### A Pluto.jl notebook ###
# v0.19.32

#> [frontmatter]
#> title = "使用Julia进行数据分析"
#> date = "2023-12-10"
#> description = "主要介绍DataFrames和简单的回归分析"
#> 
#>     [[frontmatter.author]]
#>     name = "陈伟凯"
#>     url = "https://weikaichen.gitlab.io"

using Markdown
using InteractiveUtils

# ╔═╡ 52e258ce-33b4-4094-b83b-84701a91fbf1
using DataFrames

# ╔═╡ 8fcf381e-320f-462b-bc16-07ec4cbd1d05
using Statistics

# ╔═╡ 9627d043-f71a-44aa-bb1e-ef7b42c0ad53
using CSV, Downloads,  Plots, StatsPlots, FreqTables, CategoricalArrays

# ╔═╡ 7fa4fa3c-272a-4967-8bf9-c8aa74a72e34
using GLM, StatsModels,  RegressionTables

# ╔═╡ d97a8513-8ae8-4cba-a2b1-fc455c5445db
using WooldridgeDatasets

# ╔═╡ 016638bc-c1a9-494b-88fe-ac03c9b64925
begin
	using PlutoUI
	TableOfContents(title="📚目录", depth = 4)
end

# ╔═╡ 2331ae19-bcd6-40fb-8580-e06ac0d4c924
id = "20231210" 

# ╔═╡ e92d9fdd-11e1-437c-8961-74176d892615
lastname = "陈"

# ╔═╡ f26552b8-2a0f-4bf2-b549-9b9466aa11ea
firstname = "某某"

# ╔═╡ 832030d7-6bf2-46a3-a4bb-9e25c93a596b
fullname = lastname * firstname;

# ╔═╡ 6fe40850-957d-11ee-3c59-4b12857a7104
md"""
# 使用Julia进行数据分析

[**陈伟凯**](https://weikaichen.gitlab.io/)·中国人民大学经济学院·2023/12/10

!!! warning "注意"
	请在Pluto Notebook中完成练习，我们将根据同学们最后提交的Notebook给成绩，请修改后面的代码，确保你的姓名和学号在下表中正确显示


| 姓名 | 学号|
|:---|----:|
| $fullname | $id    |
"""

# ╔═╡ 6e28adad-2a95-4305-bfb7-ecaf70339fa1
md"""
## 一、 `DataFrames.jl`

### 1. 简介

在Julia中，`DataFrames` 是用于处理和分析表格型数据的重要包。它提供了一种灵活且性能强大的数据结构，使得用户能够轻松进行数据操作、筛选、转换和分析。以下是一些 `DataFrames` 包的主要特点和功能：

1. **数据结构：** `DataFrames` 提供了 `DataFrame` 类型，这是一个类似于表格的二维数据结构，可以包含不同类型的列。每一列可以看作是一个变量或字段，而每一行是一个数据记录。

2. **数据操作：** 用户可以使用简单而直观的语法执行数据操作，如选择列、过滤行、合并数据、排序等。这使得数据清理和处理变得更加方便。

3. **灵活的列类型：** `DataFrames` 允许列具有不同的数据类型，这与像Pandas（Python中的数据分析库）类似。这种灵活性使得处理混合类型的数据变得更加容易。

4. **缺失值处理：** 支持处理缺失值（missing values），提供了灵活的方法来处理包含缺失值的数据，例如插值、删除或替换缺失值。

5. **性能优化：** `DataFrames` 在设计上注重性能，并且为大规模数据提供了高效的操作。它通过使用一些Julia语言的特性，如类型推断和多重派发，来提高运行时的性能。

6. **导入和导出：** `DataFrames` 支持从各种数据源导入数据，如CSV文件、Excel文件、数据库等，并可以导出到不同的格式。
"""

# ╔═╡ 7617f516-cc76-45bb-b8d3-e8cb3044bb7b
md"""
### 2. 常见函数

"""

# ╔═╡ f2888230-a2c5-4dff-84b8-f159865f3429
md"""
以下是 `DataFrames.jl` 包中一些常见的重要函数的总结，后面我们将会通过例子简单介绍，详细的信息和参数可以在[DataFrames.jl文档](https://dataframes.juliadata.org/stable/)中找到。 

| 函数 | 描述 |
| :--- | :--- |
| `DataFrame()` | 创建一个新的数据框架 |
| `describe(df)` | 提供数据框架的描述性统计信息 |
| `names(df)` | 返回数据框架中的列名 |
| `size(df)` | 返回数据框架的维度 |
| `first(df, n)` | 返回数据框架的前n行 |
| `last(df, n)` | 返回数据框架的后n行 |
| `df[:colname]` | 获取数据框架中特定列的值 |
| `df[!, :newcol] = ...` | 添加新列 |
| `select(df, cols)` | 选择特定的列 |
| `filter(:column => predicate, df)` | 根据条件过滤行 |
| `sort(df, cols; rev=true)` | 对数据框架按列排序 |
| `groupby(df, cols)` | 按列进行分组 |
| `combine(grouped_df, :col => aggregation_function)` | 对分组后的数据进行聚合 |
| `join(df1, df2, on=:key)` | 根据指定列连接两个数据框架 |

"""

# ╔═╡ 86e35e7a-bc47-4995-9f39-2fa0eb729d06
md"""

下面是一个简单的示例，展示了如何创建一个 `DataFrame`、进行一些基本的操作：
"""

# ╔═╡ a435df14-8d38-48a2-9f43-d5732017ad23
md"""
#### （1） 创建 DataFrame
"""

# ╔═╡ cd43714a-6ed5-4c98-a492-0541940e439a
df = DataFrame(Name=["Alice", "Bob", "Charlie"],
               Age=[25, 30, 35],
               Score=[95.0, 89.5, 78.0])

# ╔═╡ f006a498-fe12-4b9e-877e-9941ccf3fdbf
size(df)

# ╔═╡ 0b299604-e5dc-4c12-adfe-71286c408b5d
describe(df)

# ╔═╡ ed89057d-e59c-454c-bec7-e3089f2482f0
md"""
#### （2） filter 和 subset
"""

# ╔═╡ b972437e-bdc7-4a01-a717-c72097a09b28
filter(:Age => x -> x > 30, df)

# ╔═╡ f74afcf0-d566-4ad7-a344-c4c88f9f51b7
subset(df, :Age => ByRow(>(30)); skipmissing = true) # 如果有missing 用subset

# ╔═╡ 8465c1dc-dae2-4410-8ccd-0f0f2cd26e80
df[:, [:Name, :Score]] # 查看特定列

# ╔═╡ 4133d626-83e5-4ff3-9ff6-e1df022469ea
select(df, :Name, :Score)

# ╔═╡ f52ac060-ca12-4e07-901e-05e79dfd39db
select(df, Not(:Score))

# ╔═╡ fa45b3e4-8368-4aed-9a11-b736b064c456
md"""
也可以用来重命名列：
"""

# ╔═╡ a93f7036-8d81-417b-aea0-b313665aa2fa
select(df, :Name => "姓名", :Age => "年龄")

# ╔═╡ d9cc3e82-0f5e-435b-a1b2-10fa1c6291a9
md"""
另外，还可以使用 “splat” （展开）算符 `julia ...`， 将接收一个集合（通常是数组，向量，元组，或 range）并将其转化为参数序列：
"""

# ╔═╡ 7760444a-02c5-4f4c-bb85-4a56a31b3ae0
renames = ( :Name => "姓名", :Age => "年龄", :Score => "分数")

# ╔═╡ b2bacd0d-8963-424c-a786-4b2e8b532daa
select(df, renames...)

# ╔═╡ 34a33b1c-88cd-4eba-8f70-3a6d3e555802
df

# ╔═╡ 6acc3884-cd9c-459a-aa5a-599d2ee2ea76
md"""
注意到这里并没有真的改变列名， 如果要真的改名，要用`!` 进行 in-place 操作
```julia
select!(df, :Name => "姓名", :Age => "年龄")
```
"""

# ╔═╡ 422012ce-49a3-448e-bc59-420a89d7f8b5
md"""
#### （3） 合并 join

对多个 DataFrames 的合并，有不同的方式， 你可以根据需要选择不同的函数。下面只介绍几个常见的函数：
"""

# ╔═╡ eb395f70-4586-4a2d-a925-cdb57d9283a1
df2 = DataFrame(Name=["Alice", "Bob", "Daniel"],
                Grade=["A", "B", "A"])

# ╔═╡ c33c2858-8645-4bb7-945b-1add338c1fe7
innerjoin(df, df2; on=:Name) # 得到 Name 有交集的列

# ╔═╡ 1235d562-8383-4786-9506-902c69357b55
outerjoin(df, df2; on=:Name) # 取并， 会有缺失数据

# ╔═╡ a3e4322b-4269-4fc3-bd18-db86e2b70f9a
leftjoin(df, df2; on=:Name) # 以左侧为基础

# ╔═╡ aabdb041-15df-4005-bb96-14078e808c87
md"""
#### （4） 变量变换 transform

"""

# ╔═╡ 9025b93b-95b2-4e3e-968f-258ea2f68fa7
df3 = select(df,:,:Score => (x -> x .* 0.95) => :ScoreTwo)

# ╔═╡ 09ec7224-bf70-4c73-8ebe-36c74a7586e1
good(A, B) = [90 < a || 90 < b for (a, b) in zip(A, B)]

# ╔═╡ bc00dec5-a1ee-4c8b-87cd-e8ca858f8e44
transform(df3,[:Score, :ScoreTwo] => good => :Good)

# ╔═╡ 8b4e2af0-6169-4fdf-9651-b05820a675c7
md"""
!!! info "练习"
	请通过变量变换计算两个分数的平均分，并重新命名为Average。 （你可以直接使用 `Statistics` 模块中的函数 `mean`）
"""

