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SYSTEM: ããªãã¯[圹å²]ã§ãã
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def extract_numbers(input_string):
end_index = 0
while end_index < len(input_string):
check_digit = input_string[end_index].isdigit()
if not check_digit:
break
end_index += 1
return input_string[:end_index]
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åïŒndarrayïŒãæ±ãããã®æ©èœãæäŸããŸããæ°åŠçãªæäœãç·åœ¢ä»£æ°ãçµ±èšèšç®ãªã©ãæ°å€çãªåŠçãå¹ççã«è¡ãããšãã§ããŸããäŸãã°ãè¡åèšç®ã埮åç©åãä¹±æ°çæãªã©ã®æ©èœãå«ãŸããŠããŸãã
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·äœçãªäœ¿ãæ¹ã«ã€ããŠèª¬æããŸãããpandasãã䜿ãå ŽåããŸãã©ã€ãã©ãªãã€ã³ããŒãããCSVãã¡ã€ã«ãèªã¿èŸŒãã«ã¯ä»¥äžã®ããã«ããŸãã
```python
import pandas as pd
data = pd.read_csv('data.csv')
```
ãã®ã³ãŒãã¯ãCSVãã¡ã€ã«ããããŒã¿ãèªã¿èŸŒã¿ãããŒã¿ãã¬ãŒã ã«æ ŒçŽããŸããããŒã¿ãã¬ãŒã ã«å¯ŸããŠåºæ¬çãªæäœãè¡ãããšãç°¡åã§ããäŸãã°ãç¹å®ã®åã®å¹³åå€ãèšç®ããå Žåã¯ä»¥äžã®ããã«ããŸãã
```python
average_value = data['column_name'].mean()
```
次ã«ããnumpyãã䜿ãå Žåã®äŸã§ãããŸãã©ã€ãã©ãªãã€ã³ããŒãããé
åãäœæãããæäœãããããŸãã
```python
import numpy as np
array = np.array([1, 2, 3, 4, 5])
average_value = np.mean(array)
```
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ASSISTANT: | è¯ã質åã§ããããŒã¿ã®å¯èŠåã¯ãããŒã¿åæã®çµæãèŠèŠçã«ç解ããããã«éåžžã«éèŠã§ããPythonã«ã¯ãããŒã¿ã®å¯èŠåã«åœ¹ç«ã€å€ãã®ã©ã€ãã©ãªããããŸãããã®äžã§ãç¹ã«ãã䜿ãããã©ã€ãã©ãªã¯ä»¥äžã®3ã€ã§ãã
1. MatplotlibïŒ
Matplotlibã¯ãéåžžã«æè»ã§åŒ·åãª2Dããããã©ã€ãã©ãªã§ããåºæ¬çãªããããããè€éãªã°ã©ããŸã§ãå¹
åºãçš®é¡ã®å¯èŠåãå¯èœã§ããåºæ¬çãªäœ¿çšæ¹æ³ãšããŠã¯ããŸãã©ã€ãã©ãªãã€ã³ããŒãããããŒã¿ãæºåããŠãããããããäœæããŸãã
```python
import matplotlib.pyplot as plt
data = [1, 2, 3, 4, 5]
plt.plot(data)
plt.show()
```
2. SeabornïŒ
Seabornã¯ãMatplotlibãåºç€ãšããé«ã¬ãã«ã®å¯èŠåã©ã€ãã©ãªã§ããçµ±èšçãªããŒã¿å¯èŠåã«ç¹åããŠãããçŸããã°ã©ããç°¡åã«äœæã§ããŸããSeabornã䜿ãããšã§ããã¹ãã°ã©ã ãã«ãŒãã«å¯åºŠæšå®ããã¢ãããããªã©ãçµ±èšçãªèŠèŠåãç°¡åã«è¡ãããšãã§ããŸãã
```python
import seaborn as sns
import pandas as pd
data = pd.DataFrame({'column_1': [1, 2, 3, 4, 5], 'column_2': [2, 3, 4, 5, 6]})
sns.scatterplot(data=data, x='column_1', y='column_2')
plt.show()
```
3. PlotlyïŒ
Plotlyã¯ãã€ã³ã¿ã©ã¯ãã£ããªã°ã©ããäœæããããã®ã©ã€ãã©ãªã§ãããŠã§ããã©ãŠã¶äžã§ã°ã©ãããããŒããããºãŒã ã€ã³ã»ã¢ãŠããããã§ãããããããŒã¿ã®æ¢çŽ¢ããã¬ãŒã³ããŒã·ã§ã³ã«éåžžã«åœ¹ç«ã¡ãŸããPlotlyã䜿ããšãåçãªã°ã©ããããã·ã¥ããŒããç°¡åã«äœæããããšãã§ããŸãã
```python
import plotly.express as px
data = pd.DataFrame({'column_1': [1, 2, 3, 4, 5], 'column_2': [2, 3, 4, 5, 6]})
fig = px.scatter(data, x='column_1', y='column_2')
fig.show()
```
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