From 6d1885f34e991894c4557c29787dced7e4d560b9 Mon Sep 17 00:00:00 2001
From: "echo.lj" <echo.lj@alibaba-inc.com>
Date: Fri, 30 Mar 2018 10:31:34 +0800
Subject: [PATCH 01/15] =?UTF-8?q?=E4=BF=AE=E5=A4=8Dnbconvert?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 generate_static_files.ipynb | 320 +++++++++++++++++-------------------
 generate_static_files.py    |  27 +--
 2 files changed, 166 insertions(+), 181 deletions(-)

diff --git a/generate_static_files.ipynb b/generate_static_files.ipynb
index bfcb21d3..0d03cf78 100644
--- a/generate_static_files.ipynb
+++ b/generate_static_files.ipynb
@@ -10,9 +10,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import os\n",
@@ -31,9 +29,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "if not os.path.exists('static-files'):\n",
@@ -53,9 +49,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "folders = ['01-python-tools', \n",
@@ -83,9 +77,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "file_names = []\n",
@@ -98,9 +90,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "def convert_to_files(names, to_format):\n",
@@ -108,13 +98,9 @@
     "    for folder in folders:\n",
     "        if not os.path.exists(os.path.join(target_dir, folder)):\n",
     "            os.makedirs(os.path.join(target_dir, folder))\n",
-    "    converter = {\n",
-    "        \"html\": nbconvert.export_html,\n",
-    "        \"python\": nbconvert.export_python\n",
-    "        }\n",
     "    \n",
     "    for file_name in names:\n",
-    "        p = converter[to_format](file_name)\n",
+    "        p = nbconvert.export(nbconvert.get_exporter(to_format), file_name)\n",
     "        with open(os.path.join(target_dir, file_name[:-6] + p[1][\"output_extension\"]), 'w') as f:\n",
     "            f.write(p[0].encode(\"utf-8\"))\n",
     "        print file_name"
@@ -130,155 +116,153 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
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+      "09-theano/09.08-linear-regression.ipynb\n",
+      "09-theano/09.09-logistic-regression-.ipynb\n",
+      "09-theano/09.10-softmax-on-mnist.ipynb\n",
+      "09-theano/09.11-net-on-mnist.ipynb\n",
+      "09-theano/09.12-random-streams.ipynb\n",
+      "09-theano/09.13-modern-net-on-mnist.ipynb\n",
+      "09-theano/09.14-convolutional-net-on-mnist.ipynb\n",
+      "09-theano/09.15-tensor-basics.ipynb\n",
+      "09-theano/09.16-tensor-indexing.ipynb\n",
+      "09-theano/09.17-tensor-operator-and-elementwise-operations.ipynb\n",
+      "09-theano/09.18-tensor-nnet-.ipynb\n",
+      "09-theano/09.19-tensor-conv.ipynb\n",
+      "10-something-interesting/10.01-maps-using-basemap.ipynb\n",
+      "10-something-interesting/10.02-maps-using-cartopy.ipynb\n",
+      "10-something-interesting/10.03-nba-data.ipynb\n",
+      "10-something-interesting/10.04-louis-cha's-kungfu-world.ipynb\n",
+      "11-useful-tools/11.01-pprint.ipynb\n",
+      "11-useful-tools/11.02-pickle-and-cPickle.ipynb\n",
+      "11-useful-tools/11.03-json.ipynb\n",
+      "11-useful-tools/11.04-glob.ipynb\n",
+      "11-useful-tools/11.05-shutil.ipynb\n",
+      "11-useful-tools/11.06-gzip,-zipfile,-tarfile.ipynb\n",
+      "11-useful-tools/11.07-logging.ipynb\n",
+      "11-useful-tools/11.08-string.ipynb\n",
+      "11-useful-tools/11.09-collections.ipynb\n",
+      "11-useful-tools/11.10-requests.ipynb\n",
+      "12-pandas/12.01-ten-minutes-to-pandas.ipynb\n",
+      "12-pandas/12.02-series-in-pandas.ipynb\n",
+      "12-pandas/12.03-dataframe-in-pandas.ipynb\n"
      ]
     }
    ],
@@ -296,9 +280,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "with open('index.md') as f:\n",
@@ -324,9 +306,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
-   "version": "2.7.11"
+   "version": "2.7.14"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 1
 }
diff --git a/generate_static_files.py b/generate_static_files.py
index 567637ae..99e3d33c 100644
--- a/generate_static_files.py
+++ b/generate_static_files.py
@@ -3,7 +3,8 @@
 
