第三方库matplotlib

官网https://matplotlib.org/stable/
默认字体不支持中文

折线图plot

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import matplotlib.pyplot as plt
squares = [1, 4, 9, 16, 25]
fig, ax = plt.subplots()
ax.plot(squares) # 绘图
plt.show() # 显示图像

折线图
subplots()函数可在一个图形（figure）中绘制一或多个绘图（plot）。变量 fig 表示由生成的一系列绘图构成的整个图形。变量 ax 表示图形中的绘图，在大多数情况下，使用这个变量来定义和定制绘图。

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import matplotlib.pyplot as plt
squares = [1, 4, 9, 16, 25]
fig, ax = plt.subplots()
ax.plot(squares, linewidth=3)# 设置图线线宽
# 设置图题并给坐标轴加上标签
ax.set_title("Square Numbers", fontsize=24)# 图像标题
ax.set_xlabel("Value", fontsize=14)# x坐标名称
ax.set_ylabel("Square of Value", fontsize=14)# y坐标名称
# 设置刻度标记的样式
ax.tick_params(labelsize=14)# 设置坐标轴刻度标记字号
plt.show()

折线图添加标签后
plot()方法默认为x轴从0开始。上面的图线有问题，需要纠正

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import matplotlib.pyplot as plt
input_values = [1, 2, 3, 4, 5]
squares = [1, 4, 9, 16, 25]
fig, ax = plt.subplots()
ax.plot(input_values, squares, linewidth=3)
# 设置图题并给坐标轴加上标签
ax.set_title("Square Numbers", fontsize=24)# 图像标题
ax.set_xlabel("Value", fontsize=14)# x坐标名称
ax.set_ylabel("Square of Value", fontsize=14)# y坐标名称
# 设置刻度标记的样式
ax.tick_params(labelsize=14)# 设置坐标轴刻度标记字号
plt.show()

折线图纠正后
Matplotlib有很多内置样式：

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>>> import matplotlib.pyplot as plt
>>> plt.style.available
['Solarize_Light2', '_classic_test_patch', '_mpl-gallery', '_mpl-gallery-nogrid', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-v0_8', 'seaborn-v0_8-bright', 'seaborn-v0_8-colorblind', 'seaborn-v0_8-dark', 'seaborn-v0_8-dark-palette', 'seaborn-v0_8-darkgrid', 'seaborn-v0_8-deep', 'seaborn-v0_8-muted', 'seaborn-v0_8-notebook', 'seaborn-v0_8-paper', 'seaborn-v0_8-pastel', 'seaborn-v0_8-poster', 'seaborn-v0_8-talk', 'seaborn-v0_8-ticks', 'seaborn-v0_8-white', 'seaborn-v0_8-whitegrid', 'tableau-colorblind10']

使用内置样式seaborn-v0_8

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import matplotlib.pyplot as plt
input_values = [1, 2, 3, 4, 5]
squares = [1, 4, 9, 16, 25]
plt.style.use('seaborn-v0_8')
fig, ax = plt.subplots()
ax.plot(input_values, squares, linewidth=3)
# 设置图题并给坐标轴加上标签
ax.set_title("Square Numbers", fontsize=24)# 图像标题
ax.set_xlabel("Value", fontsize=14)# x坐标名称
ax.set_ylabel("Square of Value", fontsize=14)# y坐标名称
# 设置刻度标记的样式
ax.tick_params(labelsize=14)# 设置坐标轴刻度标记字号
plt.show()

散点图scatter

绘制一个点

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import matplotlib.pyplot as plt
plt.style.use('seaborn-v0_8')
fig, ax = plt.subplots()
ax.scatter(2, 4, s=200)# 参数分别为x坐标，y坐标，点的大小
# 设置图题并给坐标轴加上标签
ax.set_title("Square Numbers", fontsize=24)# 图像标题
ax.set_xlabel("Value", fontsize=14)# x标签
ax.set_ylabel("Square of Value", fontsize=14)# y标签
# 设置刻度标记的样式
ax.tick_params(labelsize=14)# 设置刻度标记字号
plt.show()

绘制一系列点

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import matplotlib.pyplot as plt
x_values = [1, 2, 3, 4, 5]
y_values = [1, 4, 9, 16, 25]
plt.style.use('seaborn-v0_8')
fig, ax = plt.subplots()
ax.scatter(x_values, y_values, s=100)# 参数分别为x坐标列表，y坐标列表，点的大小
# 设置图题并给坐标轴加上标签
ax.set_title("Square Numbers", fontsize=24)# 图像标题
ax.set_xlabel("Value", fontsize=14)# x标签
ax.set_ylabel("Square of Value", fontsize=14)# y标签
# 设置刻度标记的样式
ax.tick_params(labelsize=14)# 设置刻度标记字号
plt.show()

使用列表推导式绘制更多点

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import matplotlib.pyplot as plt
x_values = range(1, 1001)
y_values = [x**2 for x in x_values]# 列表推导式
plt.style.use('seaborn-v0_8')
fig, ax = plt.subplots()
# ax.scatter(x_values, y_values, s=10)# 参数分别为x坐标列表，y坐标列表，点的大小
# ax.scatter(x_values, y_values, color='red', s=10)# 自定义颜色
# ax.scatter(x_values, y_values, color=(0, 0.8, 0), s=10)# 自定义颜色rgb表示法
ax.scatter(x_values, y_values, c=y_values, cmap=plt.cm.Blues, s=10)# 使用颜色映射，数值越大，颜色越深
# 设置图题并给坐标轴加上标签
ax.set_title("Square Numbers", fontsize=24)# 图像标题
ax.set_xlabel("Value", fontsize=14)# x标签
ax.set_ylabel("Square of Value", fontsize=14)# y标签
# 设置刻度标记的样式
ax.tick_params(labelsize=14)# 设置刻度标记字号
# 设置每个坐标轴的取值范围
ax.axis([0, 1100, 0, 1_100_000])
ax.ticklabel_format(style='plain')# 不使用科学计数法
plt.show()
# plt.savefig('squares_plot.png', bbox_inches='tight')
"""第一个实参指定要以什么文件名保存绘图，这个文件将被存储到py文件所
在的目录中。第二个实参指定将绘图多余的空白区域裁剪掉。如果要保留绘图周围多
余的空白区域，只需省略这个实参即可。你还可以在调用 savefig() 时使用 Path
对象，将输出文件存储到系统上的任何地方。"""

在刻度标记表示的数足够大时，Matplotlib 将默认使用科学记数法。

随机游走

创建关于随机游走的类
random_walk.py

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from random import choice


class RandomWalk:
    """一个生成随机游走数据的类"""
    def __init__(self, num_points=5000):# 默认点数5000
        """初始化随机游走的属性"""
        self.num_points = num_points
        # 所有随机游走都始于(0, 0)
        self.x_values = [0]
        self.y_values = [0]

    def fill_walk(self):
        """计算随机游走包含的所有点"""
        # 不断游走，直到列表达到指定的长度
        while len(self.x_values) < self.num_points:
            # 决定前进的方向以及沿这个方向前进的距离
            x_direction = choice([1, -1])# 在x方向向左或向右
            x_distance = choice([0, 1, 2, 3, 4])# 每次移动的距离
            x_step = x_direction * x_distance# x方向移动的距离
            y_direction = choice([1, -1])# 在y方向向上或向下
            y_distance = choice([0, 1, 2, 3, 4])# 每次移动的距离
            y_step = y_direction * y_distance# y方向移动的距离
            # 拒绝原地踏步
            if x_step == 0 and y_step == 0:
                continue
            # 计算下一个点的 x 坐标值和 y 坐标值
            x = self.x_values[-1] + x_step
            y = self.y_values[-1] + y_step
            self.x_values.append(x)
            self.y_values.append(y)

