diff --git a/.gitignore b/.gitignore index 79a8ddd..b2afc21 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,7 @@ **/.ipynb_checkpoints **/__pycache__ data/ +datasets/ *.json *.params *.DS_Store diff --git a/build.sh b/build.sh index 6b0758d..d092f7a 100644 --- a/build.sh +++ b/build.sh @@ -7,5 +7,5 @@ jupyter-book build ./ rm -rf docs mkdir docs touch docs/.nojekyll - +cp -r datasets ./docs/ rsync -a _build/html/* ./docs/ \ No newline at end of file diff --git a/ch-pandas/data-preprocessing.ipynb b/ch-pandas/data-preprocessing.ipynb index 2dab553..8f50fef 100644 --- a/ch-pandas/data-preprocessing.ipynb +++ b/ch-pandas/data-preprocessing.ipynb @@ -20,7 +20,11 @@ "iopub.status.busy": "2023-09-11T14:28:36.287206Z", "iopub.status.idle": "2023-09-11T14:28:36.942807Z", "shell.execute_reply": "2023-09-11T14:28:36.941596Z" - } + }, + "tags": [ + "hide code", + "hide-cell" + ] }, "outputs": [ { @@ -32,14 +36,12 @@ } ], "source": [ - "# Hide outputs\n", - "# Hide code\n", "import os\n", "import urllib.request\n", "import zipfile\n", "import pandas as pd\n", "\n", - "folder_path = os.path.join(os.getcwd(), \"./data/pwt\")\n", + "folder_path = os.path.join(os.getcwd(), \"../data/pwt\")\n", "download_url = \"https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip\"\n", "file_name = download_url.split(\"/\")[-1]\n", "if not os.path.exists(folder_path):\n", diff --git a/ch-pandas/dataframe-groupby.ipynb b/ch-pandas/dataframe-groupby.ipynb index ef0615a..c0d0b36 100644 --- a/ch-pandas/dataframe-groupby.ipynb +++ b/ch-pandas/dataframe-groupby.ipynb @@ -29,7 +29,10 @@ "iopub.status.busy": "2023-09-18T00:08:11.016110Z", "iopub.status.idle": "2023-09-18T00:08:11.605146Z", "shell.execute_reply": "2023-09-18T00:08:11.604394Z" - } + }, + "tags": [ + "hide-cell" + ] }, "outputs": [ { @@ -41,8 +44,6 @@ } ], "source": [ - "# Hide outputs\n", - "# Hide code\n", "import os\n", "import urllib.request\n", "import zipfile\n", diff --git a/ch-pandas/dataframe-merge-concat.ipynb b/ch-pandas/dataframe-merge-concat.ipynb index ba65ce1..626e6d3 100644 --- a/ch-pandas/dataframe-merge-concat.ipynb +++ b/ch-pandas/dataframe-merge-concat.ipynb @@ -1063,7 +1063,10 @@ "iopub.status.busy": "2023-09-18T00:21:29.110565Z", "iopub.status.idle": "2023-09-18T00:21:29.123036Z", "shell.execute_reply": "2023-09-18T00:21:29.120657Z" - } + }, + "tags": [ + "hide-cell" + ] }, "outputs": [ { @@ -1075,12 +1078,11 @@ } ], "source": [ - "# Hide outputs\n", "import urllib.request\n", "import os\n", "import pandas as pd\n", "\n", - "folder_path = os.path.join(os.getcwd(), \"./data/student-score\")\n", + "folder_path = os.path.join(os.getcwd(), \"../data/student-score\")\n", "score_download_url = \"score.csv\"\n", "student_attr_download_url = \"student.csv\"\n", "\n", diff --git a/ch-pandas/dataframe-slicing.ipynb b/ch-pandas/dataframe-slicing.ipynb index 4f772b7..fdf27c6 100644 --- a/ch-pandas/dataframe-slicing.ipynb +++ b/ch-pandas/dataframe-slicing.ipynb @@ -20,7 +20,10 @@ "iopub.status.busy": "2023-09-11T14:28:34.456141Z", "iopub.status.idle": "2023-09-11T14:28:35.515803Z", "shell.execute_reply": "2023-09-11T14:28:35.515056Z" - } + }, + "tags": [ + "hide-cell" + ] }, "outputs": [ { @@ -32,14 +35,12 @@ } ], "source": [ - "# Hide outputs\n", - "# Hide code\n", "import os\n", "import urllib.request\n", "import zipfile\n", "import pandas as pd\n", "\n", - "folder_path = os.path.join(os.getcwd(), \"./data/pwt\")\n", + "folder_path = os.path.join(os.getcwd(), \"../data/pwt\")\n", "download_url = \"https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip\"\n", "file_name = download_url.split(\"/\")[-1]\n", "if not os.path.exists(folder_path):\n", diff --git a/ch-pandas/series-dataframe.ipynb b/ch-pandas/series-dataframe.ipynb index b44f6b7..10d10f5 100644 --- a/ch-pandas/series-dataframe.ipynb +++ b/ch-pandas/series-dataframe.ipynb @@ -24,8 +24,6 @@ }, "outputs": [], "source": [ - "# Hide outputs\n", - "# Hide code\n", "import pandas as pd" ] }, @@ -424,7 +422,10 @@ "iopub.status.busy": "2023-09-11T14:28:40.769708Z", "iopub.status.idle": "2023-09-11T14:28:40.775507Z", "shell.execute_reply": "2023-09-11T14:28:40.774814Z" - } + }, + "tags": [ + "hide-cell" + ] }, "outputs": [ { @@ -440,7 +441,7 @@ "import urllib.request\n", "import zipfile\n", "\n", - "folder_path = os.path.join(os.getcwd(), \"./data/pwt\")\n", + "folder_path = os.path.join(os.getcwd(), \"../data/pwt\")\n", "download_url = \"https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip\"\n", "file_name = download_url.split(\"/\")[-1]\n", "if not os.path.exists(folder_path):\n", diff --git a/docs/_sources/ch-pandas/data-preprocessing.ipynb b/docs/_sources/ch-pandas/data-preprocessing.ipynb index c042c80..8f50fef 100644 --- a/docs/_sources/ch-pandas/data-preprocessing.ipynb +++ b/docs/_sources/ch-pandas/data-preprocessing.ipynb @@ -6,7 +6,6 @@ "metadata": {}, "source": [ "# 数据处理\n", - ":label:`data-preprocessing`\n", "\n", "数据处理工作包括处理重复值、缺失值和异常值，生成新的列或者行等。" ] @@ -21,7 +20,11 @@ "iopub.status.busy": "2023-09-11T14:28:36.287206Z", "iopub.status.idle": "2023-09-11T14:28:36.942807Z", "shell.execute_reply": "2023-09-11T14:28:36.941596Z" - } + }, + "tags": [ + "hide code", + "hide-cell" + ] }, "outputs": [ { @@ -33,14 +36,12 @@ } ], "source": [ - "# Hide outputs\n", - "# Hide code\n", "import os\n", "import urllib.request\n", "import zipfile\n", "import pandas as pd\n", "\n", - "folder_path = os.path.join(os.getcwd(), \"./data/pwt\")\n", + "folder_path = os.path.join(os.getcwd(), \"../data/pwt\")\n", "download_url = \"https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip\"\n", "file_name = download_url.split(\"/\")[-1]\n", "if not os.path.exists(folder_path):\n", @@ -3423,4 +3424,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/docs/_sources/ch-pandas/dataframe-groupby.ipynb b/docs/_sources/ch-pandas/dataframe-groupby.ipynb index fdda7b3..ef0615a 100644 --- a/docs/_sources/ch-pandas/dataframe-groupby.ipynb +++ b/docs/_sources/ch-pandas/dataframe-groupby.ipynb @@ -6,7 +6,6 @@ "metadata": {}, "source": [ "# 分组汇总\n", - ":label:`dataframe-groupby`\n", "\n", "实际的数据分析中，经常需要对某一类数据进行统计分析。比如，假如我们拥有全国所有人的身高和体重数据，我们想按照省份分组，统计每个省的平均身高和平均体重，这时候就需要使用分组操作。pandas 提供了 `groupby` 函数进行类似的分组汇总操作。:numref:`groupby-img` 计算平均身高的分组汇总流程，主要包括两部分：分组与汇总。其中分组阶段将同一类的内容归结到相同的组中；汇总阶段将所关心的数据进行计算，比如求和、求平均等。\n", "\n", diff --git a/docs/_sources/ch-pandas/dataframe-merge-concat.ipynb b/docs/_sources/ch-pandas/dataframe-merge-concat.ipynb index f09f920..626e6d3 100644 --- a/docs/_sources/ch-pandas/dataframe-merge-concat.ipynb +++ b/docs/_sources/ch-pandas/dataframe-merge-concat.ipynb @@ -6,7 +6,6 @@ "metadata": {}, "source": [ "# 多表操作\n", - ":label:`dataframe-merge-concat`\n", "\n", "之前的操作主要在单个 `DataFrame` ，实际上，我们经常需要对多个 `DataFrame` 联合起来进行分析。pandas 提供了多 `DataFrame` 之间的合并和连接的操作，分别是 `merge()` 和 `concat()` 函数。比如，我们可以将两个 `DataFrame` 合并成一个，且保留所有的列。\n", "\n", @@ -14,9 +13,6 @@ "\n", "pandas 的 `merge` 操作可以合并两个 `DataFrame`（或者称为表） ，类似于 SQL 中的 JOIN 操作。 我们可以想象成：一个大表被拆分成两个小表，两个小表都包含一些同样的数据。现在我们需要把两个小表合并，生成一个大表，大表包含了两个小表的字段。\n", "\n", - "![分组与汇总](../img/ch-pandas/merge.svg)\n", - ":width:`800px`\n", - ":label:`merge-img`\n", "```{figure} ../img/ch-pandas/merge.svg\n", "---\n", "name: merge-img\n", @@ -1067,7 +1063,10 @@ "iopub.status.busy": "2023-09-18T00:21:29.110565Z", "iopub.status.idle": "2023-09-18T00:21:29.123036Z", "shell.execute_reply": "2023-09-18T00:21:29.120657Z" - } + }, + "tags": [ + "hide-cell" + ] }, "outputs": [ { @@ -1079,12 +1078,11 @@ } ], "source": [ - "# Hide outputs\n", "import urllib.request\n", "import os\n", "import pandas as pd\n", "\n", - "folder_path = os.path.join(os.getcwd(), \"./data/student-score\")\n", + "folder_path = os.path.join(os.getcwd(), \"../data/student-score\")\n", "score_download_url = \"score.csv\"\n", "student_attr_download_url = \"student.csv\"\n", "\n", diff --git a/docs/_sources/ch-pandas/dataframe-slicing.ipynb b/docs/_sources/ch-pandas/dataframe-slicing.ipynb index be5c7ef..fdf27c6 100644 --- a/docs/_sources/ch-pandas/dataframe-slicing.ipynb +++ b/docs/_sources/ch-pandas/dataframe-slicing.ipynb @@ -6,7 +6,6 @@ "metadata": {}, "source": [ "# 数据切片\n", - ":label:`dataframe-slicing`\n", "\n", "实际中，我们常常不是分析整个数据，而是数据中的部分子集。如何根据特定的条件获得所需要的数据是本节的主要内容。" ] @@ -21,7 +20,10 @@ "iopub.status.busy": "2023-09-11T14:28:34.456141Z", "iopub.status.idle": "2023-09-11T14:28:35.515803Z", "shell.execute_reply": "2023-09-11T14:28:35.515056Z" - } + }, + "tags": [ + "hide-cell" + ] }, "outputs": [ { @@ -33,14 +35,12 @@ } ], "source": [ - "# Hide outputs\n", - "# Hide code\n", "import os\n", "import urllib.request\n", "import zipfile\n", "import pandas as pd\n", "\n", - "folder_path = os.path.join(os.getcwd(), \"./data/pwt\")\n", + "folder_path = os.path.join(os.getcwd(), \"../data/pwt\")\n", "download_url = \"https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip\"\n", "file_name = download_url.split(\"/\")[-1]\n", "if not os.path.exists(folder_path):\n", @@ -2453,4 +2453,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/docs/_sources/ch-pandas/series-dataframe.ipynb b/docs/_sources/ch-pandas/series-dataframe.ipynb index 2afeb5d..10d10f5 100644 --- a/docs/_sources/ch-pandas/series-dataframe.ipynb +++ b/docs/_sources/ch-pandas/series-dataframe.ipynb @@ -6,7 +6,6 @@ "metadata": {}, "source": [ "# Series 与 DataFrame\n", - ":label:`series-dataframe`\n", "\n", "pandas 的核心数据结构有两个： Series 和 DataFrame。" ] @@ -25,8 +24,6 @@ }, "outputs": [], "source": [ - "# Hide outputs\n", - "# Hide code\n", "import pandas as pd" ] }, @@ -425,7 +422,10 @@ "iopub.status.busy": "2023-09-11T14:28:40.769708Z", "iopub.status.idle": "2023-09-11T14:28:40.775507Z", "shell.execute_reply": "2023-09-11T14:28:40.774814Z" - } + }, + "tags": [ + "hide-cell" + ] }, "outputs": [ { @@ -441,7 +441,7 @@ "import urllib.request\n", "import zipfile\n", "\n", - "folder_path = os.path.join(os.getcwd(), \"./data/pwt\")\n", + "folder_path = os.path.join(os.getcwd(), \"../data/pwt\")\n", "download_url = \"https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip\"\n", "file_name = download_url.split(\"/\")[-1]\n", "if not os.path.exists(folder_path):\n", @@ -1218,4 +1218,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} diff --git a/docs/ch-numpy copy/binary-ops.html b/docs/ch-numpy copy/binary-ops.html deleted file mode 100644 index 348934b..0000000 --- a/docs/ch-numpy copy/binary-ops.html +++ /dev/null @@ -1,457 +0,0 @@ - - - - - - - - - - - 二元函数 — Python 分布式编程 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - -
-
-
-
- - - Ctrl+K -
-
- - - -
-
- -
- - - -
- - - - -
- -
-
- - -
-
-
- - -
-
- - - - -
- -
- - - -
- -
-
- -
-
- -
- -
- -
- - -
- -
- -
- - - - - -
- - -
- - - - - - -
- - -
- - - - - - - - - - - -
- -
- -
-
- - - -
-

二元函数

- -
-
- -
-
-
- - - - -
- -
-

二元函数#

-
- - - - -
- - - - - - -
- -
-
-
- -
- - - - -
- - - -
-
-
- - - - - - - - \ No newline at end of file diff --git a/docs/ch-numpy copy/econ.html b/docs/ch-numpy copy/econ.html deleted file mode 100644 index f5c091d..0000000 --- a/docs/ch-numpy copy/econ.html +++ /dev/null @@ -1,478 +0,0 @@ - - - - - - - - - - - <no title> — Python 分布式编程 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - -
-
-
-
- - - Ctrl+K -
-
- - - -
-
- -
- - - -
- - - - -
- -
-
- - -
-
-
- - -
-
- - - - -
- -
- - - -
- -
-
- -
-
- -
- -
- -
- - -
- -
- -
- - - - - -
- - -
- - - - - - -
- - -
- - - - - - - - - - - -
- -
- -
-
- - - -
-

- -
-
- -
-

Contents

-
- -
-
-
- - - - -
- - - - - -
- - - - - - -
- -
-
-
- -
- - - -
- -
-
- Contents -
-
- -
- - -
- - - -
-
-
- - - - - - - - \ No newline at end of file diff --git a/docs/ch-numpy copy/index.html b/docs/ch-numpy copy/index.html deleted file mode 100644 index c6fc1f6..0000000 --- a/docs/ch-numpy copy/index.html +++ /dev/null @@ -1,463 +0,0 @@ - - - - - - - - - - - NumPy — Python 分布式编程 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - -
-
-
-
- - - Ctrl+K -
-
- - - -
-
- -
- - - -
- - - - -
- -
-
- - -
-
-
- - -
-
- - - - -
- -
- - - -
- -
-
- -
-
- -
- -
- -
- - -
- -
- -
- - - - - -
- - -
- - - - - - -
- - -
- - - - - - - - - - - -
- -
- -
-
- - - -
-

NumPy

- -
-
- -
-
-
- - - - -
- -
-

NumPy#

-
:maxdepth: 2
-
-numpy-intro
-ndarray
-
-
-
- - - - -
- - - - - - -
- -
-
-
- -
- - - - -
- - - -
-
-
- - - - - - - - \ No newline at end of file diff --git a/docs/ch-numpy copy/linalg.html b/docs/ch-numpy copy/linalg.html deleted file mode 100644 index 935d1c1..0000000 --- a/docs/ch-numpy copy/linalg.html +++ /dev/null @@ -1,457 +0,0 @@ - - - - - - - - - - - 线性代数 — Python 分布式编程 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - -
-
-
-
- - - Ctrl+K -
-
- - - -
-
- -
- - - -
- - - - -
- -
-
- - -
-
-
- - -
-
- - - - -
- -
- - - -
- -
-
- -
-
- -
- -
- -
- - -
- -
- -
- - - - - -
- - -
- - - - - - -
- - -
- - - - - - - - - - - -
- -
- -
-
- - - -
-

线性代数

- -
-
- -
-
-
- - - - -
- -
-

线性代数#

-
- - - - -
- - - - - - -
- -
-
-
- -
- - - - -
- - - -
-
-
- - - - - - - - \ No newline at end of file diff --git a/docs/ch-numpy copy/ndarray-slicing-index.html b/docs/ch-numpy copy/ndarray-slicing-index.html deleted file mode 100644 index 6262d4e..0000000 --- a/docs/ch-numpy copy/ndarray-slicing-index.html +++ /dev/null @@ -1,457 +0,0 @@ - - - - - - - - - - - 切片与索引 — Python 分布式编程 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - -
-
-
-
- - - Ctrl+K -
-
- - - -
-
- -
- - - -
- - - - -
- -
-
- - -
-
-
- - -
-
- - - - -
- -
- - - -
- -
-
- -
-
- -
- -
- -
- - -
- -
- -
- - - - - -
- - -
- - - - - - -
- - -
- - - - - - - - - - - -
- -
- -
-
- - - -
-

切片与索引

- -
-
- -
-
-
- - - - -
- -
-

切片与索引#

-
- - - - -
- - - - - - -
- -
-
-
- -
- - - - -
- - - -
-
-
- - - - - - - - \ No newline at end of file diff --git a/docs/ch-numpy copy/ndarray.html b/docs/ch-numpy copy/ndarray.html deleted file mode 100644 index 3f8df9d..0000000 --- a/docs/ch-numpy copy/ndarray.html +++ /dev/null @@ -1,751 +0,0 @@ - - - - - - - - - - - ndarray — Python 分布式编程 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - -
-
-
-
- - - Ctrl+K -
-
- - - -
-
- -
- - - -
- - - - -
- -
-
- - -
-
-
- - -
-
- - - - -
- -
- - - -
- -
-
- -
-
- -
- -
- -
- - -
- -
- -
- - - - - -
- - -
- - - - - - -
- - -
- - - - - - - - - - - -
- -
- -
-
- - - -
-

ndarray

- -
- -
-
- - - - -
- -
-

ndarray#

-

NumPy 最核心的数据结构是多维数组（N-dimensional Array）： ndarray。 ndarray 是由同一数据类型的数据组成的数组列表。

-
import numpy as np
-
-
-
-

创建 ndarray#

-

array 函数接收来自原生 Python 的各类数据，如列表、元组等，并转化为 ndarray；array 函数也可以接收一个 NumPy 的 ndarray。数组中的数据类型必须是一致的。

-
# 列表 list
-ar1 = np.array([1,2,3,4])
-ar1
-
-
-
# 元组 tuple
-ar2 = np.array((1,2,3,4))
-ar2
-
-
-
-
-

数据类型：dtype#

-

在进一步深入了解各种创建 ndarray 的方式之前，我们需要了解一下数据类型的基础知识。计算机无法直接表征数值，其底层基于二进制表示数值，整数和浮点数（其实就是小数，计算机科学中一般称小数为浮点数）基于科学计数法，字符串是一个从整数到字符的映射。 NumPy 提供了不同的数据类型 dtype，不同的 dtype 所能表示的区间范围不同。比如，同为整数，就有以下几种类型，其所表示的数值区间差异较大。

- - - - - - - - - - - - - - - - - -

dtype

区间

np.int8

-128 ~ 127

np.int16

-32768 ~ 32767

np.int32

\(-2.1*10^9 \sim 2.1*10 ^9\)

-

NumPy 所支持的数据类型主要有：

-
    -

  • np.bool_ ：布尔类型

    • -

  • np.number ：又细分为整数（比如 np.int8 等）和浮点类型（np.float32 等）。

    • -

  • np.datetime64：表示日期的数据类型

    • -

  • np.character：字符串类型

    • -
-

这些数据类型往往都带有一个数字，比如 np.int8，数字表示这个数据类型占用了多少个比特（bit）的存储空间。1 个 bit 为一个 0/1 二进制。8 bit = 1 byte，即 8 比特位等于 1 个字节。

-

根据上表，整数占用的存储空间越大，所能表示的数值范围越大。当我们编写简单的程序时，数值范围一般不会出现问题，但是当我们编写复杂的科学计算程序时，数值范围决定了计算的精度。例如，np.int8 只能表示 -128 ~ 127 范围的数值，超过这个数值的数字，如何被 np.int8 表示，存在较大不确定性，进而造成程序运行不准确。

-

占用的 bit 越多，数据越精准，但也会使得对内存消耗越大。选择合适的数据类型有助于节省内存。刚刚接触数据类型的朋友，对于如何选择合适数据类型并不熟悉。大概可以按照如下准则：

-
    -

  • 整数类型默认是 np.int64，但很多应用 np.32 就足够了。

    • -

  • 浮点数类型一般科学计算应用都使用 np.float64，深度学习类应用使用 np.float32 或者甚至更小的数据类型也足够了。

    • -
-
-
-

创建特定的 ndarray#

-
-

arange() 与 linspace()#

-

arange 和 linspace 函数可用于生成一个数值数组。数值从区间为 \([start,stop)\) 中选择，一般从 start 开始，到 stop 结束，在这个区间内生成一系列值。

-

arange 函数的常见形式：

-
    -

  • arange(stop)

    • -

  • arange(start, stop)

    • -

  • arange(start, stop, step)

    • -
-

其中，step 用于指定数值之间的间隔，默认为 1。

-
# 以下两种方式等效
-np.arange(10)
-np.arange(stop=10)
-
-
-

linspace 函数生成 num 个均匀间隔的数值，也就是创建一个等差数列。

-

常见形式：linspace(start, stop, num)。

-
# 生成在 1 和 5 之间 5 个均匀间隔的数组
-a = np.linspace(1,5,5)
-a
-
-
-
-
-

ones() 与 ones_like()#

-

np.ones(shape) 生成 shape 大小的、全为 1 数组。例如，生成 \(3 \times 3 \times 6\) 的高维数组。

-
np.ones((2,3,4), dtype=np.float32)
-
-
-

如果已经有一个多维数组 a，我们想根据这个数组 a 的形状生成一个全为 1 的数组：

-
np.ones_like(a)
-
-
-
-
-

zeros() 与 zeros_like()#

-

np.zeros() 与 np.ones() 类似。np.zeros(shape) 生成 shape 大小的、全为 0 的数组。

-
np.zeros((2,3,4))
-
-
-

如果已经有一个多维数组 a，我们想根据这个数组 a 的形状生成一个全为 0 的数组：

-
np.zeros_like(a)
-
-
-
-
-

full() 与 full_like()#

-

np.full(shape,val) 生成 shape 大小的、全为 val 的数组，即数组中每个元素值都是 val。

-
np.full((2,3,4), 6)
-
-
-

根据数组 a 的形状生成一个数组，元素值全为 val：

-
np.full_like(a, 6)
-
-
-
-
-

eye()#

-

np.eye(n) 创建一个 \(n \times n\) 单位矩阵，对角线为 1，其余为 0。

-
np.eye(3)
-
-
-
-
-
-

常用属性#

-

直接打印一个 ndarray 可以看到它的值、dtype 等属性。

-
ar = np.array([[1,1,2,3,],
-               [4,5,6,7],
-               [8,9,10,11]])
-ar
-
-
-

或者打印某些具体的属性。

-
    -

  • ndim：多维数组的秩，或者说轴的数量，或者说数组有多少维度

    • -
-
ar.ndim
-
-
-
    -

  • 数组的尺度

    • -
-
ar.shape
-
-
-
    -

  • 数组中元素的个数

    • -
-
ar.size
-
-
-
    -

  • 元素的数据类型

    • -
-
ar.dtype
-
-
-
    -

  • 每个元素的大小，以字节（Byte）为单位

    • -
-
ar.itemsize
-
-
-
-
-

数组维度变换#

-

另外，我们经常要对数据进行一些变换。

-
-

不改变原数组#

-
    -

  • reshape() 函数

    • -
-

reshape(shape) 函数，不改变数组的元素，根据 shape 形状，生成一个新的数组。

-
ar.reshape((2,6))
-
-
-
    -

  • flatten() 函数

    • -
-

flatten() 函数，对数组进行降维，将高维数组压缩成一个一维数组。

-
ar.flatten()
-
-
-
-
-

改变原数组#

-
    -

  • resize() 函数

    • -
-

resize(shape) 函数，返回一个 shape 形状的数组，功能与 reshape() 函数一致，但是修改原数组。

-

提示：当新数组可容纳数据少于原数据，按照原数据选择前 shape 个数据；如果多于，则新数组会按照原数组中的数据顺序进行填补。

-
ar_new = np.resize(ar, (2, 5))
-ar_new
-
-
-
ar_new = np.resize(ar, (3, 5))
-ar_new
-
-
-
-
-
-

数据类型变换#

-
-

astype()#

-

astype(new_type) 函数，对数组的数据类型进行类型变化，基于对原始数据的拷贝创建一个新的数组。比如，将 np.int 类型元素修改为 np.float64 类型：

-
new_ar = ar.astype(np.float64)
-new_ar
-
-
-
-
-
-

合并函数#

-

np.concatenate() 将两个或者多个数组合并成一个新数组。

-
b = np.linspace(1,9,7)
-
-c = np.concatenate((a,b)) #将 a,b 两个数组合并成为 c
-c
-
-
-
-
-

ndarray 与 Python 列表的转换#

-

列表作为 Python 中原始的数据类型，运算速度慢于 NumPy。如果需要与原生 Python 语言相适配，需做转换：

-
ar.tolist()
-
-
-
-
- - - - -
- - - - - - -
- -
-
-
- -
- - - -
- -
-
- Contents -
-
- -
- - -
- - - -
-
-
- - - - - - - - \ No newline at end of file diff --git a/docs/ch-numpy copy/numpy-intro.html b/docs/ch-numpy copy/numpy-intro.html deleted file mode 100644 index 0a5ca32..0000000 --- a/docs/ch-numpy copy/numpy-intro.html +++ /dev/null @@ -1,492 +0,0 @@ - - - - - - - - - - - NumPy 简介 — Python 分布式编程 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - -
-
-
-
- - - Ctrl+K -
-
- - - -
-
- -
- - - -
- - - - -
- -
-
- - -
-
-
- - -
-
- - - - -
- -
- - - -
- -
-
- -
-
- -
- -
- -
- - -
- -
- -
- - - - - -
- - -
- - - - - - -
- - -
- - - - - - - - - - - -
- -
- -
-
- - - -
-

NumPy 简介

- -
-
- -
-

Contents

-
- -
-
-
- - - - -
- -
-

NumPy 简介#

-

Python 语言其实并不是为科学计算而设计的，到了 2000 年左右，Python 在科学计算领域变得越来越受欢迎，但缺乏一个高效的数组处理工具。Python 的列表（list）虽然灵活，但在处理大型数据集时性能不佳。

-

NumPy 并不是第一个 Python 科学计算库，它的前身有 Numeric、Numarray 等，并借鉴 Fortran、MATLAB、和 S 语言了优点。经过了一系列的演化发展，Travis Oliphant 在 2005 年创建了 NumPy 项目，并在 2006 年发布了 NumPy 1.0。NumPy 的目标是提供高性能的多维数组对象，以及用于数组操作的丰富函数库。NumPy 引入了 ndarray 这一核心数据结构。

-

自从 NumPy 项目创建以来，它已经成为 Python 科学计算生态系统中的核心组件。许多其他科学计算和数据分析库，如 SciPy、pandas 和 Matplotlib，都构建在 NumPy 之上。

-
-

安装 pandas#

-

可以使用 conda 或者 pip 安装：

-
# Hide outputs
-!pip install numpy -i https://pypi.tuna.tsinghua.edu.cn/simple
-
-
-
-
- - - - -
- - - - - - -
- -
-
-
- -
- - - -
- -
-
- Contents -
-
- -
- - -
- - - -
-
-
- - - - - - - - \ No newline at end of file diff --git a/docs/ch-numpy copy/random.html b/docs/ch-numpy copy/random.html deleted file mode 100644 index f7a3ecc..0000000 --- a/docs/ch-numpy copy/random.html +++ /dev/null @@ -1,457 +0,0 @@ - - - - - - - - - - - 随机数生成 — Python 分布式编程 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - -
-
-
-
- - - Ctrl+K -
-
- - - -
-
- -
- - - -
- - - - -
- -
-
- - -
-
-
- - -
-
- - - - -
- -
- - - -
- -
-
- -
-
- -
- -
- -
- - -
- -
- -
- - - - - -
- - -
- - - - - - -
- - -
- - - - - - - - - - - -
- -
- -
-
- - - -
-

随机数生成

- -
-
- -
-
-
- - - - -
- -
-

随机数生成#

-
- - - - -
- - - - - - -
- -
-
-
- -
- - - - -
- - - -
-
-
- - - - - - - - \ No newline at end of file diff --git a/docs/ch-numpy copy/unary-ops.html b/docs/ch-numpy copy/unary-ops.html deleted file mode 100644 index 1078f61..0000000 --- a/docs/ch-numpy copy/unary-ops.html +++ /dev/null @@ -1,457 +0,0 @@ - - - - - - - - - - - 一元函数 — Python 分布式编程 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
- - - - - - - - - - - -
-
-
-
- - - Ctrl+K -
-
- - - -
-
- -
- - - -
- - - - -
- -
-
- - -
-
-
- - -
-
- - - - -
- -
- - - -
- -
-
- -
-
- -
- -
- -
- - -
- -
- -
- - - - - -
- - -
- - - - - - -
- - -
- - - - - - - - - - - -
- -
- -
-
- - - -
-

一元函数

- -
-
- -
-
-
- - - - -
- -
-

一元函数#

-
- - - - -
- - - - - - -
- -
-
-
- -
- - - - -
- - - -
-
-
- - - - - - - - \ No newline at end of file diff --git a/docs/ch-pandas/data-preprocessing.html b/docs/ch-pandas/data-preprocessing.html index 7e32beb..a71832c 100644 --- a/docs/ch-pandas/data-preprocessing.html +++ b/docs/ch-pandas/data-preprocessing.html @@ -392,18 +392,20 @@

Contents

数据处理#

-

:label:data-preprocessing

数据处理工作包括处理重复值、缺失值和异常值，生成新的列或者行等。

-
+
+
+ + +Hide code cell content +
-
# Hide outputs
-# Hide code
-import os
+
import os
 import urllib.request
 import zipfile
 import pandas as pd
 
-folder_path = os.path.join(os.getcwd(), "./data/pwt")
+folder_path = os.path.join(os.getcwd(), "../data/pwt")
 download_url = "https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip"
 file_name = download_url.split("/")[-1]
 if not os.path.exists(folder_path):
@@ -425,13 +427,11 @@ 
数据处理
-
文件夹不存在，已创建。
-

-

-
数据已下载并解压缩。
+
文件夹已存在，无需操作。
 

 

 

+

处理重复值#

diff --git a/docs/ch-pandas/dataframe-groupby.html b/docs/ch-pandas/dataframe-groupby.html index 32372d2..6f2c6f5 100644 --- a/docs/ch-pandas/dataframe-groupby.html +++ b/docs/ch-pandas/dataframe-groupby.html @@ -391,7 +391,6 @@

Contents

分组汇总#

-

:label:dataframe-groupby

实际的数据分析中，经常需要对某一类数据进行统计分析。比如，假如我们拥有全国所有人的身高和体重数据，我们想按照省份分组，统计每个省的平均身高和平均体重，这时候就需要使用分组操作。pandas 提供了 groupby 函数进行类似的分组汇总操作。:numref:groupby-img 计算平均身高的分组汇总流程，主要包括两部分：分组与汇总。其中分组阶段将同一类的内容归结到相同的组中；汇总阶段将所关心的数据进行计算，比如求和、求平均等。

按哪些字段进行分组，这些字段又被成为 ** 分组变量 **。对其他字段进行汇总，其他汇总字段被成为 ** 汇总变量 **。对汇总变量进行计算，被称为 ** 汇总统计量 **。

diff --git a/docs/ch-pandas/dataframe-merge-concat.html b/docs/ch-pandas/dataframe-merge-concat.html index d9c3f41..0803bb5 100644 --- a/docs/ch-pandas/dataframe-merge-concat.html +++ b/docs/ch-pandas/dataframe-merge-concat.html @@ -393,14 +393,10 @@

Contents

多表操作#

-

:label:dataframe-merge-concat

之前的操作主要在单个 DataFrame ，实际上，我们经常需要对多个 DataFrame 联合起来进行分析。pandas 提供了多 DataFrame 之间的合并和连接的操作，分别是 merge() 和 concat() 函数。比如，我们可以将两个 DataFrame 合并成一个，且保留所有的列。

merge#

pandas 的 merge 操作可以合并两个 DataFrame（或者称为表） ，类似于 SQL 中的 JOIN 操作。 我们可以想象成：一个大表被拆分成两个小表，两个小表都包含一些同样的数据。现在我们需要把两个小表合并，生成一个大表，大表包含了两个小表的字段。

-

分组与汇总 -:width:800px -:label:merge-img

../_images/merge.svg

Fig. 2 对两个 DataFrame 进行 merge 操作#

@@ -1113,14 +1109,18 @@

concat

案例：学生成绩#

我们使用一个学生成绩的案例来演示如何对两个 DataFrame 进行 merge。

-
+
+
+ + +Hide code cell content +
-
# Hide outputs
-import urllib.request
+
import urllib.request
 import os
 import pandas as pd
 
-folder_path = os.path.join(os.getcwd(), "./data/student-score")
+folder_path = os.path.join(os.getcwd(), "../data/student-score")
 score_download_url = "score.csv"
 student_attr_download_url = "student.csv"
 
@@ -1147,6 +1147,7 @@ 
案例：学生成绩
 

@@ -1236,7 +1237,7 @@ 
案例：学生成绩    797         # Binary mode
     798         handle = open(handle, ioargs.mode)
 
-FileNotFoundError: [Errno 2] No such file or directory: '/Users/luweizheng/Projects/py-101/distributed-python-zh/ch-pandas/./data/student-score/student.csv'
+FileNotFoundError: [Errno 2] No such file or directory: '/Users/luweizheng/Projects/py-101/python-data-science/ch-pandas/../data/student-score/student.csv'
diff --git a/docs/ch-pandas/dataframe-slicing.html b/docs/ch-pandas/dataframe-slicing.html index b48138c..0e47c89 100644 --- a/docs/ch-pandas/dataframe-slicing.html +++ b/docs/ch-pandas/dataframe-slicing.html @@ -391,18 +391,20 @@