 # # 将笔记转化为不同的文件格式
 
-# In[1]:
+# In[ ]:
+
 
 import os
 import os.path
@@ -13,7 +14,8 @@
 
 # 检查路径是否存在，删除旧的文件：
 
-# In[2]:
+# In[ ]:
+
 
 if not os.path.exists('static-files'):
     os.mkdir('static-files')
@@ -24,7 +26,8 @@
 
 # 文件夹：
 
-# In[3]:
+# In[ ]:
+
 
 folders = ['01-python-tools', 
            '02-python-essentials',
@@ -43,7 +46,8 @@
 
 # 遍历文件夹得到所有的文件名：
 
-# In[4]:
+# In[ ]:
+
 
 file_names = []
 
@@ -52,20 +56,17 @@
     file_names += [os.path.join(folder, file_name) for file_name in files if file_name.endswith('.ipynb')]
 
 
-# In[5]:
+# In[ ]:
+
 
 def convert_to_files(names, to_format):
     target_dir = os.path.join("static-files", to_format)
     for folder in folders:
         if not os.path.exists(os.path.join(target_dir, folder)):
             os.makedirs(os.path.join(target_dir, folder))
-    converter = {
-        "html": nbconvert.export_html,
-        "python": nbconvert.export_python
-        }
     
     for file_name in names:
-        p = converter[to_format](file_name)
+        p = nbconvert.export(nbconvert.get_exporter(to_format), file_name)
         with open(os.path.join(target_dir, file_name[:-6] + p[1]["output_extension"]), 'w') as f:
             f.write(p[0].encode("utf-8"))
         print file_name
@@ -73,14 +74,16 @@ def convert_to_files(names, to_format):
 
 # 转化 HTML 文件：
 
-# In[6]:
+# In[ ]:
+
 
 convert_to_files(file_names, "html")
 
 
 # 产生新目录：
 
-# In[7]:
+# In[ ]:
+
 
 with open('index.md') as f:
     text = f.read()

From 2b2177c8bbf165e244c80ff19bc81817ebb0af63 Mon Sep 17 00:00:00 2001
From: Jin Li <lijinwithyou@gmail.com>
Date: Sat, 31 Mar 2018 23:24:00 +0800
Subject: [PATCH 02/15] Update README.md

---
 README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/README.md b/README.md
index 2047fd78..4ee3f4fa 100644
--- a/README.md
+++ b/README.md
@@ -6,6 +6,7 @@
 > 版本：0.0.1<br>
 > 作者：李金<br>
 > 邮件：lijinwithyou@gmail.com<br>
+> <span style="color:red">由于涉及著作权的问题，对基于本笔记所做的修订、改编，目前不能做任何正式授权。笔记内容仅供学习参考，未经允许，请勿用于任何商业用途。</span>
 
 `Github` 加载 `.ipynb` 的速度较慢，建议在 [Nbviewer](http://nbviewer.ipython.org/github/lijin-THU/notes-python/blob/master/index.ipynb) 中查看该项目。
 

From 3d4a166044c8ef4fe2f855547925900125c6263e Mon Sep 17 00:00:00 2001
From: Jin Li <lijinwithyou@gmail.com>
Date: Sat, 31 Mar 2018 23:24:48 +0800
Subject: [PATCH 03/15] Update README.md

---
 README.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 4ee3f4fa..8d1b6cf7 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,8 @@
 > 版本：0.0.1<br>
 > 作者：李金<br>
 > 邮件：lijinwithyou@gmail.com<br>
-> <span style="color:red">由于涉及著作权的问题，对基于本笔记所做的修订、改编，目前不能做任何正式授权。笔记内容仅供学习参考，未经允许，请勿用于任何商业用途。</span>
+
+<span style="color: red">由于涉及著作权的问题，对基于本笔记所做的修订、改编，目前不能做任何正式授权。笔记内容仅供学习参考，未经允许，请勿用于任何商业用途。</span>
 
 `Github` 加载 `.ipynb` 的速度较慢，建议在 [Nbviewer](http://nbviewer.ipython.org/github/lijin-THU/notes-python/blob/master/index.ipynb) 中查看该项目。
 