导入类，进行随机游走
rw_visual.py

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import matplotlib.pyplot as plt

from random_walk import RandomWalk


# 只要程序处于活动状态，就不断地模拟随机游走
while True:
    # 创建一个 RandomWalk 实例
    # rw = RandomWalk()# 点数使用默认值
    rw = RandomWalk(50_000)# 自定义点数
    rw.fill_walk()# 使用此方法随机游走
    # 将所有的点都绘制出来
    plt.style.use('classic')# 使用内置样式classic
    # fig, ax = plt.subplots()
    fig, ax = plt.subplots(figsize=(10, 6), dpi=128)# 调整绘图窗口尺寸（英寸）和分辨率dpi(像素，默认100)
    point_numbers = range(rw.num_points)# 创建点数列表（点数默认5000）
    # ax.scatter(rw.x_values, rw.y_values, c=point_numbers, cmap=plt.cm.Blues, edgecolors='none', s=15)# 对参数c颜色使用颜色映射，edgecolors删除点的轮廓
    ax.scatter(rw.x_values, rw.y_values, c=point_numbers, 
               cmap=plt.cm.Blues, edgecolors='none', s=1)# 自点数50_000适当减小点的大小
    ax.set_aspect('equal')# 指定两条轴上刻度的间距必须相等
    # 突出起点和终点
    ax.scatter(0, 0, c='green', edgecolors='none', s=100)# 重绘起点，绿色，无轮廓
    ax.scatter(rw.x_values[-1], rw.y_values[-1], c='red', edgecolors='none', s=100)# 重绘终点
    # 隐藏坐标轴
    ax.get_xaxis().set_visible(False)
    ax.get_yaxis().set_visible(False)
    plt.show()
    # 是否继续随机游走
    keep_running = input("是否创建另一次随机游走? (y/n): ")
    if keep_running == 'n':
        break

使用 Plotly 模拟掷骰子

安装plotly库和pandas库，因为plotly需要依赖pandas
plotly库绘制图形后使用浏览器显示，支持中文字体
创建Die类
die.py

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from random import randint# randint包括左右端点


class Die:
    """表示一个骰子的类"""
    def __init__(self, num_sides=6):
        """骰子默认为 6 面的 D6"""
        self.num_sides = num_sides
    def roll(self):# 掷骰子
        """"返回一个介于 1 和骰子面数之间的随机值"""
        return randint(1, self.num_sides)

投掷一枚六面骰子D6

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import plotly.express as px # 此库使用默认浏览器打开图像，支持中文字体

from die import Die


 # 创建一个 D6
die = Die()
# 掷几次骰子并将结果存储在一个列表中
results = []
for roll_num in range(1000):
    result = die.roll()
    results.append(result)
# 分析结果
frequencies = []# 每种点数出现的次数的列表
poss_results = range(1, die.num_sides+1)
for value in poss_results:
    frequency = results.count(value)# 计算某个点数出现的次数
    frequencies.append(frequency)
# 对结果进行可视化
title = "投掷D6骰子1000次的结果" # 图像标题
labels = {'x': '点数', 'y': '点数出现次数'} # 坐标轴标签
fig = px.bar(x=poss_results, y=frequencies, title=title, labels=labels)# bar()直方图
# fig = px.scatter(x=poss_results, y=frequencies)# scatter()散点图
# fig = px.line(x=poss_results, y=frequencies)# line()折线图
fig.show()

投掷2个D6

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import plotly.express as px # 此库使用默认浏览器打开图像，支持中文字体

from die import Die


# 创建两个 D6
die_1 = Die()
die_2 = Die()# 掷几次骰子并将结果存储在一个列表中
results = []
for roll_num in range(1000):
    result = die_1.roll() + die_2.roll()
    results.append(result)
# 分析结果
frequencies = []# 每种点数出现的次数的列表
max_result = die_1.num_sides + die_2.num_sides
poss_results = range(2, max_result+1)
for value in poss_results:
    frequency = results.count(value)# 计算某个点数出现的次数
    frequencies.append(frequency)
# 对结果进行可视化
title = "投掷2个D6骰子1000次的结果" # 图像标题
labels = {'x': '点数', 'y': '点数出现次数'} # 坐标轴标签
fig = px.bar(x=poss_results, y=frequencies, title=title, labels=labels)# bar()直方图
# 进一步定制图形
fig.update_layout(xaxis_dtick=1)# 设置x轴刻度标签间隔
fig.show()
# fig.write_html('dice_visual_d6d10.html') # 保存绘制的图像

使用csv文件作为数据源

内置库csv

要在文本文件中存储数据，最简单的方式是将数据组织为一系列以逗号分隔的值（comma-separated values，CSV）并写入文件。这样的文件称为 CSV 文件。

datetime

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>>> from datetime import datetime
>>> first_date = datetime.strptime('2021-07-01', '%Y-%m-%d')
>>> print(first_date)
2021-07-01 00:00:00

首先导入 datetime 模块中的 datetime 类，再调用 strptime() 方法来设置时间格式，并将包含日期的字符串作为第一个实参。第二个实参告诉 Python 如何设置日期的格式。在这里，‘%Y-’ 让 Python 将字符串中第一个连字符前面的部分视为四位数的年份，‘%m-‘让 Python 将第二个连字符前面的部分视为表示月份的两位数，’%d’ 让 Python 将字符串的最后一部分视为月份中的一天（1～31）。strptime() 方法的第二个实参可接受各种以 % 打头的参数，并根据它们来决定如何解读日期。

参数 含义
%A 星期几，如 Monday
%B 月份名，如 January
%m 用数表示的月份（01～12）
%d 用数表示的月份中的一天（01～31）
%Y 四位数的年份，如 2019
%y 两位数的年份，如 19
%H 24 小时制的小时数（00～23）
%I 12 小时制的小时数（01～12）
%p am 或 pm
%M 分钟数（00～59）
%S 秒数（00～61）