# ╔═╡ 204e9e4e-d082-4fa0-9065-f3eb9e6c8612
md"""
#### （5） groupby 和 combine
"""

# ╔═╡ 71a11d6b-588c-4a49-8727-4b40f03b1093
md"""
用这个两函数可以实现所谓的 split-apply-combine 模式。
"""

# ╔═╡ 04da83f2-db2b-4327-bfd9-2bac42de6810
df4 = DataFrame(group=[:A, :A, :B, :B], X=1:4, Y=5:8)

# ╔═╡ 3a4c3a79-7eae-4edd-86ce-bc1d6fc2d505
md"""
假如要计算不同组（A和B）`X`的平均值，我们必须循环遍历数据以将其分割为多组，然后循环遍历每组以应用函数，最后循环遍历每组以收集最终结果，而所谓的 split-apply-combine 模式就可以比较容易地实现。
"""

# ╔═╡ 15373dd0-4832-48a3-879c-cede75da2c27
group_df4 = groupby(df4, :group)

# ╔═╡ 101d2f53-5bed-41ac-862f-6524999d4322
combine(group_df4, :X => mean; renamecols=false)

# ╔═╡ bebf960e-ad6e-4476-a299-551b9a150c51
md"""
!!! info "练习"
	如何同时计算 `X` 和 `Y` 两个变量的平均值？ （Hints： 还记得前面出现的 `.*` 吗？）
"""

# ╔═╡ e1876685-65f5-48f3-a97b-b97db713a925
# combine(group_df4, :X => mean; renamecols=false)

# ╔═╡ 698c3bde-011d-48ce-9370-3f42dae6fd42
md"""
## 二、 数据分析示例

下面我们以Jeffrey M. Wooldridge的教材 "Introductory Econometrics: A Modern Approach" 中的 "affairs" 数据集为例， 介绍数据处理和计算分析。 

Wooldridge 从 Fair 教授在耶鲁大学经济系的网站上收集了这些数据， Fair 的数据则来自于 *Psychology Today* 的一项调查。 该数据集主要关注婚外情（extramarital affairs）， 数据集中的变量包括了一些关于婚姻、个人和社会背景的信息，以及表示婚外情数量的变量。

**来源**： Fair, Ray. 1978. “A Theory of Extramarital Affairs,” *Journal of Political Economy*, February, 45-61.
"""

# ╔═╡ 324bd19d-86dd-4363-8553-3469ff5ff96d
md"""
### 1. 数据导入和描述统计

#### （1） 数据导入
"""

# ╔═╡ 9551b9aa-053d-42bc-8a5b-a200bf8e6330
md"""
我们首先导入在线的数据集 `affairs.csv`.
"""

# ╔═╡ 3f9784c0-8888-4f63-866c-a20129bde247
url = "https://weikaichen.gitlab.io/teaching/julia/data/affairs.csv"

# ╔═╡ 74b1fc1f-3b0a-4962-b1b7-e766d4648107
affairs = CSV.read(Downloads.download(url),DataFrame)

# ╔═╡ 5febdd04-4ead-439e-87de-77266bb6e4e9
md"""
#### （2） 查看 DataFrame 
"""

# ╔═╡ c4ff0c1a-9420-4d0c-80b4-6079ed452882
md"""
然后使用 `describe`, `first`, `last` 等查看相关信息
"""

# ╔═╡ cbdd6164-3279-4219-beca-5edb2f795226
first(affairs, 5)

# ╔═╡ a4e97d3c-9b3b-47b1-9bcb-a99dd21f21f6
last(affairs, 2)

# ╔═╡ e0877197-bb1f-4bd0-89cb-8a9dce2ecdd7
describe(affairs)

# ╔═╡ 1ccd171f-767a-4c5f-84fd-c9863f13a73c
md"""
查看变量的相关系数：
"""

# ╔═╡ 6be127da-0fe2-46f4-9799-0a53b0126a81
cor(affairs.naffairs,affairs.yrsmarr)

# ╔═╡ 3fa9b935-79e3-4587-a1a0-05d2621e9f7b
cor(Matrix((affairs[!,[:naffairs, :yrsmarr, :ratemarr, :kids, :relig]])))

# ╔═╡ 702d94e6-0289-494b-9ad8-ce1a228eb3a6
md"""
#### （3） 分类变量
"""

# ╔═╡ 2c7162e7-ff1a-4918-bdfb-49b18dc999dd
md"""
处理分类变量：
"""

# ╔═╡ f65c7403-8764-4ffa-938b-5bf29289554b
affairs.haskids = categorical(
	recode(affairs.kids, 0 => "no", 1 => "yes")) 

# ╔═╡ 8b204d0f-62ad-43ef-9515-79dbc4211d57
affairs.marriage = categorical(
    recode(affairs.ratemarr,
        1 => "very unhappy",
        2 => "unhappy",
        3 => "average",
        4 => "happy",
        5 => "very happy"))

# ╔═╡ 6b2f3dd9-45f4-4248-a1e8-02e71aa41b6c
md"""
#### （4） 描述统计图表
"""

# ╔═╡ 981998be-fee1-4987-ac63-27219220a25a
md"""
生成频率分布表：
"""

# ╔═╡ 1890bc27-af16-4248-acd9-756ef999eeab
ft_marriage = freqtable(affairs.marriage)

# ╔═╡ 261be26e-085d-4e49-b501-de00b24ee60a
display(ft_marriage)

# ╔═╡ ce2af3a4-76ab-4620-8f5e-bb575e4d952b
combine(groupby(affairs, :haskids),nrow)

# ╔═╡ a3061556-0762-474e-a522-146e5984d759
md"""
两个变量的列联表（contingency table):
"""

# ╔═╡ 1b1e6835-9e17-451f-9e26-b33380f6279a
ct_all_abs = freqtable(affairs.marriage, affairs.haskids) # 绝对数量

# ╔═╡ 574d5d07-f942-49b1-a39e-1934a9953481
ct_all_rel = proptable(affairs.marriage, affairs.haskids) # 相对比例

# ╔═╡ 974fe220-b18e-4ba0-b4f0-42d14105d361
ct_row = proptable(affairs.marriage, affairs.haskids, margins=1) # 行内的比例

# ╔═╡ 5352878f-6dcb-422f-a9ae-799970e4bc66
ct_col = proptable(affairs.marriage, affairs.haskids, margins=2) # 列内比例

# ╔═╡ fa5fd7e9-098f-45b8-83af-5b090f2d9e56
md"""
对频率分布表进行排序：
"""

# ╔═╡ 2ffa0a86-96bd-4119-bc6d-f885ad87c00b
counts_m = sort(freqtable(affairs.marriage), rev=true)

# ╔═╡ bc6da657-1f8e-4dfb-aad6-396f0c30caff
display(counts_m)

# ╔═╡ 8b32c114-bbe0-437a-a559-df75b9564424
md"""
下面利用频率分布表作图
"""

# ╔═╡ 63e64d75-3dd7-4099-8c4c-0a9fa3891b5f
levels_counts_m = String.(collect(keys(counts_m.dicts[1])))

# ╔═╡ a305872b-4bac-41a0-8003-8b495d456fc1
colors_m = [:grey60, :grey50, :grey40, :grey30, :grey20]

# ╔═╡ 9df1116e-4f64-44d6-beaa-7a3e2cb36799
pie(levels_counts_m, counts_m, color=colors_m)

# ╔═╡ 170b3c70-935b-4f86-9d77-252e88a8b2d0
bar(levels_counts_m, counts_m.array, color=:grey, legend=false)

# ╔═╡ 4de11d73-5470-4450-a601-f13dad85aadc
levels_counts_all = String.(collect(keys(ct_all_abs.dicts[1])))

# ╔═╡ 893b36d8-38fd-44db-b594-138a7f0812fd
colors_all = [:grey80 :grey50]

# ╔═╡ c4e67411-d70a-4d80-81fa-3b0415c5103d
groupedbar(ct_all_abs.array, bar_position=:stack,
    color=colors_all, label=["no" "yes"])

# ╔═╡ a1971914-f104-401d-aa53-e10ef4d0b9a8
xticks!(1:5, levels_counts_all)

# ╔═╡ 9bb4829b-fe15-4a2a-876e-023eb947c3aa
histogram(affairs.educ, color = :grey, legend=false)

# ╔═╡ ab603ee0-da91-4a79-a8c3-6cf66b198e2c
md"""
!!! info "练习"
	请修改下列代码，使直方图标准化为密度,并增加坐标轴名称。 
"""

# ╔═╡ 38813011-404d-4170-99d9-945273e0f57b
# histogram(affairs.educ, color = :grey, legend=false)

# ╔═╡ 29deee85-6063-4a35-ae62-48b867b0e381
md"""
### 2. 回归分析

我们接着用上述的数据简单地进行回归分析。 尽管 `naffairs` （报告的婚外情次数）是一个计数变量，但可以使用线性模型对其条件均值进行近似建模。或者对二元指标 `affair` 进行线性概率模型估计， 可以用来说明泊松回归（使用 naffairs）或 probit 和 logit（使用 affair）。最后我们利用 `RegressionTables.jl` 生成回归结果的表格。
"""

# ╔═╡ 2e0039e9-33f9-4471-bffc-35cbbfdc74e5
reg1 = lm(@formula(naffairs ~ age + kids + relig + yrsmarr + ratemarr), affairs)

# ╔═╡ 5d12b10c-7188-4b2d-863c-306f746d6200
md"""
!!! info "练习"
	修改以下代码， 把 `yrsmarr` 和 `ratemarr` 改为二者的交互项。
"""

# ╔═╡ ed13c6f2-45ac-4e98-90f2-73ff575536f6
reg2 = lm(@formula(naffairs ~ age + kids + relig + yrsmarr + ratemarr), affairs)

# ╔═╡ 655e50ab-af44-4ba2-82ec-ed6b60e5f775
reg3 = glm(@formula(naffairs ~ age + kids + relig + yrsmarr + ratemarr), affairs, Poisson(), LogLink())