From a691164bdbff08c4870c51acd71c784765029294 Mon Sep 17 00:00:00 2001
From: Jin Li <lijinwithyou@gmail.com>
Date: Sat, 31 Mar 2018 23:26:16 +0800
Subject: [PATCH 04/15] Update index.ipynb

---
 index.ipynb | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/index.ipynb b/index.ipynb
index 753857b6..1cfe74a3 100644
--- a/index.ipynb
+++ b/index.ipynb
@@ -22,6 +22,8 @@
     "> 作者：李金<br>\n",
     "> 邮件：lijinwithyou@gmail.com<br>\n",
     "\n",
+    "由于涉及著作权的问题，对基于本笔记所做的修订、改编，目前不能做任何正式授权。笔记内容仅供学习参考，未经允许，请勿用于任何商业用途。\n",
+    "\n",
     "`Github` 加载 `.ipynb` 的速度较慢，建议在 [Nbviewer](http://nbviewer.ipython.org/github/lijin-THU/notes-python/blob/master/index.ipynb) 中查看该项目。\n",
     "\n",
     "基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版，京东、淘宝、当当、亚马逊均有销售。\n",

From cf98f2241a749617398412487df4b670bd5bd77e Mon Sep 17 00:00:00 2001
From: "echo.lj" <echo.lj@alibaba-inc.com>
Date: Mon, 2 Apr 2018 13:48:35 +0800
Subject: [PATCH 05/15] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E9=93=BE=E6=8E=A5?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md   | 7 +++++--
 index.ipynb | 8 ++++++--
 2 files changed, 11 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 8d1b6cf7..3b0a71c5 100644
--- a/README.md
+++ b/README.md
@@ -7,12 +7,15 @@
 > 作者：李金<br>
 > 邮件：lijinwithyou@gmail.com<br>
 
-<span style="color: red">由于涉及著作权的问题，对基于本笔记所做的修订、改编，目前不能做任何正式授权。笔记内容仅供学习参考，未经允许，请勿用于任何商业用途。</span>
+由于涉及著作权的问题，对基于本笔记所做的修订、改编，目前不做任何正式授权。
+
+笔记内容仅供学习参考，未经允许，请勿用于任何商业用途。
 
 `Github` 加载 `.ipynb` 的速度较慢，建议在 [Nbviewer](http://nbviewer.ipython.org/github/lijin-THU/notes-python/blob/master/index.ipynb) 中查看该项目。
 
-基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版，京东、淘宝、当当、亚马逊均有销售。
+基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版，京东自营链接：
 
+https://item.jd.com/12328920.html
 
 ![](book.jpg)
 
diff --git a/index.ipynb b/index.ipynb
index 1cfe74a3..91ce76e4 100644
--- a/index.ipynb
+++ b/index.ipynb
@@ -22,11 +22,15 @@
     "> 作者：李金<br>\n",
     "> 邮件：lijinwithyou@gmail.com<br>\n",
     "\n",
-    "由于涉及著作权的问题，对基于本笔记所做的修订、改编，目前不能做任何正式授权。笔记内容仅供学习参考，未经允许，请勿用于任何商业用途。\n",
+    "由于涉及著作权的问题，对基于本笔记所做的修订、改编，目前不做任何正式授权。\n",
+    "\n",
+    "笔记内容仅供学习参考，未经允许，请勿用于任何商业用途。\n",
     "\n",
     "`Github` 加载 `.ipynb` 的速度较慢，建议在 [Nbviewer](http://nbviewer.ipython.org/github/lijin-THU/notes-python/blob/master/index.ipynb) 中查看该项目。\n",
     "\n",
-    "基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版，京东、淘宝、当当、亚马逊均有销售。\n",
+    "基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版，京东自营链接：\n",
+    "\n",
+    "https://item.jd.com/12328920.html\n",
     "\n",
     "![](book.jpg)"
    ]

From 488abc1fec52d1951eb8f8bf06ded0a2399291c8 Mon Sep 17 00:00:00 2001
From: "echo.lj" <echo.lj@alibaba-inc.com>
Date: Tue, 17 Apr 2018 11:40:57 +0800
Subject: [PATCH 06/15] =?UTF-8?q?=E4=BF=AE=E6=94=B9?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md         |   4 +---
 index.ipynb       |   4 +---
 payment-any.jpg   | Bin 14019 -> 0 bytes
 payment-big.jpg   | Bin 14714 -> 0 bytes
 payment-small.jpg | Bin 14773 -> 0 bytes
 5 files changed, 2 insertions(+), 6 deletions(-)
 delete mode 100644 payment-any.jpg
 delete mode 100644 payment-big.jpg
 delete mode 100644 payment-small.jpg

diff --git a/README.md b/README.md
index 3b0a71c5..1747797c 100644
--- a/README.md
+++ b/README.md
@@ -228,9 +228,7 @@ conda update anaconda
 