某地最高温度和最低温度数据可视化

death_valley_2021_simple.csv

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"STATION","NAME","DATE","TMAX","TMIN","TOBS"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-01","71","51","56"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-02","67","42","51"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-03","66","41","49"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-04","66","41","48"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-05","70","40","52"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-06","69","40","50"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-07","60","38","44"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-08","65","33","44"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-09","71","41","56"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-10","70","49","51"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-11","67","37","45"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-12","61","37","48"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-13","66","37","47"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-14","71","39","48"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-15","76","40","53"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-16","90","42","60"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-17","80","51","54"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-18","83","48","63"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-19","69","55","65"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-20","75","53","58"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-21","75","44","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-22","75","46","56"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-23","69","48","49"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-24","67","46","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-25","57","44","44"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-26","60","40","52"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-27","60","46","48"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-28","71","44","66"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-29","71","51","54"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-30","68","41","52"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-01-31","68","40","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-01","73","51","52"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-02","74","43","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-03","76","44","61"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-04","72","56","61"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-05","76","51","64"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-06","80","56","57"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-07","78","43","56"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-08","74","42","59"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-09","73","50","58"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-10","81","49","58"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-11","74","48","57"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-12","83","49","65"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-13","78","58","62"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-14","74","55","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-15","75","46","52"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-16","78","48","64"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-17","71","54","60"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-18","70","48","56"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-19","74","42","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-20","76","41","62"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-21","76","55","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-22","81","51",
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-23","84","47","64"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-24","84","57",
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-25","73","51","52"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-26","75","38","62"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-27","74","57","58"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-02-28","71","49","52"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-01","73","40","54"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-02","79","43","60"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-03","74","43","62"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-04","78","50","61"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-05","84","48","61"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-06","85","49","67"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-07","79","51","62"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-08","83","58","66"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-09","76","56","60"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-10","71","54","56"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-11","67","49","53"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-12","68","46","54"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-13","76","44","56"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-14","78","44","62"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-15","71","52","52"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-16","75","50","58"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-17","77","47","68"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-18","86","58","68"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-19","91","55",
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-20","87","65","65"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-21","78","59","67"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-22","80","56","70"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-23","70","62","63"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-24","80","56","64"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-25","82","55","67"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-26","80","60","69"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-27","90","64","70"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-28","91","56","75"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-29","95","56","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-30","84","65","72"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-03-31","90","65","71"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-01","93","55","75"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-02","98","60","80"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-03","100","59","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-04","100","65","84"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-05","100","64","76"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-06","95","73","80"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-07","97","63","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-08","97","67","82"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-09","96","72","83"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-10","100","66","80"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-11","101","66","84"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-12","98","76","81"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-13","99","74","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-14","86","69","72"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-15","87","63","69"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-16","92","63","81"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-17","91","71","73"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-18","94","65","77"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-19","98","60","80"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-20","100","63","84"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-21","93","72","77"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-22","97","65","77"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-23","96","70","82"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-24","97","73","81"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-25","86","71","71"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-26","83","57","58"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-27","84","55","74"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-28","99","65","84"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-29","103","74","89"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-04-30","108","70","91"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-01","107","86","88"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-02","100","76","84"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-03","99","74","88"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-04",,"72","89"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-05","106","74","92"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-06","108","84","91"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-07","106","83","86"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-08","100","74","87"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-09","101","76","82"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-10","101","77","89"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-11","99","81","84"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-12","108","75","91"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-13","111","82","91"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-14","110","83","90"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-15","103","82","82"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-16","93","74","83"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-17","103","71","89"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-18","109","79","93"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-19","107","83","86"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-20","99","73","73"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-21","79","64","71"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-22","85","64","74"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-23","93","61","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-24","99","72","87"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-25","106","71","91"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-26","104","77","86"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-27","110","81","90"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-28","108","84","90"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-29","107","84","93"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-30","115","80","95"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-05-31","115","88","99"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-01","115","82","100"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-02","118","87","100"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-03","120","95","103"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-04","121","97","101"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-05","119","94","99"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-06","113","92","96"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-07","103","85","85"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-08","104","78","88"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-09","102","80","81"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-10","97","70","84"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-11","105","73","91"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-12","112","78","96"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-13","116","83","99"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-14","118","88","101"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-15","124","88","105"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-16","125","91","108"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-17","128","94","113"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-18","124","101","107"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-19","125","97","108"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-20","124","98","104"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-21","122","96","105"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-22","117","94","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-23","108","94","94"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-24","113","86","96"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-25","114","89","100"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-26","122","86","105"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-27","122","98","106"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-28","126","95","113"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-29","121","96","97"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-06-30","114","93","97"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-01","117","91","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-02","119","94","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-03","112","97","98"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-04","120","89","100"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-05","120","93","103"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-06","124","96","105"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-07","126","101","109"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-08","126","100","110"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-09","130","104","110"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-10","129","99","113"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-11","128","102","112"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-12","127","99","113"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-13","121","103","108"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-14","120","99","104"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-15","119","98","103"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-16","119","95","105"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-17","119","97","108"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-18","119","101","101"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-19","117","88","98"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-20","120","90","101"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-21","115","98",
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-22","119","94","105"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-23","118","100","103"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-24","114","94","105"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-25","118","92","96"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-26","101","78","83"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-27","112","80","101"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-28","119","89","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-29","117","93","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-30","109","80","89"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-07-31","103","85","89"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-01","115","86","104"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-02","120","91","106"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-03","122","87","109"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-04","126","90","104"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-05","122","98","107"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-06","118","91","94"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-07","115","84","100"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-08","119","90","99"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-09","118","92","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-10","120","93","99"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-11","117","96","104"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-12","116","97","104"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-13","117","97","108"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-14","118","98","107"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-15","122","99","107"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-16","120","101","106"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-17","117","98","99"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-18","108","94","94"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-19","104","82","89"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-20","108","82","97"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-21","109","90","95"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-22","109","90","96"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-23","111","91","92"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-24","112","90","103"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-25","116","86","101"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-26","113","85","95"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-27","116","77","95"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-28","118","83","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-29","119","86","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-30","120","90","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-08-31","111","96","100"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-01","109","91","94"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-02","110","85","93"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-03","108","83","90"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-04","112","75","94"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-05","116","77","98"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-06","119","80","102"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-07","122","86","103"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-08","120","86","106"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-09","118","98","101"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-10","115","91","100"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-11","113","93","95"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-12","114","90","96"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-13","114","84","96"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-14","112","83","93"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-15","111","74","90"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-16","105","84","86"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-17","106","72","94"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-18","105","87","90"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-19","100","81","87"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-20","102","81","81"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-21","107","77","88"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-22","104","70","88"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-23","108","73","87"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-24","110","79","91"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-25","107","80","94"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-26","107","85","94"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-27","101","85","90"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-28","98","81","83"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-29","94","75","82"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-09-30","97","72","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-01","100","63","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-02","101","64","80"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-03","103","67","87"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-04","100","69","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-05","96","67","82"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-06","97","74","83"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-07","97","72","83"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-08","90","75","75"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-09","90","68","79"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-10","93","70","73"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-11","87","61","63"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-12","80","61","67"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-13","81","56","65"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-14","88","53","77"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-15","89","65","69"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-16","94","60","72"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-17","92","55","80"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-18","83","65","66"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-19","83","53","68"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-20","83","55","66"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-21","87","58","71"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-22","88","58","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-23","88","72","76"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-24","84","70","82"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-25","82","61","63"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-26","81","51","66"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-27","86","55","68"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-28","94","58","75"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-29","94","62","71"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-30","90","59","74"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-10-31","90","62","78"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-01","86","63","68"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-02","86","57","72"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-03","90","57","74"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-04","87","59","68"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-05","90","56","69"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-06","87","57","70"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-07","87","58","73"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-08","86","63","66"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-09","86","61","64"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-10","83","58","79"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-11","92","68","73"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-12","94","62","71"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-13","91","57","66"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-14","88","56","65"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-15","84","55","66"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-16","87","57","62"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-17","84","56","63"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-18","80","51","62"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-19","79","52","60"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-20","83","50","67"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-21","83","58","66"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-22","79","51","59"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-23","76","48","68"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-24","75","61","63"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-25","75","49","50"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-26","72","41","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-27","74","41","54"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-28","76","42","61"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-29","76","44","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-11-30","81","44","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-01","81","48","62"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-02","78","45","56"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-03","77","47","54"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-04","76","43","55"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-05","75","43","54"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-06","69","46","58"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-07","68","53","60"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-08","76","49","57"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-09","72","48","51"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-10","65","44","48"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-11","63","41","43"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-12","61","34","46"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-13","63","35","60"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-14","66","42","43"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-15","59","40","44"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-16","58","36","43"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-17","64","39","51"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-18","62","38","42"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-19","62","34","42"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-20","59","33","47"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-21","62","38","45"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-22","56","35","47"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-23","56","45","52"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-24","74","48",
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-25","72","51","59"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-26","67","52","53"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-27","62","47","47"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-28","55","41","45"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-29","52","36","48"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-30","53","46","49"
"USC00042319","DEATH VALLEY NATIONAL PARK, CA US","2021-12-31","64","46","51"

death_valley_highs_lows.py.py

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from pathlib import Path
import csv
import matplotlib.pyplot as plt
from datetime import datetime


path = Path('death_valley_2021_simple.csv')
# splitlines()获取包含文件中各行的列表，如果文件中有中文，应使用utf-8
lines = path.read_text(encoding='utf-8').splitlines() 
reader = csv.reader(lines)# 创建一个 reader 对象
# 函数 next() 返回文件中的下一行（从文件开头开始）,首次调用时返回第一行列表（表头列表）
header_row = next(reader)
"""
# 在循环中，对列表调用 enumerate() 来获取每个元素的索引及其值
for index, column_header in enumerate(header_row):
    print(index, column_header)
"""
# 提取日期和最高温度
dates, highs, lows = [], [], []
# 遍历文件中余下的各行,已经使用函数 next()读取了第一行，之后reader对象从第二行开始读取
for row in reader:
    current_date = datetime.strptime(row[2], '%Y-%m-%d')# 将日期格式设置为2025-01-11
    # 防止csv文件有些数据缺失导致报错（忽略有数据缺失的数据）
    try:
        high = int(row[3])
        low = int(row[4])
    except ValueError:
        print(f"{current_date}有数据缺失")
    else:
        dates.append(current_date)
        highs.append(high)
        lows.append(low)
# 根据数据绘图
plt.style.use('seaborn-v0_8')
fig, ax = plt.subplots()
ax.plot(dates, highs, color='red', alpha=0.5) # 最高温度折线图，alpha设置透明度，0完全透明，1完全不透明
ax.plot(dates, lows, color='blue', alpha=0.5) # 最低温度折线图
ax.fill_between(dates, highs, lows, facecolor='blue', alpha=0.1) # 填充区域，x坐标，y坐标，y坐标
# 设置绘图的格式
title = "Daily High and Low Temperatures, 2021\nDeath Valley, CA"
ax.set_title(title, fontsize=20)
fig.autofmt_xdate()# 绘制倾斜的日期标签，以免它们彼此重叠
ax.set_ylabel("Temperature (F)", fontsize=16)
ax.tick_params(labelsize=16)
plt.show()