# ╔═╡ 4c3d7f8f-be9a-4e42-9963-ffe0691afccc
regtable(reg1, reg2, reg3)

# ╔═╡ 037d76a5-7f0e-4dd6-83aa-3dc8665a8cbc
reg4 = glm(@formula(affair ~ age + kids + relig + yrsmarr + ratemarr), affairs, Binomial(), LogitLink())

# ╔═╡ 6b4056f3-7ff1-451f-b8c3-f2d6b725918c
reg5 = glm(@formula(affair ~ age + kids + relig + yrsmarr + ratemarr), affairs, Binomial(), ProbitLink())

# ╔═╡ 2fa83306-e43a-4aca-8355-b04561622041
regtable(reg4,reg5)

# ╔═╡ 24aa53b5-5d36-4bb6-ab37-ba96a7cac754
md"""
也可以生成上述表格的LaTeX代码：
"""

# ╔═╡ bd176fd1-d58b-4112-bba0-9f7ebdd3260e
regtable(reg4,reg5, render = LatexTable())

# ╔═╡ afef8e9a-32bf-4f28-b801-6cfee1311c5e
md"""
## 三、 随堂作业
"""

# ╔═╡ ab452dce-e2b5-4d75-b67f-344236e95eb5
md"""
我们使用Jeffrey M. Wooldridge的教材 "Introductory Econometrics: A Modern Approach" 中的 "kielmc" 数据集，分析垃圾焚烧站位置对住房价格的影响。

> 北安多佛将新建一座焚化炉的传言始于 1978 年之后，并于 1981 年开始动工。焚化炉预计将在开工后不久投入使用；焚化炉实际于 1985 年开始运行。我们将使用 1978 年售出房屋的价格数据和 1981 年售出房屋的另一个样本数据。我们的假设是，焚化炉附近的房屋价格相对于较远房屋的价格会下降。

**来源**： Kiel, K. A., and K. T. McClain (1995), “House Prices during
Siting Decision Stages: The Case of an Incinerator from
Rumor through Operation,” *Journal of Environmental Economics and Management* 28, 241–255.
"""

# ╔═╡ e6b9c5cc-c3c9-44fa-8a0f-1050987fb5cb
kielmc = DataFrame(wooldridge("kielmc"));

# ╔═╡ 5308d31d-03e6-43a3-bf41-79514a11520d
describe(kielmc)

# ╔═╡ bd318dbc-1ea0-42ec-9ead-f670a97cb81f
md"""
1. 变量 `rprice` 代表房价，请分别用1978和1981的数据估计下列模型
```math
rprice = \gamma_0 + \gamma_1 nearinc +u
```
其中 `nearinc`是一个二进制变量，如果房屋靠近焚化炉，该变量等于 1，否则等于 0。
"""

# ╔═╡ 1f51b36b-a807-4b67-b054-7a9b0815851d
# reg78 = 

# ╔═╡ 8381d564-0406-4274-afed-ae058e136f8b
# reg81 = 

# ╔═╡ 90765d77-d5af-4a7a-9c35-f8312ac97b2a
# regtable(reg78, reg81)

# ╔═╡ dbc9edbf-be0c-4f0d-82d8-ff1138dcca6a
md"""
2. 为了了解 1978 年至 1981 年期间 nearinc 系数的变化情况，请使用所有数据估计以下模型： 

```math
rprice = \delta_0 + \delta_1 nearinc + \delta_2 y81 \cdot nearinc + u
```
其中 y81 是一个你应该首先生成的处理变量。
"""


# ╔═╡ 724929aa-eb73-416b-aae0-a4ddb3cc7c08
# kielmc.y81 = 

# ╔═╡ 88c34810-a9ac-428b-b78a-2c56b736a3b7
# reg_did = 

# ╔═╡ 66211e55-85c3-4848-a6b7-772d64b99bb8
md"""
3. 估计以下模型：
```math
\begin{split} log(rprice) =& \delta_0  + \delta_1 nearinc \cdot nearinc + \delta_2 age + \delta_3 age^2 + \delta_4 log(intst)\\ 
&+ \delta_5 log(land) + \delta_6 log(area)+\delta_7rooms+\delta_8 baths+ u
\end{split}
```
"""

# ╔═╡ 9be6abd5-2693-4e44-a4e4-75c7089d05cc
# reg_did_control = 

# ╔═╡ 00000000-0000-0000-0000-000000000001
PLUTO_PROJECT_TOML_CONTENTS = """
[deps]
CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
CategoricalArrays = "324d7699-5711-5eae-9e2f-1d82baa6b597"
DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
Downloads = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
FreqTables = "da1fdf0e-e0ff-5433-a45f-9bb5ff651cb1"
GLM = "38e38edf-8417-5370-95a0-9cbb8c7f171a"
Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
RegressionTables = "d519eb52-b820-54da-95a6-98e1306fdade"
Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
StatsModels = "3eaba693-59b7-5ba5-a881-562e759f1c8d"
StatsPlots = "f3b207a7-027a-5e70-b257-86293d7955fd"
WooldridgeDatasets = "b46f53ff-21ea-4df8-83e7-e19d2972755a"

[compat]
CSV = "~0.10.11"
CategoricalArrays = "~0.10.8"
DataFrames = "~1.6.1"
FreqTables = "~0.4.6"
GLM = "~1.9.0"
Plots = "~1.39.0"
PlutoUI = "~0.7.54"
RegressionTables = "~0.6.0"
StatsModels = "~0.7.3"
StatsPlots = "~0.15.6"
WooldridgeDatasets = "~0.1.4"
"""

# ╔═╡ 00000000-0000-0000-0000-000000000002
PLUTO_MANIFEST_TOML_CONTENTS = """
# This file is machine-generated - editing it directly is not advised

julia_version = "1.9.4"
manifest_format = "2.0"
project_hash = "88e60ea4c85975238d0ca3ce659622db191b6cc4"

[[deps.AbstractFFTs]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "d92ad398961a3ed262d8bf04a1a2b8340f915fef"
uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
version = "1.5.0"
weakdeps = ["ChainRulesCore", "Test"]

    [deps.AbstractFFTs.extensions]
    AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
    AbstractFFTsTestExt = "Test"

[[deps.AbstractPlutoDingetjes]]
deps = ["Pkg"]
git-tree-sha1 = "793501dcd3fa7ce8d375a2c878dca2296232686e"
uuid = "6e696c72-6542-2067-7265-42206c756150"
version = "1.2.2"

[[deps.Adapt]]
deps = ["LinearAlgebra", "Requires"]
git-tree-sha1 = "cde29ddf7e5726c9fb511f340244ea3481267608"
uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
version = "3.7.2"
weakdeps = ["StaticArrays"]

    [deps.Adapt.extensions]
    AdaptStaticArraysExt = "StaticArrays"

[[deps.ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
version = "1.1.1"

[[deps.Arpack]]
deps = ["Arpack_jll", "Libdl", "LinearAlgebra", "Logging"]
git-tree-sha1 = "9b9b347613394885fd1c8c7729bfc60528faa436"
uuid = "7d9fca2a-8960-54d3-9f78-7d1dccf2cb97"
version = "0.5.4"

[[deps.Arpack_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "OpenBLAS_jll", "Pkg"]
git-tree-sha1 = "5ba6c757e8feccf03a1554dfaf3e26b3cfc7fd5e"
uuid = "68821587-b530-5797-8361-c406ea357684"
version = "3.5.1+1"

[[deps.Artifacts]]
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"

[[deps.AxisAlgorithms]]
deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
uuid = "13072b0f-2c55-5437-9ae7-d433b7a33950"
version = "1.0.1"

[[deps.Base64]]
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"

[[deps.BitFlags]]
git-tree-sha1 = "2dc09997850d68179b69dafb58ae806167a32b1b"
uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
version = "0.1.8"

[[deps.Bzip2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "19a35467a82e236ff51bc17a3a44b69ef35185a2"
uuid = "6e34b625-4abd-537c-b88f-471c36dfa7a0"
version = "1.0.8+0"

[[deps.CSV]]
deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
git-tree-sha1 = "44dbf560808d49041989b8a96cae4cffbeb7966a"
uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
version = "0.10.11"

[[deps.Cairo_jll]]
deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
version = "1.16.1+1"

[[deps.Calculus]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
version = "0.5.1"

[[deps.CategoricalArrays]]
deps = ["DataAPI", "Future", "Missings", "Printf", "Requires", "Statistics", "Unicode"]
git-tree-sha1 = "1568b28f91293458345dabba6a5ea3f183250a61"
uuid = "324d7699-5711-5eae-9e2f-1d82baa6b597"
version = "0.10.8"

    [deps.CategoricalArrays.extensions]
    CategoricalArraysJSONExt = "JSON"
    CategoricalArraysRecipesBaseExt = "RecipesBase"
    CategoricalArraysSentinelArraysExt = "SentinelArrays"
    CategoricalArraysStructTypesExt = "StructTypes"

    [deps.CategoricalArrays.weakdeps]
    JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
    RecipesBase = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
    SentinelArrays = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
    StructTypes = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"

[[deps.ChainRulesCore]]
deps = ["Compat", "LinearAlgebra"]
git-tree-sha1 = "e0af648f0692ec1691b5d094b8724ba1346281cf"
uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
version = "1.18.0"
weakdeps = ["SparseArrays"]

    [deps.ChainRulesCore.extensions]
    ChainRulesCoreSparseArraysExt = "SparseArrays"

[[deps.Clustering]]
deps = ["Distances", "LinearAlgebra", "NearestNeighbors", "Printf", "Random", "SparseArrays", "Statistics", "StatsBase"]
git-tree-sha1 = "05f9816a77231b07e634ab8715ba50e5249d6f76"
uuid = "aaaa29a8-35af-508c-8bc3-b662a17a0fe5"
version = "0.15.5"

[[deps.CodecZlib]]
deps = ["TranscodingStreams", "Zlib_jll"]
git-tree-sha1 = "cd67fc487743b2f0fd4380d4cbd3a24660d0eec8"
uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
version = "0.7.3"

[[deps.ColorSchemes]]
deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
git-tree-sha1 = "67c1f244b991cad9b0aa4b7540fb758c2488b129"
uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
version = "3.24.0"