 觉得有用打赏一下？
 
-![](payment-small.jpg)
-![](payment-big.jpg)
-![](payment-any.jpg)
+![](payment.jpeg)
 
 
 打个广告：
diff --git a/index.ipynb b/index.ipynb
index 91ce76e4..65063730 100644
--- a/index.ipynb
+++ b/index.ipynb
@@ -278,9 +278,7 @@
    "source": [
     "觉得有用打赏一下？\n",
     "\n",
-    "![](payment-small.jpg)\n",
-    "![](payment-big.jpg)\n",
-    "![](payment-any.jpg)\n",
+    "![](payment.jpeg)\n",
     "\n",
     "打个广告：\n",
     "\n",
diff --git a/payment-any.jpg b/payment-any.jpg
deleted file mode 100644
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GIT binary patch
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From 20c0d85afc5c2db8615fec3e12858b8717b4ade5 Mon Sep 17 00:00:00 2001
From: "echo.lj" <echo.lj@alibaba-inc.com>
Date: Tue, 17 Apr 2018 11:44:13 +0800
Subject: [PATCH 07/15] =?UTF-8?q?=E4=BF=AE=E6=94=B9?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 payment.jpeg | Bin 0 -> 10552 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 payment.jpeg

diff --git a/payment.jpeg b/payment.jpeg
new file mode 100644
index 0000000000000000000000000000000000000000..6bc84c4f2e4265ba2846b7cff70b7dd7f30b7f06
GIT binary patch
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From 38c550d818ac4339f12badb2bb9c7ad013ad78c0 Mon Sep 17 00:00:00 2001
From: Jin Li <lijinwithyou@gmail.com>
Date: Fri, 4 May 2018 15:22:44 +0800
Subject: [PATCH 08/15] Update README.md

---
 README.md | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/README.md b/README.md
index 1747797c..7f619c9e 100644
--- a/README.md
+++ b/README.md
@@ -17,6 +17,10 @@
 
 https://item.jd.com/12328920.html
 
+天猫：
+
+https://detail.tmall.com/item.htm?id=566648749647
+
 ![](book.jpg)
 
 ---

From e14a653e542800445e2f57eb4d6a230f5744fc77 Mon Sep 17 00:00:00 2001
From: Jin Li <lijinwithyou@gmail.com>
Date: Fri, 4 May 2018 15:23:56 +0800
Subject: [PATCH 09/15] Update index.ipynb

---
 index.ipynb | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/index.ipynb b/index.ipynb
index 65063730..3e7f566b 100644
--- a/index.ipynb
+++ b/index.ipynb
@@ -31,6 +31,9 @@
     "基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版，京东自营链接：\n",
     "\n",
     "https://item.jd.com/12328920.html\n",
+    "天猫：\n",
+    "\n",
+    "https://detail.tmall.com/item.htm?id=566648749647\n",
     "\n",
     "![](book.jpg)"
    ]

From a80f46389342e6aedf09f0151cb43943eb986b61 Mon Sep 17 00:00:00 2001
From: "echo.lj" <echo.lj@alibaba-inc.com>
Date: Fri, 1 Jun 2018 12:08:30 +0800
Subject: [PATCH 10/15] =?UTF-8?q?=E4=BF=AE=E6=94=B9=20read=20me?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md    |  27 ++++-----------
 book.jpg     | Bin 7560 -> 0 bytes
 index.ipynb  |  95 +++++++++++----------------------------------------
 payment.jpeg | Bin 10552 -> 0 bytes
 4 files changed, 27 insertions(+), 95 deletions(-)
 delete mode 100644 book.jpg
 delete mode 100644 payment.jpeg

diff --git a/README.md b/README.md
index 7f619c9e..3f647fe2 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,3 @@
-
 [![Analytics](https://ga-beacon.appspot.com/UA-80121379-2/notes-python)](https://github.com/lijin-thu/notes-python)
 