使用json文件作为数据源

eq_data_1_day_m1.geojson

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{"type":"FeatureCollection","metadata":{"generated":1649052296000,"url":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/1.0_day.geojson","title":"USGS Magnitude 1.0+ Earthquakes, Past Day","status":200,"api":"1.10.3","count":160},"features":[{"type":"Feature","properties":{"mag":1.6,"place":"27 km NNW of Susitna, Alaska","time":1649051836769,"updated":1649052020437,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0224bju1jx","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0224bju1jx.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":39,"net":"ak","code":"0224bju1jx","ids":",ak0224bju1jx,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.54,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.6 - 27 km NNW of Susitna, Alaska"},"geometry":{"type":"Point","coordinates":[-150.7585,61.7591,56.3]},"id":"ak0224bju1jx"},
{"type":"Feature","properties":{"mag":1.6,"place":"63 km SE of Pedro Bay, Alaska","time":1649050396662,"updated":1649050785063,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0224bjowco","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0224bjowco.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":39,"net":"ak","code":"0224bjowco","ids":",ak0224bjowco,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.16,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.6 - 63 km SE of Pedro Bay, Alaska"},"geometry":{"type":"Point","coordinates":[-153.4716,59.3152,97.9]},"id":"ak0224bjowco"},
{"type":"Feature","properties":{"mag":2.2,"place":"27 km SSE of Cantwell, Alaska","time":1649049962786,"updated":1649050629179,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0224bjnd7y","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0224bjnd7y.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":74,"net":"ak","code":"0224bjnd7y","ids":",ak0224bjnd7y,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.53,"gap":null,"magType":"ml","type":"earthquake","title":"M 2.2 - 27 km SSE of Cantwell, Alaska"},"geometry":{"type":"Point","coordinates":[-148.7531,63.1633,52.6]},"id":"ak0224bjnd7y"},
{"type":"Feature","properties":{"mag":3.7,"place":"102 km SSE of Sand Point, Alaska","time":1649049432877,"updated":1649051314040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us7000gzhx","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000gzhx.geojson","felt":null,"cdi":null,"mmi":2.317,"alert":null,"status":"reviewed","tsunami":0,"sig":211,"net":"us","code":"7000gzhx","ids":",us7000gzhx,ak0224bjlgfu,","sources":",us,ak,","types":",origin,phase-data,shakemap,","nst":null,"dmin":0.271,"rms":0.6,"gap":194,"magType":"ml","type":"earthquake","title":"M 3.7 - 102 km SSE of Sand Point, Alaska"},"geometry":{"type":"Point","coordinates":[-159.6267,54.5612,19.6]},"id":"us7000gzhx"},
{"type":"Feature","properties":{"mag":2.92000008,"place":"49 km SE of Naalehu, Hawaii","time":1649048457870,"updated":1649051014040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/hv72972837","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/hv72972837.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":131,"net":"hv","code":"72972837","ids":",us7000gzhs,hv72972837,","sources":",us,hv,","types":",origin,phase-data,","nst":31,"dmin":null,"rms":0.170000002,"gap":279,"magType":"md","type":"earthquake","title":"M 2.9 - 49 km SE of Naalehu, Hawaii"},"geometry":{"type":"Point","coordinates":[-155.248336791992,18.7551670074463,8.6899995803833]},"id":"hv72972837"},
{"type":"Feature","properties":{"mag":1.4,"place":"44 km NE of Susitna North, Alaska","time":1649047203059,"updated":1649047331776,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0224bj4xpt","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0224bj4xpt.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":30,"net":"ak","code":"0224bj4xpt","ids":",ak0224bj4xpt,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.74,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.4 - 44 km NE of Susitna North, Alaska"},"geometry":{"type":"Point","coordinates":[-149.173,62.3994,35.6]},"id":"ak0224bj4xpt"},
{"type":"Feature","properties":{"mag":4.6,"place":"49 km SSE of Koróni, Greece","time":1649047182232,"updated":1649049053040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us7000gzhn","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000gzhn.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":326,"net":"us","code":"7000gzhn","ids":",us7000gzhn,","sources":",us,","types":",origin,phase-data,","nst":null,"dmin":0.827,"rms":0.84,"gap":117,"magType":"mb","type":"earthquake","title":"M 4.6 - 49 km SSE of Koróni, Greece"},"geometry":{"type":"Point","coordinates":[22.0768,36.3592,35.27]},"id":"us7000gzhn"},
{"type":"Feature","properties":{"mag":4.5,"place":"Banda Sea","time":1649046384834,"updated":1649048402040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us7000gzhl","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000gzhl.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":312,"net":"us","code":"7000gzhl","ids":",us7000gzhl,","sources":",us,","types":",origin,phase-data,","nst":null,"dmin":2.194,"rms":0.78,"gap":65,"magType":"mb","type":"earthquake","title":"M 4.5 - Banda Sea"},"geometry":{"type":"Point","coordinates":[129.5079,-6.686,149.73]},"id":"us7000gzhl"},
{"type":"Feature","properties":{"mag":1.9,"place":"54 km N of Petersville, Alaska","time":1649046245122,"updated":1649046875802,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0224bj1ie2","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0224bj1ie2.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":56,"net":"ak","code":"0224bj1ie2","ids":",ak0224bj1ie2,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.55,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.9 - 54 km N of Petersville, Alaska"},"geometry":{"type":"Point","coordinates":[-150.5896,62.9779,90.2]},"id":"ak0224bj1ie2"},
{"type":"Feature","properties":{"mag":1.8,"place":"34 km SSW of Fort Greely, Alaska","time":1649045264214,"updated":1649046448640,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0224bixy9k","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0224bixy9k.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":50,"net":"ak","code":"0224bixy9k","ids":",ak0224bixy9k,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.43,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.8 - 34 km SSW of Fort Greely, Alaska"},"geometry":{"type":"Point","coordinates":[-145.9089,63.671,0]},"id":"ak0224bixy9k"},
{"type":"Feature","properties":{"mag":1.7,"place":"121 km NW of Yakutat, Alaska","time":1649045014302,"updated":1649045749969,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0224bix2mu","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0224bix2mu.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":44,"net":"ak","code":"0224bix2mu","ids":",ak0224bix2mu,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.73,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.7 - 121 km NW of Yakutat, Alaska"},"geometry":{"type":"Point","coordinates":[-141.4547,60.2138,0]},"id":"ak0224bix2mu"},
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{"type":"Feature","properties":{"mag":1.93,"place":"9 km SSE of Okarche, Oklahoma","time":1648975567004,"updated":1648975693072,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ok2022gmtq","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ok2022gmtq.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":57,"net":"ok","code":"2022gmtq","ids":",ok2022gmtq,","sources":",ok,","types":",origin,phase-data,","nst":21,"dmin":0.1247340664,"rms":1.270608865,"gap":60.6503129,"magType":"ml","type":"earthquake","title":"M 1.9 - 9 km SSE of Okarche, Oklahoma"},"geometry":{"type":"Point","coordinates":[-97.91881561,35.65401077,1.408266187]},"id":"ok2022gmtq"},
{"type":"Feature","properties":{"mag":0.96,"place":"4km S of Redlands, CA","time":1648975211120,"updated":1648975433224,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci39985071","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ci39985071.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":14,"net":"ci","code":"39985071","ids":",ci39985071,","sources":",ci,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":29,"dmin":0.05365,"rms":0.19,"gap":88,"magType":"ml","type":"earthquake","title":"M 1.0 - 4km S of Redlands, CA"},"geometry":{"type":"Point","coordinates":[-117.1735,34.018,4.9]},"id":"ci39985071"},
{"type":"Feature","properties":{"mag":1.1,"place":"29 km SE of Mina, Nevada","time":1648974271394,"updated":1648974522464,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nn00836611","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nn00836611.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":19,"net":"nn","code":"00836611","ids":",nn00836611,","sources":",nn,","types":",origin,phase-data,","nst":10,"dmin":0.105,"rms":0.0718,"gap":191.92,"magType":"ml","type":"earthquake","title":"M 1.1 - 29 km SE of Mina, Nevada"},"geometry":{"type":"Point","coordinates":[-117.8612,38.2105,8.7]},"id":"nn00836611"},
{"type":"Feature","properties":{"mag":1.9,"place":"10 km NE of Willow, Alaska","time":1648974227792,"updated":1648974593152,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak02249xvrxg","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak02249xvrxg.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":56,"net":"ak","code":"02249xvrxg","ids":",ak02249xvrxg,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.56,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.9 - 10 km NE of Willow, Alaska"},"geometry":{"type":"Point","coordinates":[-149.9064,61.815,24.5]},"id":"ak02249xvrxg"},
{"type":"Feature","properties":{"mag":1.7,"place":"66 km SE of Pedro Bay, Alaska","time":1648973779804,"updated":1648974044354,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak02249xu7r9","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak02249xu7r9.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":44,"net":"ak","code":"02249xu7r9","ids":",ak02249xu7r9,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.34,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.7 - 66 km SE of Pedro Bay, Alaska"},"geometry":{"type":"Point","coordinates":[-153.2027,59.41,103.6]},"id":"ak02249xu7r9"},
{"type":"Feature","properties":{"mag":2.1,"place":"34 km NNE of Chase, Alaska","time":1648972914554,"updated":1648973076546,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak02249xr2n1","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak02249xr2n1.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":68,"net":"ak","code":"02249xr2n1","ids":",ak02249xr2n1,","sources":",ak,","types":",origin,phase-data,","nst":null,"dmin":null,"rms":0.72,"gap":null,"magType":"ml","type":"earthquake","title":"M 2.1 - 34 km NNE of Chase, Alaska"},"geometry":{"type":"Point","coordinates":[-149.8562,62.7391,45.4]},"id":"ak02249xr2n1"},
{"type":"Feature","properties":{"mag":1.03,"place":"20 km S of Packwood, Washington","time":1648972244340,"updated":1649047431170,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/uw61827566","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/uw61827566.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":16,"net":"uw","code":"61827566","ids":",uw61827566,","sources":",uw,","types":",origin,phase-data,","nst":19,"dmin":0.2456,"rms":0.16,"gap":134,"magType":"ml","type":"earthquake","title":"M 1.0 - 20 km S of Packwood, Washington"},"geometry":{"type":"Point","coordinates":[-121.63783333333333,46.428,0.1]},"id":"uw61827566"},
{"type":"Feature","properties":{"mag":4.1,"place":"17 km W of Hulbuk, Tajikistan","time":1648972096956,"updated":1648974023040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us7000gzbg","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000gzbg.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":259,"net":"us","code":"7000gzbg","ids":",us7000gzbg,","sources":",us,","types":",origin,phase-data,","nst":null,"dmin":1.124,"rms":0.41,"gap":146,"magType":"mb","type":"earthquake","title":"M 4.1 - 17 km W of Hulbuk, Tajikistan"},"geometry":{"type":"Point","coordinates":[69.4435,37.799,10]},"id":"us7000gzbg"},
{"type":"Feature","properties":{"mag":1.18,"place":"15 km SE of Lincoln, Montana","time":1648971215540,"updated":1648995029180,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/mb80542034","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/mb80542034.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":21,"net":"mb","code":"80542034","ids":",mb80542034,","sources":",mb,","types":",origin,phase-data,","nst":15,"dmin":0.045,"rms":0.15,"gap":60,"magType":"ml","type":"earthquake","title":"M 1.2 - 15 km SE of Lincoln, Montana"},"geometry":{"type":"Point","coordinates":[-112.5198333,46.871,14.35]},"id":"mb80542034"},
{"type":"Feature","properties":{"mag":0.96,"place":"17km ESE of Anza, CA","time":1648970534600,"updated":1648970755530,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci39985055","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ci39985055.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":14,"net":"ci","code":"39985055","ids":",ci39985055,","sources":",ci,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":36,"dmin":0.06734,"rms":0.2,"gap":59,"magType":"ml","type":"earthquake","title":"M 1.0 - 17km ESE of Anza, CA"},"geometry":{"type":"Point","coordinates":[-116.501,33.4948333,12.89]},"id":"ci39985055"},
{"type":"Feature","properties":{"mag":1.83,"place":"4 km SSE of Guánica, Puerto Rico","time":1648970331430,"updated":1648972156200,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/pr71343193","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/pr71343193.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":52,"net":"pr","code":"71343193","ids":",pr71343193,","sources":",pr,","types":",origin,phase-data,","nst":10,"dmin":null,"rms":0.12,"gap":219,"magType":"md","type":"earthquake","title":"M 1.8 - 4 km SSE of Guánica, Puerto Rico"},"geometry":{"type":"Point","coordinates":[-66.8955,17.9311666666667,13.16]},"id":"pr71343193"},
{"type":"Feature","properties":{"mag":3.2,"place":"85 km ESE of King Cove, Alaska","time":1648969356972,"updated":1648972154040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us7000gzbb","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000gzbb.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":158,"net":"us","code":"7000gzbb","ids":",us7000gzbb,","sources":",us,","types":",origin,phase-data,","nst":null,"dmin":0.799,"rms":0.58,"gap":178,"magType":"ml","type":"earthquake","title":"M 3.2 - 85 km ESE of King Cove, Alaska"},"geometry":{"type":"Point","coordinates":[-161.2079,54.6414,24.16]},"id":"us7000gzbb"},
{"type":"Feature","properties":{"mag":1.22,"place":"7km SW of Inverness, CA","time":1648968971330,"updated":1649032216462,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc73713636","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73713636.geojson","felt":1,"cdi":2.2,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":23,"net":"nc","code":"73713636","ids":",nc73713636,","sources":",nc,","types":",dyfi,nearby-cities,origin,phase-data,scitech-link,","nst":17,"dmin":0.05802,"rms":0.11,"gap":99,"magType":"md","type":"earthquake","title":"M 1.2 - 7km SW of Inverness, CA"},"geometry":{"type":"Point","coordinates":[-122.9035,38.0496667,8.51]},"id":"nc73713636"},
{"type":"Feature","properties":{"mag":1.71,"place":"13km WNW of Anza, CA","time":1648967371100,"updated":1648990769150,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci39985047","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ci39985047.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":45,"net":"ci","code":"39985047","ids":",ci39985047,","sources":",ci,","types":",focal-mechanism,nearby-cities,origin,phase-data,scitech-link,","nst":64,"dmin":0.05586,"rms":0.19,"gap":22,"magType":"ml","type":"earthquake","title":"M 1.7 - 13km WNW of Anza, CA"},"geometry":{"type":"Point","coordinates":[-116.8085,33.5846667,8.04]},"id":"ci39985047"}],"bbox":[-173.0821,-57.4218,-0.6,170.0847,65.7868,201.27]}