Contents

数据切片#

-

:label:dataframe-slicing

实际中，我们常常不是分析整个数据，而是数据中的部分子集。如何根据特定的条件获得所需要的数据是本节的主要内容。

-
+
+
+ + +Hide code cell content +
-
# Hide outputs
-# Hide code
-import os
+
import os
 import urllib.request
 import zipfile
 import pandas as pd
 
-folder_path = os.path.join(os.getcwd(), "./data/pwt")
+folder_path = os.path.join(os.getcwd(), "../data/pwt")
 download_url = "https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip"
 file_name = download_url.split("/")[-1]
 if not os.path.exists(folder_path):
@@ -428,6 +430,7 @@ 
数据切片
 
主要方法#

diff --git a/docs/ch-pandas/series-dataframe.html b/docs/ch-pandas/series-dataframe.html
index 8db64e0..2d77ad1 100644
--- a/docs/ch-pandas/series-dataframe.html
+++ b/docs/ch-pandas/series-dataframe.html
@@ -392,13 +392,10 @@ 
 Contents 

                   
   

 
Series 与 DataFrame#

-
:label:series-dataframe

 
pandas 的核心数据结构有两个： Series 和 DataFrame。

 

 

-
# Hide outputs
-# Hide code
-import pandas as pd
+
import pandas as pd
 

 

 

@@ -576,13 +573,18 @@ 
创建 DataFrame
 
案例：PWT#

 
PWT 是一个经济学数据库，用于比较国家和地区之间的宏观经济数据，该数据集包含了各种宏观经济指标，如国内生产总值（GDP）、人均收入、劳动力和资本等因素，以及价格水平、汇率等信息。我们先下载，并使用 pandas 简单探索该数据集。