[[deps.ColorTypes]]
deps = ["FixedPointNumbers", "Random"]
git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4"
uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
version = "0.11.4"

[[deps.ColorVectorSpace]]
deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"]
git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249"
uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4"
version = "0.10.0"
weakdeps = ["SpecialFunctions"]

    [deps.ColorVectorSpace.extensions]
    SpecialFunctionsExt = "SpecialFunctions"

[[deps.Colors]]
deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a"
uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
version = "0.12.10"

[[deps.Combinatorics]]
git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
version = "1.0.2"

[[deps.Compat]]
deps = ["UUIDs"]
git-tree-sha1 = "886826d76ea9e72b35fcd000e535588f7b60f21d"
uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
version = "4.10.1"
weakdeps = ["Dates", "LinearAlgebra"]

    [deps.Compat.extensions]
    CompatLinearAlgebraExt = "LinearAlgebra"

[[deps.CompilerSupportLibraries_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
version = "1.0.5+0"

[[deps.ConcurrentUtilities]]
deps = ["Serialization", "Sockets"]
git-tree-sha1 = "8cfa272e8bdedfa88b6aefbbca7c19f1befac519"
uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
version = "2.3.0"

[[deps.Contour]]
git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781"
uuid = "d38c429a-6771-53c6-b99e-75d170b6e991"
version = "0.6.2"

[[deps.Crayons]]
git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
version = "4.1.1"

[[deps.DataAPI]]
git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
version = "1.15.0"

[[deps.DataFrames]]
deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8"
uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
version = "1.6.1"

[[deps.DataStructures]]
deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
git-tree-sha1 = "3dbd312d370723b6bb43ba9d02fc36abade4518d"
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
version = "0.18.15"

[[deps.DataValueInterfaces]]
git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
version = "1.0.0"

[[deps.Dates]]
deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"

[[deps.DelimitedFiles]]
deps = ["Mmap"]
git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
version = "1.9.1"

[[deps.Distances]]
deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
git-tree-sha1 = "66c4c81f259586e8f002eacebc177e1fb06363b0"
uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
version = "0.10.11"
weakdeps = ["ChainRulesCore", "SparseArrays"]

    [deps.Distances.extensions]
    DistancesChainRulesCoreExt = "ChainRulesCore"
    DistancesSparseArraysExt = "SparseArrays"

[[deps.Distributed]]
deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"

[[deps.Distributions]]
deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
git-tree-sha1 = "9242eec9b7e2e14f9952e8ea1c7e31a50501d587"
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
version = "0.25.104"

    [deps.Distributions.extensions]
    DistributionsChainRulesCoreExt = "ChainRulesCore"
    DistributionsDensityInterfaceExt = "DensityInterface"
    DistributionsTestExt = "Test"

    [deps.Distributions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

[[deps.DocStringExtensions]]
deps = ["LibGit2"]
git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
version = "0.9.3"

[[deps.Downloads]]
deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
version = "1.6.0"

[[deps.DualNumbers]]
deps = ["Calculus", "NaNMath", "SpecialFunctions"]
git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566"
uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
version = "0.6.8"

[[deps.EpollShim_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "8e9441ee83492030ace98f9789a654a6d0b1f643"
uuid = "2702e6a9-849d-5ed8-8c21-79e8b8f9ee43"
version = "0.0.20230411+0"

[[deps.ExceptionUnwrapping]]
deps = ["Test"]
git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
version = "0.1.9"

[[deps.Expat_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "4558ab818dcceaab612d1bb8c19cee87eda2b83c"
uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
version = "2.5.0+0"

[[deps.FFMPEG]]
deps = ["FFMPEG_jll"]
git-tree-sha1 = "b57e3acbe22f8484b4b5ff66a7499717fe1a9cc8"
uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
version = "0.4.1"

[[deps.FFMPEG_jll]]
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
git-tree-sha1 = "466d45dc38e15794ec7d5d63ec03d776a9aff36e"
uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
version = "4.4.4+1"

[[deps.FFTW]]
deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
git-tree-sha1 = "b4fbdd20c889804969571cc589900803edda16b7"
uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
version = "1.7.1"

[[deps.FFTW_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "c6033cc3892d0ef5bb9cd29b7f2f0331ea5184ea"
uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
version = "3.3.10+0"

[[deps.FilePathsBase]]
deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"]
git-tree-sha1 = "9f00e42f8d99fdde64d40c8ea5d14269a2e2c1aa"
uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
version = "0.9.21"

[[deps.FileWatching]]
uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"

[[deps.FillArrays]]
deps = ["LinearAlgebra", "Random"]
git-tree-sha1 = "25a10f2b86118664293062705fd9c7e2eda881a2"
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
version = "1.9.2"
weakdeps = ["PDMats", "SparseArrays", "Statistics"]

    [deps.FillArrays.extensions]
    FillArraysPDMatsExt = "PDMats"
    FillArraysSparseArraysExt = "SparseArrays"
    FillArraysStatisticsExt = "Statistics"

[[deps.FixedPointNumbers]]
deps = ["Statistics"]
git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
version = "0.8.4"

[[deps.Fontconfig_jll]]
deps = ["Artifacts", "Bzip2_jll", "Expat_jll", "FreeType2_jll", "JLLWrappers", "Libdl", "Libuuid_jll", "Pkg", "Zlib_jll"]
git-tree-sha1 = "21efd19106a55620a188615da6d3d06cd7f6ee03"
uuid = "a3f928ae-7b40-5064-980b-68af3947d34b"
version = "2.13.93+0"

[[deps.Formatting]]
deps = ["Printf"]
git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8"
uuid = "59287772-0a20-5a39-b81b-1366585eb4c0"
version = "0.4.2"

[[deps.FreeType2_jll]]
deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
git-tree-sha1 = "d8db6a5a2fe1381c1ea4ef2cab7c69c2de7f9ea0"
uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
version = "2.13.1+0"

[[deps.FreqTables]]
deps = ["CategoricalArrays", "Missings", "NamedArrays", "Tables"]
git-tree-sha1 = "4693424929b4ec7ad703d68912a6ad6eff103cfe"
uuid = "da1fdf0e-e0ff-5433-a45f-9bb5ff651cb1"
version = "0.4.6"

[[deps.FriBidi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "aa31987c2ba8704e23c6c8ba8a4f769d5d7e4f91"
uuid = "559328eb-81f9-559d-9380-de523a88c83c"
version = "1.0.10+0"

[[deps.Future]]
deps = ["Random"]
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"

[[deps.GLFW_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pkg", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
git-tree-sha1 = "d972031d28c8c8d9d7b41a536ad7bb0c2579caca"
uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
version = "3.3.8+0"

[[deps.GLM]]
deps = ["Distributions", "LinearAlgebra", "Printf", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "StatsModels"]
git-tree-sha1 = "273bd1cd30768a2fddfa3fd63bbc746ed7249e5f"
uuid = "38e38edf-8417-5370-95a0-9cbb8c7f171a"
version = "1.9.0"

[[deps.GR]]
deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Preferences", "Printf", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "UUIDs", "p7zip_jll"]
git-tree-sha1 = "27442171f28c952804dede8ff72828a96f2bfc1f"
uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
version = "0.72.10"

[[deps.GR_jll]]
deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "FreeType2_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt6Base_jll", "Zlib_jll", "libpng_jll"]
git-tree-sha1 = "025d171a2847f616becc0f84c8dc62fe18f0f6dd"
uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
version = "0.72.10+0"

[[deps.Gettext_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046"
uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
version = "0.21.0+0"

[[deps.Glib_jll]]
deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
git-tree-sha1 = "e94c92c7bf4819685eb80186d51c43e71d4afa17"
uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
version = "2.76.5+0"

[[deps.Graphite2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011"
uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472"
version = "1.3.14+0"

[[deps.Grisu]]
git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
uuid = "42e2da0e-8278-4e71-bc24-59509adca0fe"
version = "1.0.2"

[[deps.HTTP]]
deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
git-tree-sha1 = "abbbb9ec3afd783a7cbd82ef01dcd088ea051398"
uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
version = "1.10.1"

[[deps.HarfBuzz_jll]]
deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg"]
git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3"
uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
version = "2.8.1+1"

[[deps.HypergeometricFunctions]]
deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
git-tree-sha1 = "f218fe3736ddf977e0e772bc9a586b2383da2685"
uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
version = "0.3.23"

[[deps.Hyperscript]]
deps = ["Test"]
git-tree-sha1 = "8d511d5b81240fc8e6802386302675bdf47737b9"
uuid = "47d2ed2b-36de-50cf-bf87-49c2cf4b8b91"
version = "0.0.4"

[[deps.HypertextLiteral]]
deps = ["Tricks"]
git-tree-sha1 = "7134810b1afce04bbc1045ca1985fbe81ce17653"
uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
version = "0.9.5"

[[deps.IOCapture]]
deps = ["Logging", "Random"]
git-tree-sha1 = "d75853a0bdbfb1ac815478bacd89cd27b550ace6"
uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
version = "0.2.3"

[[deps.InlineStrings]]
deps = ["Parsers"]
git-tree-sha1 = "9cc2baf75c6d09f9da536ddf58eb2f29dedaf461"
uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
version = "1.4.0"

[[deps.IntelOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "ad37c091f7d7daf900963171600d7c1c5c3ede32"
uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
version = "2023.2.0+0"

[[deps.InteractiveUtils]]
deps = ["Markdown"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"

[[deps.Interpolations]]
deps = ["Adapt", "AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
git-tree-sha1 = "721ec2cf720536ad005cb38f50dbba7b02419a15"
uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
version = "0.14.7"

[[deps.InvertedIndices]]
git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
version = "1.3.0"

[[deps.IrrationalConstants]]
git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
version = "0.2.2"

[[deps.IteratorInterfaceExtensions]]
git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
uuid = "82899510-4779-5014-852e-03e436cf321d"
version = "1.0.0"