 # 中文 Python 笔记
@@ -13,15 +12,12 @@
 
 `Github` 加载 `.ipynb` 的速度较慢，建议在 [Nbviewer](http://nbviewer.ipython.org/github/lijin-THU/notes-python/blob/master/index.ipynb) 中查看该项目。
 
-基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版，京东自营链接：
+基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版。
 
+京东自营链接：
 https://item.jd.com/12328920.html
 
-天猫：
-
-https://detail.tmall.com/item.htm?id=566648749647
-
-![](book.jpg)
+天猫、亚马逊、当当均有销售。
 
 ---
 
@@ -35,14 +31,14 @@ https://detail.tmall.com/item.htm?id=566648749647
 
 推荐使用 [Anaconda](http://www.continuum.io/downloads)，这个IDE集成了大部分常用的包。
 
-笔记内容使用 `ipython notebook` 来展示。
+笔记内容使用 `jupyter notebook` 来展示。
 
 安装好 `Python` 和相应的包之后，可以在命令行下输入：
 
 ```
-$ ipython notebook
+$ jupyter notebook
 ```
-来进入 `ipython notebook`。
+来进入 `jupyter notebook`。
 
 ----
 
@@ -228,13 +224,4 @@ conda update anaconda
 - [12. **Pandas**](12-pandas)
 	 - [12.01 十分钟上手 Pandas](12-pandas/12.01-ten-minutes-to-pandas.ipynb)
 	 - [12.02 一维数据结构：Series](12-pandas/12.02-series-in-pandas.ipynb)
-	 - [12.03 二维数据结构：DataFrame](12-pandas/12.03-dataframe-in-pandas.ipynb)
-
-觉得有用打赏一下？
-
-![](payment.jpeg)
-
-
-打个广告：
-
-- 基于本笔记第一二节录制的视频：[Python小白入门课视频教学](http://www.softlinkonline.cn/zhibo.html?id=43)
+	 - [12.03 二维数据结构：DataFrame](12-pandas/12.03-dataframe-in-pandas.ipynb)
\ No newline at end of file
diff --git a/book.jpg b/book.jpg
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diff --git a/index.ipynb b/index.ipynb
index 3e7f566b..73d80d36 100644
--- a/index.ipynb
+++ b/index.ipynb
@@ -4,20 +4,10 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[![Analytics](https://ga-beacon.appspot.com/UA-80121379-2/notes-python)](https://github.com/lijin-thu/notes-python)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# 中文 Python 笔记"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
+    "[![Analytics](https://ga-beacon.appspot.com/UA-80121379-2/notes-python)](https://github.com/lijin-thu/notes-python)\n",
+    "\n",
+    "# 中文 Python 笔记\n",
+    "\n",
     "> 版本：0.0.1<br>\n",
     "> 作者：李金<br>\n",
     "> 邮件：lijinwithyou@gmail.com<br>\n",
@@ -28,20 +18,13 @@
     "\n",
     "`Github` 加载 `.ipynb` 的速度较慢，建议在 [Nbviewer](http://nbviewer.ipython.org/github/lijin-THU/notes-python/blob/master/index.ipynb) 中查看该项目。\n",
     "\n",
-    "基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版，京东自营链接：\n",
+    "基于本笔记的实体书：《自学Python——编程基础、科学计算及数据分析》已经出版。\n",
     "\n",
+    "京东自营链接：\n",
     "https://item.jd.com/12328920.html\n",
-    "天猫：\n",
     "\n",
-    "https://detail.tmall.com/item.htm?id=566648749647\n",
+    "天猫、亚马逊、当当均有销售。\n",
     "\n",
-    "![](book.jpg)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
     "---\n",
     "\n",
     "## 简介\n",
@@ -54,20 +37,15 @@
     "\n",
     "推荐使用 [Anaconda](http://www.continuum.io/downloads)，这个IDE集成了大部分常用的包。\n",
     "\n",
-    "笔记内容使用 `ipython notebook` 来展示。\n",
+    "笔记内容使用 `jupyter notebook` 来展示。\n",
     "\n",
     "安装好 `Python` 和相应的包之后，可以在命令行下输入：\n",
     "\n",
     "```\n",
-    "$ ipython notebook\n",
+    "$ jupyter notebook\n",
     "```\n",
-    "来进入 `ipython notebook`。"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
+    "来进入 `jupyter notebook`。\n",
+    "\n",
     "----\n",
     "\n",
     "## 基本环境配置\n",
@@ -78,13 +56,8 @@
     "``` \n",
     "conda update conda\n",
     "conda update anaconda\n",
-    "```"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
+    "```\n",
+    "\n",
     "---\n",
     "\n",
     "## 参考\n",
@@ -95,31 +68,16 @@
     "- [Deep Learning Tutorials](http://deeplearning.net/tutorial/)\n",
     "- [High Performance Scientific Computing](http://faculty.washington.edu/rjl/uwhpsc-coursera/index.html)\n",
     "- [Scipy Lectures](http://www.scipy-lectures.org/)\n",
-    "- [Pandas.org](http://pandas.pydata.org/pandas-docs/stable/index.html)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
+    "- [Pandas.org](http://pandas.pydata.org/pandas-docs/stable/index.html)\n",
+    "\n",
     "----\n",
     "\n",
-    "## 目录"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
+    "## 目录\n",
+    "\n",
     "可以在 Notebook 中打开 `generate static files.ipynb`，或者命令行中运行代码 `generate_static_files.py` 来生成静态的 HTML 文件。\n",
     "\n",
-    "---"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
+    "---\n",
+    "\n",
     "- [01. **Python 工具**](01-python-tools)\n",
     "\t - [01.01 Python 简介](01-python-tools/01.01-python-overview.ipynb)\n",
     "\t - [01.02 Ipython 解释器](01-python-tools/01.02-ipython-interpreter.ipynb)\n",
@@ -274,19 +232,6 @@
     "\t - [12.02 一维数据结构：Series](12-pandas/12.02-series-in-pandas.ipynb)\n",
     "\t - [12.03 二维数据结构：DataFrame](12-pandas/12.03-dataframe-in-pandas.ipynb)"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "觉得有用打赏一下？\n",
-    "\n",
-    "![](payment.jpeg)\n",
-    "\n",
-    "打个广告：\n",
-    "\n",
-    "- 基于本笔记第一二节录制的视频：[Python小白入门课视频教学](http://www.softlinkonline.cn/zhibo.html?id=43)"
-   ]
   }
  ],
  "metadata": {
@@ -305,7 +250,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
-   "version": "2.7.14"
+   "version": "2.7.15"
   }
  },
  "nbformat": 4,
diff --git a/payment.jpeg b/payment.jpeg
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O0jHNQVvaHh)Bgjl1;KX!