绘制散点图
eq_explore_data.py

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from pathlib import Path
import json
import plotly.express as px


# 将数据作为字符串读取并转换为 Python 对象
path = Path('eq_data_1_day_m1.geojson')
contents = path.read_text()
all_eq_data = json.loads(contents)
# 将数据文件转换为更易于阅读的版本
path = Path('readable_eq_data.geojson')
readable_contents = json.dumps(all_eq_data, indent=4)# 可选参数indent，指定数据结构中嵌套元素的缩进量
path.write_text(readable_contents)
# 查看数据集中的所有地震
all_eq_dicts = all_eq_data['features'] # 与地震信息相关的列表，里面嵌套某次地震的信息
# print(len(all_eq_dicts))
mags, titles, lons, lats = [], [], [], [] 
for eq_dict in all_eq_dicts:
    mag = eq_dict['properties']['mag'] # 震级
    title = eq_dict['properties']['title'] # 地震地点名称
    lon = eq_dict['geometry']['coordinates'][0] # 坐标：经度
    lat = eq_dict['geometry']['coordinates'][1] # 坐标：纬度
    mags.append(mag)
    titles.append(title)
    lons.append(lon)
    lats.append(lat)
fig = px.scatter(
    x=lons,
    y=lats,
    labels={'x': '经度', 'y': '纬度'},# 坐标轴标题
    range_x=[-200, 200],# x坐标范围
    range_y=[-90, 90],# y坐标范围
    width=800,# 在屏幕上的显示宽度
    height=800,# 显示高度
    title='全球地震散点图',# 图像标题
)
# fig.write_html('global_earthquakes.html')# 保存图像
fig.show()