[[deps.JLFzf]]
deps = ["Pipe", "REPL", "Random", "fzf_jll"]
git-tree-sha1 = "a53ebe394b71470c7f97c2e7e170d51df21b17af"
uuid = "1019f520-868f-41f5-a6de-eb00f4b6a39c"
version = "0.1.7"

[[deps.JLLWrappers]]
deps = ["Artifacts", "Preferences"]
git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca"
uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
version = "1.5.0"

[[deps.JSON]]
deps = ["Dates", "Mmap", "Parsers", "Unicode"]
git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
version = "0.21.4"

[[deps.JpegTurbo_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "60b1194df0a3298f460063de985eae7b01bc011a"
uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
version = "3.0.1+0"

[[deps.KernelDensity]]
deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
version = "0.6.7"

[[deps.LAME_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "f6250b16881adf048549549fba48b1161acdac8c"
uuid = "c1c5ebd0-6772-5130-a774-d5fcae4a789d"
version = "3.100.1+0"

[[deps.LERC_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "bf36f528eec6634efc60d7ec062008f171071434"
uuid = "88015f11-f218-50d7-93a8-a6af411a945d"
version = "3.0.0+1"

[[deps.LLVMOpenMP_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
version = "15.0.4+0"

[[deps.LZO_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "e5b909bcf985c5e2605737d2ce278ed791b89be6"
uuid = "dd4b983a-f0e5-5f8d-a1b7-129d4a5fb1ac"
version = "2.10.1+0"

[[deps.LaTeXStrings]]
git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
version = "1.3.1"

[[deps.Latexify]]
deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
git-tree-sha1 = "f428ae552340899a935973270b8d98e5a31c49fe"
uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
version = "0.16.1"

    [deps.Latexify.extensions]
    DataFramesExt = "DataFrames"
    SymEngineExt = "SymEngine"

    [deps.Latexify.weakdeps]
    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
    SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"

[[deps.LazyArtifacts]]
deps = ["Artifacts", "Pkg"]
uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"

[[deps.LibCURL]]
deps = ["LibCURL_jll", "MozillaCACerts_jll"]
uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
version = "0.6.4"

[[deps.LibCURL_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
version = "8.4.0+0"

[[deps.LibGit2]]
deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"

[[deps.LibSSH2_jll]]
deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
version = "1.11.0+1"

[[deps.Libdl]]
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"

[[deps.Libffi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "0b4a5d71f3e5200a7dff793393e09dfc2d874290"
uuid = "e9f186c6-92d2-5b65-8a66-fee21dc1b490"
version = "3.2.2+1"

[[deps.Libgcrypt_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgpg_error_jll", "Pkg"]
git-tree-sha1 = "64613c82a59c120435c067c2b809fc61cf5166ae"
uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4"
version = "1.8.7+0"

[[deps.Libglvnd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"]
git-tree-sha1 = "6f73d1dd803986947b2c750138528a999a6c7733"
uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29"
version = "1.6.0+0"

[[deps.Libgpg_error_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "c333716e46366857753e273ce6a69ee0945a6db9"
uuid = "7add5ba3-2f88-524e-9cd5-f83b8a55f7b8"
version = "1.42.0+0"

[[deps.Libiconv_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "f9557a255370125b405568f9767d6d195822a175"
uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
version = "1.17.0+0"

[[deps.Libmount_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "9c30530bf0effd46e15e0fdcf2b8636e78cbbd73"
uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
version = "2.35.0+0"

[[deps.Libtiff_jll]]
deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"]
git-tree-sha1 = "2da088d113af58221c52828a80378e16be7d037a"
uuid = "89763e89-9b03-5906-acba-b20f662cd828"
version = "4.5.1+1"

[[deps.Libuuid_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "7f3efec06033682db852f8b3bc3c1d2b0a0ab066"
uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
version = "2.36.0+0"

[[deps.LinearAlgebra]]
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"

[[deps.LogExpFunctions]]
deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
git-tree-sha1 = "7d6dd4e9212aebaeed356de34ccf262a3cd415aa"
uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
version = "0.3.26"

    [deps.LogExpFunctions.extensions]
    LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
    LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables"
    LogExpFunctionsInverseFunctionsExt = "InverseFunctions"

    [deps.LogExpFunctions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

[[deps.Logging]]
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"

[[deps.LoggingExtras]]
deps = ["Dates", "Logging"]
git-tree-sha1 = "c1dd6d7978c12545b4179fb6153b9250c96b0075"
uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
version = "1.0.3"

[[deps.MIMEs]]
git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65"
version = "0.1.4"

[[deps.MKL_jll]]
deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
git-tree-sha1 = "eb006abbd7041c28e0d16260e50a24f8f9104913"
uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
version = "2023.2.0+0"

[[deps.MacroTools]]
deps = ["Markdown", "Random"]
git-tree-sha1 = "9ee1618cbf5240e6d4e0371d6f24065083f60c48"
uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
version = "0.5.11"

[[deps.Markdown]]
deps = ["Base64"]
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"

[[deps.MbedTLS]]
deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
git-tree-sha1 = "c067a280ddc25f196b5e7df3877c6b226d390aaf"
uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
version = "1.1.9"

[[deps.MbedTLS_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
version = "2.28.2+0"

[[deps.Measures]]
git-tree-sha1 = "c13304c81eec1ed3af7fc20e75fb6b26092a1102"
uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
version = "0.3.2"

[[deps.Missings]]
deps = ["DataAPI"]
git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272"
uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
version = "1.1.0"

[[deps.Mmap]]
uuid = "a63ad114-7e13-5084-954f-fe012c677804"

[[deps.MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2022.10.11"

[[deps.MultivariateStats]]
deps = ["Arpack", "LinearAlgebra", "SparseArrays", "Statistics", "StatsAPI", "StatsBase"]
git-tree-sha1 = "68bf5103e002c44adfd71fea6bd770b3f0586843"
uuid = "6f286f6a-111f-5878-ab1e-185364afe411"
version = "0.10.2"

[[deps.NaNMath]]
deps = ["OpenLibm_jll"]
git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
version = "1.0.2"

[[deps.NamedArrays]]
deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
git-tree-sha1 = "6d42eca6c3a27dc79172d6d947ead136d88751bb"
uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
version = "0.10.0"

[[deps.NearestNeighbors]]
deps = ["Distances", "StaticArrays"]
git-tree-sha1 = "2c3726ceb3388917602169bed973dbc97f1b51a8"
uuid = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
version = "0.4.13"

[[deps.NetworkOptions]]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
version = "1.2.0"

[[deps.Observables]]
git-tree-sha1 = "7438a59546cf62428fc9d1bc94729146d37a7225"
uuid = "510215fc-4207-5dde-b226-833fc4488ee2"
version = "0.5.5"

[[deps.OffsetArrays]]
deps = ["Adapt"]
git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
version = "1.12.10"

[[deps.Ogg_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "887579a3eb005446d514ab7aeac5d1d027658b8f"
uuid = "e7412a2a-1a6e-54c0-be00-318e2571c051"
version = "1.3.5+1"

[[deps.OpenBLAS_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
version = "0.3.21+4"

[[deps.OpenLibm_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
version = "0.8.1+0"

[[deps.OpenSSL]]
deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
version = "1.4.1"

[[deps.OpenSSL_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "cc6e1927ac521b659af340e0ca45828a3ffc748f"
uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
version = "3.0.12+0"

[[deps.OpenSpecFun_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
version = "0.5.5+0"

[[deps.Opus_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "51a08fb14ec28da2ec7a927c4337e4332c2a4720"
uuid = "91d4177d-7536-5919-b921-800302f37372"
version = "1.3.2+0"

[[deps.OrderedCollections]]
git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
version = "1.6.3"

[[deps.PCRE2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
version = "10.42.0+0"

[[deps.PDMats]]
deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
git-tree-sha1 = "949347156c25054de2db3b166c52ac4728cbad65"
uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
version = "0.11.31"

[[deps.Parsers]]
deps = ["Dates", "PrecompileTools", "UUIDs"]
git-tree-sha1 = "a935806434c9d4c506ba941871b327b96d41f2bf"
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.8.0"

[[deps.Pipe]]
git-tree-sha1 = "6842804e7867b115ca9de748a0cf6b364523c16d"
uuid = "b98c9c47-44ae-5843-9183-064241ee97a0"
version = "1.3.0"

[[deps.Pixman_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
git-tree-sha1 = "64779bc4c9784fee475689a1752ef4d5747c5e87"
uuid = "30392449-352a-5448-841d-b1acce4e97dc"
version = "0.42.2+0"

[[deps.Pkg]]
deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
version = "1.9.2"

[[deps.PlotThemes]]
deps = ["PlotUtils", "Statistics"]
git-tree-sha1 = "1f03a2d339f42dca4a4da149c7e15e9b896ad899"
uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
version = "3.1.0"

[[deps.PlotUtils]]
deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
version = "1.3.5"

[[deps.Plots]]
deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Preferences", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
git-tree-sha1 = "ccee59c6e48e6f2edf8a5b64dc817b6729f99eb5"
uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
version = "1.39.0"

    [deps.Plots.extensions]
    FileIOExt = "FileIO"
    GeometryBasicsExt = "GeometryBasics"
    IJuliaExt = "IJulia"
    ImageInTerminalExt = "ImageInTerminal"
    UnitfulExt = "Unitful"

    [deps.Plots.weakdeps]
    FileIO = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
    GeometryBasics = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
    IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a"
    ImageInTerminal = "d8c32880-2388-543b-8c61-d9f865259254"
    Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"

[[deps.PlutoUI]]
deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
git-tree-sha1 = "bd7c69c7f7173097e7b5e1be07cee2b8b7447f51"
uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
version = "0.7.54"

[[deps.PooledArrays]]
deps = ["DataAPI", "Future"]
git-tree-sha1 = "36d8b4b899628fb92c2749eb488d884a926614d3"
uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720"
version = "1.4.3"

[[deps.PrecompileTools]]
deps = ["Preferences"]
git-tree-sha1 = "03b4c25b43cb84cee5c90aa9b5ea0a78fd848d2f"
uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
version = "1.2.0"