From e65c1e1e1e6c040aa71df26ab1ae775985773e8c Mon Sep 17 00:00:00 2001
From: "echo.lj" <echo.lj@alibaba-inc.com>
Date: Thu, 7 Jun 2018 19:45:05 +0800
Subject: [PATCH 11/15] add jpg

---
 index.ipynb | 6 +++++-
 index.md    | 4 ++++
 2 files changed, 9 insertions(+), 1 deletion(-)

diff --git a/index.ipynb b/index.ipynb
index 73d80d36..3b7091da 100644
--- a/index.ipynb
+++ b/index.ipynb
@@ -230,7 +230,11 @@
     "- [12. **Pandas**](12-pandas)\n",
     "\t - [12.01 十分钟上手 Pandas](12-pandas/12.01-ten-minutes-to-pandas.ipynb)\n",
     "\t - [12.02 一维数据结构：Series](12-pandas/12.02-series-in-pandas.ipynb)\n",
-    "\t - [12.03 二维数据结构：DataFrame](12-pandas/12.03-dataframe-in-pandas.ipynb)"
+    "\t - [12.03 二维数据结构：DataFrame](12-pandas/12.03-dataframe-in-pandas.ipynb)\n",
+    "     \n",
+    "**打赏一下意思意思？**\n",
+    "\n",
+    "![](payment.jpeg)"
    ]
   }
  ],
diff --git a/index.md b/index.md
index fe7faccd..53945a03 100644
--- a/index.md
+++ b/index.md
@@ -151,3 +151,7 @@
 	 - [12.01 十分钟上手 Pandas](12-pandas/12.01-ten-minutes-to-pandas.ipynb)
 	 - [12.02 一维数据结构：Series](12-pandas/12.02-series-in-pandas.ipynb)
 	 - [12.03 二维数据结构：DataFrame](12-pandas/12.03-dataframe-in-pandas.ipynb)
+     
+**打赏一下意思意思？**
+
+![](payment.jpeg)
\ No newline at end of file