另一种表示方法
eq_explore_data.py

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from pathlib import Path
import json
import plotly.express as px
import pandas as pd


# 将数据作为字符串读取并转换为 Python 对象
path = Path('eq_data_1_day_m1.geojson')
contents = path.read_text()
all_eq_data = json.loads(contents)
# 将数据文件转换为更易于阅读的版本
path = Path('readable_eq_data.geojson')
readable_contents = json.dumps(all_eq_data, indent=4)# 可选参数indent，指定数据结构中嵌套元素的缩进量
path.write_text(readable_contents)
# 查看数据集中的所有地震
all_eq_dicts = all_eq_data['features'] # 与地震信息相关的列表，里面嵌套某次地震的信息
# print(len(all_eq_dicts))
mags, titles, lons, lats = [], [], [], [] 
for eq_dict in all_eq_dicts:
    mag = eq_dict['properties']['mag'] # 震级
    title = eq_dict['properties']['title'] # 地震地点名称
    lon = eq_dict['geometry']['coordinates'][0] # 坐标：经度
    lat = eq_dict['geometry']['coordinates'][1] # 坐标：纬度
    mags.append(mag)
    titles.append(title)
    lons.append(lon)
    lats.append(lat)
    
data = pd.DataFrame(data=zip(lons, lats, titles, mags), columns=['经度', '纬度', '位置', '震级'])
data.head()

fig = px.scatter(
    data,
    x='经度',
    y='纬度',
    labels={'x': '经度', 'y': '纬度'},# 坐标轴标题
    range_x=[-200, 200],# x坐标范围
    range_y=[-90, 90],# y坐标范围
    width=800,# 在屏幕上的显示宽度
    height=800,# 显示高度
    title='全球地震散点图',# 图像标题
)
fig.show()

进一步美化图像
eq_explore_data.py

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from pathlib import Path
import json
import plotly.express as px
import pandas as pd


# 将数据作为字符串读取并转换为 Python 对象
path = Path('eq_data_1_day_m1.geojson')
contents = path.read_text()
all_eq_data = json.loads(contents)
# 将数据文件转换为更易于阅读的版本
path = Path('readable_eq_data.geojson')
readable_contents = json.dumps(all_eq_data, indent=4)# 可选参数indent，指定数据结构中嵌套元素的缩进量
path.write_text(readable_contents)
# 查看数据集中的所有地震
all_eq_dicts = all_eq_data['features'] # 与地震信息相关的列表，里面嵌套某次地震的信息
# print(len(all_eq_dicts))
mags, titles, lons, lats = [], [], [], [] 
for eq_dict in all_eq_dicts:
    mag = eq_dict['properties']['mag'] # 震级
    title = eq_dict['properties']['title'] # 地震地点名称
    lon = eq_dict['geometry']['coordinates'][0] # 坐标：经度
    lat = eq_dict['geometry']['coordinates'][1] # 坐标：纬度
    mags.append(mag)
    titles.append(title)
    lons.append(lon)
    lats.append(lat)

data = pd.DataFrame(data=zip(lons, lats, titles, mags), columns=['经度', '纬度', '位置', '震级'])
data.head()

fig = px.scatter(
    data,
    x='经度',
    y='纬度',
    labels={'x': '经度', 'y': '纬度'},# 坐标轴标题
    range_x=[-200, 200],# x坐标范围
    range_y=[-90, 90],# y坐标范围
    width=800,# 在屏幕上的显示宽度
    height=800,# 显示高度
    title='全球地震散点图',# 图像标题
    # 震级越大，点越大
    size='震级',# 以震级参数为参考设置点的大小
    size_max=10,# 设置点的大小
)
fig.show()