-

+

+

+
+
+Hide code cell content
+
 

 
import os
 import urllib.request
 import zipfile
 
-folder_path = os.path.join(os.getcwd(), "./data/pwt")
+folder_path = os.path.join(os.getcwd(), "../data/pwt")
 download_url = "https://www.rug.nl/ggdc/docs/pwt70_06032011version.zip"
 file_name = download_url.split("/")[-1]
 if not os.path.exists(folder_path):
@@ -606,6 +608,7 @@ 
案例：PWT
diff --git a/docs/reports/ch-pandas/dataframe-merge-concat.err.log b/docs/reports/ch-pandas/dataframe-merge-concat.err.log
deleted file mode 100644
index 7aaaf47..0000000
--- a/docs/reports/ch-pandas/dataframe-merge-concat.err.log
+++ /dev/null
@@ -1,104 +0,0 @@
-Traceback (most recent call last):
-  File "/Users/luweizheng/anaconda3/envs/tpch/lib/python3.10/site-packages/jupyter_cache/executors/utils.py", line 58, in single_nb_execution
-    executenb(
-  File "/Users/luweizheng/anaconda3/envs/tpch/lib/python3.10/site-packages/nbclient/client.py", line 1305, in execute
-    return NotebookClient(nb=nb, resources=resources, km=km, **kwargs).execute()
-  File "/Users/luweizheng/anaconda3/envs/tpch/lib/python3.10/site-packages/jupyter_core/utils/__init__.py", line 166, in wrapped
-    return loop.run_until_complete(inner)
-  File "/Users/luweizheng/anaconda3/envs/tpch/lib/python3.10/asyncio/base_events.py", line 649, in run_until_complete
-    return future.result()
-  File "/Users/luweizheng/anaconda3/envs/tpch/lib/python3.10/site-packages/nbclient/client.py", line 705, in async_execute
-    await self.async_execute_cell(
-  File "/Users/luweizheng/anaconda3/envs/tpch/lib/python3.10/site-packages/nbclient/client.py", line 1058, in async_execute_cell
-    await self._check_raise_for_error(cell, cell_index, exec_reply)
-  File "/Users/luweizheng/anaconda3/envs/tpch/lib/python3.10/site-packages/nbclient/client.py", line 914, in _check_raise_for_error
-    raise CellExecutionError.from_cell_and_msg(cell, exec_reply_content)
-nbclient.exceptions.CellExecutionError: An error occurred while executing the following cell:
-------------------
-print("student DF:")
-student_df = pd.read_csv(student_path, encoding = "UTF-8")
-print(f"shape of this DF: {student_df.shape}")
-print("the first 2 rows of this DF:")
-student_df.head(2)
-------------------
-
------ stdout -----
-student DF:
-------------------
-
----------------------------------------------------------------------------
-FileNotFoundError                         Traceback (most recent call last)
-Cell In[11], line 2
-      1 print("student DF:")
-----> 2 student_df = pd.read_csv(student_path, encoding = "UTF-8")
-      3 print(f"shape of this DF: {student_df.shape}")
-      4 print("the first 2 rows of this DF:")
-
-File ~/anaconda3/envs/tpch/lib/python3.10/site-packages/pandas/util/_decorators.py:311, in deprecate_nonkeyword_arguments..decorate..wrapper(*args, **kwargs)
-    305 if len(args) > num_allow_args:
-    306     warnings.warn(
-    307         msg.format(arguments=arguments),
-    308         FutureWarning,
-    309         stacklevel=stacklevel,
-    310     )
---> 311 return func(*args, **kwargs)
-
-File ~/anaconda3/envs/tpch/lib/python3.10/site-packages/pandas/io/parsers/readers.py:680, in read_csv(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)
-    665 kwds_defaults = _refine_defaults_read(
-    666     dialect,
-    667     delimiter,
-   (...)
-    676     defaults={"delimiter": ","},
-    677 )
-    678 kwds.update(kwds_defaults)
---> 680 return _read(filepath_or_buffer, kwds)
-
-File ~/anaconda3/envs/tpch/lib/python3.10/site-packages/pandas/io/parsers/readers.py:575, in _read(filepath_or_buffer, kwds)
-    572 _validate_names(kwds.get("names", None))
-    574 # Create the parser.
---> 575 parser = TextFileReader(filepath_or_buffer, **kwds)
-    577 if chunksize or iterator:
-    578     return parser
-
-File ~/anaconda3/envs/tpch/lib/python3.10/site-packages/pandas/io/parsers/readers.py:933, in TextFileReader.__init__(self, f, engine, **kwds)
-    930     self.options["has_index_names"] = kwds["has_index_names"]
-    932 self.handles: IOHandles | None = None
---> 933 self._engine = self._make_engine(f, self.engine)
-
-File ~/anaconda3/envs/tpch/lib/python3.10/site-packages/pandas/io/parsers/readers.py:1217, in TextFileReader._make_engine(self, f, engine)
-   1213     mode = "rb"
-   1214 # error: No overload variant of "get_handle" matches argument types
-   1215 # "Union[str, PathLike[str], ReadCsvBuffer[bytes], ReadCsvBuffer[str]]"
-   1216 # , "str", "bool", "Any", "Any", "Any", "Any", "Any"
--> 1217 self.handles = get_handle(  # type: ignore[call-overload]
-   1218     f,
-   1219     mode,
-   1220     encoding=self.options.get("encoding", None),
-   1221     compression=self.options.get("compression", None),
-   1222     memory_map=self.options.get("memory_map", False),
-   1223     is_text=is_text,
-   1224     errors=self.options.get("encoding_errors", "strict"),
-   1225     storage_options=self.options.get("storage_options", None),
-   1226 )
-   1227 assert self.handles is not None
-   1228 f = self.handles.handle
-
-File ~/anaconda3/envs/tpch/lib/python3.10/site-packages/pandas/io/common.py:789, in get_handle(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)
-    784 elif isinstance(handle, str):
-    785     # Check whether the filename is to be opened in binary mode.
-    786     # Binary mode does not support 'encoding' and 'newline'.
-    787     if ioargs.encoding and "b" not in ioargs.mode:
-    788         # Encoding
---> 789         handle = open(
-    790             handle,
-    791             ioargs.mode,
-    792             encoding=ioargs.encoding,
-    793             errors=errors,
-    794             newline="",
-    795         )
-    796     else:
-    797         # Binary mode
-    798         handle = open(handle, ioargs.mode)
-
-FileNotFoundError: [Errno 2] No such file or directory: '/Users/luweizheng/Projects/py-101/distributed-python-zh/ch-pandas/./data/student-score/student.csv'
-
diff --git a/docs/searchindex.js b/docs/searchindex.js
index f388594..c9c4828 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["ch-numpy/index", "ch-numpy/ndarray", "ch-numpy/numpy-intro", "ch-pandas/data-preprocessing", "ch-pandas/dataframe-groupby", "ch-pandas/dataframe-merge-concat", "ch-pandas/dataframe-slicing", "ch-pandas/index", "ch-pandas/pandas-intro", "ch-pandas/series-dataframe", "index"], "filenames": ["ch-numpy/index.md", "ch-numpy/ndarray.ipynb", "ch-numpy/numpy-intro.md", "ch-pandas/data-preprocessing.ipynb", "ch-pandas/dataframe-groupby.ipynb", "ch-pandas/dataframe-merge-concat.ipynb", "ch-pandas/dataframe-slicing.ipynb", "ch-pandas/index.md", "ch-pandas/pandas-intro.md", "ch-pandas/series-dataframe.ipynb", "index.md"], "titles": ["NumPy", "ndarray", "NumPy \u7b80\u4ecb", "\u6570\u636e\u5904\u7406", "\u5206\u7ec4\u6c47\u603b", "\u591a\u8868\u64cd\u4f5c", "\u6570\u636e\u5207\u7247", "pandas", "pandas \u7b80\u4ecb", "Series \u4e0e DataFrame", "Python \u6570\u636e\u79d1\u5b66\u5b9e\u6218"], "terms": {"thi": 5, "small": [], "sampl": [], "give": [], "you": [], "feel": [], "how": [3, 5], "content": [], "structur": [], "It": [], "show": [], "off": [], "few": [], "major": 5, "file": 5, "type": [3, 5], "well": [], "some": [], "doe": 5, "go": [], "depth": [], "ani": [3, 5], "particular": [], "topic": [], "check": 5, "out": [], "document": [], "more": [], "inform": [], "page": [], "bundl": [], "see": [], "markdown": [], "notebook": [], "myst": [], "whether": 5, "write": [], "your": [], "book": [], "s": [2, 9], "jupyt": [], "ipynb": [], "regular": [], "md": [], "ll": [], "same": [], "flavor": [], "call": 5, "simpl": [2, 8], "help": 9, "get": 5, "start": [1, 9], "syntax": [], "stand": [], "markedli": [], "text": [], "slight": [], "variat": [], "commonmark": [], "extens": [], "allow": [], "sphinx": [], "ecosystem": [], "For": [], "about": [], "overview": [], "ar": 1, "two": [], "most": 5, "power": [], "tool": [], "thei": [], "kind": [], "like": [], "function": [], "written": [], "markup": [], "languag": [], "both": [], "serv": [], "similar": [], "purpos": [], "one": [], "line": 5, "wherea": [], "span": [], "mani": [], "accept": [], "differ": [], "input": [], "do": [], "those": [], "depend": [], "specif": [], "being": [], "here": [], "note": [], "render": [], "special": [], "box": [], "when": [], "build": [], "an": [], "inlin": [], "refer": [], "can": [], "also": [], "cite": [], "store": [], "bibtex": [], "exampl": [], "follow": [], "holdgraf_evidence_2014": [], "hdhpk14": [], "moreov": [], "insert": [], "bibliographi": [], "The": [], "must": [], "us": 4, "all": 3, "properli": [], "bib": [], "christoph": [], "ramsai": [], "holdgraf": [], "wendi": [], "de": [], "heer": [], "brian": [], "n": [1, 3, 9], "paslei": [], "robert": [], "t": 4, "knight": [], "evid": [], "predict": [], "code": [3, 4, 6, 9], "human": [], "auditori": [], "cortex": [], "In": 5, "intern": [], "confer": [], "cognit": [], "neurosci": [], "brisban": [], "australia": [], "2014": [], "frontier": [], "just": [], "starter": [], "lot": [], "jupyterbook": [], "org": [], "let": [], "base": [], "detail": [], "instruct": [], "With": [], "defin": [], "direct": [], "so": [], "print": [3, 4, 5, 6, 9], "2": [1, 3, 5, 6, 9], "4": [1, 3, 4, 5, 6, 9], "built": [], "block": [], "execut": [], "default": 5, "kernel": [], "output": [3, 4, 5, 6, 9], "displai": [], "rest": [], "jupytext": [], "convert": [4, 5], "support": 5, "other": 3, "thing": [], "need": [], "understand": [], "should": [], "includ": [], "top": [], "presenc": [], "which": [], "That": [], "If": [], "have": [], "d": [], "treat": [], "run": [], "command": [], "init": [], "path": [3, 4, 5, 6, 9], "markdownfil": [], "creat": 5, "mean": [4, 9], "As": [], "emb": [], "imag": [], "html": [], "etc": [], "post": [], "add_": [], "math": [], "begin": [], "align": [], "mbox": [], "la_": [], "tex": [], "end": [], "But": [], "make": [], "sure": [], "escap": [], "dollar": [3, 6, 9], "sign": [], "want": [], "keep": [], "work": [], "guid": [], "matplotlib": 2, "from": [], "import": [1, 3, 4, 5, 6, 8, 9], "rcparam": [], "cycler": [], "pyplot": [], "plt": [], "numpi": [1, 5, 10], "np": [1, 5], "ion": [], "contextlib": [], "exitstack": [], "0x7faf70dbd870": [], "fix": [], "random": [], "state": 5, "reproduc": [], "seed": [], "19680801": [], "10": [1, 3, 5, 9], "data": [3, 4, 5, 6, 9], "logspac": [], "0": [1, 2, 3, 4, 5, 6, 9], "1": [1, 2, 3, 4, 5, 6, 9], "100": 9, "randn": [], "ii": [], "rang": [], "arrai": 1, "cmap": [], "cm": [], "coolwarm": [], "ax": [], "prop_cycl": [], "color": [], "linspac": [], "line2d": [], "custom_lin": [], "lw": [], "5": [1, 3, 5, 6, 9], "fig": [], "subplot": [], "figsiz": [], "plot": [], "legend": [], "cold": [], "medium": [], "hot": [], "There": [], "interact": [], "0x7fc3d9d9e3e0": [], "maxdepth": [], "intro": [], "ndarrai": [0, 2, 10], "\u6700\u6838\u5fc3\u7684\u6570\u636e\u7ed3\u6784\u662f\u591a\u7ef4\u6570\u7ec4": 1, "dimension": 1, "\u662f\u7531\u540c\u4e00\u6570\u636e\u7c7b\u578b\u7684\u6570\u636e\u7ec4\u6210\u7684\u6570\u7ec4\u5217\u8868": 1, "\u51fd\u6570\u63a5\u6536\u6765\u81ea\u539f\u751f": 1, "\u7684\u5404\u7c7b\u6570\u636e": 1, "\u5982\u5217\u8868": 1, "\u5143\u7ec4\u7b49": 1, "\u5e76\u8f6c\u5316\u4e3a": 1, "\u51fd\u6570\u4e5f\u53ef\u4ee5\u63a5\u6536\u4e00\u4e2a": 1, "\u7684": [1, 3, 5], "\u6570\u7ec4\u4e2d\u7684\u6570\u636e\u7c7b\u578b\u5fc5\u987b\u662f\u4e00\u81f4\u7684": 1, "\u5217\u8868": 1, "list": [1, 2, 4], "ar1": 1, "3": [1, 3, 4, 5, 6, 9], "\u5143\u7ec4": 1, "tupl": [1, 4, 9], "ar2": 1, "\u5728\u8fdb\u4e00\u6b65\u6df1\u5165\u4e86\u89e3\u5404\u79cd\u521b\u5efa": 1, "\u7684\u65b9\u5f0f\u4e4b\u524d": 1, "\u6211\u4eec\u9700\u8981\u4e86\u89e3\u4e00\u4e0b\u6570\u636e\u7c7b\u578b\u7684\u57fa\u7840\u77e5\u8bc6": 1, "\u8ba1\u7b97\u673a\u65e0\u6cd5\u76f4\u63a5\u8868\u5f81\u6570\u503c": 1, "\u5176\u5e95\u5c42\u57fa\u4e8e\u4e8c\u8fdb\u5236\u8868\u793a\u6570\u503c": 1, "\u6574\u6570\u548c\u6d6e\u70b9\u6570": 1, "\u5176\u5b9e\u5c31\u662f\u5c0f\u6570": 1, "\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u4e00\u822c\u79f0\u5c0f\u6570\u4e3a\u6d6e\u70b9\u6570": 1, "\u57fa\u4e8e\u79d1\u5b66\u8ba1\u6570\u6cd5": 1, "\u5b57\u7b26\u4e32\u662f\u4e00\u4e2a\u4ece\u6574\u6570\u5230\u5b57\u7b26\u7684\u6620\u5c04": 1, "\u63d0\u4f9b\u4e86\u4e0d\u540c\u7684\u6570\u636e\u7c7b\u578b": 1, "\u4e0d\u540c\u7684": 1, "\u6240\u80fd\u8868\u793a\u7684\u533a\u95f4\u8303\u56f4\u4e0d\u540c": 1, "\u6bd4\u5982": [1, 3, 4, 5, 9], "\u540c\u4e3a\u6574\u6570": 1, "\u5c31\u6709\u4ee5\u4e0b\u51e0\u79cd\u7c7b\u578b": 1, "\u5176\u6240\u8868\u793a\u7684\u6570\u503c\u533a\u95f4\u5dee\u5f02\u8f83\u5927": 1, "\u533a\u95f4": 1, "int8": 1, "128": [1, 6], "127": 1, "int16": 1, "32768": 1, "32767": 1, "int32": 1, "9": [1, 3, 5, 6, 9], "sim": 1, "\u6240\u652f\u6301\u7684\u6570\u636e\u7c7b\u578b\u4e3b\u8981\u6709": 1, "bool_": 1, "\u5e03\u5c14\u7c7b\u578b": 1, "number": 1, "\u53c8\u7ec6\u5206\u4e3a\u6574\u6570": 1, "\u7b49": [1, 2, 3], "\u548c\u6d6e\u70b9\u7c7b\u578b": 1, "float32": 1, "datetime64": 1, "\u8868\u793a\u65e5\u671f\u7684\u6570\u636e\u7c7b\u578b": 1, "charact": 1, "\u5b57\u7b26\u4e32\u7c7b\u578b": 1, "\u8fd9\u4e9b\u6570\u636e\u7c7b\u578b\u5f80\u5f80\u90fd\u5e26\u6709\u4e00\u4e2a\u6570\u5b57": 1, "\u6570\u5b57\u8868\u793a\u8fd9\u4e2a\u6570\u636e\u7c7b\u578b\u5360\u7528\u4e86\u591a\u5c11\u4e2a\u6bd4\u7279": 1, "bit": 1, "\u7684\u5b58\u50a8\u7a7a\u95f4": 1, "\u4e2a": 1, "\u4e3a\u4e00\u4e2a": 1, "\u4e8c\u8fdb\u5236": 1, "8": [1, 3, 5, 6, 9], "byte": [1, 5], "\u5373": [1, 3, 5, 6], "\u6bd4\u7279\u4f4d\u7b49\u4e8e": 1, "\u4e2a\u5b57\u8282": 1, "\u6839\u636e\u4e0a\u8868": 1, "\u6574\u6570\u5360\u7528\u7684\u5b58\u50a8\u7a7a\u95f4\u8d8a\u5927": 1, "\u6240\u80fd\u8868\u793a\u7684\u6570\u503c\u8303\u56f4\u8d8a\u5927": 1, "\u5f53\u6211\u4eec\u7f16\u5199\u7b80\u5355\u7684\u7a0b\u5e8f\u65f6": 1, "\u6570\u503c\u8303\u56f4\u4e00\u822c\u4e0d\u4f1a\u51fa\u73b0\u95ee\u9898": 1, "\u4f46\u662f\u5f53\u6211\u4eec\u7f16\u5199\u590d\u6742\u7684\u79d1\u5b66\u8ba1\u7b97\u7a0b\u5e8f\u65f6": 1, "\u6570\u503c\u8303\u56f4\u51b3\u5b9a\u4e86\u8ba1\u7b97\u7684\u7cbe\u5ea6": 1, "\u4f8b\u5982": [1, 3, 4, 6, 9], "\u53ea\u80fd\u8868\u793a": 1, "\u8303\u56f4\u7684\u6570\u503c": 1, "\u8d85\u8fc7\u8fd9\u4e2a\u6570\u503c\u7684\u6570\u5b57": 1, "\u5982\u4f55\u88ab": 1, "\u8868\u793a": 1, "\u5b58\u5728\u8f83\u5927\u4e0d\u786e\u5b9a\u6027": 1, "\u8fdb\u800c\u9020\u6210\u7a0b\u5e8f\u8fd0\u884c\u4e0d\u51c6\u786e": 1, "\u5360\u7528\u7684": 1, "\u8d8a\u591a": 1, "\u6570\u636e\u8d8a\u7cbe\u51c6": 1, "\u4f46\u4e5f\u4f1a\u4f7f\u5f97\u5bf9\u5185\u5b58\u6d88\u8017\u8d8a\u5927": 1, "\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u7c7b\u578b\u6709\u52a9\u4e8e\u8282\u7701\u5185\u5b58": 1, "\u521a\u521a\u63a5\u89e6\u6570\u636e\u7c7b\u578b\u7684\u670b\u53cb": 1, "\u5bf9\u4e8e\u5982\u4f55\u9009\u62e9\u5408\u9002\u6570\u636e\u7c7b\u578b\u5e76\u4e0d\u719f\u6089": 1, "\u5927\u6982\u53ef\u4ee5\u6309\u7167\u5982\u4e0b\u51c6\u5219": 1, "\u6574\u6570\u7c7b\u578b\u9ed8\u8ba4\u662f": 1, "int64": [1, 3, 9], "\u4f46\u5f88\u591a\u5e94\u7528": 1, "32": [1, 3, 5, 9], "\u5c31\u8db3\u591f\u4e86": 1, "\u6d6e\u70b9\u6570\u7c7b\u578b\u4e00\u822c\u79d1\u5b66\u8ba1\u7b97\u5e94\u7528\u90fd\u4f7f\u7528": 1, "float64": [1, 3, 4, 9], "\u6df1\u5ea6\u5b66\u4e60\u7c7b\u5e94\u7528\u4f7f\u7528": 1, "\u6216\u8005\u751a\u81f3\u66f4\u5c0f\u7684\u6570\u636e\u7c7b\u578b\u4e5f\u8db3\u591f\u4e86": 1, "\u548c": [1, 2, 3, 4, 5, 6, 9], "\u51fd\u6570\u53ef\u7528\u4e8e\u751f\u6210\u4e00\u4e2a\u6570\u503c\u6570\u7ec4": 1, "\u6570\u503c\u4ece\u533a\u95f4\u4e3a": 1, "stop": [1, 9], "\u4e2d\u9009\u62e9": 1, "\u4e00\u822c\u4ece": 1, "\u5f00\u59cb": [1, 6, 9], "\u5230": 1, "\u7ed3\u675f": 1, "\u5728\u8fd9\u4e2a\u533a\u95f4\u5185\u751f\u6210\u4e00\u7cfb\u5217\u503c": 1, "\u51fd\u6570\u7684\u5e38\u89c1\u5f62\u5f0f": 1, "step": [1, 9], "\u5176\u4e2d": [1, 9], "\u7528\u4e8e\u6307\u5b9a\u6570\u503c\u4e4b\u95f4\u7684\u95f4\u9694": 1, "\u9ed8\u8ba4\u4e3a": [1, 3], "\u4ee5\u4e0b\u4e24\u79cd\u65b9\u5f0f\u7b49\u6548": 1, "\u51fd\u6570\u751f\u6210": 1, "num": 1, "\u4e2a\u5747\u5300\u95f4\u9694\u7684\u6570\u503c": 1, "\u4e5f\u5c31\u662f\u521b\u5efa\u4e00\u4e2a\u7b49\u5dee\u6570\u5217": 1, "\u5e38\u89c1\u5f62\u5f0f": 1, "\u751f\u6210\u5728": 1, "\u4e4b\u95f4": 1, "\u4e2a\u5747\u5300\u95f4\u9694\u7684\u6570\u7ec4": 1, "shape": [1, 5, 9], "\u751f\u6210": 1, "\u5927\u5c0f\u7684": 1, "\u5168\u4e3a": 1, "\u6570\u7ec4": 1, "time": 1, "6": [1, 3, 5, 6, 9], "\u7684\u9ad8\u7ef4\u6570\u7ec4": 1, "\u5982\u679c\u5df2\u7ecf\u6709\u4e00\u4e2a\u591a\u7ef4\u6570\u7ec4": 1, "\u6211\u4eec\u60f3\u6839\u636e\u8fd9\u4e2a\u6570\u7ec4": 1, "\u7684\u5f62\u72b6\u751f\u6210\u4e00\u4e2a\u5168\u4e3a": 1, "\u7684\u6570\u7ec4": 1, "\u7c7b\u4f3c": [1, 8], "val": 1, "\u5373\u6570\u7ec4\u4e2d\u6bcf\u4e2a\u5143\u7d20\u503c\u90fd\u662f": 1, "\u6839\u636e\u6570\u7ec4": 1, "\u7684\u5f62\u72b6\u751f\u6210\u4e00\u4e2a\u6570\u7ec4": 1, "\u5143\u7d20\u503c\u5168\u4e3a": 1, "\u521b\u5efa\u4e00\u4e2a": [1, 9], "\u5355\u4f4d\u77e9\u9635": 1, "\u5bf9\u89d2\u7ebf\u4e3a": 1, "\u5176\u4f59\u4e3a": 1, "\u76f4\u63a5\u6253\u5370\u4e00\u4e2a": 1, "\u53ef\u4ee5\u770b\u5230\u5b83\u7684\u503c": 1, "\u7b49\u5c5e\u6027": 1, "7": [1, 3, 5, 6, 9], "11": [1, 3, 5, 6, 9], "\u6216\u8005\u6253\u5370\u67d0\u4e9b\u5177\u4f53\u7684\u5c5e\u6027": 1, "ndim": 1, "\u591a\u7ef4\u6570\u7ec4\u7684\u79e9": 1, "\u6216\u8005\u8bf4\u8f74\u7684\u6570\u91cf": 1, "\u6216\u8005\u8bf4\u6570\u7ec4\u6709\u591a\u5c11\u7ef4\u5ea6": 1, "\u6570\u7ec4\u7684\u5c3a\u5ea6": 1, "\u6570\u7ec4\u4e2d\u5143\u7d20\u7684\u4e2a\u6570": 1, "size": 1, "\u5143\u7d20\u7684\u6570\u636e\u7c7b\u578b": 1, "\u6bcf\u4e2a\u5143\u7d20\u7684\u5927\u5c0f": 1, "\u4ee5\u5b57\u8282": 1, "\u4e3a\u5355\u4f4d": 1, "items": 1, "\u53e6\u5916": 1, "\u6211\u4eec\u7ecf\u5e38\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u4e00\u4e9b\u53d8\u6362": 1, "reshap": 1, "\u51fd\u6570": [1, 5, 6], "\u4e0d\u6539\u53d8\u6570\u7ec4\u7684\u5143\u7d20": 1, "\u6839\u636e": [1, 5], "\u5f62\u72b6": 1, "\u751f\u6210\u4e00\u4e2a\u65b0\u7684\u6570\u7ec4": 1, "flatten": 1, "\u5bf9\u6570\u7ec4\u8fdb\u884c\u964d\u7ef4": 1, "\u5c06\u9ad8\u7ef4\u6570\u7ec4\u538b\u7f29\u6210\u4e00\u4e2a\u4e00\u7ef4\u6570\u7ec4": 1, "resiz": 1, "\u8fd4\u56de\u4e00\u4e2a": [1, 9], "\u5f62\u72b6\u7684\u6570\u7ec4": 1, "\u529f\u80fd\u4e0e": 1, "\u51fd\u6570\u4e00\u81f4": 1, "\u4f46\u662f\u4fee\u6539\u539f\u6570\u7ec4": 1, "\u63d0\u793a": 1, "\u5f53\u65b0\u6570\u7ec4\u53ef\u5bb9\u7eb3\u6570\u636e\u5c11\u4e8e\u539f\u6570\u636e": 1, "\u6309\u7167\u539f\u6570\u636e\u9009\u62e9\u524d": 1, "\u4e2a\u6570\u636e": 1, "\u5982\u679c\u591a\u4e8e": 1, "\u5219\u65b0\u6570\u7ec4\u4f1a\u6309\u7167\u539f\u6570\u7ec4\u4e2d\u7684\u6570\u636e\u987a\u5e8f\u8fdb\u884c\u586b\u8865": 1, "ar_new": 1, "new_typ": 1, "\u5bf9\u6570\u7ec4\u7684\u6570\u636e\u7c7b\u578b\u8fdb\u884c\u7c7b\u578b\u53d8\u5316": 1, "\u57fa\u4e8e\u5bf9\u539f\u59cb\u6570\u636e\u7684\u62f7\u8d1d\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u6570\u7ec4": 1, "\u5c06": [1, 3], "int": 1, "\u7c7b\u578b\u5143\u7d20\u4fee\u6539\u4e3a": 1, "\u7c7b\u578b": 1, "new_ar": 1, "concaten": 1, "\u5c06\u4e24\u4e2a\u6216\u8005\u591a\u4e2a\u6570\u7ec4\u5408\u5e76\u6210\u4e00\u4e2a\u65b0\u6570\u7ec4": 1, "b": [1, 5, 6], "c": 1, "\u4e24\u4e2a\u6570\u7ec4\u5408\u5e76\u6210\u4e3a": 1, "\u5217\u8868\u4f5c\u4e3a": 1, "\u4e2d\u539f\u59cb\u7684\u6570\u636e\u7c7b\u578b": 1, "\u8fd0\u7b97\u901f\u5ea6\u6162\u4e8e": 1, "\u5982\u679c\u9700\u8981\u4e0e\u539f\u751f": 1, "\u8bed\u8a00\u76f8\u9002\u914d": 1, "\u9700\u505a\u8f6c\u6362": 1, "tolist": 1, "python": [2, 5, 8, 9], "\u8bed\u8a00\u5176\u5b9e\u5e76\u4e0d\u662f\u4e3a\u79d1\u5b66\u8ba1\u7b97\u800c\u8bbe\u8ba1\u7684": 2, "\u5230\u4e86": 2, "2000": [2, 4], "\u5e74\u5de6\u53f3": 2, "\u5728\u79d1\u5b66\u8ba1\u7b97\u9886\u57df\u53d8\u5f97\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce": 2, "\u4f46\u7f3a\u4e4f\u4e00\u4e2a\u9ad8\u6548\u7684\u6570\u7ec4\u5904\u7406\u5de5\u5177": 2, "\u7684\u5217\u8868": 2, "\u867d\u7136\u7075\u6d3b": 2, "\u4f46\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u65f6\u6027\u80fd\u4e0d\u4f73": 2, "\u5e76\u4e0d\u662f\u7b2c\u4e00\u4e2a": 2, "\u79d1\u5b66\u8ba1\u7b97\u5e93": 2, "\u5b83\u7684\u524d\u8eab\u6709": 2, "numer": 2, "numarrai": 2, "\u5e76\u501f\u9274": 2, "fortran": 2, "matlab": 2, "\u8bed\u8a00\u4e86\u4f18\u70b9": 2, "\u7ecf\u8fc7\u4e86\u4e00\u7cfb\u5217\u7684\u6f14\u5316\u53d1\u5c55": 2, "travi": 2, "oliph": 2, "\u5728": [2, 4, 5, 9], "2005": [2, 3, 4, 6, 9], "\u5e74\u521b\u5efa\u4e86": 2, "\u9879\u76ee": 2, "\u5e76\u5728": 2, "2006": [2, 3, 4, 6, 9], "\u5e74\u53d1\u5e03\u4e86": 2, "\u7684\u76ee\u6807\u662f\u63d0\u4f9b\u9ad8\u6027\u80fd\u7684\u591a\u7ef4\u6570\u7ec4\u5bf9\u8c61": 2, "\u4ee5\u53ca\u7528\u4e8e\u6570\u7ec4\u64cd\u4f5c\u7684\u4e30\u5bcc\u51fd\u6570\u5e93": 2, "\u5f15\u5165\u4e86": 2, "\u8fd9\u4e00\u6838\u5fc3\u6570\u636e\u7ed3\u6784": 2, "\u81ea\u4ece": 2, "\u9879\u76ee\u521b\u5efa\u4ee5\u6765": 2, "\u5b83\u5df2\u7ecf\u6210\u4e3a": 2, "\u79d1\u5b66\u8ba1\u7b97\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u6838\u5fc3\u7ec4\u4ef6": 2, "\u8bb8\u591a\u5176\u4ed6\u79d1\u5b66\u8ba1\u7b97\u548c\u6570\u636e\u5206\u6790\u5e93": 2, "\u5982": [2, 3], "scipi": 2, "\u90fd\u6784\u5efa\u5728": 2, "\u4e4b\u4e0a": 2, "\u53ef\u4ee5\u4f7f\u7528": [2, 3, 8, 9], "conda": [2, 8], "\u6216\u8005": [2, 8], "pip": [2, 8], "hide": [3, 4, 5, 6, 9], "instal": [2, 8], "i": [2, 6, 8], "http": [2, 3, 4, 6, 8, 9], "pypi": [2, 8], "tuna": [2, 8], "tsinghua": [2, 8], "edu": [2, 8], "cn": [2, 8], "\u672c\u8282\u4e3b\u8981\u8bb2\u89e3\u5982\u4f55\u4f7f\u7528": [0, 7], "\u8fdb\u884c\u9ad8\u7ef4\u6570\u7ec4\u8ba1\u7b97": 0, "label": [3, 4, 5, 6, 9], "preprocess": 3, "\u6570\u636e\u5904\u7406\u5de5\u4f5c\u5305\u62ec\u5904\u7406\u91cd\u590d\u503c": 3, "\u7f3a\u5931\u503c\u548c\u5f02\u5e38\u503c": 3, "\u751f\u6210\u65b0\u7684\u5217\u6216\u8005\u884c\u7b49": 3, "urllib": [3, 4, 5, 6, 9], "request": [3, 4, 5, 6, 9], "zipfil": [3, 4, 6, 9], "os": [3, 4, 5, 6, 9], "panda": [3, 4, 5, 6, 9, 10], "pd": [3, 4, 5, 6, 8, 9], "folder_path": [3, 4, 5, 6, 9], "join": [3, 4, 5, 6, 9], "getcwd": [3, 4, 5, 6, 9], "pwt": [3, 4, 6], "download_url": [3, 4, 6, 9], "www": [3, 4, 6, 9], "rug": [3, 4, 6, 9], "nl": [3, 4, 6, 9], "ggdc": [3, 4, 6, 9], "doc": [3, 4, 6, 9], "pwt70_06032011version": [3, 4, 6, 9], "zip": [3, 4, 6, 9], "file_nam": [3, 4, 6, 9], "split": [3, 4, 5, 6, 9], "exist": [3, 4, 5, 6, 9], "\u521b\u5efa\u6587\u4ef6\u5939": [3, 4, 5, 6, 9], "makedir": [3, 4, 5, 6, 9], "f": [3, 4, 5, 6, 9], "\u6587\u4ef6\u5939\u4e0d\u5b58\u5728": [3, 4, 5, 6, 9], "\u5df2\u521b\u5efa": [3, 4, 5, 6, 9], "zip_file_path": [3, 4, 6, 9], "urlretriev": [3, 4, 5, 6, 9], "r": [3, 4, 6, 9], "zip_ref": [3, 4, 6, 9], "extractal": [3, 4, 6, 9], "\u6570\u636e\u5df2\u4e0b\u8f7d\u5e76\u89e3\u538b\u7f29": [3, 4, 6, 9], "els": [3, 4, 5, 6, 9], "\u6587\u4ef6\u5939\u5df2\u5b58\u5728": [3, 4, 5, 6, 9], "\u65e0\u9700\u64cd\u4f5c": [3, 4, 5, 6, 9], "df": [3, 4, 5, 6, 9], "read_csv": [3, 4, 5, 6, 9], "pwt70_w_country_nam": [3, 4, 6, 9], "csv": [3, 4, 5, 6, 9], "\u68c0\u6d4b\u6570\u636e\u96c6\u7684\u8bb0\u5f55\u662f\u5426\u5b58\u5728\u91cd\u590d": 3, "duplic": 3, "\u51fd\u6570\u8fdb\u884c\u9a8c\u8bc1": 3, "\u4f46\u662f\u8be5\u51fd\u6570\u8fd4\u56de\u7684\u662f\u6570\u636e\u96c6\u6bcf\u4e00\u884c\u7684\u68c0\u6d4b\u7ed3\u679c": 3, "\u884c\u6570\u636e\u4f1a\u8fd4\u56de": 3, "\u4e2a\u5e03\u5c14\u503c": 3, "\u4e3a\u4e86\u80fd\u591f\u5f97\u5230\u6700\u76f4\u63a5\u7684\u7ed3\u679c": 3, "\u8be5\u51fd\u6570\u8868\u793a\u7684\u662f\u5728\u591a\u4e2a\u6761\u4ef6\u5224\u65ad\u4e2d": 3, "\u53ea\u8981\u6709\u4e00\u4e2a\u6761\u4ef6\u4e3a": 3, "true": [3, 5, 6, 9], "\u5219": 3, "\u8fd4\u56de\u7684\u7ed3\u679c\u4e3a": 3, "\u5982\u679c\u6709\u91cd\u590d\u9879": 3, "\u53ef\u4ee5\u901a\u8fc7": 3, "drop_dupl": 3, "\u5220\u9664": 3, "\u8be5\u51fd\u6570\u6709": 3, "inplac": 3, "\u53c2\u6570": 3, "\u8bbe\u7f6e\u4e3a": 3, "\u8868\u793a\u76f4\u63a5\u5728\u539f\u59cb\u6570\u636e\u96c6\u4e0a\u505a\u64cd\u4f5c": 3, "\u7f3a\u5931\u503c\u662f\u6307\u6570\u636e\u96c6\u4e2d\u7684\u67d0\u4e9b\u89c2\u6d4b\u5b58\u5728\u9057\u6f0f": 3, "\u6570\u636e\u7f3a\u5931\u53ef\u80fd\u6709\u4e24\u65b9\u9762\u539f\u56e0": 3, "\u4e00\u65b9\u9762\u662f\u4eba\u4e3a\u539f\u56e0": 3, "\u5982\u8bb0\u5f55\u8fc7\u7a0b\u4e2d\u7684\u9057\u6f0f": 3, "\u4e2a\u4eba\u9690\u79c1\u800c\u4e0d\u613f\u610f\u900f\u9732\u7b49": 3, "\u53e6\u4e00\u65b9\u9762\u662f\u673a\u5668\u6216\u8bbe\u5907\u7684\u6545\u969c\u6240\u5bfc\u81f4": 3, "isna": 3, "\u6216": 3, "isnul": 3, "\u51fd\u6570\u67e5\u770b\u7f3a\u5931\u503c": 3, "\u8fd9\u4e24\u4e2a\u51fd\u6570\u8fd4\u56de": 3, "\u6bcf\u4e2a\u5143\u7d20\u662f\u5426\u6709\u7f3a\u5931\u503c": 3, "\u5982\u679c\u6709\u7f3a\u5931\u503c": 3, "A": 3, "null": [3, 9], "\u5219\u8fd4\u56de": 3, "\u5426\u5219\u8fd4\u56de": 3, "fals": [3, 5], "\u901a\u8fc7": 3, "sum": 3, "\u67e5\u770b\u6bcf\u4e00\u5217\u7684\u7a7a\u7f3a\u503c\u8ba1\u6570": 