chunk-8-1.png)

``` r
shapiro.test(ph.df$pH)
```

```
## 
## 	Shapiro-Wilk normality test
## 
## data:  ph.df$pH
## W = 0.91603, p-value = 0.1927
```

---

H0: Data are normally distributed.

H1: Data are not normally distributed

---

`$H_0: \mu = 7$`

`$H_1: \mu \neq 7$`

``` r
t.test(ph.df$pH, alternative = "two.sided", mu=7)
```

```
## 
## 	One Sample t-test
## 
## data:  ph.df$pH
## t = 1.1832, df = 13, p-value = 0.2579
## alternative hypothesis: true mean is not equal to 7
## 95 percent confidence interval:
##  6.991742 7.028258
## sample estimates:
## mean of x 
##      7.01
```

---
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