[[deps.Preferences]]
deps = ["TOML"]
git-tree-sha1 = "00805cd429dcb4870060ff49ef443486c262e38e"
uuid = "21216c6a-2e73-6563-6e65-726566657250"
version = "1.4.1"

[[deps.PrettyTables]]
deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
git-tree-sha1 = "88b895d13d53b5577fd53379d913b9ab9ac82660"
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
version = "2.3.1"

[[deps.Printf]]
deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"

[[deps.Qt6Base_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Vulkan_Loader_jll", "Xorg_libSM_jll", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_cursor_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "libinput_jll", "xkbcommon_jll"]
git-tree-sha1 = "37b7bb7aabf9a085e0044307e1717436117f2b3b"
uuid = "c0090381-4147-56d7-9ebc-da0b1113ec56"
version = "6.5.3+1"

[[deps.QuadGK]]
deps = ["DataStructures", "LinearAlgebra"]
git-tree-sha1 = "9ebcd48c498668c7fa0e97a9cae873fbee7bfee1"
uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
version = "2.9.1"

[[deps.REPL]]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"

[[deps.Random]]
deps = ["SHA", "Serialization"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"

[[deps.Ratios]]
deps = ["Requires"]
git-tree-sha1 = "1342a47bf3260ee108163042310d26f2be5ec90b"
uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
version = "0.4.5"
weakdeps = ["FixedPointNumbers"]

    [deps.Ratios.extensions]
    RatiosFixedPointNumbersExt = "FixedPointNumbers"

[[deps.RecipesBase]]
deps = ["PrecompileTools"]
git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
version = "1.3.4"

[[deps.RecipesPipeline]]
deps = ["Dates", "NaNMath", "PlotUtils", "PrecompileTools", "RecipesBase"]
git-tree-sha1 = "45cf9fd0ca5839d06ef333c8201714e888486342"
uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
version = "0.6.12"

[[deps.Reexport]]
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
uuid = "189a3867-3050-52da-a836-e630ba90ab69"
version = "1.2.2"

[[deps.RegressionTables]]
deps = ["Distributions", "Formatting", "Statistics", "StatsAPI", "StatsBase", "StatsModels"]
git-tree-sha1 = "0ce6aaa41a5d162a9306b6d0d748259a4e71aaf9"
uuid = "d519eb52-b820-54da-95a6-98e1306fdade"
version = "0.6.0"

    [deps.RegressionTables.extensions]
    RegressionTablesFixedEffectModelsExt = "FixedEffectModels"
    RegressionTablesGLFixedEffectModelsExt = "GLFixedEffectModels"
    RegressionTablesGLMExt = "GLM"
    RegressionTablesMixedModelsExt = "MixedModels"

    [deps.RegressionTables.weakdeps]
    FixedEffectModels = "9d5cd8c9-2029-5cab-9928-427838db53e3"
    GLFixedEffectModels = "bafb0ae5-e5f5-5100-81b6-6a55d777c812"
    GLM = "38e38edf-8417-5370-95a0-9cbb8c7f171a"
    MixedModels = "ff71e718-51f3-5ec2-a782-8ffcbfa3c316"

[[deps.RelocatableFolders]]
deps = ["SHA", "Scratch"]
git-tree-sha1 = "ffdaf70d81cf6ff22c2b6e733c900c3321cab864"
uuid = "05181044-ff0b-4ac5-8273-598c1e38db00"
version = "1.0.1"

[[deps.Requires]]
deps = ["UUIDs"]
git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
version = "1.3.0"

[[deps.Rmath]]
deps = ["Random", "Rmath_jll"]
git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
version = "0.7.1"

[[deps.Rmath_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
version = "0.4.0+0"

[[deps.SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
version = "0.7.0"

[[deps.Scratch]]
deps = ["Dates"]
git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386"
uuid = "6c6a2e73-6563-6170-7368-637461726353"
version = "1.2.1"

[[deps.SentinelArrays]]
deps = ["Dates", "Random"]
git-tree-sha1 = "0e7508ff27ba32f26cd459474ca2ede1bc10991f"
uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
version = "1.4.1"

[[deps.Serialization]]
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"

[[deps.SharedArrays]]
deps = ["Distributed", "Mmap", "Random", "Serialization"]
uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"

[[deps.ShiftedArrays]]
git-tree-sha1 = "503688b59397b3307443af35cd953a13e8005c16"
uuid = "1277b4bf-5013-50f5-be3d-901d8477a67a"
version = "2.0.0"

[[deps.Showoff]]
deps = ["Dates", "Grisu"]
git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de"
uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
version = "1.0.3"

[[deps.SimpleBufferStream]]
git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
version = "1.1.0"

[[deps.Sockets]]
uuid = "6462fe0b-24de-5631-8697-dd941f90decc"

[[deps.SortingAlgorithms]]
deps = ["DataStructures"]
git-tree-sha1 = "5165dfb9fd131cf0c6957a3a7605dede376e7b63"
uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
version = "1.2.0"

[[deps.SparseArrays]]
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"

[[deps.SpecialFunctions]]
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
git-tree-sha1 = "e2cfc4012a19088254b3950b85c3c1d8882d864d"
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
version = "2.3.1"
weakdeps = ["ChainRulesCore"]

    [deps.SpecialFunctions.extensions]
    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"

[[deps.StaticArrays]]
deps = ["LinearAlgebra", "PrecompileTools", "Random", "StaticArraysCore"]
git-tree-sha1 = "5ef59aea6f18c25168842bded46b16662141ab87"
uuid = "90137ffa-7385-5640-81b9-e52037218182"
version = "1.7.0"
weakdeps = ["Statistics"]

    [deps.StaticArrays.extensions]
    StaticArraysStatisticsExt = "Statistics"

[[deps.StaticArraysCore]]
git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d"
uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
version = "1.4.2"

[[deps.Statistics]]
deps = ["LinearAlgebra", "SparseArrays"]
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
version = "1.9.0"

[[deps.StatsAPI]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
version = "1.7.0"

[[deps.StatsBase]]
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
git-tree-sha1 = "1d77abd07f617c4868c33d4f5b9e1dbb2643c9cf"
uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
version = "0.34.2"

[[deps.StatsFuns]]
deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
version = "1.3.0"

    [deps.StatsFuns.extensions]
    StatsFunsChainRulesCoreExt = "ChainRulesCore"
    StatsFunsInverseFunctionsExt = "InverseFunctions"

    [deps.StatsFuns.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

[[deps.StatsModels]]
deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Printf", "REPL", "ShiftedArrays", "SparseArrays", "StatsAPI", "StatsBase", "StatsFuns", "Tables"]
git-tree-sha1 = "5cf6c4583533ee38639f73b880f35fc85f2941e0"
uuid = "3eaba693-59b7-5ba5-a881-562e759f1c8d"
version = "0.7.3"

[[deps.StatsPlots]]
deps = ["AbstractFFTs", "Clustering", "DataStructures", "Distributions", "Interpolations", "KernelDensity", "LinearAlgebra", "MultivariateStats", "NaNMath", "Observables", "Plots", "RecipesBase", "RecipesPipeline", "Reexport", "StatsBase", "TableOperations", "Tables", "Widgets"]
git-tree-sha1 = "9115a29e6c2cf66cf213ccc17ffd61e27e743b24"
uuid = "f3b207a7-027a-5e70-b257-86293d7955fd"
version = "0.15.6"

[[deps.StringManipulation]]
deps = ["PrecompileTools"]
git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5"
uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
version = "0.3.4"

[[deps.SuiteSparse]]
deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"

[[deps.SuiteSparse_jll]]
deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"]
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "5.10.1+6"

[[deps.TOML]]
deps = ["Dates"]
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
version = "1.0.3"

[[deps.TableOperations]]
deps = ["SentinelArrays", "Tables", "Test"]
git-tree-sha1 = "e383c87cf2a1dc41fa30c093b2a19877c83e1bc1"
uuid = "ab02a1b2-a7df-11e8-156e-fb1833f50b87"
version = "1.2.0"

[[deps.TableTraits]]
deps = ["IteratorInterfaceExtensions"]
git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
version = "1.0.1"

[[deps.Tables]]
deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits"]
git-tree-sha1 = "cb76cf677714c095e535e3501ac7954732aeea2d"
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
version = "1.11.1"

[[deps.Tar]]
deps = ["ArgTools", "SHA"]
uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
version = "1.10.0"

[[deps.TensorCore]]
deps = ["LinearAlgebra"]
git-tree-sha1 = "1feb45f88d133a655e001435632f019a9a1bcdb6"
uuid = "62fd8b95-f654-4bbd-a8a5-9c27f68ccd50"
version = "0.1.1"

[[deps.Test]]
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

[[deps.TranscodingStreams]]
git-tree-sha1 = "1fbeaaca45801b4ba17c251dd8603ef24801dd84"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
version = "0.10.2"
weakdeps = ["Random", "Test"]

    [deps.TranscodingStreams.extensions]
    TestExt = ["Test", "Random"]

[[deps.Tricks]]
git-tree-sha1 = "eae1bb484cd63b36999ee58be2de6c178105112f"
uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
version = "0.1.8"

[[deps.URIs]]
git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
version = "1.5.1"

[[deps.UUIDs]]
deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

[[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"

[[deps.UnicodeFun]]
deps = ["REPL"]
git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
version = "0.4.1"

[[deps.Unitful]]
deps = ["Dates", "LinearAlgebra", "Random"]
git-tree-sha1 = "3c793be6df9dd77a0cf49d80984ef9ff996948fa"
uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
version = "1.19.0"

    [deps.Unitful.extensions]
    ConstructionBaseUnitfulExt = "ConstructionBase"
    InverseFunctionsUnitfulExt = "InverseFunctions"

    [deps.Unitful.weakdeps]
    ConstructionBase = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

[[deps.UnitfulLatexify]]
deps = ["LaTeXStrings", "Latexify", "Unitful"]
git-tree-sha1 = "e2d817cc500e960fdbafcf988ac8436ba3208bfd"
uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
version = "1.6.3"