3, "\u4e00\u822c\u800c\u8a00": 3, "\u9047\u5230\u7f3a\u5931\u503c\u65f6": 3, "\u53ef\u4ee5\u91c7\u7528\u4e09\u79cd\u65b9\u6cd5\u5904\u7406": 3, "\u5206\u522b\u662f\u5220\u9664\u6cd5": 3, "\u66ff\u6362\u6cd5\u6216\u63d2\u8865\u6cd5": 3, "\u5220\u9664\u6cd5\u662f\u6307\u5f53\u7f3a\u5931\u7684\u89c2\u6d4b\u6bd4\u4f8b\u975e\u5e38\u4f4e": 3, "\u4ee5\u5185": 3, "\u76f4\u63a5\u5220\u9664\u5b58\u5728\u7f3a\u5931\u7684\u89c2\u6d4b": 3, "\u6216\u8005\u5f53\u67d0\u4e9b\u53d8\u91cf\u7684\u7f3a\u5931\u6bd4\u4f8b\u975e\u5e38\u9ad8\u65f6": 3, "85": [3, 4, 6, 9], "\u4ee5\u4e0a": 3, "\u76f4\u63a5\u5220\u9664\u8fd9\u4e9b\u7f3a\u5931\u7684\u53d8\u91cf": 3, "dropna": 3, "\u51fd\u6570\u5220\u9664\u6709\u7f3a\u5931\u503c\u7684\u884c\u6216\u5217": 3, "\u5177\u4f53\u5f62\u5f0f": 3, "axi": 3, "\u8fd9\u4e2a\u51fd\u6570\u6709\u53c2\u6570": 3, "\u7528\u6765\u6307\u5b9a\u8981\u5220\u9664\u7684\u8f74": 3, "\u8868\u793a\u5220\u9664\u884c": 3, "\u9ed8\u8ba4": 3, "\u8868\u793a\u5220\u9664\u5217": 3, "\u7528\u6765\u6307\u5b9a\u5220\u9664\u7684\u6761\u4ef6": 3, "\u8868\u793a\u5220\u9664\u5305\u542b\u4efb\u4f55\u7f3a\u5931\u503c\u7684\u884c": 3, "\u8868\u793a\u53ea\u5220\u9664\u6240\u6709\u503c\u90fd\u662f\u7f3a\u5931\u503c\u7684\u884c": 3, "\u7528\u4e8e\u6307\u5b9a\u662f\u5426\u5728\u539f\u59cb": 3, "\u4e0a\u8fdb\u884c\u4fee\u6539": 3, "\u8868\u793a\u4e0d\u4fee\u6539\u539f\u59cb": 3, "\u800c\u662f\u8fd4\u56de\u4e00\u4e2a\u65b0\u7684": 3, "\u5220\u9664\u5305\u542b\u4efb\u4f55\u7f3a\u5931\u503c\u7684\u884c": 3, "ddf": 3, "fillna": [3, 4], "\u51fd\u6570\u586b\u8865\u6570\u636e\u6846\u4e2d\u7684\u7f3a\u5931\u503c": 3, "\u4e2d\u7684\u7f3a\u5931\u503c\u7528": 3, "\u586b\u5145": [3, 5], "fill_zero_df": 3, "\u5bf9\u4e8e\u65f6\u95f4\u7c7b\u578b\u7684\u6570\u636e\u96c6": 3, "\u53ef\u4ee5\u7528": 3, "method": 3, "\u53ef\u4ee5\u63a5\u53d7": 3, "ffill": 3, "bfill": 3, "\u4e24\u79cd\u503c": 3, "\u5206\u522b\u4ee3\u8868\u524d\u5411\u586b\u5145\u548c\u540e\u5411\u586b\u5145": 3, "\u4f7f\u5f97\u6570\u636e\u524d\u540e\u5177\u6709\u8fde\u8d2f\u6027": 3, "\u800c\u4e00\u822c\u7684\u72ec\u7acb\u6027\u6837\u672c\u5e76\u4e0d\u9002\u7528\u8be5\u51fd\u6570": 3, "\u524d\u5411\u586b\u5145\u662f\u6307\u7528\u7f3a\u5931\u503c\u7684\u524d\u4e00\u4e2a\u503c\u66ff\u6362": 3, "\u800c\u540e\u5411\u586b\u5145\u662f\u6307\u7528\u7f3a\u5931\u503c\u7684\u540e\u4e00\u4e2a\u503c\u66ff\u6362": 3, "\u51fd\u6570\u4e5f\u662f\u4e00\u4e2a": 3, "\u4e2d\u5e38\u7528\u7684\u51fd\u6570": 3, "\u5b83\u53ef\u4ee5\u5bf9\u6bcf\u884c": 3, "\u5217": [3, 5, 6], "\u4e5f\u53ef\u4ee5\u5bf9\u57fa\u4e8e\u5207\u7247\u9009\u62e9\u7279\u5b9a\u7684\u5217\u6216\u884c": 3, "\u5e94\u7528\u4e00\u4e2a\u51fd\u6570\u5e76\u8fd4\u56de\u4e00\u4e2a": 3, "seri": [3, 5, 7, 10], "\u8be5\u51fd\u6570\u53ef\u4ee5\u662f\u4e00\u4e9b\u5185\u7f6e\u51fd\u6570": 3, "max": [3, 4, 6, 9], "lambda": 3, "\u51fd\u6570\u6216\u81ea\u5b9a\u4e49\u51fd\u6570": 3, "\u8fd4\u56de": 3, "year": [3, 4, 6, 9], "pop": [3, 4, 6, 9], "xrat": [3, 6, 9], "tcgdp": [3, 4, 6, 9], "cc": [3, 6, 9], "cg": [3, 6, 9], "\u5217\u7684\u6700\u5927\u503c": 3, "\u5f53\u8be5\u5217\u6709\u7a7a\u503c\u65f6": 3, "\u65e0\u6cd5\u8ba1\u7b97\u6700\u5927\u503c": 3, "\u5219\u8fd4\u56de\u7a7a\u503c": 3, "\u5f62\u5f0f\u4e3a": 3, "argument": [3, 5], "express": 3, "\u51fd\u6570\u662f\u4e00\u79cd\u6ca1\u6709\u51fd\u6570\u540d": 3, "\u4f46\u662f\u53ef\u4ee5\u88ab\u8c03\u7528\u6267\u884c\u7684\u51fd\u6570": 3, "\u6362\u53e5\u8bdd\u8bf4": 3, "\u51fd\u6570\u4e0d\u9700\u8981\u7528": 3, "def": 3, "func_nam": 3, "\u6765\u5b9a\u4e49\u51fd\u6570\u540d": 3, "\u800c\u662f\u76f4\u63a5\u5b9a\u4e49\u51fd\u6570\u4f53\u4e2d\u7684\u8ba1\u7b97\u90e8\u5206": 3, "\u5173\u4e8e\u51fd\u6570\u4f53\u90e8\u5206": 3, "\u662f\u53c2\u6570\u5217\u8868": 3, "\u53ef\u4ee5\u6307\u5b9a\u4e00\u4e2a\u6216\u591a\u4e2a\u53c2\u6570": 3, "\u5c31\u50cf\u5b9a\u4e49\u666e\u901a\u51fd\u6570\u4e00\u6837": 3, "\u662f\u4e00\u4e2a\u8868\u8fbe\u5f0f": 3, "\u5b9a\u4e49\u4e86": 3, "\u51fd\u6570\u7684\u8ba1\u7b97\u903b\u8f91": 3, "\u901a\u5e38\u5305\u62ec\u4f7f\u7528\u53c2\u6570\u6267\u884c\u54ea\u4e9b\u8ba1\u7b97": 3, "\u5e76\u8fd4\u56de\u8ba1\u7b97\u7ed3\u679c": 3, "\u51fd\u6570\u901a\u5e38\u7528\u4e8e\u4e00\u6b21\u6027\u7684": 3, "\u7b80\u5355\u7684\u64cd\u4f5c": 3, "\u5bf9\u6bcf\u4e00\u884c\u8fd4\u56de\u6570\u636e\u672c\u8eab": 3, "\u4e0d\u505a\u4efb\u4f55\u5176\u4ed6\u64cd\u4f5c": 3, "row": [3, 4, 5, 6, 9], "\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d": 3, "\u6709\u4e2a\u53c2\u6570\u4e3a": 3, "\u8bbe\u7f6e\u51fd\u6570\u5bf9\u6bcf\u4e00\u884c\u64cd\u4f5c": 3, "\u8bbe\u7f6e\u51fd\u6570\u5bf9\u6bcf\u4e00\u5217\u64cd\u4f5c": 3, "\u4f8b": [3, 9], "loc": 3, "\u4e00\u8d77\u4f7f\u7528": 3, "\u8fdb\u884c\u66f4\u9ad8\u7ea7\u7684\u6570\u636e\u5207\u7247": 3, "\u8fd4\u56de\u5bf9\u6bcf\u4e00\u884c\u505a\u6761\u4ef6\u5224\u65ad\u7684\u4e00\u7cfb\u5217\u5e03\u5c14\u503c": 3, "\u4ee5": [3, 5], "\u64cd\u4f5c\u9009\u62e9\u90e8\u5206\u5217": 3, "\u4e0b\u9762\u7684\u9009\u62e9\u6761\u4ef6\u4e3a": 3, "\u5982\u679c": 3, "countri": [3, 4, 6, 9], "\u5217\u5c5e\u4e8e\u7279\u5b9a\u56fd\u5bb6": 3, "\u4e14": 3, "40000": 3, "\u5217\u4e0d\u5c5e\u4e8e\u7279\u5b9a\u56fd\u5bb6": 3, "20000": [3, 6], "complexcondit": 3, "argentina": 3, "india": 3, "south": 3, "africa": 3, "\u5219\u8fd4\u56de\u7b26\u5408\u6761\u4ef6\u7684\u884c\u548c\u5217": 3, "\u7684\u90e8\u5206\u503c": 3, "\u884c": [3, 6, 9], "\u5728\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u4e2d\u5341\u5206\u91cd\u8981": 3, "where": 3, "\u51fd\u6570\u4fdd\u7559\u884c": 3, "\u5e76\u7528\u5176\u4ed6\u503c\u66ff\u4ee3\u5176\u4f59\u884c": 3, "\u627e\u51fa": 3, "\u5927\u4e8e": [3, 6], "\u7684\u884c": [3, 6, 9], "\u4fdd\u7559\u8fd9\u4e9b\u884c": 3, "\u5176\u4f59\u90e8\u5206\u7528": 3, "\u66ff\u4ee3": 3, "\u53c2\u6570\u53ef\u4ee5\u662f\u4efb\u610f\u503c": 3, "hello": 3, "\u51fd\u6570\u6307\u5b9a\u60f3\u4fee\u6539\u7684\u5217": 3, "\u5e76\u8d4b\u503c": 3, "\u8d4b\u503c\u4e3a": 3, "\u6839\u636e\u81ea\u5b9a\u4e49\u51fd\u6570\u4fee\u6539\u884c\u548c\u5217": 3, "\u5c0f\u4e8e": [3, 6], "10000": 3, "\u7684\u4fee\u6539\u4e3a": 3, "\u7f29\u5c0f\u5341\u500d": 3, "update_row": 3, "modifi": 3, "return": [3, 5], "applymap": 3, "\u4fee\u6539": 3, "\u4e2d\u7684\u6240\u6709\u5355\u72ec\u5143\u7d20": 3, "\u4e2d\u7684\u6570\u503c\u578b\u5143\u7d20\u4fdd\u7559\u4e24\u4f4d\u5c0f\u6570": 3, "x": 3, "round": 3, "str": [3, 5], "del": 3, "\u51fd\u6570\u5220\u9664\u6307\u5b9a\u5217": 3, "ppp": [3, 6, 9], "new_column": 3, "valu": 3, "\u589e\u52a0\u65b0\u5217": 3, "\u589e\u52a0\u4e00\u5217": 3, "gdp": [3, 9], "percap": 3, "\u663e\u793a\u4eba\u5747": 3, "astyp": 3, "\u66f4\u6539\u53d8\u91cf\u6570\u636e\u7c7b\u578b": 3, "\u5217\u6539\u4e3a\u5b57\u7b26\u4e32\u7c7b\u578b": 3, "\u5728\u5f88\u591a\u5206\u6790\u4efb\u52a1\u4e2d": 3, "\u9700\u8981\u6309\u7167\u67d0\u4e2a\u6216\u67d0\u4e9b\u6307\u6807\u5bf9\u6570\u636e\u8fdb\u884c\u6392\u5e8f": 3, "\u5728\u6392\u5e8f\u65f6": 3, "\u6839\u636e\u6392\u5e8f\u7684\u5bf9\u8c61\u4e0d\u540c\u53ef\u7ec6\u5206\u4e3a": 3, "sort_valu": 3, "sort_index": 3, "\u4e0e\u5176\u5b57\u9762\u610f\u4e49\u76f8\u4e00\u81f4": 3, "\u5206\u522b\u4ee3\u8868\u4e86\u5bf9\u503c\u8fdb\u884c\u6392\u5e8f\u548c\u5bf9\u7d22\u5f15": 3, "index": [3, 4, 5, 6, 9], "\u8fdb\u884c\u6392\u5e8f": 3, "\u6309\u7167\u6307\u5b9a\u5217\u6392\u5e8f": 3, "\u5f62\u5982": [3, 9], "column1": [3, 9], "ascend": 3, "\u53c2\u6570\u8bbe\u7f6e\u4e3a": 3, "\u8868\u793a\u5347\u5e8f": 3, "\u4e3a\u964d\u5e8f": 3, "\u4f8b\u5982\u6309\u7167": [3, 4], "\u5217\u5347\u5e8f\u6392\u5217": 3, "\u4e5f\u53ef\u4ee5\u5bf9\u591a\u4e2a\u5217\u6392\u5e8f": 3, "\u5217\u548c": [3, 6], "\u5217\u964d\u5e8f\u6392\u5217": 3, "\u6309\u7167\u73b0\u6709\u7684": 3, "\u7d22\u5f15\u6392\u5e8f": 3, "\u901a\u5e38\u4e3a\u6253\u5370": 3, "\u65f6": [3, 9], "\u6700\u5de6\u4fa7\u6ca1\u6709\u4efb\u4f55\u5217\u540d\u7684\u90a3\u4e00\u5217": 3, "datafram": [4, 5, 6, 7, 8, 10], "groupbi": 4, "\u5b9e\u9645\u7684\u6570\u636e\u5206\u6790\u4e2d": 4, "\u7ecf\u5e38\u9700\u8981\u5bf9\u67d0\u4e00\u7c7b\u6570\u636e\u8fdb\u884c\u7edf\u8ba1\u5206\u6790": 4, "\u5047\u5982\u6211\u4eec\u62e5\u6709\u5168\u56fd\u6240\u6709\u4eba\u7684\u8eab\u9ad8\u548c\u4f53\u91cd\u6570\u636e": 4, "\u6211\u4eec\u60f3\u6309\u7167\u7701\u4efd\u5206\u7ec4": 4, "\u7edf\u8ba1\u6bcf\u4e2a\u7701\u7684\u5e73\u5747\u8eab\u9ad8\u548c\u5e73\u5747\u4f53\u91cd": 4, "\u8fd9\u65f6\u5019\u5c31\u9700\u8981\u4f7f\u7528\u5206\u7ec4\u64cd\u4f5c": 4, "\u63d0\u4f9b\u4e86": 4, "\u51fd\u6570\u8fdb\u884c\u7c7b\u4f3c\u7684\u5206\u7ec4\u6c47\u603b\u64cd\u4f5c": 4, "numref": 4, "img": [4, 5], "\u8ba1\u7b97\u5e73\u5747\u8eab\u9ad8\u7684\u5206\u7ec4\u6c47\u603b\u6d41\u7a0b": 4, "\u4e3b\u8981\u5305\u62ec\u4e24\u90e8\u5206": 4, "\u5206\u7ec4\u4e0e\u6c47\u603b": 4, "\u5176\u4e2d\u5206\u7ec4\u9636\u6bb5\u5c06\u540c\u4e00\u7c7b\u7684\u5185\u5bb9\u5f52\u7ed3\u5230\u76f8\u540c\u7684\u7ec4\u4e2d": 4, "\u6c47\u603b\u9636\u6bb5\u5c06\u6240\u5173\u5fc3\u7684\u6570\u636e\u8fdb\u884c\u8ba1\u7b97": 4, "\u6bd4\u5982\u6c42\u548c": 4, "\u6c42\u5e73\u5747\u7b49": 4, "\u6309\u54ea\u4e9b\u5b57\u6bb5\u8fdb\u884c\u5206\u7ec4": 4, "\u8fd9\u4e9b\u5b57\u6bb5\u53c8\u88ab\u6210\u4e3a": 4, "\u5bf9\u5176\u4ed6\u5b57\u6bb5\u8fdb\u884c\u6c47\u603b": 4, "\u5176\u4ed6\u6c47\u603b\u5b57\u6bb5\u88ab\u6210\u4e3a": 4, "\u5bf9\u6c47\u603b\u53d8\u91cf\u8fdb\u884c\u8ba1\u7b97": 4, "\u88ab\u79f0\u4e3a": 4, "width": 5, "800px": 5, "\u5728\u8fdb\u884c\u5206\u7ec4\u6c47\u603b\u65f6": 4, "\u5206\u7ec4\u53d8\u91cf\u53ef\u4ee5\u6709\u4e00\u4e2a\u6216\u591a\u4e2a": 4, "\u6309\u7167": 4, "\u5206\u7ec4": 4, "\u5e76\u5bf9": 4, "\u6c47\u603b\u6c42\u5e73\u5747\u503c": 4, "\u6b64\u65f6\u5728": 4, "\u540e\u63a5\u591a\u4e2a\u5206\u7ec4\u53d8\u91cf": 4, "\u4ee5\u5217\u8868\u5f62\u5f0f\u5199\u51fa": 4, "\u6216\u8005\u662f": 4, "\u4e4b\u540e\u8981\u63a5\u4e0a\u6240\u9700\u8981\u6c47\u603b\u7684\u5b57\u6bb5": 4, "\u8fd9\u4e2a\u4f8b\u5b50\u662f": 4, "\u6700\u540e\u8981\u63a5\u4e0a\u6240\u9700\u8981\u8fdb\u884c\u7684\u6c47\u603b\u8ba1\u7b97": 4, "\u8ba1\u7b97\u7ed3\u679c\u4e2d\u4ea7\u751f\u4e86\u591a\u4e2a\u7d22\u5f15": 4, "\u672c\u4f8b\u4e2d\u662f": 4, "\u6307\u4ee3\u76f8\u5e94\u7ec4\u7684\u60c5\u51b5": 4, "\u6c47\u603b\u53d8\u91cf\u4e5f\u53ef\u4ee5\u6709\u4e00\u4e2a\u6216\u591a\u4e2a": 4, "\u6c47\u603b": 4, "\u540e\u76f4\u63a5\u4f7f\u7528": 4, "\u7b5b\u9009\u76f8\u5e94\u5217": 4, "\u518d\u63a5\u6c47\u603b\u7edf\u8ba1\u91cf": 4, "\u540e\u53ef\u63a5\u7684\u6c47\u603b\u7edf\u8ba1\u91cf\u6709": 4, "\u5747\u503c": 4, "\u6700\u5927\u503c": 4, "min": [4, 9], "\u6700\u5c0f\u503c": 4, "median": [4, 9], "\u4e2d\u4f4d\u6570": 4, "std": [4, 9], "\u6807\u51c6\u5dee": 4, "mad": 4, "\u5e73\u5747\u7edd\u5bf9\u504f\u5dee": 4, "count": [4, 9], "\u8ba1\u6570": 4, "skew": 4, "\u504f\u5ea6": 4, "quantil": 4, "\u6307\u5b9a\u5206\u4f4d\u6570": 4, "\u8fd9\u4e9b\u7edf\u8ba1\u91cf\u53ef\u4ee5\u76f4\u63a5\u63a5": 4, "\u5bf9\u8c61\u4f7f\u7528": 4, "\u6b64\u5916": 4, "agg": 4, "\u65b9\u6cd5\u63d0\u4f9b\u4e86\u4e00\u6b21\u6c47\u603b\u591a\u4e2a\u7edf\u8ba1\u91cf\u7684\u65b9\u6cd5": 4, "\u6c47\u603b\u5404\u4e2a\u56fd\u5bb6": 4, "\u4eba\u53e3": 4, "\u7684\u5747\u503c": 4, "\u5728\u8fdb\u884c\u5206\u7ec4\u6c47\u603b\u64cd\u4f5c\u65f6": 4, "\u4ea7\u751f\u7684\u7ed3\u679c\u5e76\u4e0d\u662f\u5e38\u89c1\u7684\u4e8c\u7ef4\u8868\u6570\u636e\u6846": 4, "\u800c\u662f\u5177\u6709\u591a\u91cd\u7d22\u5f15\u7684\u6570\u636e\u6846": 4, "\u5f00\u53d1\u8005\u8bbe\u8ba1\u8fd9\u79cd\u7c7b\u578b\u7684\u6570\u636e\u6846\u662f\u501f\u9274\u4e86": 4, "excel": [4, 8, 9], "\u6570\u636e\u900f\u89c6\u8868\u7684\u529f\u80fd": 4, "\u987a\u5e8f\u5bf9": 4, "\u8fdb\u884c\u5206\u7ec4\u6c47\u603b": 4, "\u6c47\u603b\u7edf\u8ba1\u91cf\u4e3a\u6700\u5c0f\u503c\u548c\u6700\u5927\u503c": 4, "\u6b64\u65f6\u6570\u636e\u6846\u4e2d\u6709\u4e24\u4e2a\u884c\u7d22\u5f15": 4, "\u548c\u4e24\u4e2a\u5217\u7d22\u5f15": 4, "\u9700\u8981\u7b5b\u9009\u5217\u65f6": 4, "\u7b2c\u4e00\u4e2a": 4, "\u7b5b\u9009\u7b2c\u4e00\u91cd\u5217\u7d22\u5f15": 4, "\u4ece": [4, 6], "\u4e2d\u9009\u62e9\u4e00\u4e2a\u5217": 4, "\u7b2c\u4e8c\u4e2a": 4, "\u7b5b\u9009\u7b2c\u4e8c\u91cd\u5217\u7d22\u5f15": 4, "\u67e5\u8be2\u5404\u4e2a\u56fd\u5bb6": 4, "\u5404\u5e74": 4, "\u7684\u6700\u5c0f\u503c": 4, "df_queri": 4, "\u4e4b\u524d\u7684\u64cd\u4f5c\u4e3b\u8981\u5728\u5355\u4e2a": 5, "\u5b9e\u9645\u4e0a": 5, "\u6211\u4eec\u7ecf\u5e38\u9700\u8981\u5bf9\u591a\u4e2a": 5, "\u8054\u5408\u8d77\u6765\u8fdb\u884c\u5206\u6790": 5, "\u63d0\u4f9b\u4e86\u591a": 5, "\u4e4b\u95f4\u7684\u5408\u5e76\u548c\u8fde\u63a5\u7684\u64cd\u4f5c": 5, "\u5206\u522b\u662f": 5, "\u6211\u4eec\u53ef\u4ee5\u5c06\u4e24\u4e2a": 5, "\u5408\u5e76\u6210\u4e00\u4e2a": 5, "\u4e14\u4fdd\u7559\u6240\u6709\u7684\u5217": 5, "\u64cd\u4f5c\u53ef\u4ee5\u5408\u5e76\u4e24\u4e2a": 5, "\u6216\u8005\u79f0\u4e3a\u8868": 5, "\u7c7b\u4f3c\u4e8e": 5, "sql": 5, "\u4e2d\u7684": 5, "\u64cd\u4f5c": 5, "\u6211\u4eec\u53ef\u4ee5\u60f3\u8c61\u6210": 5, "\u4e00\u4e2a\u5927\u8868\u88ab\u62c6\u5206\u6210\u4e24\u4e2a\u5c0f\u8868": 5, "\u4e24\u4e2a\u5c0f\u8868\u90fd\u5305\u542b\u4e00\u4e9b\u540c\u6837\u7684\u6570\u636e": 5, "\u73b0\u5728\u6211\u4eec\u9700\u8981\u628a\u4e24\u4e2a\u5c0f\u8868\u5408\u5e76": 5, "\u751f\u6210\u4e00\u4e2a\u5927\u8868": 5, "\u5927\u8868\u5305\u542b\u4e86\u4e24\u4e2a\u5c0f\u8868\u7684\u5b57\u6bb5": 5, "customer_prod_df": 5, "d1": 5, "customer_id": 5, "product": 5, "oven": 5, "televis": 5, "customer_state_df": 5, "d2": 5, "california": 5, "texa": 5, "new": [5, 9], "york": [5, 9], "indiana": 5, "\u6211\u4eec\u5148\u7528\u4e0b\u9762\u7684\u4ee3\u7801\u5f97\u5230\u5408\u5e76\u7684\u7ed3\u679c": 5, "\u6240\u4f7f\u7528\u7684\u5404\u7c7b\u53c2\u6570\u540e\u9762\u8be6\u7ec6\u63a2\u8ba8": 5, "inner_join_df": 5, "inner": 5, "\u5408\u5e76\u4e24\u4e2a\u8868\u65f6": 5, "\u901a\u5e38\u9700\u8981\u4f7f\u7528\u952e": 5, "kei": [4, 5, 9], "\u6765\u5224\u65ad\u54ea\u4e9b\u6570\u636e\u4e0e\u54ea\u4e9b\u6570\u636e\u5408\u5e76": 5, "\u6bd4\u5982\u672c\u4f8b\u4e2d": 5, "\u4e24\u4e2a\u8868\u90fd\u5305\u542b": 5, "\u8fd9\u4e2a\u5b57\u6bb5": 5, "\u53ef\u4ee5\u88ab\u7528\u6765\u8fde\u63a5\u8fd9\u4e24\u4e2a": 5, "\u76f8\u540c": 5, "\u7684\u884c\u88ab\u5408\u5e76\u5728\u4e00\u8d77": 5, "\u6211\u4eec\u56de\u5230": 5, "\u51fd\u6570\u7684\u53c2\u6570": 5, "\u5b8c\u6574\u7684\u53c2\u6570\u5f62\u5f0f\u4e3a": 5, "left": 5, "right": 5, "none": 5, "left_on": 5, "right_on": 5, "left_index": 5, "right_index": 5, "sort": 5, "suffix": 5, "_x": 5, "_y": 5, "\u867d\u7136\u53c2\u6570\u5f88\u591a": 5, "\u5176\u5b9e\u5927\u90e8\u5206\u65f6\u95f4\u6211\u4eec\u4e3b\u8981\u5173\u5fc3\u7684\u662f": 5, "\u4e0e": [5, 6, 7, 10], "\u662f\u4e24\u4e2a": 5, "\u5206\u522b\u4e3a\u5de6\u4fa7\u8868\u548c\u53f3\u4fa7\u8868": 5, "\u8868\u793a\u4e24\u4e2a\u8868\u4f9d\u636e\u54ea\u4e2a\u5b57\u6bb5": 5, "\u6216\u54ea\u4e9b\u5b57\u6bb5": 5, "\u8fdb\u884c\u5408\u5e76": 5, "\u8fd9\u4e2a\u5b57\u6bb5\u6216\u8fd9\u4e9b\u5b57\u6bb5\u88ab\u79f0\u4e3a\u952e": 5, "\u4e24\u4e2a\u8868\u7684": 5, "\u5b57\u6bb5\u5e94\u8be5\u662f\u8868\u793a\u540c\u4e00\u4e2a\u4e8b\u7269": 5, "\u73b0\u5728\u6211\u4eec\u8981\u6839\u636e": 5, "\u628a\u4e24\u4e2a": 5, "\u5408\u5e76\u6210\u4e00\u4e2a\u66f4\u5927\u7684\u8868": 5, "\u8fd9\u4e2a\u4f8b\u5b50\u4e2d": 5, "\u4e3a\u5b57\u6bb5\u8fdb\u884c\u5408\u5e76": 5, "\u4e3b\u8981\u5bf9\u5de6\u53f3\u4e24\u4e2a\u8868\u4e2d\u76f8\u540c": 5, "\u8fdb\u884c\u64cd\u4f5c": 5, "\u8868\u793a\u5408\u5e76\u7684\u65b9\u5f0f": 5, "\u5728\u5408\u5e76\u8fc7\u7a0b\u4e2d": 5, "\u5de6\u4fa7\u8868\u548c\u53f3\u4fa7\u8868\u7684": 5, "\u4e0d\u4e00\u5b9a\u90fd\u5305\u542b\u540c\u6837\u7684\u503c": 5, "\u5982\u679c\u5de6\u4fa7\u8868\u5305\u542b\u67d0\u4e2a": 5, "\u4f46\u53f3\u4fa7\u8868\u4e0d\u5305\u542b\u8fd9\u4e2a": 5, "\u90a3\u5e94\u8be5\u9075\u5faa\u4ec0\u4e48\u6837\u7684\u903b\u8f91\u53bb\u5408\u5e76": 5, "\u662f\u5176\u4e2d\u4e00\u79cd\u65b9\u5f0f": 5, "\u53eb\u505a\u5185\u8fde\u63a5": 5, "\u53ea\u6709\u5728\u5de6\u4fa7": 5, "\u548c\u53f3\u4fa7": 5, "\u4e2d": [5, 9], "\u90fd": 5, "\u5b58\u5728\u7684\u884c\u624d\u4f1a\u5305\u542b\u5728\u7ed3\u679c\u4e2d": 5, "\u9664\u4e86": 5, "\u8fd8\u6709\u5176\u4ed6\u7684\u9009\u9879": 5, "outer": 5, "\u5916\u8fde\u63a5": 5, "\u5916\u8fde\u63a5\u628a\u5de6\u53f3\u4e24\u4fa7\u6240\u6709\u7684\u6570\u636e\u90fd\u5408\u5e76\u5230\u4e00\u8d77": 5, "\u5982\u679c\u67d0\u4e2a\u8868\u6709\u7f3a\u5931\u503c": 5, "\u65e0\u6cd5\u5de6\u53f3\u5bf9\u9f50": 5, "\u5219\u586b\u5145": 5, "nan": [3, 5, 6, 9], "outer_join_df": 5, "\u5de6\u8fde\u63a5": 5, "\u5de6\u4fa7\u8868\u7684\u6570\u636e\u90fd\u88ab\u4fdd\u7559": 5, "\u5982\u679c\u53f3\u4fa7\u8868\u6709\u7f3a\u5931": 5, "left_join_df": 5, "\u53f3\u8fde\u63a5": 5, "\u53f3\u4fa7\u8868\u7684\u6570\u636e\u90fd\u88ab\u4fdd\u7559": 5, "\u5982\u679c\u5de6\u4fa7\u8868\u6709\u7f3a\u5931": 5, "right_join_df": 5, "\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u5408\u5e76": 5, "\u4e0d\u662f\u6839\u636e": 5, "\u53bb\u5728\u5de6\u53f3\u8868\u4e2d\u67e5\u627e": 5, "\u6700\u5de6\u4fa7\u7684": 5, "\u9ed8\u8ba4\u6709": 5, "\u6839\u636e\u8be5\u5217\u5408\u5e76\u4e24\u4e2a\u8868": 5, "\u7531\u4e8e\u6b64\u65f6\u4e0d\u662f\u6839\u636e": 5, "\u6765\u5408\u5e76": 5, "\u5408\u5e76\u4e4b\u540e\u4fdd\u7559\u4e86\u4e24\u4e2a": 5, "\u4e3a\u4e86\u533a\u522b\u5de6\u53f3\u4e24\u8868\u7684": 5, "\u8fd9\u91cc\u52a0\u4e86\u540e\u7f00": 5, "index_df": 5, "\u5bf9\u8868\u7ed3\u6784\u8fdb\u884c\u6a2a\u5411\u7684\u64cd\u4f5c\u4e0d\u540c": 5, "\u51fd\u6570\u9ed8\u8ba4\u662f\u8fdb\u884c\u7eb5\u5411\u7684\u5408\u5e76": 5, "\u4e5f\u5c31\u662f\u5c06\u591a\u884c\u8fdb\u884c": 5, "\u5806\u53e0\u5f0f": 5, "\u7684\u5408\u5e76": 5, "\u6bd4\u5982\u4e0b\u9762\u7684\u4f8b\u5b50": 5, "\u628a\u6240\u6709\u7684\u884c\u548c\u6240\u6709\u7684\u5217\u5408\u5e76\u5728\u4e00\u8d77": 5, "\u7f3a\u5931\u7684\u586b\u5145": 5, "row_concat_df": 5, "\u4e0b\u9762\u7684\u4f8b\u5b50": 5, "\u8bbe\u5b9a\u4e86": 5, "\u4e24\u4e2a\u8868\u4e2d\u90fd\u5305\u542b": 5, "\u5b57\u6bb5\u8fdb\u884c\u4e86\u7eb5\u5411\u5408\u5e76": 5, "\u9700\u8981\u6ce8\u610f\u7684\u662f": 5, "\u662f\u8fdb\u884c\u7eb5\u5411\u7684\u5806\u53e0": 5, "\u800c\u6ca1\u6709\u53bb\u9664\u91cd\u590d\u7684": 5, "concat_inner_df": 5, "\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a\u5b66\u751f\u6210\u7ee9\u7684\u6848\u4f8b\u6765\u6f14\u793a\u5982\u4f55\u5bf9\u4e24\u4e2a": 5, "\u8fdb\u884c": 5, "student": 5, "score": 5, "score_download_url": 5, "student_attr_download_url": 5, "score_file_nam": 5, "student_file_nam": 5, "score_path": 5, "student_path": 5, "\u6570\u636e\u5df2\u4e0b\u8f7d": 5, "student_df": 5, "encod": 5, "utf": 5, "first": 5, "head": [5, 9], "score_df": 5, "\u53ef\u4ee5\u770b\u5230\u4e24\u4e2a\u8868\u90fd\u5305\u542b\u4e86": 5, "sno": 5, "\u4e5f\u5c31\u662f\u5b66\u53f7": 5, "\u53ef\u4ee5\u4f7f\u7528\u5b66\u53f7\u4f5c\u4e3a": 5, "merged_df": 5, "\u5173\u4e8e\u5408\u5e76\u540e\u7684\u65b0\u8868": 5, "\u5217\u6570\u4e00\u517110\u5217": 5, "\u4e00\u51717\u5217": 5, "\u4e00\u51714\u5217": 5, "\u56e0\u4e3a\u4e24\u4e2a\u8868\u90fd\u5305\u542b\u540c\u6837\u7684\u4e00\u5217": 5, "\u6240\u4ee5\u9700\u8981\u51cf\u4e00": 5, "\u6211\u4eec\u4f7f\u7528\u7684\u662f": 5, "\u7684\u65b9\u5f0f\u8fdb\u884c\u7684\u5408\u5e76": 5, "\u884c\u6570\u4e00\u517144": 5, "\u8fd9\u4e0e": 5, "\u7684\u5217\u6570\u4e00\u81f4": 5, "\u6211\u4eec\u6253\u5370\u5b8c\u6574\u5408\u5e76\u540e\u7684\u65b0\u8868": 5, "\u53ef\u4ee5\u53d1\u73b0": 5, "\u4e2d\u5305\u542b\u4f46": 5, "\u4e2d\u4e0d\u5305\u542b\u7684\u6210\u7ee9\u76f8\u5173\u7684\u4fe1\u606f\u663e\u793a": 5, "\u63a5\u4e0b\u6765\u6211\u4eec\u5c31\u53ef\u4ee5\u4f7f\u7528\u5404\u7c7b\u5176\u4ed6\u5206\u6790\u65b9\u5f0f": 5, "\u5bf9\u8fd9\u4e2a\u65b0\u7684\u5927\u8868\u8fdb\u884c\u6570\u636e\u5206\u6790": 5, "\u8fd9\u91cc\u4e0d\u518d\u8d58\u8ff0": 5, "slice": 6, "\u5b9e\u9645\u4e2d": 6, "\u6211\u4eec\u5e38\u5e38\u4e0d\u662f\u5206\u6790\u6574\u4e2a\u6570\u636e": 6, "\u800c\u662f\u6570\u636e\u4e2d\u7684\u90e8\u5206\u5b50\u96c6": 6, "\u5982\u4f55\u6839\u636e\u7279\u5b9a\u7684\u6761\u4ef6\u83b7\u5f97\u6240\u9700\u8981\u7684\u6570\u636e\u662f\u672c\u8282\u7684\u4e3b\u8981\u5185\u5bb9": 6, "\u5bf9": 6, "\u9009\u62e9\u884c\u548c\u5217": 6, "\u4e3b\u8981\u6709\u51e0\u79cd\u65b9\u5f0f": 6, "\u9009\u62e9": 6, "\u9009\u62e9\u7b2c": 6, "\u884c\u5230\u7b2c": 6, "\u4e0d\u5305\u62ec\u7b2c": 6, "\u7684\u6570\u636e": 6, "\u8981\u9009\u62e9\u5217": 6, "\u6211\u4eec\u53ef\u4ee5\u4f20\u9012\u4e00\u4e2a\u5217\u8868": 6, "\u5176\u4e2d\u5305\u542b\u6240\u9700\u5217\u7684\u5217\u540d": 6, "\u4e3a\u5b57\u7b26\u4e32\u5f62\u5f0f": 6, "\u5982\u679c\u53ea\u9009\u53d6\u4e00\u5217": 6, "\u7b49\u4ef7\u4e8e": 6, "\u8fd8\u53ef\u4ee5\u7528\u6765\u9009\u62e9\u7b26\u5408\u7279\u5b9a\u6761\u4ef6\u7684\u6570\u636e": 6, "\u9009\u53d6": 6, "\u5224\u65ad\u8bed\u53e5": 6, "\u4f1a\u8fd4\u56de\u4e00\u7cfb\u5217\u5e03\u5c14\u503c": 6, "\u7b26\u5408": 6, "\u6761\u4ef6\u7684\u4f1a\u8fd4\u56de\u4e3a": 6, "\u5982\u679c\u60f3\u8981\u9009\u62e9\u8fd9\u4e9b\u7b26\u5408\u6761\u4ef6\u7684\u6570\u636e": 6, "\u5219\u9700\u8981": 6, "\u5982\u679c\u9009\u62e9": 6, "\u5217\u7684\u548c\u5927\u4e8e": 6, "80": [5, 6], "\u5e76\u4e14": 6, "\u51fd\u6570\u8fdb\u884c\u9009\u62e9": 6, "\u5f62\u5f0f\u5e94\u4e3a": 6, "column": [3, 4, 6, 9], "\u53ef\u4ee5\u5c06": 6, "\u7406\u89e3\u4e3a": 6, "integ": 6, "\u662f\u6574\u6570": 6, "\u8868\u793a\u884c\u6216\u8005\u5217\u4f4d\u7f6e": 6, "\u4f4d\u7f6e\u7531\u88ab\u79f0\u4e3a": 6, "\u5373\u7528\u6574\u6570\u6765\u9009\u62e9\u884c\u6216\u8005\u9009\u62e9\u5217": 6, "\u81f3": 6, "length": [3, 4, 6], "\u7b2c": 6, "\u5217\u5230\u7b2c": 6, "\u7684\u533a\u522b\u5728\u4e8e": 6, "\u9664\u4e86\u63a5\u53d7\u6574\u6570\u5916": 6, "\u8fd8\u53ef\u4ee5\u63a5\u53d7\u6807\u7b7e": 6, "\u8fd9\u6837\u7684\u5217\u540d": 6, "\u8868\u793a\u6574\u6570\u4f4d\u7f6e\u7684": 6, "boolean": 6, "\u51fd\u6570\u9009\u62e9": 6, "\u5217\u6700\u5927\u503c\u7684\u884c": 6, "\u8fd8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u79cd\u5f62\u5f0f": 6, "\u4e24\u4e2a\u53c2\u6570\u7528\u9017\u53f7\u9694\u5f00": 6, "\u7b2c\u4e00\u4e2a\u53c2\u6570\u63a5\u53d7\u6761\u4ef6": 6, "\u7b2c\u4e8c\u4e2a\u53c2\u6570\u63a5\u53d7\u6211\u4eec\u60f3\u8981\u8fd4\u56de\u7684\u5217\u540d": 6, "\u5f97\u5230\u7684\u662f\u7b26\u5408\u6761\u4ef6\u7684\u7279\u5b9a\u7684\u5217": 6, "\u7531\u4e8e": 6, "\u51fd\u6570\u53ea\u63a5\u53d7\u6574\u6570": 6, "\u6240\u4ee5\u4e0d\u5141\u8bb8\u4f7f\u7528\u8fd9\u79cd\u6761\u4ef6\u8fdb\u884c\u7b5b\u9009": 6, "\u51fd\u6570\u7684\u7528\u6cd5\u4e0e": 6, "\u6709\u76f8\u4f3c\u4e4b\u5904": 6, "\u503c\u5f97\u6ce8\u610f\u7684\u662f": 6, "\u51fd\u6570\u7684\u6027\u80fd\u66f4\u597d": 6, "\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u66f4\u5feb": 6, "merg": [], "concat": [], "\u5e93\u662f\u4e00\u4e2a\u6d41\u884c\u7684": 8, "\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u5e93": 8, "\u5b83\u63d0\u4f9b\u4e86\u540d\u4e3a": 8, "\u7684\u6570\u636e\u7ed3\u6784": 8, "\u662f\u4e00\u4e2a\u4e8c\u7ef4\u8868": 8, "\u6709\u5f88\u591a\u884c\u548c\u5f88\u591a\u5217": 8, "\u8868": [8, 9], "\u57fa\u4e8e": 8, "\u6570\u636e\u7ed3\u6784": [8, 9], "\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u51fd\u6570": 8, "\u662f": 8, "\u6570\u636e\u5206\u6790\u5fc5\u5907\u7684\u5e93": 8, "\u7684\u540d\u5b57\u636e\u8bf4\u6765\u81ea\u4e8e": 8, "pan": 8, "el": 8, "da": 8, "ta": 8, "\u9762\u677f\u6570\u636e": 8, "\u9762\u677f\u6570\u636e\u662f\u8ba1\u91cf\u7ecf\u6d4e\u5b66\u9886\u57df\u7684\u4e00\u4e2a\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u6570\u636e\u7ed3\u6784": 8, "\u53ef\u89c1": 8, "\u8bbe\u8ba1\u4e4b\u521d\u4e3b\u8981\u4e3a\u7ecf\u6d4e\u548c\u91d1\u878d\u6570\u636e\u5206\u6790\u670d\u52a1": 8, "\u7684\u6838\u5fc3\u6570\u636e\u7ed3\u6784\u6709\u4e24\u4e2a": 9, "\u662f\u4e00\u79cd\u4e00\u7ef4\u7684\u5e26\u6807\u7b7e\u7684": 9, "\u6570\u7ec4\u72b6": 9, "\u6211\u4eec\u9996\u5148\u4ee5": 9, "\u4e2a\u6570\u521b\u5efa\u4e00\u4e2a": 9, "\u5e76\u547d\u540d\u4e3a": 9, "my_seri": 9, "name": [4, 5, 9], "\u662f\u4e00\u4e2a\u6570\u7ec4\u72b6\u6570\u636e\u7ed3\u6784": 9, "\u6570\u7ec4\u6700\u91cd\u8981\u7684\u7ed3\u6784\u662f\u7d22\u5f15": 9, "\u4e3b\u8981\u7528\u4e8e\u6807\u8bb0\u7b2c\u51e0\u4e2a\u4f4d\u7f6e\u5b58\u50a8\u4ec0\u4e48\u6570\u636e": 9, "\u4e2d\u4e0d\u6307\u5b9a": 9, "\u53c2\u6570\u65f6": 9, "\u9ed8\u8ba4\u4ece": 9, "\u9010\u4e00\u81ea\u589e": 9, "\u652f\u6301\u8ba1\u7b97\u64cd\u4f5c": 9, "\u652f\u6301\u63cf\u8ff0\u6027\u7edf\u8ba1": 9, "\u83b7\u5f97\u6240\u6709\u7edf\u8ba1\u4fe1\u606f": 9, "describ": 9, "\u8ba1\u7b97\u5e73\u5747\u503c": 9, "\u4e2d\u4f4d\u6570\u548c\u6807\u51c6\u5dee": 9, "\u7684\u7d22\u5f15\u5f88\u7075\u6d3b": 9, "number1": 9, "number2": 9, "number3": 9, "number4": 9, "\u8fd9\u65f6": 9, "\u5c31\u50cf\u4e00\u4e2a": 9, "\u4e2d\u7684\u5b57\u5178": 9, "dict": 9, "\u53ef\u4ee5\u4f7f\u7528\u50cf": 9, "\u4e00\u6837\u7684\u8bed\u6cd5\u6765\u8bbf\u95ee": 9, "\u4e2d\u7684\u5143\u7d20": 9, "\u76f8\u5f53\u4e8e": 9, "\u7684\u952e": 9, "\u4f7f\u7528": 9, "\u64cd\u4f5c\u7b26\u8bbf\u95ee": 9, "\u5bf9\u5e94\u7684\u503c": 9, "\u53c8\u4f8b\u5982": 