使用更多数据的json文件
eq_data_30_day_m1.geojson

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{"type":"Feature","properties":{"mag":3.7,"place":"south of Alaska","time":1649049432877,"updated":1649051314040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us7000gzhx","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us7000gzhx.geojson","felt":null,"cdi":null,"mmi":2.317,"alert":null,"status":"reviewed","tsunami":0,"sig":211,"net":"us","code":"7000gzhx","ids":",us7000gzhx,ak0224bjlgfu,","sources":",us,ak,","types":",origin,phase-data,shakemap,","nst":null,"dmin":0.271,"rms":0.6,"gap":194,"magType":"ml","type":"earthquake","title":"M 3.7 - south of Alaska"},"geometry":{"type":"Point","coordinates":[-159.6267,54.5612,19.6]},"id":"us7000gzhx"},
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{"type":"Feature","properties":{"mag":4.7,"place":"Volcano Islands, Japan region","time":1646466702463,"updated":1648017654040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us6000h3j6","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us6000h3j6.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":340,"net":"us","code":"6000h3j6","ids":",us6000h3j6,","sources":",us,","types":",origin,phase-data,","nst":null,"dmin":8.546,"rms":0.73,"gap":120,"magType":"mb","type":"earthquake","title":"M 4.7 - Volcano Islands, Japan region"},"geometry":{"type":"Point","coordinates":[141.697,24.6987,96.01]},"id":"us6000h3j6"},
{"type":"Feature","properties":{"mag":5.1,"place":"66 km NNE of Puerto Ocopa, Peru","time":1646466328754,"updated":1648016138440,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/us6000h29g","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/us6000h29g.geojson","felt":6,"cdi":4.8,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":403,"net":"us","code":"6000h29g","ids":",us6000h29g,","sources":",us,","types":",dyfi,moment-tensor,origin,phase-data,","nst":null,"dmin":3.002,"rms":0.6,"gap":79,"magType":"mww","type":"earthquake","title":"M 5.1 - 66 km NNE of Puerto Ocopa, Peru"},"geometry":{"type":"Point","coordinates":[-74.1367,-10.5746,136.33]},"id":"us6000h29g"},
{"type":"Feature","properties":{"mag":1.85000002,"place":"4 km WSW of Pāhala, Hawaii","time":1646466017410,"updated":1646466207910,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/hv72938562","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/hv72938562.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":53,"net":"hv","code":"72938562","ids":",hv72938562,","sources":",hv,","types":",origin,phase-data,","nst":42,"dmin":null,"rms":0.129999995,"gap":75,"magType":"md","type":"earthquake","title":"M 1.9 - 4 km WSW of Pāhala, Hawaii"},"geometry":{"type":"Point","coordinates":[-155.51432800293,19.1900005340576,33.4099998474121]},"id":"hv72938562"},
{"type":"Feature","properties":{"mag":1.2,"place":"36 km E of Skwentna, Alaska","time":1646465729528,"updated":1646466226059,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0222xyrt8w","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0222xyrt8w.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":22,"net":"ak","code":"0222xyrt8w","ids":",ak0222xyrt8w,","sources":",ak,","types":",origin,","nst":null,"dmin":null,"rms":0.53,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.2 - 36 km E of Skwentna, Alaska"},"geometry":{"type":"Point","coordinates":[-150.7121,61.9707,24.6]},"id":"ak0222xyrt8w"},
{"type":"Feature","properties":{"mag":2.1,"place":"11 km ESE of Mentasta Lake, Alaska","time":1646465711754,"updated":1646466416546,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0222xyrrt6","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0222xyrrt6.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":68,"net":"ak","code":"0222xyrrt6","ids":",ak0222xyrrt6,","sources":",ak,","types":",origin,","nst":null,"dmin":null,"rms":0.7,"gap":null,"magType":"ml","type":"earthquake","title":"M 2.1 - 11 km ESE of Mentasta Lake, Alaska"},"geometry":{"type":"Point","coordinates":[-143.552,62.8831,1.1]},"id":"ak0222xyrrt6"},
{"type":"Feature","properties":{"mag":1.05,"place":"4km SE of Redlands, CA","time":1646465619720,"updated":1646676476957,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci40199936","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ci40199936.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":17,"net":"ci","code":"40199936","ids":",ci40199936,","sources":",ci,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":31,"dmin":0.03772,"rms":0.12,"gap":101,"magType":"ml","type":"earthquake","title":"M 1.1 - 4km SE of Redlands, CA"},"geometry":{"type":"Point","coordinates":[-117.1561667,34.0253333,10.55]},"id":"ci40199936"},
{"type":"Feature","properties":{"mag":1.25,"place":"4km ENE of Borrego Springs, CA","time":1646465619460,"updated":1646674869502,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci40199944","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ci40199944.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":24,"net":"ci","code":"40199944","ids":",ci40199944,","sources":",ci,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":44,"dmin":0.06711,"rms":0.23,"gap":60,"magType":"ml","type":"earthquake","title":"M 1.3 - 4km ENE of Borrego Springs, CA"},"geometry":{"type":"Point","coordinates":[-116.3366667,33.2645,12.47]},"id":"ci40199944"},
{"type":"Feature","properties":{"mag":1.6,"place":"31 km SSE of Mina, Nevada","time":1646464731782,"updated":1646689047362,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nn00834935","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nn00834935.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":39,"net":"nn","code":"00834935","ids":",nn00834935,","sources":",nn,","types":",origin,phase-data,","nst":10,"dmin":0.043,"rms":0.0874,"gap":133.17,"magType":"ml","type":"earthquake","title":"M 1.6 - 31 km SSE of Mina, Nevada"},"geometry":{"type":"Point","coordinates":[-117.9106,38.1569,10.4]},"id":"nn00834935"},
{"type":"Feature","properties":{"mag":1.1,"place":"29 km SSE of Mina, Nevada","time":1646464225085,"updated":1647378760742,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nn00834934","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nn00834934.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":19,"net":"nn","code":"00834934","ids":",nn00834934,","sources":",nn,","types":",origin,phase-data,","nst":8,"dmin":0.033,"rms":0.0536,"gap":173.88,"magType":"ml","type":"earthquake","title":"M 1.1 - 29 km SSE of Mina, Nevada"},"geometry":{"type":"Point","coordinates":[-118.0002,38.1348,9.8]},"id":"nn00834934"},
{"type":"Feature","properties":{"mag":2.1099999,"place":"12 km ESE of Pāhala, Hawaii","time":1646463665970,"updated":1646463853570,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/hv72938537","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/hv72938537.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":68,"net":"hv","code":"72938537","ids":",hv72938537,","sources":",hv,","types":",origin,phase-data,","nst":49,"dmin":null,"rms":0.109999999,"gap":181,"magType":"md","type":"earthquake","title":"M 2.1 - 12 km ESE of Pāhala, Hawaii"},"geometry":{"type":"Point","coordinates":[-155.378326416016,19.1446666717529,30.0699996948242]},"id":"hv72938537"},
{"type":"Feature","properties":{"mag":2.9,"place":"9 km N of Cantwell, Alaska","time":1646463390718,"updated":1648015519040,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0222xyavoj","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0222xyavoj.geojson","felt":3,"cdi":3.4,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":130,"net":"ak","code":"0222xyavoj","ids":",ak0222xyavoj,us6000h299,","sources":",ak,us,","types":",dyfi,origin,phase-data,","nst":null,"dmin":null,"rms":0.92,"gap":null,"magType":"ml","type":"earthquake","title":"M 2.9 - 9 km N of Cantwell, Alaska"},"geometry":{"type":"Point","coordinates":[-148.9435,63.4768,0]},"id":"ak0222xyavoj"},
{"type":"Feature","properties":{"mag":1.5,"place":"53 km S of Silver Peak, Nevada","time":1646463388549,"updated":1646698149021,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nn00834932","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nn00834932.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":35,"net":"nn","code":"00834932","ids":",nn00834932,","sources":",nn,","types":",origin,phase-data,","nst":7,"dmin":0.065,"rms":0.1229,"gap":93.19,"magType":"ml","type":"earthquake","title":"M 1.5 - 53 km S of Silver Peak, Nevada"},"geometry":{"type":"Point","coordinates":[-117.5816,37.2735,3.8]},"id":"nn00834932"},
{"type":"Feature","properties":{"mag":1.3,"place":"11km SW of Corona, CA","time":1646463241140,"updated":1646673761230,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci40199920","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ci40199920.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":26,"net":"ci","code":"40199920","ids":",ci40199920,","sources":",ci,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":36,"dmin":0.03972,"rms":0.17,"gap":51,"magType":"ml","type":"earthquake","title":"M 1.3 - 11km SW of Corona, CA"},"geometry":{"type":"Point","coordinates":[-117.6548333,33.8065,4.49]},"id":"ci40199920"},
{"type":"Feature","properties":{"mag":1.4,"place":"16km SE of Pinnacles, CA","time":1646462561600,"updated":1646474590981,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc73701546","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73701546.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":30,"net":"nc","code":"73701546","ids":",nc73701546,","sources":",nc,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":24,"dmin":0.004604,"rms":0.14,"gap":179,"magType":"md","type":"earthquake","title":"M 1.4 - 16km SE of Pinnacles, CA"},"geometry":{"type":"Point","coordinates":[-121.0215,36.4205,-0.51]},"id":"nc73701546"},
{"type":"Feature","properties":{"mag":1.3,"place":"26 km N of Benton, California","time":1646462525242,"updated":1647377447403,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nn00834930","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nn00834930.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":26,"net":"nn","code":"00834930","ids":",nn00834930,","sources":",nn,","types":",origin,phase-data,","nst":8,"dmin":0.197,"rms":0.0738,"gap":146.29,"magType":"ml","type":"earthquake","title":"M 1.3 - 26 km N of Benton, California"},"geometry":{"type":"Point","coordinates":[-118.4587,38.0582,13.5]},"id":"nn00834930"},
{"type":"Feature","properties":{"mag":1.3,"place":"55 km NNE of Petersville, Alaska","time":1646462247410,"updated":1646462418382,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ak0222xy6sud","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ak0222xy6sud.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":26,"net":"ak","code":"0222xy6sud","ids":",ak0222xy6sud,","sources":",ak,","types":",origin,","nst":null,"dmin":null,"rms":0.46,"gap":null,"magType":"ml","type":"earthquake","title":"M 1.3 - 55 km NNE of Petersville, Alaska"},"geometry":{"type":"Point","coordinates":[-150.347,62.9522,92.3]},"id":"ak0222xy6sud"},
{"type":"Feature","properties":{"mag":2.04999995,"place":"4 km S of Pāhala, Hawaii","time":1646461367270,"updated":1646461565920,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/hv72938497","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/hv72938497.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"automatic","tsunami":0,"sig":65,"net":"hv","code":"72938497","ids":",hv72938497,","sources":",hv,","types":",origin,phase-data,","nst":34,"dmin":null,"rms":0.129999995,"gap":117,"magType":"md","type":"earthquake","title":"M 2.0 - 4 km S of Pāhala, Hawaii"},"geometry":{"type":"Point","coordinates":[-155.473999023438,19.1593341827393,31.9899997711182]},"id":"hv72938497"},
{"type":"Feature","properties":{"mag":1.62,"place":"8km NE of San Simeon, CA","time":1646460973050,"updated":1646476151147,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/nc73701536","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/nc73701536.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":40,"net":"nc","code":"73701536","ids":",nc73701536,","sources":",nc,","types":",nearby-cities,origin,phase-data,scitech-link,","nst":32,"dmin":0.01989,"rms":0.05,"gap":108,"magType":"md","type":"earthquake","title":"M 1.6 - 8km NE of San Simeon, CA"},"geometry":{"type":"Point","coordinates":[-121.1333333,35.6933333,7.47]},"id":"nc73701536"},
{"type":"Feature","properties":{"mag":1.52,"place":"4km ENE of Beaumont, CA","time":1646460573600,"updated":1646672267230,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/ci40199912","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/ci40199912.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":36,"net":"ci","code":"40199912","ids":",ci40199912,","sources":",ci,","types":",focal-mechanism,nearby-cities,origin,phase-data,scitech-link,","nst":67,"dmin":0.0477,"rms":0.17,"gap":53,"magType":"ml","type":"earthquake","title":"M 1.5 - 4km ENE of Beaumont, CA"},"geometry":{"type":"Point","coordinates":[-116.9361667,33.9516667,17.3]},"id":"ci40199912"},
{"type":"Feature","properties":{"mag":1.88,"place":"7 km SE of Bondurant, Wyoming","time":1646460464870,"updated":1646494241570,"tz":null,"url":"https://earthquake.usgs.gov/earthquakes/eventpage/mb80539734","detail":"https://earthquake.usgs.gov/earthquakes/feed/v1.0/detail/mb80539734.geojson","felt":null,"cdi":null,"mmi":null,"alert":null,"status":"reviewed","tsunami":0,"sig":54,"net":"mb","code":"80539734","ids":",mb80539734,","sources":",mb,","types":",origin,phase-data,","nst":15,"dmin":0.426,"rms":0.15,"gap":114,"magType":"ml","type":"earthquake","title":"M 1.9 - 7 km SE of Bondurant, Wyoming"},"geometry":{"type":"Point","coordinates":[-110.3323333,43.1655,4.82]},"id":"mb80539734"}],"bbox":[-179.9809,-60.6609,-3.5699999332428,179.9959,73.9058,641.5]}