[[deps.Unzip]]
git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78"
uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
version = "0.2.0"

[[deps.Vulkan_Loader_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Wayland_jll", "Xorg_libX11_jll", "Xorg_libXrandr_jll", "xkbcommon_jll"]
git-tree-sha1 = "2f0486047a07670caad3a81a075d2e518acc5c59"
uuid = "a44049a8-05dd-5a78-86c9-5fde0876e88c"
version = "1.3.243+0"

[[deps.Wayland_jll]]
deps = ["Artifacts", "EpollShim_jll", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"]
git-tree-sha1 = "7558e29847e99bc3f04d6569e82d0f5c54460703"
uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89"
version = "1.21.0+1"

[[deps.Wayland_protocols_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4528479aa01ee1b3b4cd0e6faef0e04cf16466da"
uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91"
version = "1.25.0+0"

[[deps.WeakRefStrings]]
deps = ["DataAPI", "InlineStrings", "Parsers"]
git-tree-sha1 = "b1be2855ed9ed8eac54e5caff2afcdb442d52c23"
uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5"
version = "1.4.2"

[[deps.Widgets]]
deps = ["Colors", "Dates", "Observables", "OrderedCollections"]
git-tree-sha1 = "fcdae142c1cfc7d89de2d11e08721d0f2f86c98a"
uuid = "cc8bc4a8-27d6-5769-a93b-9d913e69aa62"
version = "0.6.6"

[[deps.WoodburyMatrices]]
deps = ["LinearAlgebra", "SparseArrays"]
git-tree-sha1 = "5f24e158cf4cee437052371455fe361f526da062"
uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
version = "0.5.6"

[[deps.WooldridgeDatasets]]
deps = ["CSV"]
git-tree-sha1 = "8b0512946893c55d3fbcc38c40a129d0ba82732c"
uuid = "b46f53ff-21ea-4df8-83e7-e19d2972755a"
version = "0.1.4"

[[deps.WorkerUtilities]]
git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7"
uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60"
version = "1.6.1"

[[deps.XML2_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
git-tree-sha1 = "801cbe47eae69adc50f36c3caec4758d2650741b"
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
version = "2.12.2+0"

[[deps.XSLT_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
git-tree-sha1 = "91844873c4085240b95e795f692c4cec4d805f8a"
uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
version = "1.1.34+0"

[[deps.XZ_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "522b8414d40c4cbbab8dee346ac3a09f9768f25d"
uuid = "ffd25f8a-64ca-5728-b0f7-c24cf3aae800"
version = "5.4.5+0"

[[deps.Xorg_libICE_jll]]
deps = ["Libdl", "Pkg"]
git-tree-sha1 = "e5becd4411063bdcac16be8b66fc2f9f6f1e8fe5"
uuid = "f67eecfb-183a-506d-b269-f58e52b52d7c"
version = "1.0.10+1"

[[deps.Xorg_libSM_jll]]
deps = ["Libdl", "Pkg", "Xorg_libICE_jll"]
git-tree-sha1 = "4a9d9e4c180e1e8119b5ffc224a7b59d3a7f7e18"
uuid = "c834827a-8449-5923-a945-d239c165b7dd"
version = "1.2.3+0"

[[deps.Xorg_libX11_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
version = "1.8.6+0"

[[deps.Xorg_libXau_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
version = "1.0.11+0"

[[deps.Xorg_libXcursor_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXfixes_jll", "Xorg_libXrender_jll"]
git-tree-sha1 = "12e0eb3bc634fa2080c1c37fccf56f7c22989afd"
uuid = "935fb764-8cf2-53bf-bb30-45bb1f8bf724"
version = "1.2.0+4"

[[deps.Xorg_libXdmcp_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
version = "1.1.4+0"

[[deps.Xorg_libXext_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
git-tree-sha1 = "b7c0aa8c376b31e4852b360222848637f481f8c3"
uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
version = "1.3.4+4"

[[deps.Xorg_libXfixes_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
git-tree-sha1 = "0e0dc7431e7a0587559f9294aeec269471c991a4"
uuid = "d091e8ba-531a-589c-9de9-94069b037ed8"
version = "5.0.3+4"

[[deps.Xorg_libXi_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXfixes_jll"]
git-tree-sha1 = "89b52bc2160aadc84d707093930ef0bffa641246"
uuid = "a51aa0fd-4e3c-5386-b890-e753decda492"
version = "1.7.10+4"

[[deps.Xorg_libXinerama_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll"]
git-tree-sha1 = "26be8b1c342929259317d8b9f7b53bf2bb73b123"
uuid = "d1454406-59df-5ea1-beac-c340f2130bc3"
version = "1.1.4+4"

[[deps.Xorg_libXrandr_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll"]
git-tree-sha1 = "34cea83cb726fb58f325887bf0612c6b3fb17631"
uuid = "ec84b674-ba8e-5d96-8ba1-2a689ba10484"
version = "1.5.2+4"

[[deps.Xorg_libXrender_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll"]
git-tree-sha1 = "19560f30fd49f4d4efbe7002a1037f8c43d43b96"
uuid = "ea2f1a96-1ddc-540d-b46f-429655e07cfa"
version = "0.9.10+4"

[[deps.Xorg_libpthread_stubs_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
version = "0.1.1+0"

[[deps.Xorg_libxcb_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
git-tree-sha1 = "b4bfde5d5b652e22b9c790ad00af08b6d042b97d"
uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
version = "1.15.0+0"

[[deps.Xorg_libxkbfile_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
git-tree-sha1 = "730eeca102434283c50ccf7d1ecdadf521a765a4"
uuid = "cc61e674-0454-545c-8b26-ed2c68acab7a"
version = "1.1.2+0"

[[deps.Xorg_xcb_util_cursor_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_jll", "Xorg_xcb_util_renderutil_jll"]
git-tree-sha1 = "04341cb870f29dcd5e39055f895c39d016e18ccd"
uuid = "e920d4aa-a673-5f3a-b3d7-f755a4d47c43"
version = "0.1.4+0"

[[deps.Xorg_xcb_util_image_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
git-tree-sha1 = "0fab0a40349ba1cba2c1da699243396ff8e94b97"
uuid = "12413925-8142-5f55-bb0e-6d7ca50bb09b"
version = "0.4.0+1"

[[deps.Xorg_xcb_util_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll"]
git-tree-sha1 = "e7fd7b2881fa2eaa72717420894d3938177862d1"
uuid = "2def613f-5ad1-5310-b15b-b15d46f528f5"
version = "0.4.0+1"

[[deps.Xorg_xcb_util_keysyms_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
git-tree-sha1 = "d1151e2c45a544f32441a567d1690e701ec89b00"
uuid = "975044d2-76e6-5fbe-bf08-97ce7c6574c7"
version = "0.4.0+1"

[[deps.Xorg_xcb_util_renderutil_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
git-tree-sha1 = "dfd7a8f38d4613b6a575253b3174dd991ca6183e"
uuid = "0d47668e-0667-5a69-a72c-f761630bfb7e"
version = "0.3.9+1"

[[deps.Xorg_xcb_util_wm_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
git-tree-sha1 = "e78d10aab01a4a154142c5006ed44fd9e8e31b67"
uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
version = "0.4.1+1"

[[deps.Xorg_xkbcomp_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
git-tree-sha1 = "330f955bc41bb8f5270a369c473fc4a5a4e4d3cb"
uuid = "35661453-b289-5fab-8a00-3d9160c6a3a4"
version = "1.4.6+0"

[[deps.Xorg_xkeyboard_config_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xkbcomp_jll"]
git-tree-sha1 = "691634e5453ad362044e2ad653e79f3ee3bb98c3"
uuid = "33bec58e-1273-512f-9401-5d533626f822"
version = "2.39.0+0"

[[deps.Xorg_xtrans_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
version = "1.5.0+0"

[[deps.Zlib_jll]]
deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.2.13+0"

[[deps.Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.5+0"

[[deps.eudev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "gperf_jll"]
git-tree-sha1 = "431b678a28ebb559d224c0b6b6d01afce87c51ba"
uuid = "35ca27e7-8b34-5b7f-bca9-bdc33f59eb06"
version = "3.2.9+0"

[[deps.fzf_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "a68c9655fbe6dfcab3d972808f1aafec151ce3f8"
uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09"
version = "0.43.0+0"

[[deps.gperf_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "3516a5630f741c9eecb3720b1ec9d8edc3ecc033"
uuid = "1a1c6b14-54f6-533d-8383-74cd7377aa70"
version = "3.1.1+0"

[[deps.libaom_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "3a2ea60308f0996d26f1e5354e10c24e9ef905d4"
uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
version = "3.4.0+0"

[[deps.libass_jll]]
deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
git-tree-sha1 = "5982a94fcba20f02f42ace44b9894ee2b140fe47"
uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
version = "0.15.1+0"

[[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+0"

[[deps.libevdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "141fe65dc3efabb0b1d5ba74e91f6ad26f84cc22"
uuid = "2db6ffa8-e38f-5e21-84af-90c45d0032cc"
version = "1.11.0+0"

[[deps.libfdk_aac_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "daacc84a041563f965be61859a36e17c4e4fcd55"
uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
version = "2.0.2+0"

[[deps.libinput_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "eudev_jll", "libevdev_jll", "mtdev_jll"]
git-tree-sha1 = "ad50e5b90f222cfe78aa3d5183a20a12de1322ce"
uuid = "36db933b-70db-51c0-b978-0f229ee0e533"
version = "1.18.0+0"

[[deps.libpng_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"]
git-tree-sha1 = "93284c28274d9e75218a416c65ec49d0e0fcdf3d"
uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
version = "1.6.40+0"

[[deps.libvorbis_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]
git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c"
uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
version = "1.3.7+1"

[[deps.mtdev_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "814e154bdb7be91d78b6802843f76b6ece642f11"
uuid = "009596ad-96f7-51b1-9f1b-5ce2d5e8a71e"
version = "1.1.6+0"