9, "\u8868\u8fbe\u5f0f\u5224\u65ad\u67d0\u4e2a\u7d22\u5f15\u662f\u5426\u5728": 9, "\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u4e3a\u4e00\u4e2a": 9, "\u6709\u5f88\u591a\u5217\u548c\u5f88\u591a\u884c": 9, "\u7684\u5217": 9, "\u8868\u793a\u4e00\u4e2a\u5b57\u6bb5": 9, "\u8868\u793a\u4e00\u6761\u6570\u636e": 9, "\u5e38\u88ab\u7528\u6765\u5206\u6790\u50cf": 9, "\u8fd9\u6837\u7684": 9, "\u6709\u884c\u548c\u5217\u7684\u8868\u683c\u7c7b\u6570\u636e": 9, "\u4e5f\u6b63\u5728\u517c\u5bb9": 9, "\u4f7f\u5f97\u7528\u6237\u5728": 9, "\u4e2d\u8fdb\u884c": 9, "\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790": 9, "\u6709\u5f88\u591a\u65b9\u5f0f": 9, "\u6bd4\u5982\u4ece\u5217\u8868": 9, "\u5b57\u5178": 9, "\u6587\u4ef6\u4e2d\u8bfb\u53d6\u6570\u636e": 9, "\u5e76\u521b\u5efa\u4e00\u4e2a": 9, "\u57fa\u4e8e\u5217\u8868\u521b\u5efa": 9, "alic": 9, "bob": 9, "charli": 9, "ag": 9, "25": [5, 9], "30": [5, 6, 9], "22": [3, 5, 6, 9], "citi": 9, "san": 9, "francisco": 9, "lo": 9, "angel": 9, "\u57fa\u4e8e\u5b57\u5178\u521b\u5efa": 9, "column2": 9, "\u57fa\u4e8e\u6587\u4ef6\u521b\u5efa": 9, "\u5bf9\u4e8e\u4e0d\u540c\u7c7b\u578b\u7684\u6587\u4ef6": 9, "\u4f7f\u7528\u4e0d\u540c\u7684\u51fd\u6570": 9, "\u8bfb\u53d6": 9, "\u7c7b\u578b\u7684\u6570\u636e": 9, "\u7528\u6765\u8bfb\u53d6\u4e00\u4e2a": 9, "\u6587\u4ef6": 9, "read_excel": 9, "\u6ce8": 9, "\u6587\u4ef6\u4e00\u822c\u7531\u5f88\u591a\u4e2a": 9, "\u7ec4\u6210": 9, "\u9ed8\u8ba4\u6bcf\u4e2a": 9, "\u4e4b\u95f4\u7684\u5206\u9694\u7b26\u4e3a\u9017\u53f7": 9, "read_tabl": 9, "\u9ed8\u8ba4\u5206\u9694\u7b26\u4e3a\u6362\u884c\u7b26": 9, "\u8fd9\u4e9b\u51fd\u6570\u8fd8\u652f\u6301\u8bb8\u591a\u5176\u4ed6\u53c2\u6570": 9, "\u51fd\u6570\u67e5\u770b": 9, "\u662f\u4e00\u4e2a\u7ecf\u6d4e\u5b66\u6570\u636e\u5e93": 9, "\u7528\u4e8e\u6bd4\u8f83\u56fd\u5bb6\u548c\u5730\u533a\u4e4b\u95f4\u7684\u5b8f\u89c2\u7ecf\u6d4e\u6570\u636e": 9, "\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e86\u5404\u79cd\u5b8f\u89c2\u7ecf\u6d4e\u6307\u6807": 9, "\u5982\u56fd\u5185\u751f\u4ea7\u603b\u503c": 9, "\u4eba\u5747\u6536\u5165": 9, "\u52b3\u52a8\u529b\u548c\u8d44\u672c\u7b49\u56e0\u7d20": 9, "\u4ee5\u53ca\u4ef7\u683c\u6c34\u5e73": 9, "\u6c47\u7387\u7b49\u4fe1\u606f": 9, "\u6211\u4eec\u5148\u4e0b\u8f7d": 9, "\u5e76\u4f7f\u7528": 9, "\u7b80\u5355\u63a2\u7d22\u8be5\u6570\u636e\u96c6": 9, "\u8bfb\u53d6\u6570\u636e": 9, "\u51fd\u6570\u53ef\u4ee5\u6307\u5b9a\u67e5\u770b\u524d": 9, "tail": 9, "\u51fd\u6570\u6307\u5b9a\u67e5\u770b\u540e": 9, "info": 9, "\u51fd\u6570\u53ef\u4ee5\u67e5\u770b\u6570\u636e\u57fa\u672c\u4fe1\u606f": 9, "\u5305\u62ec\u5b57\u6bb5\u7c7b\u578b\u548c\u975e\u7a7a\u503c\u8ba1\u6570": 9, "dtype": [3, 4, 5, 9], "\u67e5\u770b\u5404\u53d8\u91cf\u6570\u636e\u7c7b\u578b": 9, "\u67e5\u770b\u6570\u636e\u6846\u5217\u540d": 9, "\u53d8\u91cf\u540d": 9, "\u67e5\u770b\u6570\u636e\u6846\u884c\u540d": 9, "\u53ef\u4ee5\u67e5\u770b": 9, "\u7684\u7ef4\u5ea6": 9, "\u5143\u7ec4\u5bf9\u8c61": 9, "\u663e\u793a\u6570\u636e\u6846\u7684\u884c\u6570\u548c\u5217\u6570": 9, "\u56e0\u6b64": 9, "\u53ef\u4ee5\u7528\u7d22\u5f15\u5206\u522b\u67e5\u770b\u6570\u636e\u6846\u7684\u884c\u6570\u548c\u5217\u6570": 9, "\u67e5\u770b\u6570\u636e\u6846\u884c\u6570": 9, "\u67e5\u770b\u6570\u636e\u6846\u5217\u6570": 9, "0x7f8fa505beb0": [], "\u7b80\u4ecb": [0, 7, 10], "isocod": [3, 6, 9], "1237": 3, "currency_unit": [3, 6, 9], "2655": 3, "cgdp": [3, 6, 9], "cgdp2": [3, 6, 9], "cda2": [3, 9], "ci": [3, 9], "p": [3, 9], "p2": [3, 9], "pc": [3, 9], "pg": [3, 9], "pi": [3, 9], "openc": [3, 9], "cgnp": [3, 9], "3095": 3, "y": [3, 9], "y2": [3, 9], "rgdpl": [3, 9], "2675": 3, "rgdpl2": [3, 9], "rgdpch": [3, 9], "kc": [3, 9], "kg": [3, 6, 9], "ki": [3, 6, 9], "openk": [3, 6, 9], "rgdpeqa": [3, 6, 9], "2845": 3, "rgdpwok": [3, 6, 9], "3223": 3, "rgdpl2wok": [3, 6, 9], "rgdpl2pe": [3, 6, 9], "10555": 3, "rgdpl2te": [3, 6, 9], "6001": 3, "rgdpl2th": [3, 6, 9], "9126": 3, "rgdptt": [3, 6, 9], "2009": [3, 4, 6, 9], "1323592": [3, 6], "afghanistan": [3, 4, 6, 9], "afg": [3, 6, 9], "1950": [3, 4, 9], "8150": [3, 4, 9], "368": [3, 4, 9], "1951": [3, 4, 9], "8284": [3, 4, 9], "473": [3, 4, 9], "1952": [3, 4, 6, 9], "8425": [3, 4, 6, 9], "333": [3, 4, 6, 9], "1953": [3, 4, 6, 9], "8573": [3, 4, 6, 9], "217": [3, 4, 6, 9], "1954": [3, 4, 6, 9], "8728": [3, 4, 6, 9], "408": [3, 4, 6, 9], "11395": [3, 6, 9], "zimbabw": [3, 4, 6, 9], "zwe": [3, 6, 9], "11639": [3, 4, 6, 9], "470": [3, 4, 6, 9], "236364e": [3, 6, 9], "01": [3, 6, 9], "39": [3, 5, 6, 9], "482829": [3, 6, 9], "1968": [3, 4, 6, 9], "205961": [3, 4, 6, 9], "169": [3, 6, 9], "097559": [3, 6, 9], "184": [3, 6, 9], "183929": [3, 6, 9], "995770": [3, 6, 9], "376272": [3, 6, 9], "89": [3, 5, 6, 9], "399427": [3, 6, 9], "214": [3, 6, 9], "739197": [3, 6, 9], "418": [3, 6, 9], "970867": [3, 6, 9], "390": [3, 6, 9], "907086": [3, 6, 9], "11396": [3, 6, 9], "11544": [3, 4, 6, 9], "326": [3, 4, 6, 9], "643606e": [3, 6, 9], "02": [3, 6, 9], "384": [3, 6, 9], "899651": [3, 6, 9], "2132": [3, 4, 6, 9], "305773": [3, 4, 6, 9], "705956": [3, 6, 9], "192": [3, 6, 9], "953943": [3, 6, 9], "648020": [3, 6, 9], "14": [3, 5, 6, 9], "986823": [3, 6, 9], "81": [3, 6, 9], "697014": [3, 6, 9], "543648": [3, 6, 9], "424": [3, 6, 9], "754259": [3, 6, 9], "407": [3, 6, 9], "262097": [3, 6, 9], "377": [3, 6, 9], "352394": [3, 6, 9], "179": [3, 6, 9], "368685": [3, 6, 9], "11397": [3, 6, 9], "2007": [3, 4, 6, 9], "11443": [3, 4, 6, 9], "187": [3, 4, 6, 9], "675781e": [3, 6, 9], "03": [3, 6, 9], "38583": [3, 6, 9], "323960": [3, 6, 9], "2107": [3, 4, 6, 9], "937100": [3, 4, 6, 9], "208918": [3, 6, 9], "198": [3, 6, 9], "215361": [3, 6, 9], "387106": [3, 6, 9], "15": [3, 5, 6, 9], "787322": [3, 6, 9], "84": [3, 5, 6, 9], "483374": [3, 6, 9], "202": [3, 6, 9], "707080": [3, 6, 9], "396": [3, 6, 9], "486201": [3, 6, 9], "376": [3, 6, 9], "163064": [3, 6, 9], "345": [3, 6, 9], "764991": [3, 6, 9], "173": [3, 6, 9], "113448": [3, 6, 9], "11398": [3, 6, 9], "2008": [3, 4, 6, 9], "11350": [3, 4, 6, 9], "000": [3, 4, 6, 9], "715424e": [3, 6, 9], "09": [3, 6, 9], "38723": [3, 6, 9], "957740": [3, 6, 9], "1772": [3, 4, 6, 9], "209867": [3, 4, 6, 9], "156": [3, 4, 6, 9], "141839": [3, 6, 9], "162": [3, 6, 9], "112294": [3, 6, 9], "685312": [3, 6, 9], "13": [3, 5, 6, 9], "444449": [3, 6, 9], "117130": [3, 6, 9], "174": [3, 6, 9], "178806": [3, 6, 9], "343": [3, 6, 9], "159758": [3, 6, 9], "332": [3, 6, 9], "649861": [3, 6, 9], "302": [3, 6, 9], "945712": [3, 6, 9], "142": [3, 6, 9], "329054": [3, 6, 9], "11399": [3, 6, 9], "11383": [3, 4, 6, 9], "400000e": [3, 6, 9], "17": [3, 5, 6, 9], "40289": [3, 6, 9], "958990": [3, 6, 9], "1906": [3, 4, 6, 9], "049843": [3, 4, 6, 9], "167": [3, 6, 9], "447056": [3, 6, 9], "419700": [3, 6, 9], "905525": [3, 6, 9], "743667": [3, 6, 9], "83": [3, 5, 6, 9], "749534": [3, 6, 9], "182": [3, 6, 9], "613004": [3, 6, 9], "314": [3, 6, 9], "171069": [3, 6, 9], "151": [3, 4, 6, 9], "435285": [3, 6, 9], "11400": [3, 4, 6, 9], "37": [3, 5, 6, 9], "bool": [3, 5], "9231": 3, "00": 3, "08": 3, "16": [3, 5, 6, 9], "47": [3, 6], "33": [3, 5, 9], "41": [3, 5], "236000e": 3, "48": [3, 6], "21": [3, 5, 6, 9], "18": [3, 5, 6, 9], "38": [3, 5], "40": [3, 5], "74": [3, 6], "97": [3, 5], "91": [3, 5], "643600e": 3, "90": [3, 5], "31": [3, 5, 9], "71": 3, "95": [3, 6], "65": [3, 4], "99": 3, "70": [3, 6], "54": 3, "75": [3, 9], "26": [3, 5, 6, 9], "35": [3, 5, 9], "19": [3, 5, 9], "675780e": 3, "94": [3, 5], "79": [3, 5, 6], "49": [3, 6], "76": 3, "96": 3, "69": [3, 6], "44": [3, 5], "12": [1, 3, 5, 6, 9], "05": 3, "45": [3, 4, 6], "42": [3, 5], "61": [3, 6], "7740": 3, "palau": 3, "plw": 3, "251": 3, "7741": 3, "448": 3, "7742": 3, "651": 3, "7743": 3, "859": 3, "7744": 3, "073": 3, "2158": 3, "china": [3, 6], "version": [3, 6], "chn": [3, 6], "1317066": 3, "yuan": [3, 6], "renminbi": [3, 6], "719402e": 3, "06": 3, "7379": 3, "586069": 3, "7529": 3, "397258": 3, "6747": 3, "223691": 3, "862836": 3, "68": 3, "760068": 3, "7132": 3, "315550": 3, "10938": 3, "84514": 3, "10929": 3, "28222": 3, "10937": 3, "76354": 3, "6635": 3, "526673": 3, "379586": 3, "2219": [3, 6], "ch2": [3, 6], "134246e": 3, "07": 3, "8569": [3, 6], "456643": [3, 6], "9227": [3, 6], "187296": [3, 6], "8531": 3, "307128": 3, "044203": [3, 6], "240342": [3, 6], "8247": [3, 6], "646160": [3, 6], "12658": [3, 6], "65025": [3, 6], "7747": [3, 6], "331618": [3, 6], "569457": 3, "2159": [3, 6], "073933e": 3, "8113": [3, 6], "773410": [3, 6], "8296": [3, 6], "575690": [3, 6], "7651": 3, "109254": 3, "46": [3, 6], "707842": [3, 6], "58": [3, 5, 6], "579480": [3, 6], "7782": [3, 6], "385295": [3, 6], "11914": [3, 6], "32395": [3, 6], "7314": [3, 6], "930606": [3, 6], "113773": 3, "10020": 3, "tajikistan": 3, "tjk": 3, "10021": 3, "830000": 3, "2218": 3, "950000": 3, "055732e": 3, "8015": 3, "782984": 3, "8416": 3, "480345": 3, "7551": 3, "673672": 3, "629450": 3, "883127": 3, "7777": 3, "945871": 3, "11929": 3, "04952": 3, "11938": 3, "30669": 3, "7233": 3, "090071": 3, "015783": 3, "2217": 3, "1310584": 3, "607532": 3, "407736e": 3, "7178": 3, "278054": 3, "7437": 3, "401920": 3, "6803": 3, "244389": 3, "634047": 3, "245056": 3, "7357": 3, "713761": 3, "11290": 3, "43295": 3, "11288": 3, "33089": 3, "6690": 3, "086924": 3, "178278": 3, "203": [3, 6], "065978": 3, "169098": 3, "201": 3, "489048": 3, "184706": 3, "199": [3, 6], "155404": 3, "184209": 3, "170": 3, "488034": 3, "156142": 3, "180": 3, "230237": 3, "167447": 3, "000000": [4, 9], "var": 4, "folder": 4, "4n": 4, "v40br47s46ggrjm9bdm64lwh0000gn": 4, "ipykernel_92515": 4, "459214562": 4, "py": [4, 5], "futurewarn": [4, 5], "multipl": 4, "implicitli": 4, "deprec": 4, "instead": 4, "3954": 4, "394467": 4, "16239": 4, "392063": 4, "4541": 4, "917011": 4, "16461": 4, "731179": 4, "5150": 4, "946930": 4, "16730": 4, "487389": 4, "5483": 4, "995310": 4, "17019": 4, "548668": 4, "5692": 4, "811775": 4, "17326": 4, "304137": 4, "1955": 4, "6196": 4, "465477": 4, "17657": 4, "801874": 4, "1956": 4, "6640": 4, "264851": 4, "17999": 4, "434226": 4, "1957": 4, "7104": 4, "041128": 4, "18364": 4, "700442": 4, "1958": 4, "7528": 4, "454605": 4, "18730": 4, "439042": 4, "1959": 4, "8148": 4, "510891": 4, "19043": 4, "260395": 4, "1960": 4, "8828": 4, "605776": 4, "19242": 4, "437274": 4, "1961": 4, "9128": 4, "455879": 4, "19423": 4, "141142": 4, "1962": 4, "9687": 4, "307082": 4, "19760": 4, "533626": 4, "1963": 4, "10351": 4, "917775": 4, "20233": 4, "695226": 4, "1964": 4, "11269": 4, "680061": 4, "20719": 4, "860558": 4, "1965": 4, "12105": 4, "691273": 4, "21182": 4, "282832": 4, "1966": 4, "13176": 4, "722813": 4, "21655": 4, "463121": 4, "1967": 4, "14051": 4, "084235": 4, "22121": 4, "536947": 4, "15421": 4, "584740": 4, "22606": 4, "150837": 4, "1969": 4, "17218": 4, "758987": 4, "23113": 4, "133937": 4, "1970": [4, 6], "21282": 4, "567279": 4, "23618": 4, "829389": 4, "1971": [4, 6], "23432": 4, "910689": 4, "24137": 4, "869711": 4, "1972": [4, 6], "25833": 4, "379310": 4, "24644": 4, "483005": 4, "1973": [4, 6], "29159": 4, "646600": 4, "25140": 4, "115900": 4, "1974": [4, 6], "32601": 4, "678050": 4, "25623": 4, "884663": 4, "1975": 4, "36109": 4, "970163": 4, "26088": 4, "471411": 4, "1976": 4, "40165": 4, "947722": 4, "26535": 4, "470116": 4, "1977": 4, "44691": 4, "033777": 4, "26979": 4, "055474": 4, "1978": 4, "50393": 4, "152251": 4, "27418": 4, "046916": 4, "1979": 4, "56983": 4, "540963": 4, "27873": 4, "890479": 4, "1980": 4, "63850": 4, "748602": 4, "28329": 4, "849105": 4, "1981": 4, "70997": 4, "231877": 4, "28790": 4, "876000": 4, "1982": 4, "75786": 4, "116966": 4, "29287": 4, "531784": 4, "1983": 4, "81059": 4, "066064": 4, "29795": 4, "689879": 4, "1984": 4, "88303": 4, "031984": 4, "30288": 4, "007526": 4, "1985": 4, "94477": 4, "342887": 4, "30791": 4, "765868": 4, "1986": 4, "101596": 4, "414215": 4, "31313": 4, "561847": 4, "1987": 4, "109494": 4, "183517": 4, "31863": 4, "784021": 4, "1988": 4, "118048": 4, "078421": 4, "32417": 4, "290021": 4, "1989": 4, "126221": 4, "579493": 4, "32964": 4, "028537": 4, "1990": 4, "144220": 4, "075333": 4, "33516": 4, "168453": 4, "1991": 4, "151894": 4, "234358": 4, "34055": 4, "531837": 4, "1992": 4, "159301": 4, "705863": 4, "34567": 4, "649100": 4, "1993": 4, "168690": 4, "980704": 4, "35065": 4, "424347": 4, "1994": 4, "178947": 4, "613269": 4, "35548": 4, "469784": 4, "1995": [4, 6], "190126": 4, "580304": 4, "36030": 4, "590795": 4, "1996": [4, 6], "200132": 4, "766116": 4, "36513": 4, "694642": 4, "1997": [4, 6], "210946": 4, "889843": 4, "36991": 4, "605037": 4, "1998": [4, 6], "216481": 4, "948520": 4, "37462": 4, "231458": 4, "1999": [4, 6], "228114": 4, "840291": 4, "37920": 4, "696968": 4, "244206": 4, "601784": 4, "38307": 4, "409353": 4, "2001": 4, "255312": 4, "487062": 4, "38742": 4, "535742": 4, "2002": 4, "269661": 4, "409286": 4, "39176": 4, "028268": 4, "2003": 4, "286959": 4, "704885": 4, "39606": 4, "837547": 4, "2004": 4, "312186": 4, "334350": 4, "40040": 4, "118863": 4, "344724": 4, "420195": 4, "40475": 4, "047642": 4, "379205": 4, "674317": 4, "40909": 4, "750389": 4, "416504": 4, "775669": 4, "41347": 4, "240695": 4, "446441": 4, "988262": 4, "41731": 4, "031032": 4, "448186": 4, "871127": 4, "42174": 4, "566563": 4, "15707": 4, "344917": 4, "31889": 4, "923": [4, 6], "albania": 4, "2461": 4, "208000": 4, "1227": [4, 5], "3250": 4, "778": 4, "algeria": 4, "19896": 4, "967967": 4, "8892": 4, "718": 4, "34178": 4, "angola": 4, "7295": 4, "199200": 4, "4117": 4, "617": 4, "12799": 4, "antigua": 4, "barbuda": 4, "352367": 4, "816": 4, "700": 4, "venezuela": 4, "15180": 4, "664233": 4, "5009": 4, "006": 4, "27191": 4, "090": 4, "vietnam": 4, "54711": 4, "902183": 4, "25348": 4, "144": 4, "88577": 4, "yemen": [4, 6], "10789": 4, "802917": 4, "4777": 4, "089": 4, "22858": [4, 6], "zambia": 4, "6448": 4, "586433": 4, "2553": 4, "13061": 4, "7567": 4, "034333": 4, "2853": 4, "11867": 4, "855": [4, 6], "190": 4, "1148587731": 4, "1120076566": 4, "customer_id_x": 5, "customer_id_i": 5, "valueerror": [], "traceback": 5, "recent": 5, "last": 5, "cell": 5, "20": [5, 6, 9], "anaconda3": 5, "env": 5, "tpch": 5, "lib": 5, "python3": 5, "241": [], "url": [], "filenam": 5, "reporthook": [], "224": [], "225": 6, "retriev": [], "temporari": [], "locat": [], "disk": [], "226": [], "237": [], "result": [], "httpmessag": [], "object": 9, "238": [], "239": [], "url_typ": [], "_splittyp": [], "close": [], "urlopen": [], "fp": [], "242": [], "header": 5, "244": [], "local": 5, "245": [], "No": 5, "sens": [], "perform": [], "copi": [], "unless": [], "216": 6, "timeout": [], "cafil": [], "capath": [], "cadefault": [], "context": [], "215": [], "open": 5, "_open": [], "503": [], "openerdirector": [], "self": 5, "fullurl": [], "500": [], "socket": [], "_global_default_timeout": [], "501": [], "502": [], "isinst": 5, "req": [], "504": [], "505": [], "322": [], "__init__": 5, "origin_req_host": [], "unverifi": [], "319": [], "320": [], "321": 6, "full_url": [], "323": [], "324": [], "unredirected_hdr": [], "348": [], "346": [], "_full_url": [], "unwrap": [], "347": [], "fragment": [], "_splittag": [], "_pars": [], "375": [], "rais": [], "unknown": [], "378": [], "host": [], "selector": [], "_splithost": [], "379": [], "sname": 5, "sex": 5, "dept": 5, "claasno": 5, "home_address": 5, "2019101101": 5, "\u5f20\u5143": 5, "\u7537": 5, "\u4fe1\u606f\u5b66\u9662": 5, "\u8ba1\u7b97\u673a": 5, "\u5317\u4eac\u5e02": 5, "2019101102": 5, "\u674e\u73b2": 5, "\u5973": 5, "\u5929\u6d25\u5e02": 5, "43": 5, "cno": 5, "cname": 5, "2019101103": 5, "e202": 5, "\u5b8f\u89c2\u7ecf\u6d4e": 5, "78": 5, "2019102105": 5, "cs101": 5, "\u7a0b\u5e8f\u8bbe\u8ba1": 5, "cs203": 5, "\u6570\u636e\u7ed3\u6784\u4e0e\u7b97\u6cd5": 5, "\u5f20\u6d69": 5, "\u4fe1\u606f\u8d44\u6e90\u7ba1\u7406": 5, "\u4e0a\u6d77\u5e02": 5, "2019102101": 5, "\u738b\u96e8\u83f2": 5, "\u8d22\u91d1\u5b66\u9662": 5, "\u8d22\u653f\u5b66": 5, "\u91cd\u5e86\u5e02": 5, "2019102102": 5, "\u8d75\u9756": 5, "\u7ecf\u6d4e\u5b66\u9662": 5, "\u8ba1\u91cf\u7ecf\u6d4e": 5, "\u6cb3\u5317\u77f3\u5bb6\u5e84": 5, "2019102103": 5, "\u738b\u660e": 5, "\u5c71\u897f\u592a\u539f": 5, "2019102104": 5, "\u674e\u534e": 5, "\u6570\u5b66\u5b66\u9662": 5, "\u5e94\u7528\u6570\u5b66": 5, "\u5185\u8499\u53e4\u547c\u548c\u6d69\u7279": 5, "\u5f20\u4f1f": 5, "\u8fbd\u5b81\u6c88\u9633": 5, "2019103101": 5, "\u8d75\u5a1f": 5, "\u5927\u6570\u636e": 5, "\u5409\u6797\u957f\u6625": 5, "2019103102": 5, "\u5218\u78ca": 5, "\u7edf\u8ba1\u5b66\u9662": 5, "\u7edf\u8ba1\u5b66": 5, "\u9ed1\u9f99\u6c5f\u54c8\u5c14\u6ee8": 5, "2019103103": 5, "\u9648\u9759": 5, "\u6c5f\u82cf\u5357\u4eac": 5, "2019103104": 5, "\u6768\u6668": 5, "\u91d1\u878d": 5, "\u6d59\u6c5f\u676d\u5dde": 5, "2019103105": 5, "\u5218\u6d0b": 5, "\u5e94\u7528\u7ecf\u6d4e": 5, "\u5b89\u5fbd\u5408\u80a5": 5, "88": 5, "2019103106": 5, "\u5218\u5a77": 5, "\u798f\u5efa\u798f\u5dde": 5, "2019103107": 5, "\u674e\u519b": 5, "\u6c5f\u897f\u5357\u660c": 5, "2019103108": 5, "\u5f20\u4e3d": 5, "\u5c71\u4e1c\u6d4e\u5357": 5, "98": 5, "2019103109": 5, "\u738b\u5f3a": 5, "\u57fa\u7840\u6570\u5b66": 5, "\u6cb3\u5357\u90d1\u5dde": 5, "92": 5, "2019103110": 5, "\u674e\u840d": 5, "\u6e56\u5317\u6b66\u6c49": 5, "82": 5, "2019103111": 5, "\u8d75\u946b": 5, "\u6e56\u5357\u957f\u6c99": 5, "86": 5, "2019103112": 5, "\u738b\u971e": 5, "\u5e7f\u4e1c\u5e7f\u5dde": 5, "2019103113": 5, "\u5f20\u9e4f": 5, "\u5e7f\u897f\u5357\u5b81": 5, "2019103114": 5, "\u9648\u6770": 5, "\u6d77\u5357\u6d77\u53e3": 5, "2019103115": 5, "\u5218\u4f73": 5, "\u56db\u5ddd\u6210\u90fd": 5, "23": [5, 6, 9], "2019103116": 5, "\u738b\u78ca": 5, "\u8d35\u5dde\u8d35\u9633": 5, "24": [5, 6, 9], "2019103117": 5, "\u6768\u9633": 5, "\u8ba1\u7b97\u6570\u5b66": 5, "\u4e91\u5357\u6606\u660e": 5, "2019103118": 5, "\u9648\u96ea": 5, "\u897f\u85cf\u62c9\u8428": 5, "2019103119": 5, "\u5f20\u5065": 5, "\u9655\u897f\u897f\u5b89": 5, "87": [5, 6], "27": [5, 9], "2019103120": 5, "\u738b\u6885": 5, "\u7518\u8083\u5170\u5dde": 5, "28": [5, 6, 9], "2019103121": 5, "\u674e\u6d69": 5, "\u9752\u6d77\u897f\u5b81": 5, "29": [5, 6, 9], "2019103122": 5, "\u5218\u6b23": 5, "\u5b81\u590f\u94f6\u5ddd": 5, "2019103123": 5, "\u8d75\u6587": 5, "\u65b0\u7586\u4e4c\u9c81\u6728\u9f50": 5, "2019103124": 5, "\u6768\u52c7": 5, "\u9999\u6e2f\u7279\u522b\u884c\u653f\u533a": 5, "2019103125": 5, "\u738b\u7ea2": 5, "\u6fb3\u95e8\u7279\u522b\u884c\u653f\u533a": 5, "2019103126": 5, "\u5f20\u5a77": 5, "\u53f0\u6e7e\u53f0\u5317": 5, "34": [5, 9], "2019103127": 5, "\u9648\u8f89": 5, "2019103128": 5, "\u674e\u660e\u9633": 5, "36": [5, 9], "2019103129": 5, "\u738b\u5c0f\u82b3": 5, "\u8fbd\u5b81\u5927\u8fde": 5, "77": [5, 6], "2019103130": 5, "\u5f20\u946b\u5cf0": 5, "\u6d59\u6c5f\u5b81\u6ce2": 5, "2019103131": 5, "\u5218\u4f73\u742a": 5, "2019103132": 5, "\u9648\u4f1f\u6770": 5, "\u6cb3\u5317\u4fdd\u5b9a": 5, "2019103133": 5, "\u6768\u6653\u96e8": 5, "\u6cb3\u5357\u8bb8\u660c": 5, "2019103134": 5, "\u738b\u5b87\u822a": 5, "\u6e56\u5357\u8861\u9633": 5, "2019103135": 5, "\u8d75\u68a6\u5a77": 5, "\u6cb3\u5317\u6ca7\u5dde": 5, "2019103136": 5, "\u738b\u9e4f\u98de": 5, "\u6c5f\u897f\u666f\u5fb7\u9547": 5, "20881": 6, "480": 6, "833333": 6, "afghani": 6, "352981": 6, "7640": 6, "404208": 6, "365": 6, "893807": 6, "380": 6, "608406": 6, "969276": 6, "435963": 6, "64": 6, "779503": 6, "575": [5, 6], "749694": 6, "1427": 6, "160971": 6, "1432": 6, "074990": 6, "450": 6, "097562": 6, "21559": 6, "500023": 6, "035618": 6, "7541": 6, "782643": 6, "349": 6, "805639": 6, "363": 6, "579817": 6, "403287": 6, "368530": 6, "72": 6, "681765": 6, "539": 6, "935370": 6, "1339": 6, "773062": 6, "1343": 6, "634290": 6, "422": 6, "025786": 6, "22227": 6, "415": 6, "000030": 6, "230919": 6, "7420": 6, "757993": 6, "856096": 6, "342": 6, "188209": 6, "098612": 6, "681018": 6, "57": 6, "214244": 6, "569": 6, "246414": 6, "1414": 6, "179670": 6, "1508": 6, "635000": 6, "388": 6, "407429": 6, "22912": 6, "814": 6, "000053": 6, "225851": 6, "7203": 6, "038357": 6, "367251": 6, "797566": 6, "155247": 6, "589964": 6, "62": 6, "186846": 6, "258652": 6, "1340": 6, "627874": 6, "1430": 6, "919956": 6, "011141": 6, "23646": 6, "106375": 6, "193448": 6, "7053": 6, "728453": 6, "298": 6, "303741": 6, "305": [5, 6], "275708": 6, "169332": 6, "483448": 6, "67": 6, "001174": 6, "510": 6, "554309": 6, "1270": 6, "043559": 6, "1356": 6, "481758": 6, "339": 6, "159330": 6, "11275": 6, "yem": 6, "20345": 6, "195": 6, "080000": 6, "yemeni": 6, "rial": 6, "501112": 6, "49247": 6, "125610": 6, "2420": 6, "600915": 6, "2445": 6, "644456": 6, "630541": 6, "908319": 6, "762075": 6, "3152": 6, "987812": 6, "9689": 6, "452913": 6, "9376": 6, "655609": 6, "11276": 6, "20965": 6, "500000": [6, 9], "718914": 6, "51669": 6, "180970": 6, "2464": 6, "544764": 6, "2509": 6, "971963": 6, "627067": 6, "001314": 6, "513306": 6, "3098": 6, "297843": 6, "9398": 6, "235529": 6, "9540": 6, "051028": 6, "9243": 6, "472310": 6, "2382": 6, "182154": 6, "11277": 6, "21591": 6, "540000": 6, "656475": 6, "55761": 6, "428540": 6, "2582": 6, "623711": 6, "2607": 6, "372597": 6, "616352": 6, "295411": 6, "538105": 6, "3149": 6, "613533": 6, "9432": 6, "763102": 6, "9606": 6, "653374": 6, "9314": 6, "041767": 6, "2417": 6, "153583": 6, "11278": 6, "22223": 6, "200": [6, 9], "889955": 6, "59804": 6, "720830": 6, "2691": 6, "118248": 6, "2708": 6, "301212": 6, "578654": 6, "635831": 6, "739227": 6, "3154": 6, "238236": 6, "9329": 6, "826256": 6, "9586": 6, "031067": 6, "9295": 6, "538992": 6, "2437": 6, "614583": 6, "11279": 6, "207": 6, "320000": 6, "617700": 6, "61288": 6, "814890": 6, "2681": 6, "285103": 6, "2699": 6, "266570": 6, "432549": 6, "873591": 6, "66": 6, "853623": 6, "3116": 6, "525801": 6, "9276": 6, "310000": 6, "2415": 6, "879535": 6, "2223": 6, "12430": 6, "623": 6, "499843e": 6, "030932": 6, "2544": 6, "158761": 6, "204": 6, "668645": 6, "070672": 6, "874972": 6, "282942": 6, "400791": 6, "1081": 6, "424221": 6, "2573": 6, "757504": 6, "2628": 6, "306751": 6, "028440": 6, "12749": 6, "385": 6, "029717": 6, "2772": 6, "708160": 6, "477797": 6, "233": 6, "174215": 6, "391439": 6, "136900": 6, "542793": 6, "1107": 6, "678841": 6, "2638": 6, "926007": 6, "2690": 6, "518366": 6, "864": 6, "055243": 6, "13079": 6, "460": 6, "028351": 6, "2532": 6, "448551": 6, "193": 6, "620268": 6, "815514": 6, "894959": 6, "223611": 6, "784399": 6, "945": 6, "298951": 6, "2254": 6, "372064": 6, "2287": 6, "650884": 6, "737": 6, "915549": 6, "13421": 6, "301": 6, "026877": 6, "2901": 6, "972071": 6, "221369": 6, "405444": 6, "451048": 6, "500619": 6, "505092": 6, "999": 6, "400460": 6, "2385": 6, "834304": 6, "2424": 6, "683471": 6, "779": 6, "620585": 6, "13772": 6, "076": 6, "028327": 6, "3424": 6, "228187": 6, "248": 6, "635586": 6, "257": 6, "753750": 6, "098609": 6, "785019": 6, "503937": 6, "1025": 6, "208685": 6, "2449": 6, "957675": 6, "2497": 6, "585718": 6, "812": 6, "015225": 6, "3827": 6, "342447": 6, "10739325": 6, "779553": 6, "164712": 6, "11342464": 6, "655224": 6, "\u8fdb\u884c\u8868\u683c\u6570\u636e\u5904\u7406": 7, "300": 9, "400": 9, "290994": 9, "750000": 9, "50": 9, "250000": 9, "2909944487358056": 9, "class": 9, "core": 9, "frame": 9, "rangeindex": 9, "entri": 9, "total": 9, "non": 9, "10163": 9, "8745": 9, "8305": 9, "8725": 9, "8555": 9, "8177": 9, "845": 9, "5399": 9, "2274": 9, "memori": 9, "usag": 9, "mb": 9, "filenotfounderror": 5, "site": 5, "packag": 5, "util": 5, "_decor": 5, "311": 5, "deprecate_nonkeyword_argu": 5, "decor": 5, "wrapper": 5, "arg": 5, "kwarg": 5, "len": 5, "num_allow_arg": 5, "306": 5, "warn": 5, "307": 5, "msg": 5, "format": 5, "308": 5, "309": 5, "stacklevel": 5, "310": 5, "func": 5, "io": 5, "parser": 5, "reader": 5, "680": 5, "filepath_or_buff": 5, "sep": 5, "delimit": 5, "index_col": 5, "usecol": 5, "squeez": 5, "prefix": 5, "mangle_dupe_col": 5, "engin": 5, "true_valu": 5, "false_valu": 5, "skipinitialspac": 5, "skiprow": 5, "skipfoot": 5, "nrow": 5, "na_valu": 5, "keep_default_na": 5, "na_filt": 5, "verbos": 5, "skip_blank_lin": 5, "parse_d": 5, "infer_datetime_format": 5, "keep_date_col": 5, "date_pars": 5, "dayfirst": 5, "cache_d": 5, "iter": 5, "chunksiz": 5, "compress": 5, "thousand": 5, "decim": 5, "linetermin": 5, "quotechar": 5, "quot": 5, "doublequot": 5, "escapechar": 5, "comment": 5, "encoding_error": 5, "dialect": 5, "error_bad_lin": 5, "warn_bad_lin": 5, "on_bad_lin": 5, "delim_whitespac": 5, "low_memori": 5, "memory_map": 5, "float_precis": 5, "storage_opt": 5, "665": 5, "kwds_default": 5, "_refine_defaults_read": 5, "666": 5, "667": 5, "676": 5, "677": 5, "678": 5, "kwd": 5, "updat": 5, "_read": 5, "572": 5, "_validate_nam": 5, "574": 5, "textfileread": 5, "577": 5, "578": 5, "933": 5, "930": 5, "option": 5, "has_index_nam": 5, "932": 5, "handl": 5, "iohandl": 5, "_engin": 5, "_make_engin": 5, "1217": 5, "1213": 5, "mode": 5, "rb": 5, "1214": 5, "error": 5, "overload": 5, "variant": 5, "get_handl": 5, "match": 5, "1215": 5, "union": 5, "pathlik": 5, "readcsvbuff": 5, "1216": 5, "ignor": 5, "1218": 5, "1219": 5, "1220": 5, "1221": 5, "1222": 5, "1223": 5, "is_text": 5, "1224": 5, "strict": 5, "1225": 5, "1226": 5, "assert": 5, "1228": 5, "common": 5, "789": 5, "path_or_buf": 5, "784": 5, "elif": 5, "785": 5, "binari": 5, "786": 5, "newlin": 5, "787": 5, "ioarg": 5, "788": 5, "790": 5, "791": 5, "792": 5, "793": 5, "794": 5, "795": 5, "796": 5, "797": 5, "798": 5, "errno": 5, "directori": 5, "user": 5, "luweizheng": 5, "project": 5, "101": 5, "distribut": 5, "zh": 5, "ch": 5, "\u6570\u636e\u5207\u7247": [7, 10], "\u6570\u636e\u5904\u7406": [7, 10], "\u5206\u7ec4\u6c47\u603b": [7, 10], "\u591a\u8868\u64cd\u4f5c": [7, 10], "33333333": 1, "66666667": 1, "\u5bf9\u4e24\u4e2a": 5}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"welcom": [], "your": [], "jupyt": [], "book": [], "markdown": [], "file": [], "what": [], "myst": [], "sampl": [], "role": [], "direct": [], "citat": [], "learn": [], "more": [], "notebook": [], "an": [], "exampl": [], "cell": [], "creat": [], "quickli": [], "add": [], "yaml": [], "metadata": [], "content": [], "code": [], "block": [], "output": [], "name": [], "part": [], "1": [], "\u4e8c\u5143\u51fd\u6570": [], "numpi": [0, 2], "\u7ebf\u6027\u4ee3\u6570": [], "ndarrai": 1, "\u521b\u5efa": [1, 9], "\u6570\u636e\u7c7b\u578b": 1, "dtype": 1, "\u521b\u5efa\u7279\u5b9a\u7684": 1, "arang": 1, "\u4e0e": [1, 9], "linspac": 1, "ones": 1, "ones_lik": 1, "zero": 1, "zeros_lik": 1, "full": 1, "full_lik": 1, "ey": 1, "\u5e38\u7528\u5c5e\u6027": 1, "\u6570\u7ec4\u7ef4\u5ea6\u53d8\u6362": 1, "\u4e0d\u6539\u53d8\u539f\u6570\u7ec4": 1, "\u6539\u53d8\u539f\u6570\u7ec4": 1, "\u6570\u636e\u7c7b\u578b\u53d8\u6362": 1, "astyp": 1, "\u5408\u5e76\u51fd\u6570": 1, "python": [1, 10], "\u5217\u8868\u7684\u8f6c\u6362": 1, "\u5207\u7247\u4e0e\u7d22\u5f15": [], "\u7b80\u4ecb": [2, 8], "\u5b89\u88c5": [2, 8], "panda": [2, 7, 8], "\u968f\u673a\u6570\u751f\u6210": [], "\u4e00\u5143\u51fd\u6570": [], "\u6570\u636e\u5904\u7406": 3, "\u5904\u7406\u91cd\u590d\u503c": 3, "\u5904\u7406\u7f3a\u5931\u503c": 3, "appli": 3, "\u51fd\u6570": 3, "\u66f4\u6539": 3, "datafram": [3, 9], "\u6570\u636e\u6392\u5e8f": 3, "\u5206\u7ec4\u6c47\u603b": 4, "\u5206\u7ec4\u53d8\u91cf": 4, "\u6c47\u603b\u53d8\u91cf": 4, "\u6c47\u603b\u7edf\u8ba1\u91cf": 4, "\u591a\u91cd\u7d22\u5f15": 4, "\u591a\u8868\u64cd\u4f5c": 5, "merg": 5, "\u8fde\u63a5\u65b9\u5f0f": 5, "\u5176\u4ed6\u5408\u5e76\u65b9\u5f0f": 5, "concat": 5, "\u6848\u4f8b": [5, 9], "\u5b66\u751f\u6210\u7ee9": 5, "\u6570\u636e\u5207\u7247": 6, "\u4e3b\u8981\u65b9\u6cd5": 6, "\u4f7f\u7528": 6, "\u8fdb\u884c\u9009\u62e9": 6, "iloc": 6, "\u6216\u8005": 6, "loc": 6, "queri": 6, "\u5bfc\u5165": 8, "seri": 9, "pwt": 9, "\u67e5\u770b\u6570\u636e": 9, "\u6570\u636e\u5904\u7406\u4e0e\u8ba1\u7b97": 10, "\u6570\u636e\u79d1\u5b66\u5b9e\u6218": 10}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file