数据可视化

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from pathlib import Path
import json
import plotly.express as px
import pandas as pd


# 将数据作为字符串读取并转换为 Python 对象
path = Path('eq_data_30_day_m1.geojson')
try:
    contents = path.read_text()
except:
    contents = path.read_text(encoding='utf-8')
all_eq_data = json.loads(contents)
# 将数据文件转换为更易于阅读的版本
path = Path('readable_eq_data.geojson')
readable_contents = json.dumps(all_eq_data, indent=4)# 可选参数indent，指定数据结构中嵌套元素的缩进量
path.write_text(readable_contents)
# 查看数据集中的所有地震
all_eq_dicts = all_eq_data['features'] # 与地震信息相关的列表，里面嵌套某次地震的信息
# print(len(all_eq_dicts))
mags, titles, lons, lats = [], [], [], [] 
for eq_dict in all_eq_dicts:
    mag = eq_dict['properties']['mag'] # 震级
    title = eq_dict['properties']['title'] # 地震地点名称
    lon = eq_dict['geometry']['coordinates'][0] # 坐标：经度
    lat = eq_dict['geometry']['coordinates'][1] # 坐标：纬度
    mags.append(mag)
    titles.append(title)
    lons.append(lon)
    lats.append(lat)

data = pd.DataFrame(data=zip(lons, lats, titles, mags), columns=['经度', '纬度', '位置', '震级'])
data.head()

fig = px.scatter(
    data,
    x='经度',
    y='纬度',
    labels={'x': '经度', 'y': '纬度'},# 坐标轴标题
    range_x=[-200, 200],# x坐标范围
    range_y=[-90, 90],# y坐标范围
    width=800,# 在屏幕上的显示宽度
    height=800,# 显示高度
    title='全球地震散点图',# 图像标题
    # 震级越大，点越大
    size='震级',# 以震级参数为参考设置点的大小
    size_max=10,# 设置点的大小
    color='震级',# 以震级参数为参考设置点的颜色，默认变色范围是从蓝色到红色再到黄色
    hover_name='位置',# 添加鼠标悬停文本
)
fig.show()

其他渐变色

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>>> import plotly.express as px
>>> px.colors.named_colorscales()
['aggrnyl', 'agsunset', 'blackbody', 'bluered', 'blues', 'blugrn', 'bluyl', 'brwnyl', 'bugn', 'bupu', 'burg', 'burgyl', 'cividis', 'darkmint', 'electric', 'emrld', 'gnbu', 'greens', 'greys', 'hot', 'inferno', 'jet', 'magenta', 'magma', 'mint', 'orrd', 'oranges', 'oryel', 'peach', 'pinkyl', 'plasma', 'plotly3', 'pubu', 'pubugn', 'purd', 'purp', 'purples', 'purpor', 'rainbow', 'rdbu', 'rdpu', 'redor', 'reds', 'sunset', 'sunsetdark', 'teal', 'tealgrn', 'turbo', 'viridis', 'ylgn', 'ylgnbu', 'ylorbr', 'ylorrd', 'algae', 'amp', 'deep', 'dense', 'gray', 'haline', 'ice', 'matter', 'solar', 'speed', 'tempo', 'thermal', 'turbid', 'armyrose', 'brbg', 'earth', 'fall', 'geyser', 'prgn', 'piyg', 'picnic', 'portland', 'puor', 'rdgy', 'rdylbu', 'rdylgn', 'spectral', 'tealrose', 'temps', 'tropic', 'balance', 'curl', 'delta', 'oxy', 'edge', 'hsv', 'icefire', 'phase', 'twilight', 'mrybm', 'mygbm']

使用GitHub API对GitHub的数据可视化

API 是网站的一部分，用于与程序进行交互。这些程序使用非常具体的 URL 请求特定的信息，而这种请求称为 API 调用。请求的数据将以程序易于处理的格式（如 JSON或 CSV）返回。使用外部数据源的应用程序（如集成了社交媒体网站的应用程序）大多依赖 API 调用。
https://api.github.com/search/repositories?q=language:python+sort:stars
这个 API 调用返回 GitHub 当前托管了多少个 Python 项目，以及有关最受欢迎的Python 仓库的信息。下面来仔细地研究这个 API 调用。开头的https://api.github.com/ 是 GitHub 的 API 地址。接下来的search/repositories 让 API 搜索 GitHub 上的所有仓库。repositories 后面的问号指出需要传递一个参数。参数 q 表示查询，而等号（=）让我们能够开始指定查询（q=）。接着，通过 language:python 指出只想获取主要语言为 Python 的仓库的信息。最后的 +sort:stars 指定将项目按星数排序。
大多数 API 存在速率限制，即在特定时间内可执行的请求数存在限制。要获悉是否接近了 GitHub 的限制，请在浏览器中输入 https://api.github.com/rate_limit
注意：很多 API 要求，在通过注册获得 API 密钥（访问令牌）后，才能执行 API调用。GitHub 没有这样的要求，但获得访问令牌后，配额将高得多。

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import requests
import plotly.express as px


# 执行 API 调用并查看响应
url = "https://api.github.com/search/repositories"
url += "?q=language:python+sort:stars+stars:>10000" # 只查找获得超过 10 000 颗星的 Python 仓库
headers = {"Accept": "application/vnd.github.v3+json"}# 通过指定 headers 显式地要求使用第三版的GitHub API
r = requests.get(url, headers=headers)
print(f"Status code: {r.status_code}")# 指出请求是否成功（状态码 200表示请求成功）
# 将响应转换为字典
response_dict = r.json()
print(f"Complete results: {not response_dict['incomplete_results']}")
# 处理有关仓库的信息
repo_dicts = response_dict['items']
repo_links, stars, hover_texts = [], [], [] # 带链接的仓库名称列表，stars列表,鼠标悬停文本列表
for repo_dict in repo_dicts:
    # 将仓库名转换为链接
    repo_name = repo_dict['name']
    repo_url = repo_dict['html_url']
    repo_link = f"<a href='{repo_url}'>{repo_name}</a>" # 插入链接
    repo_links.append(repo_link)
    stars.append(repo_dict['stargazers_count'])
    # 创建悬停文本
    owner = repo_dict['owner']['login']
    description = repo_dict['description']
    hover_text = f"{owner}<br />{description}" # 在仓库和描述之间添加换行符<br />
    hover_texts.append(hover_text)
# 可视化
title = "GitHub上面最受欢迎的python项目" # 图像标题
labels = {'x': '仓库', 'y': 'Stars'} # 坐标轴标题
fig = px.bar(x=repo_links, y=stars, title=title, labels=labels, hover_name=hover_texts)
# 设置字体大小
fig.update_layout(title_font_size=28, xaxis_title_font_size=20, yaxis_title_font_size=20)
# 自定义颜色和不透明度
fig.update_traces(marker_color='SteelBlue', marker_opacity=0.6)
fig.show()