[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.52.0+1"

[[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.4.0+0"

[[deps.x264_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
uuid = "1270edf5-f2f9-52d2-97e9-ab00b5d0237a"
version = "2021.5.5+0"

[[deps.x265_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
git-tree-sha1 = "ee567a171cce03570d77ad3a43e90218e38937a9"
uuid = "dfaa095f-4041-5dcd-9319-2fabd8486b76"
version = "3.5.0+0"

[[deps.xkbcommon_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
git-tree-sha1 = "9c304562909ab2bab0262639bd4f444d7bc2be37"
uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
version = "1.4.1+1"
"""

# ╔═╡ Cell order:
# ╟─6fe40850-957d-11ee-3c59-4b12857a7104
# ╠═2331ae19-bcd6-40fb-8580-e06ac0d4c924
# ╠═e92d9fdd-11e1-437c-8961-74176d892615
# ╠═f26552b8-2a0f-4bf2-b549-9b9466aa11ea
# ╠═832030d7-6bf2-46a3-a4bb-9e25c93a596b
# ╟─6e28adad-2a95-4305-bfb7-ecaf70339fa1
# ╟─7617f516-cc76-45bb-b8d3-e8cb3044bb7b
# ╟─f2888230-a2c5-4dff-84b8-f159865f3429
# ╟─86e35e7a-bc47-4995-9f39-2fa0eb729d06
# ╟─a435df14-8d38-48a2-9f43-d5732017ad23
# ╠═52e258ce-33b4-4094-b83b-84701a91fbf1
# ╠═cd43714a-6ed5-4c98-a492-0541940e439a
# ╠═f006a498-fe12-4b9e-877e-9941ccf3fdbf
# ╠═0b299604-e5dc-4c12-adfe-71286c408b5d
# ╟─ed89057d-e59c-454c-bec7-e3089f2482f0
# ╠═b972437e-bdc7-4a01-a717-c72097a09b28
# ╠═f74afcf0-d566-4ad7-a344-c4c88f9f51b7
# ╠═8465c1dc-dae2-4410-8ccd-0f0f2cd26e80
# ╠═4133d626-83e5-4ff3-9ff6-e1df022469ea
# ╠═f52ac060-ca12-4e07-901e-05e79dfd39db
# ╟─fa45b3e4-8368-4aed-9a11-b736b064c456
# ╠═a93f7036-8d81-417b-aea0-b313665aa2fa
# ╟─d9cc3e82-0f5e-435b-a1b2-10fa1c6291a9
# ╠═7760444a-02c5-4f4c-bb85-4a56a31b3ae0
# ╠═b2bacd0d-8963-424c-a786-4b2e8b532daa
# ╠═34a33b1c-88cd-4eba-8f70-3a6d3e555802
# ╟─6acc3884-cd9c-459a-aa5a-599d2ee2ea76
# ╟─422012ce-49a3-448e-bc59-420a89d7f8b5
# ╠═eb395f70-4586-4a2d-a925-cdb57d9283a1
# ╠═c33c2858-8645-4bb7-945b-1add338c1fe7
# ╠═1235d562-8383-4786-9506-902c69357b55
# ╠═a3e4322b-4269-4fc3-bd18-db86e2b70f9a
# ╟─aabdb041-15df-4005-bb96-14078e808c87
# ╠═9025b93b-95b2-4e3e-968f-258ea2f68fa7
# ╠═09ec7224-bf70-4c73-8ebe-36c74a7586e1
# ╠═bc00dec5-a1ee-4c8b-87cd-e8ca858f8e44
# ╟─8b4e2af0-6169-4fdf-9651-b05820a675c7
# ╠═8fcf381e-320f-462b-bc16-07ec4cbd1d05
# ╟─204e9e4e-d082-4fa0-9065-f3eb9e6c8612
# ╟─71a11d6b-588c-4a49-8727-4b40f03b1093
# ╠═04da83f2-db2b-4327-bfd9-2bac42de6810
# ╟─3a4c3a79-7eae-4edd-86ce-bc1d6fc2d505
# ╠═15373dd0-4832-48a3-879c-cede75da2c27
# ╠═101d2f53-5bed-41ac-862f-6524999d4322
# ╟─bebf960e-ad6e-4476-a299-551b9a150c51
# ╠═e1876685-65f5-48f3-a97b-b97db713a925
# ╟─698c3bde-011d-48ce-9370-3f42dae6fd42
# ╟─324bd19d-86dd-4363-8553-3469ff5ff96d
# ╠═9627d043-f71a-44aa-bb1e-ef7b42c0ad53
# ╟─9551b9aa-053d-42bc-8a5b-a200bf8e6330
# ╠═3f9784c0-8888-4f63-866c-a20129bde247
# ╠═74b1fc1f-3b0a-4962-b1b7-e766d4648107
# ╟─5febdd04-4ead-439e-87de-77266bb6e4e9
# ╟─c4ff0c1a-9420-4d0c-80b4-6079ed452882
# ╠═cbdd6164-3279-4219-beca-5edb2f795226
# ╠═a4e97d3c-9b3b-47b1-9bcb-a99dd21f21f6
# ╠═e0877197-bb1f-4bd0-89cb-8a9dce2ecdd7
# ╟─1ccd171f-767a-4c5f-84fd-c9863f13a73c
# ╠═6be127da-0fe2-46f4-9799-0a53b0126a81
# ╠═3fa9b935-79e3-4587-a1a0-05d2621e9f7b
# ╟─702d94e6-0289-494b-9ad8-ce1a228eb3a6
# ╟─2c7162e7-ff1a-4918-bdfb-49b18dc999dd
# ╠═f65c7403-8764-4ffa-938b-5bf29289554b
# ╠═8b204d0f-62ad-43ef-9515-79dbc4211d57
# ╟─6b2f3dd9-45f4-4248-a1e8-02e71aa41b6c
# ╟─981998be-fee1-4987-ac63-27219220a25a
# ╠═1890bc27-af16-4248-acd9-756ef999eeab
# ╠═261be26e-085d-4e49-b501-de00b24ee60a
# ╠═ce2af3a4-76ab-4620-8f5e-bb575e4d952b
# ╟─a3061556-0762-474e-a522-146e5984d759
# ╠═1b1e6835-9e17-451f-9e26-b33380f6279a
# ╠═574d5d07-f942-49b1-a39e-1934a9953481
# ╠═974fe220-b18e-4ba0-b4f0-42d14105d361
# ╠═5352878f-6dcb-422f-a9ae-799970e4bc66
# ╟─fa5fd7e9-098f-45b8-83af-5b090f2d9e56
# ╠═2ffa0a86-96bd-4119-bc6d-f885ad87c00b
# ╠═bc6da657-1f8e-4dfb-aad6-396f0c30caff
# ╟─8b32c114-bbe0-437a-a559-df75b9564424
# ╠═63e64d75-3dd7-4099-8c4c-0a9fa3891b5f
# ╠═a305872b-4bac-41a0-8003-8b495d456fc1
# ╠═9df1116e-4f64-44d6-beaa-7a3e2cb36799
# ╠═170b3c70-935b-4f86-9d77-252e88a8b2d0
# ╠═4de11d73-5470-4450-a601-f13dad85aadc
# ╠═893b36d8-38fd-44db-b594-138a7f0812fd
# ╠═c4e67411-d70a-4d80-81fa-3b0415c5103d
# ╠═a1971914-f104-401d-aa53-e10ef4d0b9a8
# ╠═9bb4829b-fe15-4a2a-876e-023eb947c3aa
# ╟─ab603ee0-da91-4a79-a8c3-6cf66b198e2c
# ╠═38813011-404d-4170-99d9-945273e0f57b
# ╟─29deee85-6063-4a35-ae62-48b867b0e381
# ╠═7fa4fa3c-272a-4967-8bf9-c8aa74a72e34
# ╠═2e0039e9-33f9-4471-bffc-35cbbfdc74e5
# ╟─5d12b10c-7188-4b2d-863c-306f746d6200
# ╠═ed13c6f2-45ac-4e98-90f2-73ff575536f6
# ╠═655e50ab-af44-4ba2-82ec-ed6b60e5f775
# ╠═4c3d7f8f-be9a-4e42-9963-ffe0691afccc
# ╠═037d76a5-7f0e-4dd6-83aa-3dc8665a8cbc
# ╠═6b4056f3-7ff1-451f-b8c3-f2d6b725918c
# ╠═2fa83306-e43a-4aca-8355-b04561622041
# ╟─24aa53b5-5d36-4bb6-ab37-ba96a7cac754
# ╠═bd176fd1-d58b-4112-bba0-9f7ebdd3260e
# ╟─afef8e9a-32bf-4f28-b801-6cfee1311c5e
# ╟─ab452dce-e2b5-4d75-b67f-344236e95eb5
# ╠═d97a8513-8ae8-4cba-a2b1-fc455c5445db
# ╠═e6b9c5cc-c3c9-44fa-8a0f-1050987fb5cb
# ╠═5308d31d-03e6-43a3-bf41-79514a11520d
# ╟─bd318dbc-1ea0-42ec-9ead-f670a97cb81f
# ╠═1f51b36b-a807-4b67-b054-7a9b0815851d
# ╠═8381d564-0406-4274-afed-ae058e136f8b
# ╠═90765d77-d5af-4a7a-9c35-f8312ac97b2a
# ╟─dbc9edbf-be0c-4f0d-82d8-ff1138dcca6a
# ╠═724929aa-eb73-416b-aae0-a4ddb3cc7c08
# ╠═88c34810-a9ac-428b-b78a-2c56b736a3b7
# ╟─66211e55-85c3-4848-a6b7-772d64b99bb8
# ╠═9be6abd5-2693-4e44-a4e4-75c7089d05cc
# ╟─016638bc-c1a9-494b-88fe-ac03c9b64925
# ╟─00000000-0000-0000-0000-000000000001
# ╟─00000000-0000-0000-0000-000000000002