+Search.setIndex({"docnames": ["ch-numpy/index", "ch-numpy/ndarray", "ch-numpy/numpy-intro", "ch-pandas/data-preprocessing", "ch-pandas/dataframe-groupby", "ch-pandas/dataframe-merge-concat", "ch-pandas/dataframe-slicing", "ch-pandas/index", "ch-pandas/pandas-intro", "ch-pandas/series-dataframe", "index"], "filenames": ["ch-numpy/index.md", "ch-numpy/ndarray.ipynb", "ch-numpy/numpy-intro.md", "ch-pandas/data-preprocessing.ipynb", "ch-pandas/dataframe-groupby.ipynb", "ch-pandas/dataframe-merge-concat.ipynb", "ch-pandas/dataframe-slicing.ipynb", "ch-pandas/index.md", "ch-pandas/pandas-intro.md", "ch-pandas/series-dataframe.ipynb", "index.md"], "titles": ["NumPy", "ndarray", "NumPy \u7b80\u4ecb", "\u6570\u636e\u5904\u7406", "\u5206\u7ec4\u6c47\u603b", "\u591a\u8868\u64cd\u4f5c", "\u6570\u636e\u5207\u7247", "pandas", "pandas \u7b80\u4ecb", "Series \u4e0e DataFrame", "Python \u6570\u636e\u79d1\u5b66\u5b9e\u6218"], "terms": {"thi": 5, "small": [], "sampl": [], "give": [], "you": [], "feel": [], "how": [3, 5], "content": [], "structur": [], "It": [], "show": [], "off": [], "few": [], "major": 5, "file": 5, "type": [3, 5], "well": [], "some": [], "doe": 5, "go": [], "depth": [], "ani": [3, 5], "particular": [], "topic": [], "check": 5, "out": [], "document": [], "more": [], "inform": [], "page": [], "bundl": [], "see": [], "markdown": [], "notebook": [], "myst": [], "whether": 5, "write": [], "your": [], "book": [], "s": [2, 9], "jupyt": [], "ipynb": [], "regular": [], "md": [], "ll": [], "same": [], "flavor": [], "call": 5, "simpl": [2, 8], "help": 9, "get": 5, "start": [1, 9], "syntax": [], "stand": [], "markedli": [], "text": [], "slight": [], "variat": [], "commonmark": [], "extens": [], "allow": [], "sphinx": [], "ecosystem": [], "For": [], "about": [], "overview": [], "ar": 1, "two": [], "most": 5, "power": [], "tool": [], "thei": [], "kind": [], "like": [], "function": [], "written": [], "markup": [], "languag": [], "both": [], "serv": [], "similar": [], "purpos": [], "one": [], "line": 5, "wherea": [], "span": [], "mani": [], "accept": [], "differ": [], "input": [], "do": [], "those": [], "depend": [], "specif": [], "being": [], "here": [], "note": [], "render": [], "special": [], "box": [], "when": [], "build": [], "an": [], "inlin": [], "refer": [], "can": [], "also": [], "cite": [], "store": [], "bibtex": [], "exampl": [], "follow": [], "holdgraf_evidence_2014": [], "hdhpk14": [], "moreov": [], "insert": [], "bibliographi": [], "The": [], "must": [], "us": 4, "all": 3, "properli": [], "bib": [], "christoph": [], "ramsai": [], "holdgraf": [], "wendi": [], "de": [], "heer": [], "brian": [], "n": [1, 3, 9], "paslei": [], "robert": [], "t": 4, "knight": [], "evid": [], "predict": [], "code": 4, "human": [], "auditori": [], "cortex": [], "In": 5, "intern": [], "confer": [], "cognit": [], "neurosci": [], "brisban": [], "australia": [], "2014": [], "frontier": [], "just": [], "starter": [], "lot": [], "jupyterbook": [], "org": [], "let": [], "base": [], "detail": [], "instruct": [], "With": [], "defin": [], "direct": [], "so": [], "print": [3, 4, 5, 6, 9], "2": [1, 3, 5, 6, 9], "4": [1, 3, 4, 5, 6, 9], "built": [], "block": [], "execut": [], "default": 5, "kernel": [], "output": 4, "displai": [], "rest": [], "jupytext": [], "convert": [4, 5], "support": 5, "other": 3, "thing": [], "need": [], "understand": [], "should": [], "includ": [], "top": [], "presenc": [], "which": [], "That": [], "If": [], "have": [], "d": [], "treat": [], "run": [], "command": [], "init": [], "path": [3, 4, 5, 6, 9], "markdownfil": [], "creat": 5, "mean": [4, 9], "As": [], "emb": [], "imag": [], "html": [], "etc": [], "post": [], "add_": [], "math": [], "begin": [], "align": [], "mbox": [], "la_": [], "tex": [], "end": [], "But": [], "make": [], "sure": [], "escap": [], "dollar": [3, 6, 9], "sign": [], "want": [], "keep": [], "work": [], "guid": [], "matplotlib": 2, "from": [], "import": [1, 3, 4, 5, 6, 8, 9], "rcparam": [], "cycler": [], "pyplot": [], "plt": [], "numpi": [1, 5, 10], "np": [1, 5], "ion": [], "contextlib": [], "exitstack": [], "0x7faf70dbd870": [], "fix": [], "random": [], "state": 5, "reproduc": [], "seed": [], "19680801": [], "10": [1, 3, 5, 9], "data": [3, 4, 5, 6, 9], "logspac": [], "0": [1, 2, 3, 4, 5, 6, 9], "1": [1, 2, 3, 4, 5, 6, 9], "100": 9, "randn": [], "ii": [], "rang": [], "arrai": 1, "cmap": [], "cm": [], "coolwarm": [], "ax": [], "prop_cycl": [], "color": [], "linspac": [], "line2d": [], "custom_lin": [], "lw": [], "5": [1, 3, 5, 6, 9], "fig": [], "subplot": [], "figsiz": [], "plot": [], "legend": [], "cold": [], "medium": [], "hot": [], "There": [], "interact": [], "0x7fc3d9d9e3e0": [], "maxdepth": [], "intro": [], "ndarrai": [0, 2, 10], "\u6700\u6838\u5fc3\u7684\u6570\u636e\u7ed3\u6784\u662f\u591a\u7ef4\u6570\u7ec4": 1, "dimension": 1, "\u662f\u7531\u540c\u4e00\u6570\u636e\u7c7b\u578b\u7684\u6570\u636e\u7ec4\u6210\u7684\u6570\u7ec4\u5217\u8868": 1, "\u51fd\u6570\u63a5\u6536\u6765\u81ea\u539f\u751f": 1, "\u7684\u5404\u7c7b\u6570\u636e": 1, "\u5982\u5217\u8868": 1, "\u5143\u7ec4\u7b49": 1, "\u5e76\u8f6c\u5316\u4e3a": 1, "\u51fd\u6570\u4e5f\u53ef\u4ee5\u63a5\u6536\u4e00\u4e2a": 1, "\u7684": [1, 3, 5], "\u6570\u7ec4\u4e2d\u7684\u6570\u636e\u7c7b\u578b\u5fc5\u987b\u662f\u4e00\u81f4\u7684": 1, "\u5217\u8868": 1, "list": [1, 2, 4], "ar1": 1, "3": [1, 3, 4, 5, 6, 9], "\u5143\u7ec4": 1, "tupl": [1, 4, 9], "ar2": 1, "\u5728\u8fdb\u4e00\u6b65\u6df1\u5165\u4e86\u89e3\u5404\u79cd\u521b\u5efa": 1, "\u7684\u65b9\u5f0f\u4e4b\u524d": 1, "\u6211\u4eec\u9700\u8981\u4e86\u89e3\u4e00\u4e0b\u6570\u636e\u7c7b\u578b\u7684\u57fa\u7840\u77e5\u8bc6": 1, "\u8ba1\u7b97\u673a\u65e0\u6cd5\u76f4\u63a5\u8868\u5f81\u6570\u503c": 1, "\u5176\u5e95\u5c42\u57fa\u4e8e\u4e8c\u8fdb\u5236\u8868\u793a\u6570\u503c": 1, "\u6574\u6570\u548c\u6d6e\u70b9\u6570": 1, "\u5176\u5b9e\u5c31\u662f\u5c0f\u6570": 1, "\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u4e00\u822c\u79f0\u5c0f\u6570\u4e3a\u6d6e\u70b9\u6570": 1, "\u57fa\u4e8e\u79d1\u5b66\u8ba1\u6570\u6cd5": 1, "\u5b57\u7b26\u4e32\u662f\u4e00\u4e2a\u4ece\u6574\u6570\u5230\u5b57\u7b26\u7684\u6620\u5c04": 1, "\u63d0\u4f9b\u4e86\u4e0d\u540c\u7684\u6570\u636e\u7c7b\u578b": 1, "\u4e0d\u540c\u7684": 1, "\u6240\u80fd\u8868\u793a\u7684\u533a\u95f4\u8303\u56f4\u4e0d\u540c": 1, "\u6bd4\u5982": [1, 3, 4, 5, 9], "\u540c\u4e3a\u6574\u6570": 1, "\u5c31\u6709\u4ee5\u4e0b\u51e0\u79cd\u7c7b\u578b": 1, "\u5176\u6240\u8868\u793a\u7684\u6570\u503c\u533a\u95f4\u5dee\u5f02\u8f83\u5927": 1, "\u533a\u95f4": 1, "int8": 1, "128": [1, 6], "127": 1, "int16": 1, "32768": 1, "32767": 1, "int32": 1, "9": [1, 3, 5, 6, 9], "sim": 1, "\u6240\u652f\u6301\u7684\u6570\u636e\u7c7b\u578b\u4e3b\u8981\u6709": 1, "bool_": 1, "\u5e03\u5c14\u7c7b\u578b": 1, "number": 1, "\u53c8\u7ec6\u5206\u4e3a\u6574\u6570": 1, "\u7b49": [1, 2, 3], "\u548c\u6d6e\u70b9\u7c7b\u578b": 1, "float32": 1, "datetime64": 1, "\u8868\u793a\u65e5\u671f\u7684\u6570\u636e\u7c7b\u578b": 1, "charact": 1, "\u5b57\u7b26\u4e32\u7c7b\u578b": 1, "\u8fd9\u4e9b\u6570\u636e\u7c7b\u578b\u5f80\u5f80\u90fd\u5e26\u6709\u4e00\u4e2a\u6570\u5b57": 1, "\u6570\u5b57\u8868\u793a\u8fd9\u4e2a\u6570\u636e\u7c7b\u578b\u5360\u7528\u4e86\u591a\u5c11\u4e2a\u6bd4\u7279": 1, "bit": 1, "\u7684\u5b58\u50a8\u7a7a\u95f4": 1, "\u4e2a": 1, "\u4e3a\u4e00\u4e2a": 1, "\u4e8c\u8fdb\u5236": 1, "8": [1, 3, 5, 6, 9], "byte": [1, 5], "\u5373": [1, 3, 5, 6], "\u6bd4\u7279\u4f4d\u7b49\u4e8e": 1, "\u4e2a\u5b57\u8282": 1, "\u6839\u636e\u4e0a\u8868": 1, "\u6574\u6570\u5360\u7528\u7684\u5b58\u50a8\u7a7a\u95f4\u8d8a\u5927": 1, "\u6240\u80fd\u8868\u793a\u7684\u6570\u503c\u8303\u56f4\u8d8a\u5927": 1, "\u5f53\u6211\u4eec\u7f16\u5199\u7b80\u5355\u7684\u7a0b\u5e8f\u65f6": 1, "\u6570\u503c\u8303\u56f4\u4e00\u822c\u4e0d\u4f1a\u51fa\u73b0\u95ee\u9898": 1, "\u4f46\u662f\u5f53\u6211\u4eec\u7f16\u5199\u590d\u6742\u7684\u79d1\u5b66\u8ba1\u7b97\u7a0b\u5e8f\u65f6": 1, "\u6570\u503c\u8303\u56f4\u51b3\u5b9a\u4e86\u8ba1\u7b97\u7684\u7cbe\u5ea6": 1, "\u4f8b\u5982": [1, 3, 4, 6, 9], "\u53ea\u80fd\u8868\u793a": 1, "\u8303\u56f4\u7684\u6570\u503c": 1, "\u8d85\u8fc7\u8fd9\u4e2a\u6570\u503c\u7684\u6570\u5b57": 1, "\u5982\u4f55\u88ab": 1, "\u8868\u793a": 1, "\u5b58\u5728\u8f83\u5927\u4e0d\u786e\u5b9a\u6027": 1, "\u8fdb\u800c\u9020\u6210\u7a0b\u5e8f\u8fd0\u884c\u4e0d\u51c6\u786e": 1, "\u5360\u7528\u7684": 1, "\u8d8a\u591a": 1, "\u6570\u636e\u8d8a\u7cbe\u51c6": 1, "\u4f46\u4e5f\u4f1a\u4f7f\u5f97\u5bf9\u5185\u5b58\u6d88\u8017\u8d8a\u5927": 1, "\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u7c7b\u578b\u6709\u52a9\u4e8e\u8282\u7701\u5185\u5b58": 1, "\u521a\u521a\u63a5\u89e6\u6570\u636e\u7c7b\u578b\u7684\u670b\u53cb": 1, "\u5bf9\u4e8e\u5982\u4f55\u9009\u62e9\u5408\u9002\u6570\u636e\u7c7b\u578b\u5e76\u4e0d\u719f\u6089": 1, "\u5927\u6982\u53ef\u4ee5\u6309\u7167\u5982\u4e0b\u51c6\u5219": 1, "\u6574\u6570\u7c7b\u578b\u9ed8\u8ba4\u662f": 1, "int64": [1, 3, 9], "\u4f46\u5f88\u591a\u5e94\u7528": 1, "32": [1, 3, 5, 9], "\u5c31\u8db3\u591f\u4e86": 1, "\u6d6e\u70b9\u6570\u7c7b\u578b\u4e00\u822c\u79d1\u5b66\u8ba1\u7b97\u5e94\u7528\u90fd\u4f7f\u7528": 1, "float64": [1, 3, 4, 9], "\u6df1\u5ea6\u5b66\u4e60\u7c7b\u5e94\u7528\u4f7f\u7528": 1, "\u6216\u8005\u751a\u81f3\u66f4\u5c0f\u7684\u6570\u636e\u7c7b\u578b\u4e5f\u8db3\u591f\u4e86": 1, "\u548c": [1, 2, 3, 4, 5, 6, 9], "\u51fd\u6570\u53ef\u7528\u4e8e\u751f\u6210\u4e00\u4e2a\u6570\u503c\u6570\u7ec4": 1, "\u6570\u503c\u4ece\u533a\u95f4\u4e3a": 1, "stop": [1, 9], "\u4e2d\u9009\u62e9": 1, "\u4e00\u822c\u4ece": 1, "\u5f00\u59cb": [1, 6, 9], "\u5230": 1, "\u7ed3\u675f": 1, "\u5728\u8fd9\u4e2a\u533a\u95f4\u5185\u751f\u6210\u4e00\u7cfb\u5217\u503c": 1, "\u51fd\u6570\u7684\u5e38\u89c1\u5f62\u5f0f": 1, "step": [1, 9], "\u5176\u4e2d": [1, 9], "\u7528\u4e8e\u6307\u5b9a\u6570\u503c\u4e4b\u95f4\u7684\u95f4\u9694": 1, "\u9ed8\u8ba4\u4e3a": [1, 3], "\u4ee5\u4e0b\u4e24\u79cd\u65b9\u5f0f\u7b49\u6548": 1, "\u51fd\u6570\u751f\u6210": 1, "num": 1, "\u4e2a\u5747\u5300\u95f4\u9694\u7684\u6570\u503c": 1, "\u4e5f\u5c31\u662f\u521b\u5efa\u4e00\u4e2a\u7b49\u5dee\u6570\u5217": 1, "\u5e38\u89c1\u5f62\u5f0f": 1, "\u751f\u6210\u5728": 1, "\u4e4b\u95f4": 1, "\u4e2a\u5747\u5300\u95f4\u9694\u7684\u6570\u7ec4": 1, "shape": [1, 5, 9], "\u751f\u6210": 1, "\u5927\u5c0f\u7684": 1, "\u5168\u4e3a": 1, "\u6570\u7ec4": 1, "time": 1, "6": [1, 3, 5, 6, 9], "\u7684\u9ad8\u7ef4\u6570\u7ec4": 1, "\u5982\u679c\u5df2\u7ecf\u6709\u4e00\u4e2a\u591a\u7ef4\u6570\u7ec4": 1, "\u6211\u4eec\u60f3\u6839\u636e\u8fd9\u4e2a\u6570\u7ec4": 1, "\u7684\u5f62\u72b6\u751f\u6210\u4e00\u4e2a\u5168\u4e3a": 1, "\u7684\u6570\u7ec4": 1, "\u7c7b\u4f3c": [1, 8], "val": 1, "\u5373\u6570\u7ec4\u4e2d\u6bcf\u4e2a\u5143\u7d20\u503c\u90fd\u662f": 1, "\u6839\u636e\u6570\u7ec4": 1, "\u7684\u5f62\u72b6\u751f\u6210\u4e00\u4e2a\u6570\u7ec4": 1, "\u5143\u7d20\u503c\u5168\u4e3a": 1, "\u521b\u5efa\u4e00\u4e2a": [1, 9], "\u5355\u4f4d\u77e9\u9635": 1, "\u5bf9\u89d2\u7ebf\u4e3a": 1, "\u5176\u4f59\u4e3a": 1, "\u76f4\u63a5\u6253\u5370\u4e00\u4e2a": 1, "\u53ef\u4ee5\u770b\u5230\u5b83\u7684\u503c": 1, "\u7b49\u5c5e\u6027": 1, "7": [1, 3, 5, 6, 9], "11": [1, 3, 5, 6, 9], "\u6216\u8005\u6253\u5370\u67d0\u4e9b\u5177\u4f53\u7684\u5c5e\u6027": 1, "ndim": 1, "\u591a\u7ef4\u6570\u7ec4\u7684\u79e9": 1, "\u6216\u8005\u8bf4\u8f74\u7684\u6570\u91cf": 1, "\u6216\u8005\u8bf4\u6570\u7ec4\u6709\u591a\u5c11\u7ef4\u5ea6": 1, "\u6570\u7ec4\u7684\u5c3a\u5ea6": 1, "\u6570\u7ec4\u4e2d\u5143\u7d20\u7684\u4e2a\u6570": 1, "size": 1, "\u5143\u7d20\u7684\u6570\u636e\u7c7b\u578b": 1, "\u6bcf\u4e2a\u5143\u7d20\u7684\u5927\u5c0f": 1, "\u4ee5\u5b57\u8282": 1, "\u4e3a\u5355\u4f4d": 1, "items": 1, "\u53e6\u5916": 1, "\u6211\u4eec\u7ecf\u5e38\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u4e00\u4e9b\u53d8\u6362": 1, "reshap": 1, "\u51fd\u6570": [1, 5, 6], "\u4e0d\u6539\u53d8\u6570\u7ec4\u7684\u5143\u7d20": 1, "\u6839\u636e": [1, 5], "\u5f62\u72b6": 1, "\u751f\u6210\u4e00\u4e2a\u65b0\u7684\u6570\u7ec4": 1, "flatten": 1, "\u5bf9\u6570\u7ec4\u8fdb\u884c\u964d\u7ef4": 1, "\u5c06\u9ad8\u7ef4\u6570\u7ec4\u538b\u7f29\u6210\u4e00\u4e2a\u4e00\u7ef4\u6570\u7ec4": 1, "resiz": 1, "\u8fd4\u56de\u4e00\u4e2a": [1, 9], "\u5f62\u72b6\u7684\u6570\u7ec4": 1, "\u529f\u80fd\u4e0e": 1, "\u51fd\u6570\u4e00\u81f4": 1, "\u4f46\u662f\u4fee\u6539\u539f\u6570\u7ec4": 1, "\u63d0\u793a": 1, "\u5f53\u65b0\u6570\u7ec4\u53ef\u5bb9\u7eb3\u6570\u636e\u5c11\u4e8e\u539f\u6570\u636e": 1, "\u6309\u7167\u539f\u6570\u636e\u9009\u62e9\u524d": 1, "\u4e2a\u6570\u636e": 1, "\u5982\u679c\u591a\u4e8e": 1, "\u5219\u65b0\u6570\u7ec4\u4f1a\u6309\u7167\u539f\u6570\u7ec4\u4e2d\u7684\u6570\u636e\u987a\u5e8f\u8fdb\u884c\u586b\u8865": 1, "ar_new": 1, "new_typ": 1, "\u5bf9\u6570\u7ec4\u7684\u6570\u636e\u7c7b\u578b\u8fdb\u884c\u7c7b\u578b\u53d8\u5316": 1, "\u57fa\u4e8e\u5bf9\u539f\u59cb\u6570\u636e\u7684\u62f7\u8d1d\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u6570\u7ec4": 1, "\u5c06": [1, 3], "int": 1, "\u7c7b\u578b\u5143\u7d20\u4fee\u6539\u4e3a": 1, "\u7c7b\u578b": 1, "new_ar": 1, "concaten": 1, "\u5c06\u4e24\u4e2a\u6216\u8005\u591a\u4e2a\u6570\u7ec4\u5408\u5e76\u6210\u4e00\u4e2a\u65b0\u6570\u7ec4": 1, "b": [1, 5, 6], "c": 1, "\u4e24\u4e2a\u6570\u7ec4\u5408\u5e76\u6210\u4e3a": 1, "\u5217\u8868\u4f5c\u4e3a": 1, "\u4e2d\u539f\u59cb\u7684\u6570\u636e\u7c7b\u578b": 1, "\u8fd0\u7b97\u901f\u5ea6\u6162\u4e8e": 1, "\u5982\u679c\u9700\u8981\u4e0e\u539f\u751f": 1, "\u8bed\u8a00\u76f8\u9002\u914d": 1, "\u9700\u505a\u8f6c\u6362": 1, "tolist": 1, "python": [2, 5, 8, 9], "\u8bed\u8a00\u5176\u5b9e\u5e76\u4e0d\u662f\u4e3a\u79d1\u5b66\u8ba1\u7b97\u800c\u8bbe\u8ba1\u7684": 2, "\u5230\u4e86": 2, "2000": [2, 4], "\u5e74\u5de6\u53f3": 2, "\u5728\u79d1\u5b66\u8ba1\u7b97\u9886\u57df\u53d8\u5f97\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce": 2, "\u4f46\u7f3a\u4e4f\u4e00\u4e2a\u9ad8\u6548\u7684\u6570\u7ec4\u5904\u7406\u5de5\u5177": 2, "\u7684\u5217\u8868": 2, "\u867d\u7136\u7075\u6d3b": 2, "\u4f46\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u65f6\u6027\u80fd\u4e0d\u4f73": 2, "\u5e76\u4e0d\u662f\u7b2c\u4e00\u4e2a": 2, "\u79d1\u5b66\u8ba1\u7b97\u5e93": 2, "\u5b83\u7684\u524d\u8eab\u6709": 2, "numer": 2, "numarrai": 2, "\u5e76\u501f\u9274": 2, "fortran": 2, "matlab": 2, "\u8bed\u8a00\u4e86\u4f18\u70b9": 2, "\u7ecf\u8fc7\u4e86\u4e00\u7cfb\u5217\u7684\u6f14\u5316\u53d1\u5c55": 2, "travi": 2, "oliph": 2, "\u5728": [2, 4, 5, 9], "2005": [2, 3, 4, 6, 9], "\u5e74\u521b\u5efa\u4e86": 2, "\u9879\u76ee": 2, "\u5e76\u5728": 2, "2006": [2, 3, 4, 6, 9], "\u5e74\u53d1\u5e03\u4e86": 2, "\u7684\u76ee\u6807\u662f\u63d0\u4f9b\u9ad8\u6027\u80fd\u7684\u591a\u7ef4\u6570\u7ec4\u5bf9\u8c61": 2, "\u4ee5\u53ca\u7528\u4e8e\u6570\u7ec4\u64cd\u4f5c\u7684\u4e30\u5bcc\u51fd\u6570\u5e93": 2, "\u5f15\u5165\u4e86": 2, "\u8fd9\u4e00\u6838\u5fc3\u6570\u636e\u7ed3\u6784": 2, "\u81ea\u4ece": 2, "\u9879\u76ee\u521b\u5efa\u4ee5\u6765": 2, "\u5b83\u5df2\u7ecf\u6210\u4e3a": 2, "\u79d1\u5b66\u8ba1\u7b97\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u6838\u5fc3\u7ec4\u4ef6": 2, "\u8bb8\u591a\u5176\u4ed6\u79d1\u5b66\u8ba1\u7b97\u548c\u6570\u636e\u5206\u6790\u5e93": 2, "\u5982": [2, 3], "scipi": 2, "\u90fd\u6784\u5efa\u5728": 2, "\u4e4b\u4e0a": 2, "\u53ef\u4ee5\u4f7f\u7528": [2, 3, 8, 9], "conda": [2, 8], "\u6216\u8005": [2, 8], "pip": [2, 8], "hide": 4, "instal": [2, 8], "i": [2, 6, 8], "http": [2, 3, 4, 6, 8, 9], "pypi": [2, 8], "tuna": [2, 8], "tsinghua": [2, 8], "edu": [2, 8], "cn": [2, 8], "\u672c\u8282\u4e3b\u8981\u8bb2\u89e3\u5982\u4f55\u4f7f\u7528": [0, 7], "\u8fdb\u884c\u9ad8\u7ef4\u6570\u7ec4\u8ba1\u7b97": 0, "label": 5, "preprocess": [], "\u6570\u636e\u5904\u7406\u5de5\u4f5c\u5305\u62ec\u5904\u7406\u91cd\u590d\u503c": 3, "\u7f3a\u5931\u503c\u548c\u5f02\u5e38\u503c": 3, "\u751f\u6210\u65b0\u7684\u5217\u6216\u8005\u884c\u7b49": 3, "urllib": [3, 4, 5, 6, 9], "request": [3, 4, 5, 6, 9], "zipfil": [3, 4, 6, 9], "os": [3, 4, 5, 6, 9], "panda": [3, 4, 5, 6, 9, 10], "pd": [3, 4, 5, 6, 8, 9], "folder_path": [3, 4, 5, 6, 9], "join": [3, 4, 5, 6, 9], "getcwd": [3, 4, 5, 6, 9], "pwt": [3, 4, 6], "download_url": [3, 4, 6, 9], "www": [3, 4, 6, 9], "rug": [3, 4, 6, 9], "nl": [3, 4, 6, 9], "ggdc": [3, 4, 6, 9], "doc": [3, 4, 6, 9], "pwt70_06032011version": [3, 4, 6, 9], "zip": [3, 4, 6, 9], "file_nam": [3, 4, 6, 9], "split": [3, 4, 5, 6, 9], "exist": [3, 4, 5, 6, 9], "\u521b\u5efa\u6587\u4ef6\u5939": [3, 4, 5, 6, 9], "makedir": [3, 4, 5, 6, 9], "f": [3, 4, 5, 6, 9], "\u6587\u4ef6\u5939\u4e0d\u5b58\u5728": [3, 4, 5, 6, 9], "\u5df2\u521b\u5efa": [3, 4, 5, 6, 9], "zip_file_path": [3, 4, 6, 9], "urlretriev": [3, 4, 5, 6, 9], "r": [3, 4, 6, 9], "zip_ref": [3, 4, 6, 9], "extractal": [3, 4, 6, 9], "\u6570\u636e\u5df2\u4e0b\u8f7d\u5e76\u89e3\u538b\u7f29": [3, 4, 6, 9], "els": [3, 4, 5, 6, 9], "\u6587\u4ef6\u5939\u5df2\u5b58\u5728": [3, 4, 5, 6, 9], "\u65e0\u9700\u64cd\u4f5c": [3, 4, 5, 6, 9], "df": [3, 4, 5, 6, 9], "read_csv": [3, 4, 5, 6, 9], "pwt70_w_country_nam": [3, 4, 6, 9], "csv": [3, 4, 5, 6, 9], "\u68c0\u6d4b\u6570\u636e\u96c6\u7684\u8bb0\u5f55\u662f\u5426\u5b58\u5728\u91cd\u590d": 3, "duplic": 3, "\u51fd\u6570\u8fdb\u884c\u9a8c\u8bc1": 3, "\u4f46\u662f\u8be5\u51fd\u6570\u8fd4\u56de\u7684\u662f\u6570\u636e\u96c6\u6bcf\u4e00\u884c\u7684\u68c0\u6d4b\u7ed3\u679c": 3, "\u884c\u6570\u636e\u4f1a\u8fd4\u56de": 3, "\u4e2a\u5e03\u5c14\u503c": 3, "\u4e3a\u4e86\u80fd\u591f\u5f97\u5230\u6700\u76f4\u63a5\u7684\u7ed3\u679c": 3, "\u8be5\u51fd\u6570\u8868\u793a\u7684\u662f\u5728\u591a\u4e2a\u6761\u4ef6\u5224\u65ad\u4e2d": 3, "\u53ea\u8981\u6709\u4e00\u4e2a\u6761\u4ef6\u4e3a": 3, "true": [3, 5, 6, 9], "\u5219": 3, "\u8fd4\u56de\u7684\u7ed3\u679c\u4e3a": 3, "\u5982\u679c\u6709\u91cd\u590d\u9879": 3, "\u53ef\u4ee5\u901a\u8fc7": 3, "drop_dupl": 3, "\u5220\u9664": 3, "\u8be5\u51fd\u6570\u6709": 3, "inplac": 3, "\u53c2\u6570": 3, "\u8bbe\u7f6e\u4e3a": 3, "\u8868\u793a\u76f4\u63a5\u5728\u539f\u59cb\u6570\u636e\u96c6\u4e0a\u505a\u64cd\u4f5c": 3, "\u7f3a\u5931\u503c\u662f\u6307\u6570\u636e\u96c6\u4e2d\u7684\u67d0\u4e9b\u89c2\u6d4b\u5b58\u5728\u9057\u6f0f": 3, "\u6570\u636e\u7f3a\u5931\u53ef\u80fd\u6709\u4e24\u65b9\u9762\u539f\u56e0": 3, "\u4e00\u65b9\u9762\u662f\u4eba\u4e3a\u539f\u56e0": 3, "\u5982\u8bb0\u5f55\u8fc7\u7a0b\u4e2d\u7684\u9057\u6f0f": 3, "\u4e2a\u4eba\u9690\u79c1\u800c\u4e0d\u613f\u610f\u900f\u9732\u7b49": 3, "\u53e6\u4e00\u65b9\u9762\u662f\u673a\u5668\u6216\u8bbe\u5907\u7684\u6545\u969c\u6240\u5bfc\u81f4": 3, "isna": 3, "\u6216": 3, "isnul": 3, "\u51fd\u6570\u67e5\u770b\u7f3a\u5931\u503c": 3, "\u8fd9\u4e24\u4e2a\u51fd\u6570\u8fd4\u56de": 3, "\u6bcf\u4e2a\u5143\u7d20\u662f\u5426\u6709\u7f3a\u5931\u503c": 3, "\u5982\u679c\u6709\u7f3a\u5931\u503c": 3, "A": 3, "null": [3, 9], "\u5219\u8fd4\u56de": 3, "\u5426\u5219\u8fd4\u56de": 3, "fals": [3, 5], "\u901a\u8fc7": 3, "sum": 3, "\u67e5\u770b\u6bcf\u4e00\u5217\u7684\u7a7a\u7f3a\u503c\u8ba1\u6570": 3, "\u4e00\u822c\u800c\u8a00": 3, "\u9047\u5230\u7f3a\u5931\u503c\u65f6": 3, "\u53ef\u4ee5\u91c7\u7528\u4e09\u79cd\u65b9\u6cd5\u5904\u7406": 3, "\u5206\u522b\u662f\u5220\u9664\u6cd5": 3, "\u66ff\u6362\u6cd5\u6216\u63d2\u8865\u6cd5": 3, "\u5220\u9664\u6cd5\u662f\u6307\u5f53\u7f3a\u5931\u7684\u89c2\u6d4b\u6bd4\u4f8b\u975e\u5e38\u4f4e": 3, "\u4ee5\u5185": 3, "\u76f4\u63a5\u5220\u9664\u5b58\u5728\u7f3a\u5931\u7684\u89c2\u6d4b": 3, "\u6216\u8005\u5f53\u67d0\u4e9b\u53d8\u91cf\u7684\u7f3a\u5931\u6bd4\u4f8b\u975e\u5e38\u9ad8\u65f6": 3, "85": [3, 4, 6, 9], "\u4ee5\u4e0a": 3, "\u76f4\u63a5\u5220\u9664\u8fd9\u4e9b\u7f3a\u5931\u7684\u53d8\u91cf": 3, "dropna": 3, "\u51fd\u6570\u5220\u9664\u6709\u7f3a\u5931\u503c\u7684\u884c\u6216\u5217": 3, "\u5177\u4f53\u5f62\u5f0f": 3, "axi": 3, "\u8fd9\u4e2a\u51fd\u6570\u6709\u53c2\u6570": 3, "\u7528\u6765\u6307\u5b9a\u8981\u5220\u9664\u7684\u8f74": 3, "\u8868\u793a\u5220\u9664\u884c": 3, "\u9ed8\u8ba4": 3, "\u8868\u793a\u5220\u9664\u5217": 3, "\u7528\u6765\u6307\u5b9a\u5220\u9664\u7684\u6761\u4ef6": 3, "\u8868\u793a\u5220\u9664\u5305\u542b\u4efb\u4f55\u7f3a\u5931\u503c\u7684\u884c": 3, "\u8868\u793a\u53ea\u5220\u9664\u6240\u6709\u503c\u90fd\u662f\u7f3a\u5931\u503c\u7684\u884c": 3, "\u7528\u4e8e\u6307\u5b9a\u662f\u5426\u5728\u539f\u59cb": 3, "\u4e0a\u8fdb\u884c\u4fee\u6539": 3, "\u8868\u793a\u4e0d\u4fee\u6539\u539f\u59cb": 3, "\u800c\u662f\u8fd4\u56de\u4e00\u4e2a\u65b0\u7684": 3, "\u5220\u9664\u5305\u542b\u4efb\u4f55\u7f3a\u5931\u503c\u7684\u884c": 3, "ddf": 3, "fillna": [3, 4], "\u51fd\u6570\u586b\u8865\u6570\u636e\u6846\u4e2d\u7684\u7f3a\u5931\u503c": 3, "\u4e2d\u7684\u7f3a\u5931\u503c\u7528": 3, "\u586b\u5145": [3, 5], "fill_zero_df": 3, "\u5bf9\u4e8e\u65f6\u95f4\u7c7b\u578b\u7684\u6570\u636e\u96c6": 3, "\u53ef\u4ee5\u7528": 3, "method": 3, "\u53ef\u4ee5\u63a5\u53d7": 3, "ffill": 3, "bfill": 3, "\u4e24\u79cd\u503c": 3, "\u5206\u522b\u4ee3\u8868\u524d\u5411\u586b\u5145\u548c\u540e\u5411\u586b\u5145": 3, "\u4f7f\u5f97\u6570\u636e\u524d\u540e\u5177\u6709\u8fde\u8d2f\u6027": 3, "\u800c\u4e00\u822c\u7684\u72ec\u7acb\u6027\u6837\u672c\u5e76\u4e0d\u9002\u7528\u8be5\u51fd\u6570": 3, "\u524d\u5411\u586b\u5145\u662f\u6307\u7528\u7f3a\u5931\u503c\u7684\u524d\u4e00\u4e2a\u503c\u66ff\u6362": 3, "\u800c\u540e\u5411\u586b\u5145\u662f\u6307\u7528\u7f3a\u5931\u503c\u7684\u540e\u4e00\u4e2a\u503c\u66ff\u6362": 3, "\u51fd\u6570\u4e5f\u662f\u4e00\u4e2a": 3, "\u4e2d\u5e38\u7528\u7684\u51fd\u6570": 3, "\u5b83\u53ef\u4ee5\u5bf9\u6bcf\u884c": 3, "\u5217": [3, 5, 6], "\u4e5f\u53ef\u4ee5\u5bf9\u57fa\u4e8e\u5207\u7247\u9009\u62e9\u7279\u5b9a\u7684\u5217\u6216\u884c": 3, "\u5e94\u7528\u4e00\u4e2a\u51fd\u6570\u5e76\u8fd4\u56de\u4e00\u4e2a": 3, "seri": [3, 5, 7, 10], "\u8be5\u51fd\u6570\u53ef\u4ee5\u662f\u4e00\u4e9b\u5185\u7f6e\u51fd\u6570": 3, "max": [3, 4, 6, 9], "lambda": 3, "\u51fd\u6570\u6216\u81ea\u5b9a\u4e49\u51fd\u6570": 3, "\u8fd4\u56de": 3, "year": [3, 4, 6, 9], "pop": [3, 4, 6, 9], "xrat": [3, 6, 9], "tcgdp": [3, 4, 6, 9], "cc": [3, 6, 9], "cg": [3, 6, 9], "\u5217\u7684\u6700\u5927\u503c": 3, "\u5f53\u8be5\u5217\u6709\u7a7a\u503c\u65f6": 3, "\u65e0\u6cd5\u8ba1\u7b97\u6700\u5927\u503c": 3, "\u5219\u8fd4\u56de\u7a7a\u503c": 3, "\u5f62\u5f0f\u4e3a": 3, "argument": [3, 5], "express": 3, "\u51fd\u6570\u662f\u4e00\u79cd\u6ca1\u6709\u51fd\u6570\u540d": 3, "\u4f46\u662f\u53ef\u4ee5\u88ab\u8c03\u7528\u6267\u884c\u7684\u51fd\u6570": 3, "\u6362\u53e5\u8bdd\u8bf4": 3, "\u51fd\u6570\u4e0d\u9700\u8981\u7528": 3, "def": 3, "func_nam": 3, "\u6765\u5b9a\u4e49\u51fd\u6570\u540d": 3, "\u800c\u662f\u76f4\u63a5\u5b9a\u4e49\u51fd\u6570\u4f53\u4e2d\u7684\u8ba1\u7b97\u90e8\u5206": 3, "\u5173\u4e8e\u51fd\u6570\u4f53\u90e8\u5206": 3, "\u662f\u53c2\u6570\u5217\u8868": 3, "\u53ef\u4ee5\u6307\u5b9a\u4e00\u4e2a\u6216\u591a\u4e2a\u53c2\u6570": 3, "\u5c31\u50cf\u5b9a\u4e49\u666e\u901a\u51fd\u6570\u4e00\u6837": 3, "\u662f\u4e00\u4e2a\u8868\u8fbe\u5f0f": 3, "\u5b9a\u4e49\u4e86": 3, "\u51fd\u6570\u7684\u8ba1\u7b97\u903b\u8f91": 3, "\u901a\u5e38\u5305\u62ec\u4f7f\u7528\u53c2\u6570\u6267\u884c\u54ea\u4e9b\u8ba1\u7b97": 3, "\u5e76\u8fd4\u56de\u8ba1\u7b97\u7ed3\u679c": 3, "\u51fd\u6570\u901a\u5e38\u7528\u4e8e\u4e00\u6b21\u6027\u7684": 3, "\u7b80\u5355\u7684\u64cd\u4f5c": 3, "\u5bf9\u6bcf\u4e00\u884c\u8fd4\u56de\u6570\u636e\u672c\u8eab": 3, "\u4e0d\u505a\u4efb\u4f55\u5176\u4ed6\u64cd\u4f5c": 3, "row": [3, 4, 5, 6, 9], "\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d": 3, "\u6709\u4e2a\u53c2\u6570\u4e3a": 3, "\u8bbe\u7f6e\u51fd\u6570\u5bf9\u6bcf\u4e00\u884c\u64cd\u4f5c": 3, "\u8bbe\u7f6e\u51fd\u6570\u5bf9\u6bcf\u4e00\u5217\u64cd\u4f5c": 3, "\u4f8b": [3, 9], "loc": 3, "\u4e00\u8d77\u4f7f\u7528": 3, "\u8fdb\u884c\u66f4\u9ad8\u7ea7\u7684\u6570\u636e\u5207\u7247": 3, "\u8fd4\u56de\u5bf9\u6bcf\u4e00\u884c\u505a\u6761\u4ef6\u5224\u65ad\u7684\u4e00\u7cfb\u5217\u5e03\u5c14\u503c": 3, "\u4ee5": [3, 5], "\u64cd\u4f5c\u9009\u62e9\u90e8\u5206\u5217": 3, "\u4e0b\u9762\u7684\u9009\u62e9\u6761\u4ef6\u4e3a": 3, "\u5982\u679c": 3, "countri": [3, 4, 6, 9], "\u5217\u5c5e\u4e8e\u7279\u5b9a\u56fd\u5bb6": 3, "\u4e14": 3, "40000": 3, "\u5217\u4e0d\u5c5e\u4e8e\u7279\u5b9a\u56fd\u5bb6": 3, "20000": [3, 6], "complexcondit": 3, "argentina": 3, "india": 3, "south": 3, "africa": 3, "\u5219\u8fd4\u56de\u7b26\u5408\u6761\u4ef6\u7684\u884c\u548c\u5217": 3, "\u7684\u90e8\u5206\u503c": 3, "\u884c": [3, 6, 9], "\u5728\u6570\u636e\u5206\u6790\u8fc7\u7a0b\u4e2d\u5341\u5206\u91cd\u8981": 3, "where": 3, "\u51fd\u6570\u4fdd\u7559\u884c": 3, "\u5e76\u7528\u5176\u4ed6\u503c\u66ff\u4ee3\u5176\u4f59\u884c": 3, "\u627e\u51fa": 3, "\u5927\u4e8e": [3, 6], "\u7684\u884c": [3, 6, 9], "\u4fdd\u7559\u8fd9\u4e9b\u884c": 3, "\u5176\u4f59\u90e8\u5206\u7528": 3, "\u66ff\u4ee3": 3, "\u53c2\u6570\u53ef\u4ee5\u662f\u4efb\u610f\u503c": 3, "hello": 3, "\u51fd\u6570\u6307\u5b9a\u60f3\u4fee\u6539\u7684\u5217": 3, "\u5e76\u8d4b\u503c": 3, "\u8d4b\u503c\u4e3a": 3, "\u6839\u636e\u81ea\u5b9a\u4e49\u51fd\u6570\u4fee\u6539\u884c\u548c\u5217": 3, "\u5c0f\u4e8e": [3, 6], "10000": 3, "\u7684\u4fee\u6539\u4e3a": 3, "\u7f29\u5c0f\u5341\u500d": 3, "update_row": 3, "modifi": 3, "return": [3, 5], "applymap": 3, "\u4fee\u6539": 3, "\u4e2d\u7684\u6240\u6709\u5355\u72ec\u5143\u7d20": 3, "\u4e2d\u7684\u6570\u503c\u578b\u5143\u7d20\u4fdd\u7559\u4e24\u4f4d\u5c0f\u6570": 3, "x": 3, "round": 3, "str": [3, 5], "del": 3, "\u51fd\u6570\u5220\u9664\u6307\u5b9a\u5217": 3, "ppp": [3, 6, 9], "new_column": 3, "valu": 3, "\u589e\u52a0\u65b0\u5217": 3, "\u589e\u52a0\u4e00\u5217": 3, "gdp": [3, 9], "percap": 3, "\u663e\u793a\u4eba\u5747": 3, "astyp": 3, "\u66f4\u6539\u53d8\u91cf\u6570\u636e\u7c7b\u578b": 3, "\u5217\u6539\u4e3a\u5b57\u7b26\u4e32\u7c7b\u578b": 3, "\u5728\u5f88\u591a\u5206\u6790\u4efb\u52a1\u4e2d": 3, "\u9700\u8981\u6309\u7167\u67d0\u4e2a\u6216\u67d0\u4e9b\u6307\u6807\u5bf9\u6570\u636e\u8fdb\u884c\u6392\u5e8f": 3, "\u5728\u6392\u5e8f\u65f6": 3, "\u6839\u636e\u6392\u5e8f\u7684\u5bf9\u8c61\u4e0d\u540c\u53ef\u7ec6\u5206\u4e3a": 3, "sort_valu": 3, "sort_index": 3, "\u4e0e\u5176\u5b57\u9762\u610f\u4e49\u76f8\u4e00\u81f4": 3, "\u5206\u522b\u4ee3\u8868\u4e86\u5bf9\u503c\u8fdb\u884c\u6392\u5e8f\u548c\u5bf9\u7d22\u5f15": 3, "index": [3, 4, 5, 6, 9], "\u8fdb\u884c\u6392\u5e8f": 3, "\u6309\u7167\u6307\u5b9a\u5217\u6392\u5e8f": 3, "\u5f62\u5982": [3, 9], "column1": [3, 9], "ascend": 3, "\u53c2\u6570\u8bbe\u7f6e\u4e3a": 3, "\u8868\u793a\u5347\u5e8f": 3, "\u4e3a\u964d\u5e8f": 3, "\u4f8b\u5982\u6309\u7167": [3, 4], "\u5217\u5347\u5e8f\u6392\u5217": 3, "\u4e5f\u53ef\u4ee5\u5bf9\u591a\u4e2a\u5217\u6392\u5e8f": 3, "\u5217\u548c": [3, 6], "\u5217\u964d\u5e8f\u6392\u5217": 3, "\u6309\u7167\u73b0\u6709\u7684": 3, "\u7d22\u5f15\u6392\u5e8f": 3, "\u901a\u5e38\u4e3a\u6253\u5370": 3, "\u65f6": [3, 9], "\u6700\u5de6\u4fa7\u6ca1\u6709\u4efb\u4f55\u5217\u540d\u7684\u90a3\u4e00\u5217": 3, "datafram": [5, 6, 7, 8, 10], "groupbi": 4, "\u5b9e\u9645\u7684\u6570\u636e\u5206\u6790\u4e2d": 4, "\u7ecf\u5e38\u9700\u8981\u5bf9\u67d0\u4e00\u7c7b\u6570\u636e\u8fdb\u884c\u7edf\u8ba1\u5206\u6790": 4, "\u5047\u5982\u6211\u4eec\u62e5\u6709\u5168\u56fd\u6240\u6709\u4eba\u7684\u8eab\u9ad8\u548c\u4f53\u91cd\u6570\u636e": 4, "\u6211\u4eec\u60f3\u6309\u7167\u7701\u4efd\u5206\u7ec4": 4, "\u7edf\u8ba1\u6bcf\u4e2a\u7701\u7684\u5e73\u5747\u8eab\u9ad8\u548c\u5e73\u5747\u4f53\u91cd": 4, "\u8fd9\u65f6\u5019\u5c31\u9700\u8981\u4f7f\u7528\u5206\u7ec4\u64cd\u4f5c": 4, "\u63d0\u4f9b\u4e86": 4, "\u51fd\u6570\u8fdb\u884c\u7c7b\u4f3c\u7684\u5206\u7ec4\u6c47\u603b\u64cd\u4f5c": 4, "numref": 4, "img": 4, "\u8ba1\u7b97\u5e73\u5747\u8eab\u9ad8\u7684\u5206\u7ec4\u6c47\u603b\u6d41\u7a0b": 4, "\u4e3b\u8981\u5305\u62ec\u4e24\u90e8\u5206": 4, "\u5206\u7ec4\u4e0e\u6c47\u603b": 4, "\u5176\u4e2d\u5206\u7ec4\u9636\u6bb5\u5c06\u540c\u4e00\u7c7b\u7684\u5185\u5bb9\u5f52\u7ed3\u5230\u76f8\u540c\u7684\u7ec4\u4e2d": 4, "\u6c47\u603b\u9636\u6bb5\u5c06\u6240\u5173\u5fc3\u7684\u6570\u636e\u8fdb\u884c\u8ba1\u7b97": 4, "\u6bd4\u5982\u6c42\u548c": 4, "\u6c42\u5e73\u5747\u7b49": 4, "\u6309\u54ea\u4e9b\u5b57\u6bb5\u8fdb\u884c\u5206\u7ec4": 4, "\u8fd9\u4e9b\u5b57\u6bb5\u53c8\u88ab\u6210\u4e3a": 4, "\u5bf9\u5176\u4ed6\u5b57\u6bb5\u8fdb\u884c\u6c47\u603b": 4, "\u5176\u4ed6\u6c47\u603b\u5b57\u6bb5\u88ab\u6210\u4e3a": 4, "\u5bf9\u6c47\u603b\u53d8\u91cf\u8fdb\u884c\u8ba1\u7b97": 4, "\u88ab\u79f0\u4e3a": 4, "width": 5, "800px": 5, "\u5728\u8fdb\u884c\u5206\u7ec4\u6c47\u603b\u65f6": 4, "\u5206\u7ec4\u53d8\u91cf\u53ef\u4ee5\u6709\u4e00\u4e2a\u6216\u591a\u4e2a": 4, "\u6309\u7167": 4, "\u5206\u7ec4": 4, "\u5e76\u5bf9": 4, "\u6c47\u603b\u6c42\u5e73\u5747\u503c": 4, "\u6b64\u65f6\u5728": 4, "\u540e\u63a5\u591a\u4e2a\u5206\u7ec4\u53d8\u91cf": 4, "\u4ee5\u5217\u8868\u5f62\u5f0f\u5199\u51fa": 4, "\u6216\u8005\u662f": 4, "\u4e4b\u540e\u8981\u63a5\u4e0a\u6240\u9700\u8981\u6c47\u603b\u7684\u5b57\u6bb5": 4, "\u8fd9\u4e2a\u4f8b\u5b50\u662f": 4, "\u6700\u540e\u8981\u63a5\u4e0a\u6240\u9700\u8981\u8fdb\u884c\u7684\u6c47\u603b\u8ba1\u7b97": 4, "\u8ba1\u7b97\u7ed3\u679c\u4e2d\u4ea7\u751f\u4e86\u591a\u4e2a\u7d22\u5f15": 4, "\u672c\u4f8b\u4e2d\u662f": 4, "\u6307\u4ee3\u76f8\u5e94\u7ec4\u7684\u60c5\u51b5": 4, "\u6c47\u603b\u53d8\u91cf\u4e5f\u53ef\u4ee5\u6709\u4e00\u4e2a\u6216\u591a\u4e2a": 4, "\u6c47\u603b": 4, "\u540e\u76f4\u63a5\u4f7f\u7528": 4, "\u7b5b\u9009\u76f8\u5e94\u5217": 4, "\u518d\u63a5\u6c47\u603b\u7edf\u8ba1\u91cf": 4, "\u540e\u53ef\u63a5\u7684\u6c47\u603b\u7edf\u8ba1\u91cf\u6709": 4, "\u5747\u503c": 4, "\u6700\u5927\u503c": 4, "min": [4, 9], "\u6700\u5c0f\u503c": 4, "median": [4, 9], "\u4e2d\u4f4d\u6570": 4, "std": [4, 9], "\u6807\u51c6\u5dee": 4, "mad": 4, "\u5e73\u5747\u7edd\u5bf9\u504f\u5dee": 4, "count": [4, 9], "\u8ba1\u6570": 4, "skew": 4, "\u504f\u5ea6": 4, "quantil": 4, "\u6307\u5b9a\u5206\u4f4d\u6570": 4, "\u8fd9\u4e9b\u7edf\u8ba1\u91cf\u53ef\u4ee5\u76f4\u63a5\u63a5": 4, "\u5bf9\u8c61\u4f7f\u7528": 4, "\u6b64\u5916": 4, "agg": 4, "\u65b9\u6cd5\u63d0\u4f9b\u4e86\u4e00\u6b21\u6c47\u603b\u591a\u4e2a\u7edf\u8ba1\u91cf\u7684\u65b9\u6cd5": 4, "\u6c47\u603b\u5404\u4e2a\u56fd\u5bb6": 4, "\u4eba\u53e3": 4, "\u7684\u5747\u503c": 4, "\u5728\u8fdb\u884c\u5206\u7ec4\u6c47\u603b\u64cd\u4f5c\u65f6": 4, "\u4ea7\u751f\u7684\u7ed3\u679c\u5e76\u4e0d\u662f\u5e38\u89c1\u7684\u4e8c\u7ef4\u8868\u6570\u636e\u6846": 4, "\u800c\u662f\u5177\u6709\u591a\u91cd\u7d22\u5f15\u7684\u6570\u636e\u6846": 4, "\u5f00\u53d1\u8005\u8bbe\u8ba1\u8fd9\u79cd\u7c7b\u578b\u7684\u6570\u636e\u6846\u662f\u501f\u9274\u4e86": 4, "excel": [4, 8, 9], "\u6570\u636e\u900f\u89c6\u8868\u7684\u529f\u80fd": 4, "\u987a\u5e8f\u5bf9": 4, "\u8fdb\u884c\u5206\u7ec4\u6c47\u603b": 4, "\u6c47\u603b\u7edf\u8ba1\u91cf\u4e3a\u6700\u5c0f\u503c\u548c\u6700\u5927\u503c": 4, "\u6b64\u65f6\u6570\u636e\u6846\u4e2d\u6709\u4e24\u4e2a\u884c\u7d22\u5f15": 4, "\u548c\u4e24\u4e2a\u5217\u7d22\u5f15": 4, "\u9700\u8981\u7b5b\u9009\u5217\u65f6": 4, "\u7b2c\u4e00\u4e2a": 4, "\u7b5b\u9009\u7b2c\u4e00\u91cd\u5217\u7d22\u5f15": 4, "\u4ece": [4, 6], "\u4e2d\u9009\u62e9\u4e00\u4e2a\u5217": 4, "\u7b2c\u4e8c\u4e2a": 4, "\u7b5b\u9009\u7b2c\u4e8c\u91cd\u5217\u7d22\u5f15": 4, "\u67e5\u8be2\u5404\u4e2a\u56fd\u5bb6": 4, "\u5404\u5e74": 4, "\u7684\u6700\u5c0f\u503c": 4, "df_queri": 4, "\u4e4b\u524d\u7684\u64cd\u4f5c\u4e3b\u8981\u5728\u5355\u4e2a": 5, "\u5b9e\u9645\u4e0a": 5, "\u6211\u4eec\u7ecf\u5e38\u9700\u8981\u5bf9\u591a\u4e2a": 5, "\u8054\u5408\u8d77\u6765\u8fdb\u884c\u5206\u6790": 5, "\u63d0\u4f9b\u4e86\u591a": 5, "\u4e4b\u95f4\u7684\u5408\u5e76\u548c\u8fde\u63a5\u7684\u64cd\u4f5c": 5, "\u5206\u522b\u662f": 5, "\u6211\u4eec\u53ef\u4ee5\u5c06\u4e24\u4e2a": 5, "\u5408\u5e76\u6210\u4e00\u4e2a": 5, "\u4e14\u4fdd\u7559\u6240\u6709\u7684\u5217": 5, "\u64cd\u4f5c\u53ef\u4ee5\u5408\u5e76\u4e24\u4e2a": 5, "\u6216\u8005\u79f0\u4e3a\u8868": 5, "\u7c7b\u4f3c\u4e8e": 5, "sql": 5, "\u4e2d\u7684": 5, "\u64cd\u4f5c": 5, "\u6211\u4eec\u53ef\u4ee5\u60f3\u8c61\u6210": 5, "\u4e00\u4e2a\u5927\u8868\u88ab\u62c6\u5206\u6210\u4e24\u4e2a\u5c0f\u8868": 5, "\u4e24\u4e2a\u5c0f\u8868\u90fd\u5305\u542b\u4e00\u4e9b\u540c\u6837\u7684\u6570\u636e": 5, "\u73b0\u5728\u6211\u4eec\u9700\u8981\u628a\u4e24\u4e2a\u5c0f\u8868\u5408\u5e76": 5, "\u751f\u6210\u4e00\u4e2a\u5927\u8868": 5, "\u5927\u8868\u5305\u542b\u4e86\u4e24\u4e2a\u5c0f\u8868\u7684\u5b57\u6bb5": 5, "customer_prod_df": 5, "d1": 5, "customer_id": 5, "product": 5, "oven": 5, "televis": 5, "customer_state_df": 5, "d2": 5, "california": 5, "texa": 5, "new": [5, 9], "york": [5, 9], "indiana": 5, "\u6211\u4eec\u5148\u7528\u4e0b\u9762\u7684\u4ee3\u7801\u5f97\u5230\u5408\u5e76\u7684\u7ed3\u679c": 5, "\u6240\u4f7f\u7528\u7684\u5404\u7c7b\u53c2\u6570\u540e\u9762\u8be6\u7ec6\u63a2\u8ba8": 5, "inner_join_df": 5, "inner": 5, "\u5408\u5e76\u4e24\u4e2a\u8868\u65f6": 5, "\u901a\u5e38\u9700\u8981\u4f7f\u7528\u952e": 5, "kei": [4, 5, 9], "\u6765\u5224\u65ad\u54ea\u4e9b\u6570\u636e\u4e0e\u54ea\u4e9b\u6570\u636e\u5408\u5e76": 5, "\u6bd4\u5982\u672c\u4f8b\u4e2d": 5, "\u4e24\u4e2a\u8868\u90fd\u5305\u542b": 5, "\u8fd9\u4e2a\u5b57\u6bb5": 5, "\u53ef\u4ee5\u88ab\u7528\u6765\u8fde\u63a5\u8fd9\u4e24\u4e2a": 5, "\u76f8\u540c": 5, "\u7684\u884c\u88ab\u5408\u5e76\u5728\u4e00\u8d77": 5, "\u6211\u4eec\u56de\u5230": 5, "\u51fd\u6570\u7684\u53c2\u6570": 5, "\u5b8c\u6574\u7684\u53c2\u6570\u5f62\u5f0f\u4e3a": 5, "left": 5, "right": 5, "none": 5, "left_on": 5, "right_on": 5, "left_index": 5, "right_index": 5, "sort": 5, "suffix": 5, "_x": 5, "_y": 5, "\u867d\u7136\u53c2\u6570\u5f88\u591a": 5, "\u5176\u5b9e\u5927\u90e8\u5206\u65f6\u95f4\u6211\u4eec\u4e3b\u8981\u5173\u5fc3\u7684\u662f": 5, "\u4e0e": [5, 6, 7, 10], "\u662f\u4e24\u4e2a": 5, "\u5206\u522b\u4e3a\u5de6\u4fa7\u8868\u548c\u53f3\u4fa7\u8868": 5, "\u8868\u793a\u4e24\u4e2a\u8868\u4f9d\u636e\u54ea\u4e2a\u5b57\u6bb5": 5, "\u6216\u54ea\u4e9b\u5b57\u6bb5": 5, "\u8fdb\u884c\u5408\u5e76": 5, "\u8fd9\u4e2a\u5b57\u6bb5\u6216\u8fd9\u4e9b\u5b57\u6bb5\u88ab\u79f0\u4e3a\u952e": 5, "\u4e24\u4e2a\u8868\u7684": 5, "\u5b57\u6bb5\u5e94\u8be5\u662f\u8868\u793a\u540c\u4e00\u4e2a\u4e8b\u7269": 5, "\u73b0\u5728\u6211\u4eec\u8981\u6839\u636e": 5, "\u628a\u4e24\u4e2a": 5, "\u5408\u5e76\u6210\u4e00\u4e2a\u66f4\u5927\u7684\u8868": 5, "\u8fd9\u4e2a\u4f8b\u5b50\u4e2d": 5, "\u4e3a\u5b57\u6bb5\u8fdb\u884c\u5408\u5e76": 5, "\u4e3b\u8981\u5bf9\u5de6\u53f3\u4e24\u4e2a\u8868\u4e2d\u76f8\u540c": 5, "\u8fdb\u884c\u64cd\u4f5c": 5, "\u8868\u793a\u5408\u5e76\u7684\u65b9\u5f0f": 5, "\u5728\u5408\u5e76\u8fc7\u7a0b\u4e2d": 5, "\u5de6\u4fa7\u8868\u548c\u53f3\u4fa7\u8868\u7684": 5, "\u4e0d\u4e00\u5b9a\u90fd\u5305\u542b\u540c\u6837\u7684\u503c": 5, "\u5982\u679c\u5de6\u4fa7\u8868\u5305\u542b\u67d0\u4e2a": 5, "\u4f46\u53f3\u4fa7\u8868\u4e0d\u5305\u542b\u8fd9\u4e2a": 5, "\u90a3\u5e94\u8be5\u9075\u5faa\u4ec0\u4e48\u6837\u7684\u903b\u8f91\u53bb\u5408\u5e76": 5, "\u662f\u5176\u4e2d\u4e00\u79cd\u65b9\u5f0f": 5, "\u53eb\u505a\u5185\u8fde\u63a5": 5, "\u53ea\u6709\u5728\u5de6\u4fa7": 5, "\u548c\u53f3\u4fa7": 5, "\u4e2d": [5, 9], "\u90fd": 5, "\u5b58\u5728\u7684\u884c\u624d\u4f1a\u5305\u542b\u5728\u7ed3\u679c\u4e2d": 5, "\u9664\u4e86": 5, "\u8fd8\u6709\u5176\u4ed6\u7684\u9009\u9879": 5, "outer": 5, "\u5916\u8fde\u63a5": 5, "\u5916\u8fde\u63a5\u628a\u5de6\u53f3\u4e24\u4fa7\u6240\u6709\u7684\u6570\u636e\u90fd\u5408\u5e76\u5230\u4e00\u8d77": 5, "\u5982\u679c\u67d0\u4e2a\u8868\u6709\u7f3a\u5931\u503c": 5, "\u65e0\u6cd5\u5de6\u53f3\u5bf9\u9f50": 5, "\u5219\u586b\u5145": 5, "nan": [3, 5, 6, 9], "outer_join_df": 5, "\u5de6\u8fde\u63a5": 5, "\u5de6\u4fa7\u8868\u7684\u6570\u636e\u90fd\u88ab\u4fdd\u7559": 5, "\u5982\u679c\u53f3\u4fa7\u8868\u6709\u7f3a\u5931": 5, "left_join_df": 5, "\u53f3\u8fde\u63a5": 5, "\u53f3\u4fa7\u8868\u7684\u6570\u636e\u90fd\u88ab\u4fdd\u7559": 5, "\u5982\u679c\u5de6\u4fa7\u8868\u6709\u7f3a\u5931": 5, "right_join_df": 5, "\u8fd8\u6709\u4e00\u4e9b\u5176\u4ed6\u5408\u5e76": 5, "\u4e0d\u662f\u6839\u636e": 5, "\u53bb\u5728\u5de6\u53f3\u8868\u4e2d\u67e5\u627e": 5, "\u6700\u5de6\u4fa7\u7684": 5, "\u9ed8\u8ba4\u6709": 5, "\u6839\u636e\u8be5\u5217\u5408\u5e76\u4e24\u4e2a\u8868": 5, "\u7531\u4e8e\u6b64\u65f6\u4e0d\u662f\u6839\u636e": 5, "\u6765\u5408\u5e76": 5, "\u5408\u5e76\u4e4b\u540e\u4fdd\u7559\u4e86\u4e24\u4e2a": 5, "\u4e3a\u4e86\u533a\u522b\u5de6\u53f3\u4e24\u8868\u7684": 5, "\u8fd9\u91cc\u52a0\u4e86\u540e\u7f00": 5, "index_df": 5, "\u5bf9\u8868\u7ed3\u6784\u8fdb\u884c\u6a2a\u5411\u7684\u64cd\u4f5c\u4e0d\u540c": 5, "\u51fd\u6570\u9ed8\u8ba4\u662f\u8fdb\u884c\u7eb5\u5411\u7684\u5408\u5e76": 5, "\u4e5f\u5c31\u662f\u5c06\u591a\u884c\u8fdb\u884c": 5, "\u5806\u53e0\u5f0f": 5, "\u7684\u5408\u5e76": 5, "\u6bd4\u5982\u4e0b\u9762\u7684\u4f8b\u5b50": 5, "\u628a\u6240\u6709\u7684\u884c\u548c\u6240\u6709\u7684\u5217\u5408\u5e76\u5728\u4e00\u8d77": 5, "\u7f3a\u5931\u7684\u586b\u5145": 5, "row_concat_df": 5, "\u4e0b\u9762\u7684\u4f8b\u5b50": 5, "\u8bbe\u5b9a\u4e86": 5, "\u4e24\u4e2a\u8868\u4e2d\u90fd\u5305\u542b": 5, "\u5b57\u6bb5\u8fdb\u884c\u4e86\u7eb5\u5411\u5408\u5e76": 5, "\u9700\u8981\u6ce8\u610f\u7684\u662f": 5, "\u662f\u8fdb\u884c\u7eb5\u5411\u7684\u5806\u53e0": 5, "\u800c\u6ca1\u6709\u53bb\u9664\u91cd\u590d\u7684": 5, "concat_inner_df": 5, "\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a\u5b66\u751f\u6210\u7ee9\u7684\u6848\u4f8b\u6765\u6f14\u793a\u5982\u4f55\u5bf9\u4e24\u4e2a": 5, "\u8fdb\u884c": 5, "student": 5, "score": 5, "score_download_url": 5, "student_attr_download_url": 5, "score_file_nam": 5, "student_file_nam": 5, "score_path": 5, "student_path": 5, "\u6570\u636e\u5df2\u4e0b\u8f7d": 5, "student_df": 5, "encod": 5, "utf": 5, "first": 5, "head": [5, 9], "score_df": 5, "\u53ef\u4ee5\u770b\u5230\u4e24\u4e2a\u8868\u90fd\u5305\u542b\u4e86": 5, "sno": 5, "\u4e5f\u5c31\u662f\u5b66\u53f7": 5, "\u53ef\u4ee5\u4f7f\u7528\u5b66\u53f7\u4f5c\u4e3a": 5, "merged_df": 5, "\u5173\u4e8e\u5408\u5e76\u540e\u7684\u65b0\u8868": 5, "\u5217\u6570\u4e00\u517110\u5217": 5, "\u4e00\u51717\u5217": 5, "\u4e00\u51714\u5217": 5, "\u56e0\u4e3a\u4e24\u4e2a\u8868\u90fd\u5305\u542b\u540c\u6837\u7684\u4e00\u5217": 5, "\u6240\u4ee5\u9700\u8981\u51cf\u4e00": 5, "\u6211\u4eec\u4f7f\u7528\u7684\u662f": 5, "\u7684\u65b9\u5f0f\u8fdb\u884c\u7684\u5408\u5e76": 5, "\u884c\u6570\u4e00\u517144": 5, "\u8fd9\u4e0e": 5, "\u7684\u5217\u6570\u4e00\u81f4": 5, "\u6211\u4eec\u6253\u5370\u5b8c\u6574\u5408\u5e76\u540e\u7684\u65b0\u8868": 5, "\u53ef\u4ee5\u53d1\u73b0": 5, "\u4e2d\u5305\u542b\u4f46": 5, "\u4e2d\u4e0d\u5305\u542b\u7684\u6210\u7ee9\u76f8\u5173\u7684\u4fe1\u606f\u663e\u793a": 5, "\u63a5\u4e0b\u6765\u6211\u4eec\u5c31\u53ef\u4ee5\u4f7f\u7528\u5404\u7c7b\u5176\u4ed6\u5206\u6790\u65b9\u5f0f": 5, "\u5bf9\u8fd9\u4e2a\u65b0\u7684\u5927\u8868\u8fdb\u884c\u6570\u636e\u5206\u6790": 5, "\u8fd9\u91cc\u4e0d\u518d\u8d58\u8ff0": 5, "slice": [], "\u5b9e\u9645\u4e2d": 6, "\u6211\u4eec\u5e38\u5e38\u4e0d\u662f\u5206\u6790\u6574\u4e2a\u6570\u636e": 6, "\u800c\u662f\u6570\u636e\u4e2d\u7684\u90e8\u5206\u5b50\u96c6": 6, "\u5982\u4f55\u6839\u636e\u7279\u5b9a\u7684\u6761\u4ef6\u83b7\u5f97\u6240\u9700\u8981\u7684\u6570\u636e\u662f\u672c\u8282\u7684\u4e3b\u8981\u5185\u5bb9": 6, "\u5bf9": 6, "\u9009\u62e9\u884c\u548c\u5217": 6, "\u4e3b\u8981\u6709\u51e0\u79cd\u65b9\u5f0f": 6, "\u9009\u62e9": 6, "\u9009\u62e9\u7b2c": 6, "\u884c\u5230\u7b2c": 6, "\u4e0d\u5305\u62ec\u7b2c": 6, "\u7684\u6570\u636e": 6, "\u8981\u9009\u62e9\u5217": 6, "\u6211\u4eec\u53ef\u4ee5\u4f20\u9012\u4e00\u4e2a\u5217\u8868": 6, "\u5176\u4e2d\u5305\u542b\u6240\u9700\u5217\u7684\u5217\u540d": 6, "\u4e3a\u5b57\u7b26\u4e32\u5f62\u5f0f": 6, "\u5982\u679c\u53ea\u9009\u53d6\u4e00\u5217": 6, "\u7b49\u4ef7\u4e8e": 6, "\u8fd8\u53ef\u4ee5\u7528\u6765\u9009\u62e9\u7b26\u5408\u7279\u5b9a\u6761\u4ef6\u7684\u6570\u636e": 6, "\u9009\u53d6": 6, "\u5224\u65ad\u8bed\u53e5": 6, "\u4f1a\u8fd4\u56de\u4e00\u7cfb\u5217\u5e03\u5c14\u503c": 6, "\u7b26\u5408": 6, "\u6761\u4ef6\u7684\u4f1a\u8fd4\u56de\u4e3a": 6, "\u5982\u679c\u60f3\u8981\u9009\u62e9\u8fd9\u4e9b\u7b26\u5408\u6761\u4ef6\u7684\u6570\u636e": 6, "\u5219\u9700\u8981": 6, "\u5982\u679c\u9009\u62e9": 6, "\u5217\u7684\u548c\u5927\u4e8e": 6, "80": [5, 6], "\u5e76\u4e14": 6, "\u51fd\u6570\u8fdb\u884c\u9009\u62e9": 6, "\u5f62\u5f0f\u5e94\u4e3a": 6, "column": [3, 4, 6, 9], "\u53ef\u4ee5\u5c06": 6, "\u7406\u89e3\u4e3a": 6, "integ": 6, "\u662f\u6574\u6570": 6, "\u8868\u793a\u884c\u6216\u8005\u5217\u4f4d\u7f6e": 6, "\u4f4d\u7f6e\u7531\u88ab\u79f0\u4e3a": 6, "\u5373\u7528\u6574\u6570\u6765\u9009\u62e9\u884c\u6216\u8005\u9009\u62e9\u5217": 6, "\u81f3": 6, "length": [3, 4, 6], "\u7b2c": 6, "\u5217\u5230\u7b2c": 6, "\u7684\u533a\u522b\u5728\u4e8e": 6, "\u9664\u4e86\u63a5\u53d7\u6574\u6570\u5916": 6, "\u8fd8\u53ef\u4ee5\u63a5\u53d7\u6807\u7b7e": 6, "\u8fd9\u6837\u7684\u5217\u540d": 6, "\u8868\u793a\u6574\u6570\u4f4d\u7f6e\u7684": 6, "boolean": 6, "\u51fd\u6570\u9009\u62e9": 6, "\u5217\u6700\u5927\u503c\u7684\u884c": 6, "\u8fd8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u79cd\u5f62\u5f0f": 6, "\u4e24\u4e2a\u53c2\u6570\u7528\u9017\u53f7\u9694\u5f00": 6, "\u7b2c\u4e00\u4e2a\u53c2\u6570\u63a5\u53d7\u6761\u4ef6": 6, "\u7b2c\u4e8c\u4e2a\u53c2\u6570\u63a5\u53d7\u6211\u4eec\u60f3\u8981\u8fd4\u56de\u7684\u5217\u540d": 6, "\u5f97\u5230\u7684\u662f\u7b26\u5408\u6761\u4ef6\u7684\u7279\u5b9a\u7684\u5217": 6, "\u7531\u4e8e": 6, "\u51fd\u6570\u53ea\u63a5\u53d7\u6574\u6570": 6, "\u6240\u4ee5\u4e0d\u5141\u8bb8\u4f7f\u7528\u8fd9\u79cd\u6761\u4ef6\u8fdb\u884c\u7b5b\u9009": 6, "\u51fd\u6570\u7684\u7528\u6cd5\u4e0e": 6, "\u6709\u76f8\u4f3c\u4e4b\u5904": 6, "\u503c\u5f97\u6ce8\u610f\u7684\u662f": 6, "\u51fd\u6570\u7684\u6027\u80fd\u66f4\u597d": 6, "\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u66f4\u5feb": 6, "merg": [], "concat": [], "\u5e93\u662f\u4e00\u4e2a\u6d41\u884c\u7684": 8, "\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u5e93": 8, "\u5b83\u63d0\u4f9b\u4e86\u540d\u4e3a": 8, "\u7684\u6570\u636e\u7ed3\u6784": 8, "\u662f\u4e00\u4e2a\u4e8c\u7ef4\u8868": 8, "\u6709\u5f88\u591a\u884c\u548c\u5f88\u591a\u5217": 8, "\u8868": [8, 9], "\u57fa\u4e8e": 8, "\u6570\u636e\u7ed3\u6784": [8, 9], "\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u51fd\u6570": 8, "\u662f": 8, "\u6570\u636e\u5206\u6790\u5fc5\u5907\u7684\u5e93": 8, "\u7684\u540d\u5b57\u636e\u8bf4\u6765\u81ea\u4e8e": 8, "pan": 8, "el": 8, "da": 8, "ta": 8, "\u9762\u677f\u6570\u636e": 8, "\u9762\u677f\u6570\u636e\u662f\u8ba1\u91cf\u7ecf\u6d4e\u5b66\u9886\u57df\u7684\u4e00\u4e2a\u6700\u5e7f\u6cdb\u4f7f\u7528\u7684\u6570\u636e\u7ed3\u6784": 8, "\u53ef\u89c1": 8, "\u8bbe\u8ba1\u4e4b\u521d\u4e3b\u8981\u4e3a\u7ecf\u6d4e\u548c\u91d1\u878d\u6570\u636e\u5206\u6790\u670d\u52a1": 8, "\u7684\u6838\u5fc3\u6570\u636e\u7ed3\u6784\u6709\u4e24\u4e2a": 9, "\u662f\u4e00\u79cd\u4e00\u7ef4\u7684\u5e26\u6807\u7b7e\u7684": 9, "\u6570\u7ec4\u72b6": 9, "\u6211\u4eec\u9996\u5148\u4ee5": 9, "\u4e2a\u6570\u521b\u5efa\u4e00\u4e2a": 9, "\u5e76\u547d\u540d\u4e3a": 9, "my_seri": 9, "name": [4, 5, 9], "\u662f\u4e00\u4e2a\u6570\u7ec4\u72b6\u6570\u636e\u7ed3\u6784": 9, "\u6570\u7ec4\u6700\u91cd\u8981\u7684\u7ed3\u6784\u662f\u7d22\u5f15": 9, "\u4e3b\u8981\u7528\u4e8e\u6807\u8bb0\u7b2c\u51e0\u4e2a\u4f4d\u7f6e\u5b58\u50a8\u4ec0\u4e48\u6570\u636e": 9, "\u4e2d\u4e0d\u6307\u5b9a": 9, "\u53c2\u6570\u65f6": 9, "\u9ed8\u8ba4\u4ece": 9, "\u9010\u4e00\u81ea\u589e": 9, "\u652f\u6301\u8ba1\u7b97\u64cd\u4f5c": 9, "\u652f\u6301\u63cf\u8ff0\u6027\u7edf\u8ba1": 9, "\u83b7\u5f97\u6240\u6709\u7edf\u8ba1\u4fe1\u606f": 9, "describ": 9, "\u8ba1\u7b97\u5e73\u5747\u503c": 9, "\u4e2d\u4f4d\u6570\u548c\u6807\u51c6\u5dee": 9, "\u7684\u7d22\u5f15\u5f88\u7075\u6d3b": 9, "number1": 9, "number2": 9, "number3": 9, "number4": 9, "\u8fd9\u65f6": 9, "\u5c31\u50cf\u4e00\u4e2a": 9, "\u4e2d\u7684\u5b57\u5178": 9, "dict": 9, "\u53ef\u4ee5\u4f7f\u7528\u50cf": 9, "\u4e00\u6837\u7684\u8bed\u6cd5\u6765\u8bbf\u95ee": 9, "\u4e2d\u7684\u5143\u7d20": 9, "\u76f8\u5f53\u4e8e": 9, "\u7684\u952e": 9, "\u4f7f\u7528": 9, "\u64cd\u4f5c\u7b26\u8bbf\u95ee": 9, "\u5bf9\u5e94\u7684\u503c": 9, "\u53c8\u4f8b\u5982": 9, "\u8868\u8fbe\u5f0f\u5224\u65ad\u67d0\u4e2a\u7d22\u5f15\u662f\u5426\u5728": 9, "\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u4e3a\u4e00\u4e2a": 9, "\u6709\u5f88\u591a\u5217\u548c\u5f88\u591a\u884c": 9, "\u7684\u5217": 9, "\u8868\u793a\u4e00\u4e2a\u5b57\u6bb5": 9, "\u8868\u793a\u4e00\u6761\u6570\u636e": 9, "\u5e38\u88ab\u7528\u6765\u5206\u6790\u50cf": 9, "\u8fd9\u6837\u7684": 9, "\u6709\u884c\u548c\u5217\u7684\u8868\u683c\u7c7b\u6570\u636e": 9, "\u4e5f\u6b63\u5728\u517c\u5bb9": 9, "\u4f7f\u5f97\u7528\u6237\u5728": 9, "\u4e2d\u8fdb\u884c": 9, "\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790": 9, "\u6709\u5f88\u591a\u65b9\u5f0f": 9, "\u6bd4\u5982\u4ece\u5217\u8868": 9, "\u5b57\u5178": 9, "\u6587\u4ef6\u4e2d\u8bfb\u53d6\u6570\u636e": 9, "\u5e76\u521b\u5efa\u4e00\u4e2a": 9, "\u57fa\u4e8e\u5217\u8868\u521b\u5efa": 9, "alic": 9, "bob": 9, "charli": 9, "ag": 9, "25": [5, 9], "30": [5, 6, 9], "22": [3, 5, 6, 9], "citi": 9, "san": 9, "francisco": 9, "lo": 9, "angel": 9, "\u57fa\u4e8e\u5b57\u5178\u521b\u5efa": 9, "column2": 9, "\u57fa\u4e8e\u6587\u4ef6\u521b\u5efa": 9, "\u5bf9\u4e8e\u4e0d\u540c\u7c7b\u578b\u7684\u6587\u4ef6": 9, "\u4f7f\u7528\u4e0d\u540c\u7684\u51fd\u6570": 9, "\u8bfb\u53d6": 9, "\u7c7b\u578b\u7684\u6570\u636e": 9, "\u7528\u6765\u8bfb\u53d6\u4e00\u4e2a": 9, "\u6587\u4ef6": 9, "read_excel": 9, "\u6ce8": 9, "\u6587\u4ef6\u4e00\u822c\u7531\u5f88\u591a\u4e2a": 9, "\u7ec4\u6210": 9, "\u9ed8\u8ba4\u6bcf\u4e2a": 9, "\u4e4b\u95f4\u7684\u5206\u9694\u7b26\u4e3a\u9017\u53f7": 9, "read_tabl": 9, "\u9ed8\u8ba4\u5206\u9694\u7b26\u4e3a\u6362\u884c\u7b26": 9, "\u8fd9\u4e9b\u51fd\u6570\u8fd8\u652f\u6301\u8bb8\u591a\u5176\u4ed6\u53c2\u6570": 9, "\u51fd\u6570\u67e5\u770b": 9, "\u662f\u4e00\u4e2a\u7ecf\u6d4e\u5b66\u6570\u636e\u5e93": 9, "\u7528\u4e8e\u6bd4\u8f83\u56fd\u5bb6\u548c\u5730\u533a\u4e4b\u95f4\u7684\u5b8f\u89c2\u7ecf\u6d4e\u6570\u636e": 9, "\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e86\u5404\u79cd\u5b8f\u89c2\u7ecf\u6d4e\u6307\u6807": 9, "\u5982\u56fd\u5185\u751f\u4ea7\u603b\u503c": 9, "\u4eba\u5747\u6536\u5165": 9, "\u52b3\u52a8\u529b\u548c\u8d44\u672c\u7b49\u56e0\u7d20": 9, "\u4ee5\u53ca\u4ef7\u683c\u6c34\u5e73": 9, "\u6c47\u7387\u7b49\u4fe1\u606f": 9, "\u6211\u4eec\u5148\u4e0b\u8f7d": 9, "\u5e76\u4f7f\u7528": 9, "\u7b80\u5355\u63a2\u7d22\u8be5\u6570\u636e\u96c6": 9, "\u8bfb\u53d6\u6570\u636e": 9, "\u51fd\u6570\u53ef\u4ee5\u6307\u5b9a\u67e5\u770b\u524d": 9, "tail": 9, "\u51fd\u6570\u6307\u5b9a\u67e5\u770b\u540e": 9, "info": 9, "\u51fd\u6570\u53ef\u4ee5\u67e5\u770b\u6570\u636e\u57fa\u672c\u4fe1\u606f": 9, "\u5305\u62ec\u5b57\u6bb5\u7c7b\u578b\u548c\u975e\u7a7a\u503c\u8ba1\u6570": 9, "dtype": [3, 4, 5, 9], "\u67e5\u770b\u5404\u53d8\u91cf\u6570\u636e\u7c7b\u578b": 9, "\u67e5\u770b\u6570\u636e\u6846\u5217\u540d": 9, "\u53d8\u91cf\u540d": 9, "\u67e5\u770b\u6570\u636e\u6846\u884c\u540d": 9, "\u53ef\u4ee5\u67e5\u770b": 9, "\u7684\u7ef4\u5ea6": 9, "\u5143\u7ec4\u5bf9\u8c61": 9, "\u663e\u793a\u6570\u636e\u6846\u7684\u884c\u6570\u548c\u5217\u6570": 9, "\u56e0\u6b64": 9, "\u53ef\u4ee5\u7528\u7d22\u5f15\u5206\u522b\u67e5\u770b\u6570\u636e\u6846\u7684\u884c\u6570\u548c\u5217\u6570": 9, "\u67e5\u770b\u6570\u636e\u6846\u884c\u6570": 9, "\u67e5\u770b\u6570\u636e\u6846\u5217\u6570": 9, "0x7f8fa505beb0": [], "\u7b80\u4ecb": [0, 7, 10], "isocod": [3, 6, 9], "1237": 3, "currency_unit": [3, 6, 9], "2655": 3, "cgdp": [3, 6, 9], "cgdp2": [3, 6, 9], "cda2": [3, 9], "ci": [3, 9], "p": [3, 9], "p2": [3, 9], "pc": [3, 9], "pg": [3, 9], "pi": [3, 9], "openc": [3, 9], "cgnp": [3, 9], "3095": 3, "y": [3, 9], "y2": [3, 9], "rgdpl": [3, 9], "2675": 3, "rgdpl2": [3, 9], "rgdpch": [3, 9], "kc": [3, 9], "kg": [3, 6, 9], "ki": [3, 6, 9], "openk": [3, 6, 9], "rgdpeqa": [3, 6, 9], "2845": 3, "rgdpwok": [3, 6, 9], "3223": 3, "rgdpl2wok": [3, 6, 9], "rgdpl2pe": [3, 6, 9], "10555": 3, "rgdpl2te": [3, 6, 9], "6001": 3, "rgdpl2th": [3, 6, 9], "9126": 3, "rgdptt": [3, 6, 9], "2009": [3, 4, 6, 9], "1323592": [3, 6], "afghanistan": [3, 4, 6, 9], "afg": [3, 6, 9], "1950": [3, 4, 9], "8150": [3, 4, 9], "368": [3, 4, 9], "1951": [3, 4, 9], "8284": [3, 4, 9], "473": [3, 4, 9], "1952": [3, 4, 6, 9], "8425": [3, 4, 6, 9], "333": [3, 4, 6, 9], "1953": [3, 4, 6, 9], "8573": [3, 4, 6, 9], "217": [3, 4, 6, 9], "1954": [3, 4, 6, 9], "8728": [3, 4, 6, 9], "408": [3, 4, 6, 9], "11395": [3, 6, 9], "zimbabw": [3, 4, 6, 9], "zwe": [3, 6, 9], "11639": [3, 4, 6, 9], "470": [3, 4, 6, 9], "236364e": [3, 6, 9], "01": [3, 6, 9], "39": [3, 5, 6, 9], "482829": [3, 6, 9], "1968": [3, 4, 6, 9], "205961": [3, 4, 6, 9], "169": [3, 6, 9], "097559": [3, 6, 9], "184": [3, 6, 9], "183929": [3, 6, 9], "995770": [3, 6, 9], "376272": [3, 6, 9], "89": [3, 5, 6, 9], "399427": [3, 6, 9], "214": [3, 6, 9], "739197": [3, 6, 9], "418": [3, 6, 9], "970867": [3, 6, 9], "390": [3, 6, 9], "907086": [3, 6, 9], "11396": [3, 6, 9], "11544": [3, 4, 6, 9], "326": [3, 4, 6, 9], "643606e": [3, 6, 9], "02": [3, 6, 9], "384": [3, 6, 9], "899651": [3, 6, 9], "2132": [3, 4, 6, 9], "305773": [3, 4, 6, 9], "705956": [3, 6, 9], "192": [3, 6, 9], "953943": [3, 6, 9], "648020": [3, 6, 9], "14": [3, 5, 6, 9], "986823": [3, 6, 9], "81": [3, 6, 9], "697014": [3, 6, 9], "543648": [3, 6, 9], "424": [3, 6, 9], "754259": [3, 6, 9], "407": [3, 6, 9], "262097": [3, 6, 9], "377": [3, 6, 9], "352394": [3, 6, 9], "179": [3, 6, 9], "368685": [3, 6, 9], "11397": [3, 6, 9], "2007": [3, 4, 6, 9], "11443": [3, 4, 6, 9], "187": [3, 4, 6, 9], "675781e": [3, 6, 9], "03": [3, 6, 9], "38583": [3, 6, 9], "323960": [3, 6, 9], "2107": [3, 4, 6, 9], "937100": [3, 4, 6, 9], "208918": [3, 6, 9], "198": [3, 6, 9], "215361": [3, 6, 9], "387106": [3, 6, 9], "15": [3, 5, 6, 9], "787322": [3, 6, 9], "84": [3, 5, 6, 9], "483374": [3, 6, 9], "202": [3, 6, 9], "707080": [3, 6, 9], "396": [3, 6, 9], "486201": [3, 6, 9], "376": [3, 6, 9], "163064": [3, 6, 9], "345": [3, 6, 9], "764991": [3, 6, 9], "173": [3, 6, 9], "113448": [3, 6, 9], "11398": [3, 6, 9], "2008": [3, 4, 6, 9], "11350": [3, 4, 6, 9], "000": [3, 4, 6, 9], "715424e": [3, 6, 9], "09": [3, 6, 9], "38723": [3, 6, 9], "957740": [3, 6, 9], "1772": [3, 4, 6, 9], "209867": [3, 4, 6, 9], "156": [3, 4, 6, 9], "141839": [3, 6, 9], "162": [3, 6, 9], "112294": [3, 6, 9], "685312": [3, 6, 9], "13": [3, 5, 6, 9], "444449": [3, 6, 9], "117130": [3, 6, 9], "174": [3, 6, 9], "178806": [3, 6, 9], "343": [3, 6, 9], "159758": [3, 6, 9], "332": [3, 6, 9], "649861": [3, 6, 9], "302": [3, 6, 9], "945712": [3, 6, 9], "142": [3, 6, 9], "329054": [3, 6, 9], "11399": [3, 6, 9], "11383": [3, 4, 6, 9], "400000e": [3, 6, 9], "17": [3, 5, 6, 9], "40289": [3, 6, 9], "958990": [3, 6, 9], "1906": [3, 4, 6, 9], "049843": [3, 4, 6, 9], "167": [3, 6, 9], "447056": [3, 6, 9], "419700": [3, 6, 9], "905525": [3, 6, 9], "743667": [3, 6, 9], "83": [3, 5, 6, 9], "749534": [3, 6, 9], "182": [3, 6, 9], "613004": [3, 6, 9], "314": [3, 6, 9], "171069": [3, 6, 9], "151": [3, 4, 6, 9], "435285": [3, 6, 9], "11400": [3, 4, 6, 9], "37": [3, 5, 6, 9], "bool": [3, 5], "9231": 3, "00": 3, "08": 3, "16": [3, 5, 6, 9], "47": [3, 6], "33": [3, 5, 9], "41": [3, 5], "236000e": 3, "48": [3, 6], "21": [3, 5, 6, 9], "18": [3, 5, 6, 9], "38": [3, 5], "40": [3, 5], "74": [3, 6], "97": [3, 5], "91": [3, 5], "643600e": 3, "90": [3, 5], "31": [3, 5, 9], "71": 3, "95": [3, 6], "65": [3, 4], "99": 3, "70": [3, 6], "54": 3, "75": [3, 9], "26": [3, 5, 6, 9], "35": [3, 5, 9], "19": [3, 5, 9], "675780e": 3, "94": [3, 5], "79": [3, 5, 6], "49": [3, 6], "76": 3, "96": 3, "69": [3, 6], "44": [3, 5], "12": [1, 3, 5, 6, 9], "05": 3, "45": [3, 4, 6], "42": [3, 5], "61": [3, 6], "7740": 3, "palau": 3, "plw": 3, "251": 3, "7741": 3, "448": 3, "7742": 3, "651": 3, "7743": 3, "859": 3, "7744": 3, "073": 3, "2158": 3, "china": [3, 6], "version": [3, 6], "chn": [3, 6], "1317066": 3, "yuan": [3, 6], "renminbi": [3, 6], "719402e": 3, "06": 3, "7379": 3, "586069": 3, "7529": 3, "397258": 3, "6747": 3, "223691": 3, "862836": 3, "68": 3, "760068": 3, "7132": 3, "315550": 3, "10938": 3, "84514": 3, "10929": 3, "28222": 3, "10937": 3, "76354": 3, "6635": 3, "526673": 3, "379586": 3, "2219": [3, 6], "ch2": [3, 6], "134246e": 3, "07": 3, "8569": [3, 6], "456643": [3, 6], "9227": [3, 6], "187296": [3, 6], "8531": 3, "307128": 3, "044203": [3, 6], "240342": [3, 6], "8247": [3, 6], "646160": [3, 6], "12658": [3, 6], "65025": [3, 6], "7747": [3, 6], "331618": [3, 6], "569457": 3, "2159": [3, 6], "073933e": 3, "8113": [3, 6], "773410": [3, 6], "8296": [3, 6], "575690": [3, 6], "7651": 3, "109254": 3, "46": [3, 6], "707842": [3, 6], "58": [3, 5, 6], "579480": [3, 6], "7782": [3, 6], "385295": [3, 6], "11914": [3, 6], "32395": [3, 6], "7314": [3, 6], "930606": [3, 6], "113773": 3, "10020": 3, "tajikistan": 3, "tjk": 3, "10021": 3, "830000": 3, "2218": 3, "950000": 3, "055732e": 3, "8015": 3, "782984": 3, "8416": 3, "480345": 3, "7551": 3, "673672": 3, "629450": 3, "883127": 3, "7777": 3, "945871": 3, "11929": 3, "04952": 3, "11938": 3, "30669": 3, "7233": 3, "090071": 3, "015783": 3, "2217": 3, "1310584": 3, "607532": 3, "407736e": 3, "7178": 3, "278054": 3, "7437": 3, "401920": 3, "6803": 3, "244389": 3, "634047": 3, "245056": 3, "7357": 3, "713761": 3, "11290": 3, "43295": 3, "11288": 3, "33089": 3, "6690": 3, "086924": 3, "178278": 3, "203": [3, 6], "065978": 3, "169098": 3, "201": 3, "489048": 3, "184706": 3, "199": [3, 6], "155404": 3, "184209": 3, "170": 3, "488034": 3, "156142": 3, "180": 3, "230237": 3, "167447": 3, "000000": [4, 9], "var": 4, "folder": 4, "4n": 4, "v40br47s46ggrjm9bdm64lwh0000gn": 4, "ipykernel_92515": 4, "459214562": 4, "py": [4, 5], "futurewarn": [4, 5], "multipl": 4, "implicitli": 4, "deprec": 4, "instead": 4, "3954": 4, "394467": 4, "16239": 4, "392063": 4, "4541": 4, "917011": 4, "16461": 4, "731179": 4, "5150": 4, "946930": 4, "16730": 4, "487389": 4, "5483": 4, "995310": 4, "17019": 4, "548668": 4, "5692": 4, "811775": 4, "17326": 4, "304137": 4, "1955": 4, "6196": 4, "465477": 4, "17657": 4, "801874": 4, "1956": 4, "6640": 4, "264851": 4, "17999": 4, "434226": 4, "1957": 4, "7104": 4, "041128": 4, "18364": 4, "700442": 4, "1958": 4, "7528": 4, "454605": 4, "18730": 4, "439042": 4, "1959": 4, "8148": 4, "510891": 4, "19043": 4, "260395": 4, "1960": 4, "8828": 4, "605776": 4, "19242": 4, "437274": 4, "1961": 4, "9128": 4, "455879": 4, "19423": 4, "141142": 4, "1962": 4, "9687": 4, "307082": 4, "19760": 4, "533626": 4, "1963": 4, "10351": 4, "917775": 4, "20233": 4, "695226": 4, "1964": 4, "11269": 4, "680061": 4, "20719": 4, "860558": 4, "1965": 4, "12105": 4, "691273": 4, "21182": 4, "282832": 4, "1966": 4, "13176": 4, "722813": 4, "21655": 4, "463121": 4, "1967": 4, "14051": 4, "084235": 4, "22121": 4, "536947": 4, "15421": 4, "584740": 4, "22606": 4, "150837": 4, "1969": 4, "17218": 4, "758987": 4, "23113": 4, "133937": 4, "1970": [4, 6], "21282": 4, "567279": 4, "23618": 4, "829389": 4, "1971": [4, 6], "23432": 4, "910689": 4, "24137": 4, "869711": 4, "1972": [4, 6], "25833": 4, "379310": 4, "24644": 4, "483005": 4, "1973": [4, 6], "29159": 4, "646600": 4, "25140": 4, "115900": 4, "1974": [4, 6], "32601": 4, "678050": 4, "25623": 4, "884663": 4, "1975": 4, "36109": 4, "970163": 4, "26088": 4, "471411": 4, "1976": 4, "40165": 4, "947722": 4, "26535": 4, "470116": 4, "1977": 4, "44691": 4, "033777": 4, "26979": 4, "055474": 4, "1978": 4, "50393": 4, "152251": 4, "27418": 4, "046916": 4, "1979": 4, "56983": 4, "540963": 4, "27873": 4, "890479": 4, "1980": 4, "63850": 4, "748602": 4, "28329": 4, "849105": 4, "1981": 4, "70997": 4, "231877": 4, "28790": 4, "876000": 4, "1982": 4, "75786": 4, "116966": 4, "29287": 4, "531784": 4, "1983": 4, "81059": 4, "066064": 4, "29795": 4, "689879": 4, "1984": 4, "88303": 4, "031984": 4, "30288": 4, "007526": 4, "1985": 4, "94477": 4, "342887": 4, "30791": 4, "765868": 4, "1986": 4, "101596": 4, "414215": 4, "31313": 4, "561847": 4, "1987": 4, "109494": 4, "183517": 4, "31863": 4, "784021": 4, "1988": 4, "118048": 4, "078421": 4, "32417": 4, "290021": 4, "1989": 4, "126221": 4, "579493": 4, "32964": 4, "028537": 4, "1990": 4, "144220": 4, "075333": 4, "33516": 4, "168453": 4, "1991": 4, "151894": 4, "234358": 4, "34055": 4, "531837": 4, "1992": 4, "159301": 4, "705863": 4, "34567": 4, "649100": 4, "1993": 4, "168690": 4, "980704": 4, "35065": 4, "424347": 4, "1994": 4, "178947": 4, "613269": 4, "35548": 4, "469784": 4, "1995": [4, 6], "190126": 4, "580304": 4, "36030": 4, "590795": 4, "1996": [4, 6], "200132": 4, "766116": 4, "36513": 4, "694642": 4, "1997": [4, 6], "210946": 4, "889843": 4, "36991": 4, "605037": 4, "1998": [4, 6], "216481": 4, "948520": 4, "37462": 4, "231458": 4, "1999": [4, 6], "228114": 4, "840291": 4, "37920": 4, "696968": 4, "244206": 4, "601784": 4, "38307": 4, "409353": 4, "2001": 4, "255312": 4, "487062": 4, "38742": 4, "535742": 4, "2002": 4, "269661": 4, "409286": 4, "39176": 4, "028268": 4, "2003": 4, "286959": 4, "704885": 4, "39606": 4, "837547": 4, "2004": 4, "312186": 4, "334350": 4, "40040": 4, "118863": 4, "344724": 4, "420195": 4, "40475": 4, "047642": 4, "379205": 4, "674317": 4, "40909": 4, "750389": 4, "416504": 4, "775669": 4, "41347": 4, "240695": 4, "446441": 4, "988262": 4, "41731": 4, "031032": 4, "448186": 4, "871127": 4, "42174": 4, "566563": 4, "15707": 4, "344917": 4, "31889": 4, "923": [4, 6], "albania": 4, "2461": 4, "208000": 4, "1227": [4, 5], "3250": 4, "778": 4, "algeria": 4, "19896": 4, "967967": 4, "8892": 4, "718": 4, "34178": 4, "angola": 4, "7295": 4, "199200": 4, "4117": 4, "617": 4, "12799": 4, "antigua": 4, "barbuda": 4, "352367": 4, "816": 4, "700": 4, "venezuela": 4, "15180": 4, "664233": 4, "5009": 4, "006": 4, "27191": 4, "090": 4, "vietnam": 4, "54711": 4, "902183": 4, "25348": 4, "144": 4, "88577": 4, "yemen": [4, 6], "10789": 4, "802917": 4, "4777": 4, "089": 4, "22858": [4, 6], "zambia": 4, "6448": 4, "586433": 4, "2553": 4, "13061": 4, "7567": 4, "034333": 4, "2853": 4, "11867": 4, "855": [4, 6], "190": 4, "1148587731": 4, "1120076566": 4, "customer_id_x": 5, "customer_id_i": 5, "valueerror": [], "traceback": 5, "recent": 5, "last": 5, "cell": 5, "20": [5, 6, 9], "anaconda3": 5, "env": 5, "tpch": 5, "lib": 5, "python3": 5, "241": [], "url": [], "filenam": 5, "reporthook": [], "224": [], "225": 6, "retriev": [], "temporari": [], "locat": [], "disk": [], "226": [], "237": [], "result": [], "httpmessag": [], "object": 9, "238": [], "239": [], "url_typ": [], "_splittyp": [], "close": [], "urlopen": [], "fp": [], "242": [], "header": 5, "244": [], "local": 5, "245": [], "No": 5, "sens": [], "perform": [], "copi": [], "unless": [], "216": 6, "timeout": [], "cafil": [], "capath": [], "cadefault": [], "context": [], "215": [], "open": 5, "_open": [], "503": [], "openerdirector": [], "self": 5, "fullurl": [], "500": [], "socket": [], "_global_default_timeout": [], "501": [], "502": [], "isinst": 5, "req": [], "504": [], "505": [], "322": [], "__init__": 5, "origin_req_host": [], "unverifi": [], "319": [], "320": [], "321": 6, "full_url": [], "323": [], "324": [], "unredirected_hdr": [], "348": [], "346": [], "_full_url": [], "unwrap": [], "347": [], "fragment": [], "_splittag": [], "_pars": [], "375": [], "rais": [], "unknown": [], "378": [], "host": [], "selector": [], "_splithost": [], "379": [], "sname": 5, "sex": 5, "dept": 5, "claasno": 5, "home_address": 5, "2019101101": 5, "\u5f20\u5143": 5, "\u7537": 5, "\u4fe1\u606f\u5b66\u9662": 5, "\u8ba1\u7b97\u673a": 5, "\u5317\u4eac\u5e02": 5, "2019101102": 5, "\u674e\u73b2": 5, "\u5973": 5, "\u5929\u6d25\u5e02": 5, "43": 5, "cno": 5, "cname": 5, "2019101103": 5, "e202": 5, "\u5b8f\u89c2\u7ecf\u6d4e": 5, "78": 5, "2019102105": 5, "cs101": 5, "\u7a0b\u5e8f\u8bbe\u8ba1": 5, "cs203": 5, "\u6570\u636e\u7ed3\u6784\u4e0e\u7b97\u6cd5": 5, "\u5f20\u6d69": 5, "\u4fe1\u606f\u8d44\u6e90\u7ba1\u7406": 5, "\u4e0a\u6d77\u5e02": 5, "2019102101": 5, "\u738b\u96e8\u83f2": 5, "\u8d22\u91d1\u5b66\u9662": 5, "\u8d22\u653f\u5b66": 5, "\u91cd\u5e86\u5e02": 5, "2019102102": 5, "\u8d75\u9756": 5, "\u7ecf\u6d4e\u5b66\u9662": 5, "\u8ba1\u91cf\u7ecf\u6d4e": 5, "\u6cb3\u5317\u77f3\u5bb6\u5e84": 5, "2019102103": 5, "\u738b\u660e": 5, "\u5c71\u897f\u592a\u539f": 5, "2019102104": 5, "\u674e\u534e": 5, "\u6570\u5b66\u5b66\u9662": 5, "\u5e94\u7528\u6570\u5b66": 5, "\u5185\u8499\u53e4\u547c\u548c\u6d69\u7279": 5, "\u5f20\u4f1f": 5, "\u8fbd\u5b81\u6c88\u9633": 5, "2019103101": 5, "\u8d75\u5a1f": 5, "\u5927\u6570\u636e": 5, "\u5409\u6797\u957f\u6625": 5, "2019103102": 5, "\u5218\u78ca": 5, "\u7edf\u8ba1\u5b66\u9662": 5, "\u7edf\u8ba1\u5b66": 5, "\u9ed1\u9f99\u6c5f\u54c8\u5c14\u6ee8": 5, "2019103103": 5, "\u9648\u9759": 5, "\u6c5f\u82cf\u5357\u4eac": 5, "2019103104": 5, "\u6768\u6668": 5, "\u91d1\u878d": 5, "\u6d59\u6c5f\u676d\u5dde": 5, "2019103105": 5, "\u5218\u6d0b": 5, "\u5e94\u7528\u7ecf\u6d4e": 5, "\u5b89\u5fbd\u5408\u80a5": 5, "88": 5, "2019103106": 5, "\u5218\u5a77": 5, "\u798f\u5efa\u798f\u5dde": 5, "2019103107": 5, "\u674e\u519b": 5, "\u6c5f\u897f\u5357\u660c": 5, "2019103108": 5, "\u5f20\u4e3d": 5, "\u5c71\u4e1c\u6d4e\u5357": 5, "98": 5, "2019103109": 5, "\u738b\u5f3a": 5, "\u57fa\u7840\u6570\u5b66": 5, "\u6cb3\u5357\u90d1\u5dde": 5, "92": 5, "2019103110": 5, "\u674e\u840d": 5, "\u6e56\u5317\u6b66\u6c49": 5, "82": 5, "2019103111": 5, "\u8d75\u946b": 5, "\u6e56\u5357\u957f\u6c99": 5, "86": 5, "2019103112": 5, "\u738b\u971e": 5, "\u5e7f\u4e1c\u5e7f\u5dde": 5, "2019103113": 5, "\u5f20\u9e4f": 5, "\u5e7f\u897f\u5357\u5b81": 5, "2019103114": 5, "\u9648\u6770": 5, "\u6d77\u5357\u6d77\u53e3": 5, "2019103115": 5, "\u5218\u4f73": 5, "\u56db\u5ddd\u6210\u90fd": 5, "23": [5, 6, 9], "2019103116": 5, "\u738b\u78ca": 5, "\u8d35\u5dde\u8d35\u9633": 5, "24": [5, 6, 9], "2019103117": 5, "\u6768\u9633": 5, "\u8ba1\u7b97\u6570\u5b66": 5, "\u4e91\u5357\u6606\u660e": 5, "2019103118": 5, "\u9648\u96ea": 5, "\u897f\u85cf\u62c9\u8428": 5, "2019103119": 5, "\u5f20\u5065": 5, "\u9655\u897f\u897f\u5b89": 5, "87": [5, 6], "27": [5, 9], "2019103120": 5, "\u738b\u6885": 5, "\u7518\u8083\u5170\u5dde": 5, "28": [5, 6, 9], "2019103121": 5, "\u674e\u6d69": 5, "\u9752\u6d77\u897f\u5b81": 5, "29": [5, 6, 9], "2019103122": 5, "\u5218\u6b23": 5, "\u5b81\u590f\u94f6\u5ddd": 5, "2019103123": 5, "\u8d75\u6587": 5, "\u65b0\u7586\u4e4c\u9c81\u6728\u9f50": 5, "2019103124": 5, "\u6768\u52c7": 5, "\u9999\u6e2f\u7279\u522b\u884c\u653f\u533a": 5, "2019103125": 5, "\u738b\u7ea2": 5, "\u6fb3\u95e8\u7279\u522b\u884c\u653f\u533a": 5, "2019103126": 5, "\u5f20\u5a77": 5, "\u53f0\u6e7e\u53f0\u5317": 5, "34": [5, 9], "2019103127": 5, "\u9648\u8f89": 5, "2019103128": 5, "\u674e\u660e\u9633": 5, "36": [5, 9], "2019103129": 5, "\u738b\u5c0f\u82b3": 5, "\u8fbd\u5b81\u5927\u8fde": 5, "77": [5, 6], "2019103130": 5, "\u5f20\u946b\u5cf0": 5, "\u6d59\u6c5f\u5b81\u6ce2": 5, "2019103131": 5, "\u5218\u4f73\u742a": 5, "2019103132": 5, "\u9648\u4f1f\u6770": 5, "\u6cb3\u5317\u4fdd\u5b9a": 5, "2019103133": 5, "\u6768\u6653\u96e8": 5, "\u6cb3\u5357\u8bb8\u660c": 5, "2019103134": 5, "\u738b\u5b87\u822a": 5, "\u6e56\u5357\u8861\u9633": 5, "2019103135": 5, "\u8d75\u68a6\u5a77": 5, "\u6cb3\u5317\u6ca7\u5dde": 5, "2019103136": 5, "\u738b\u9e4f\u98de": 5, "\u6c5f\u897f\u666f\u5fb7\u9547": 5, "20881": 6, "480": 6, "833333": 6, "afghani": 6, "352981": 6, "7640": 6, "404208": 6, "365": 6, "893807": 6, "380": 6, "608406": 6, "969276": 6, "435963": 6, "64": 6, "779503": 6, "575": [5, 6], "749694": 6, "1427": 6, "160971": 6, "1432": 6, "074990": 6, "450": 6, "097562": 6, "21559": 6, "500023": 6, "035618": 6, "7541": 6, "782643": 6, "349": 6, "805639": 6, "363": 6, "579817": 6, "403287": 6, "368530": 6, "72": 6, "681765": 6, "539": 6, "935370": 6, "1339": 6, "773062": 6, "1343": 6, "634290": 6, "422": 6, "025786": 6, "22227": 6, "415": 6, "000030": 6, "230919": 6, "7420": 6, "757993": 6, "856096": 6, "342": 6, "188209": 6, "098612": 6, "681018": 6, "57": 6, "214244": 6, "569": 6, "246414": 6, "1414": 6, "179670": 6, "1508": 6, "635000": 6, "388": 6, "407429": 6, "22912": 6, "814": 6, "000053": 6, "225851": 6, "7203": 6, "038357": 6, "367251": 6, "797566": 6, "155247": 6, "589964": 6, "62": 6, "186846": 6, "258652": 6, "1340": 6, "627874": 6, "1430": 6, "919956": 6, "011141": 6, "23646": 6, "106375": 6, "193448": 6, "7053": 6, "728453": 6, "298": 6, "303741": 6, "305": [5, 6], "275708": 6, "169332": 6, "483448": 6, "67": 6, "001174": 6, "510": 6, "554309": 6, "1270": 6, "043559": 6, "1356": 6, "481758": 6, "339": 6, "159330": 6, "11275": 6, "yem": 6, "20345": 6, "195": 6, "080000": 6, "yemeni": 6, "rial": 6, "501112": 6, "49247": 6, "125610": 6, "2420": 6, "600915": 6, "2445": 6, "644456": 6, "630541": 6, "908319": 6, "762075": 6, "3152": 6, "987812": 6, "9689": 6, "452913": 6, "9376": 6, "655609": 6, "11276": 6, "20965": 6, "500000": [6, 9], "718914": 6, "51669": 6, "180970": 6, "2464": 6, "544764": 6, "2509": 6, "971963": 6, "627067": 6, "001314": 6, "513306": 6, "3098": 6, "297843": 6, "9398": 6, "235529": 6, "9540": 6, "051028": 6, "9243": 6, "472310": 6, "2382": 6, "182154": 6, "11277": 6, "21591": 6, "540000": 6, "656475": 6, "55761": 6, "428540": 6, "2582": 6, "623711": 6, "2607": 6, "372597": 6, "616352": 6, "295411": 6, "538105": 6, "3149": 6, "613533": 6, "9432": 6, "763102": 6, "9606": 6, "653374": 6, "9314": 6, "041767": 6, "2417": 6, "153583": 6, "11278": 6, "22223": 6, "200": [6, 9], "889955": 6, "59804": 6, "720830": 6, "2691": 6, "118248": 6, "2708": 6, "301212": 6, "578654": 6, "635831": 6, "739227": 6, "3154": 6, "238236": 6, "9329": 6, "826256": 6, "9586": 6, "031067": 6, "9295": 6, "538992": 6, "2437": 6, "614583": 6, "11279": 6, "207": 6, "320000": 6, "617700": 6, "61288": 6, "814890": 6, "2681": 6, "285103": 6, "2699": 6, "266570": 6, "432549": 6, "873591": 6, "66": 6, "853623": 6, "3116": 6, "525801": 6, "9276": 6, "310000": 6, "2415": 6, "879535": 6, "2223": 6, "12430": 6, "623": 6, "499843e": 6, "030932": 6, "2544": 6, "158761": 6, "204": 6, "668645": 6, "070672": 6, "874972": 6, "282942": 6, "400791": 6, "1081": 6, "424221": 6, "2573": 6, "757504": 6, "2628": 6, "306751": 6, "028440": 6, "12749": 6, "385": 6, "029717": 6, "2772": 6, "708160": 6, "477797": 6, "233": 6, "174215": 6, "391439": 6, "136900": 6, "542793": 6, "1107": 6, "678841": 6, "2638": 6, "926007": 6, "2690": 6, "518366": 6, "864": 6, "055243": 6, "13079": 6, "460": 6, "028351": 6, "2532": 6, "448551": 6, "193": 6, "620268": 6, "815514": 6, "894959": 6, "223611": 6, "784399": 6, "945": 6, "298951": 6, "2254": 6, "372064": 6, "2287": 6, "650884": 6, "737": 6, "915549": 6, "13421": 6, "301": 6, "026877": 6, "2901": 6, "972071": 6, "221369": 6, "405444": 6, "451048": 6, "500619": 6, "505092": 6, "999": 6, "400460": 6, "2385": 6, "834304": 6, "2424": 6, "683471": 6, "779": 6, "620585": 6, "13772": 6, "076": 6, "028327": 6, "3424": 6, "228187": 6, "248": 6, "635586": 6, "257": 6, "753750": 6, "098609": 6, "785019": 6, "503937": 6, "1025": 6, "208685": 6, "2449": 6, "957675": 6, "2497": 6, "585718": 6, "812": 6, "015225": 6, "3827": 6, "342447": 6, "10739325": 6, "779553": 6, "164712": 6, "11342464": 6, "655224": 6, "\u8fdb\u884c\u8868\u683c\u6570\u636e\u5904\u7406": 7, "300": 9, "400": 9, "290994": 9, "750000": 9, "50": 9, "250000": 9, "2909944487358056": 9, "class": 9, "core": 9, "frame": 9, "rangeindex": 9, "entri": 9, "total": 9, "non": 9, "10163": 9, "8745": 9, "8305": 9, "8725": 9, "8555": 9, "8177": 9, "845": 9, "5399": 9, "2274": 9, "memori": 9, "usag": 9, "mb": 9, "filenotfounderror": 5, "site": 5, "packag": 5, "util": 5, "_decor": 5, "311": 5, "deprecate_nonkeyword_argu": 5, "decor": 5, "wrapper": 5, "arg": 5, "kwarg": 5, "len": 5, "num_allow_arg": 5, "306": 5, "warn": 5, "307": 5, "msg": 5, "format": 5, "308": 5, "309": 5, "stacklevel": 5, "310": 5, "func": 5, "io": 5, "parser": 5, "reader": 5, "680": 5, "filepath_or_buff": 5, "sep": 5, "delimit": 5, "index_col": 5, "usecol": 5, "squeez": 5, "prefix": 5, "mangle_dupe_col": 5, "engin": 5, "true_valu": 5, "false_valu": 5, "skipinitialspac": 5, "skiprow": 5, "skipfoot": 5, "nrow": 5, "na_valu": 5, "keep_default_na": 5, "na_filt": 5, "verbos": 5, "skip_blank_lin": 5, "parse_d": 5, "infer_datetime_format": 5, "keep_date_col": 5, "date_pars": 5, "dayfirst": 5, "cache_d": 5, "iter": 5, "chunksiz": 5, "compress": 5, "thousand": 5, "decim": 5, "linetermin": 5, "quotechar": 5, "quot": 5, "doublequot": 5, "escapechar": 5, "comment": 5, "encoding_error": 5, "dialect": 5, "error_bad_lin": 5, "warn_bad_lin": 5, "on_bad_lin": 5, "delim_whitespac": 5, "low_memori": 5, "memory_map": 5, "float_precis": 5, "storage_opt": 5, "665": 5, "kwds_default": 5, "_refine_defaults_read": 5, "666": 5, "667": 5, "676": 5, "677": 5, "678": 5, "kwd": 5, "updat": 5, "_read": 5, "572": 5, "_validate_nam": 5, "574": 5, "textfileread": 5, "577": 5, "578": 5, "933": 5, "930": 5, "option": 5, "has_index_nam": 5, "932": 5, "handl": 5, "iohandl": 5, "_engin": 5, "_make_engin": 5, "1217": 5, "1213": 5, "mode": 5, "rb": 5, "1214": 5, "error": 5, "overload": 5, "variant": 5, "get_handl": 5, "match": 5, "1215": 5, "union": 5, "pathlik": 5, "readcsvbuff": 5, "1216": 5, "ignor": 5, "1218": 5, "1219": 5, "1220": 5, "1221": 5, "1222": 5, "1223": 5, "is_text": 5, "1224": 5, "strict": 5, "1225": 5, "1226": 5, "assert": 5, "1228": 5, "common": 5, "789": 5, "path_or_buf": 5, "784": 5, "elif": 5, "785": 5, "binari": 5, "786": 5, "newlin": 5, "787": 5, "ioarg": 5, "788": 5, "790": 5, "791": 5, "792": 5, "793": 5, "794": 5, "795": 5, "796": 5, "797": 5, "798": 5, "errno": 5, "directori": 5, "user": 5, "luweizheng": 5, "project": 5, "101": 5, "distribut": [], "zh": [], "ch": 5, "\u6570\u636e\u5207\u7247": [7, 10], "\u6570\u636e\u5904\u7406": [7, 10], "\u5206\u7ec4\u6c47\u603b": [7, 10], "\u591a\u8868\u64cd\u4f5c": [7, 10], "33333333": 1, "66666667": 1, "\u5bf9\u4e24\u4e2a": 5, "scienc": 5}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"welcom": [], "your": [], "jupyt": [], "book": [], "markdown": [], "file": [], "what": [], "myst": [], "sampl": [], "role": [], "direct": [], "citat": [], "learn": [], "more": [], "notebook": [], "an": [], "exampl": [], "cell": [], "creat": [], "quickli": [], "add": [], "yaml": [], "metadata": [], "content": [], "code": [], "block": [], "output": [], "name": [], "part": [], "1": [], "\u4e8c\u5143\u51fd\u6570": [], "numpi": [0, 2], "\u7ebf\u6027\u4ee3\u6570": [], "ndarrai": 1, "\u521b\u5efa": [1, 9], "\u6570\u636e\u7c7b\u578b": 1, "dtype": 1, "\u521b\u5efa\u7279\u5b9a\u7684": 1, "arang": 1, "\u4e0e": [1, 9], "linspac": 1, "ones": 1, "ones_lik": 1, "zero": 1, "zeros_lik": 1, "full": 1, "full_lik": 1, "ey": 1, "\u5e38\u7528\u5c5e\u6027": 1, "\u6570\u7ec4\u7ef4\u5ea6\u53d8\u6362": 1, "\u4e0d\u6539\u53d8\u539f\u6570\u7ec4": 1, "\u6539\u53d8\u539f\u6570\u7ec4": 1, "\u6570\u636e\u7c7b\u578b\u53d8\u6362": 1, "astyp": 1, "\u5408\u5e76\u51fd\u6570": 1, "python": [1, 10], "\u5217\u8868\u7684\u8f6c\u6362": 1, "\u5207\u7247\u4e0e\u7d22\u5f15": [], "\u7b80\u4ecb": [2, 8], "\u5b89\u88c5": [2, 8], "panda": [2, 7, 8], "\u968f\u673a\u6570\u751f\u6210": [], "\u4e00\u5143\u51fd\u6570": [], "\u6570\u636e\u5904\u7406": 3, "\u5904\u7406\u91cd\u590d\u503c": 3, "\u5904\u7406\u7f3a\u5931\u503c": 3, "appli": 3, "\u51fd\u6570": 3, "\u66f4\u6539": 3, "datafram": [3, 9], "\u6570\u636e\u6392\u5e8f": 3, "\u5206\u7ec4\u6c47\u603b": 4, "\u5206\u7ec4\u53d8\u91cf": 4, "\u6c47\u603b\u53d8\u91cf": 4, "\u6c47\u603b\u7edf\u8ba1\u91cf": 4, "\u591a\u91cd\u7d22\u5f15": 4, "\u591a\u8868\u64cd\u4f5c": 5, "merg": 5, "\u8fde\u63a5\u65b9\u5f0f": 5, "\u5176\u4ed6\u5408\u5e76\u65b9\u5f0f": 5, "concat": 5, "\u6848\u4f8b": [5, 9], "\u5b66\u751f\u6210\u7ee9": 5, "\u6570\u636e\u5207\u7247": 6, "\u4e3b\u8981\u65b9\u6cd5": 6, "\u4f7f\u7528": 6, "\u8fdb\u884c\u9009\u62e9": 6, "iloc": 6, "\u6216\u8005": 6, "loc": 6, "queri": 6, "\u5bfc\u5165": 8, "seri": 9, "pwt": 9, "\u67e5\u770b\u6570\u636e": 9, "\u6570\u636e\u5904\u7406\u4e0e\u8ba1\u7b97": 10, "\u6570\u636e\u79d1\u5b66\u5b9e\u6218": 10}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinxcontrib.bibtex": 9, "sphinx": 56}})
\ No newline at end of file