From 6778fcab061382eb8a96e2b75e60c23a74b142bd Mon Sep 17 00:00:00 2001
From: "echo.lj" <echo.lj@alibaba-inc.com>
Date: Thu, 7 Jun 2018 20:34:24 +0800
Subject: [PATCH 12/15] add jpg

---
 payment.jpeg | Bin 0 -> 10189 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 payment.jpeg

diff --git a/payment.jpeg b/payment.jpeg
new file mode 100644
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literal 0
HcmV?d00001


From 26129439b51f414a4e402742640886cef5990efa Mon Sep 17 00:00:00 2001
From: "echo.lj" <echo.lj@alibaba-inc.com>
Date: Thu, 7 Jun 2018 20:44:33 +0800
Subject: [PATCH 13/15] add jpg

---
 README.md | 4 ++++
 index.md  | 6 +-----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 3f647fe2..b4e87c1f 100644
--- a/README.md
+++ b/README.md
@@ -19,6 +19,10 @@ https://item.jd.com/12328920.html
 
 天猫、亚马逊、当当均有销售。
 
+**打赏一下意思意思？**
+
+![](payment.jpeg)
+
 ---
 
 ## 简介
diff --git a/index.md b/index.md
index 53945a03..14a45561 100644
--- a/index.md
+++ b/index.md
@@ -150,8 +150,4 @@
 - [12. **Pandas**](12-pandas)
 	 - [12.01 十分钟上手 Pandas](12-pandas/12.01-ten-minutes-to-pandas.ipynb)
 	 - [12.02 一维数据结构：Series](12-pandas/12.02-series-in-pandas.ipynb)
-	 - [12.03 二维数据结构：DataFrame](12-pandas/12.03-dataframe-in-pandas.ipynb)
-     
-**打赏一下意思意思？**
-
-![](payment.jpeg)
\ No newline at end of file
+	 - [12.03 二维数据结构：DataFrame](12-pandas/12.03-dataframe-in-pandas.ipynb)
\ No newline at end of file

From 2c2d677616f1b681e78284e01e06264f8e0ca275 Mon Sep 17 00:00:00 2001
From: Yifan Luo <yifan-luo@qq.com>
Date: Thu, 28 Nov 2019 21:06:55 +0800
Subject: [PATCH 14/15] Update 06.04-working-with-text---math-expression.ipynb

fix typo
---
 06-matplotlib/06.04-working-with-text---math-expression.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/06-matplotlib/06.04-working-with-text---math-expression.ipynb b/06-matplotlib/06.04-working-with-text---math-expression.ipynb
index a36032f6..e968e039 100644
--- a/06-matplotlib/06.04-working-with-text---math-expression.ipynb
+++ b/06-matplotlib/06.04-working-with-text---math-expression.ipynb
@@ -208,7 +208,7 @@
     "`\\grave a`| $\\grave a$\n",
     "`\\hat a`| $\\hat a$\n",
     "`\\tilde a` | $\\tilde a$\n",
-    "`\\4vec a` | $\\vec a$\n",
+    "`\\vec a` | $\\vec a$\n",
     "`\\overline{abc}`|$\\overline{abc}$\n",
     "`\\widehat{xyz}`|$\\widehat{xyz}$\n",
     "`\\widetilde{xyz}`|$\\widetilde{xyz}$"

From 94838bc9416b8215c1732b5821e10ca04010e5e6 Mon Sep 17 00:00:00 2001
From: Yifan Luo <yifan-luo@qq.com>
Date: Fri, 29 Nov 2019 18:44:10 +0800
Subject: [PATCH 15/15] Update 06.09-do-not-trust-the-defaults.ipynb

fix typo: 'anotate' -> 'annotate'
---
 06-matplotlib/06.09-do-not-trust-the-defaults.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/06-matplotlib/06.09-do-not-trust-the-defaults.ipynb b/06-matplotlib/06.09-do-not-trust-the-defaults.ipynb
index 2e050f92..8d2b1835 100644
--- a/06-matplotlib/06.09-do-not-trust-the-defaults.ipynb
+++ b/06-matplotlib/06.09-do-not-trust-the-defaults.ipynb
@@ -571,7 +571,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "我们可以使用 `anotate` 函数来注释特殊的点，假设我们要显示的点是 $2\\pi/3$："
+    "我们可以使用 `annotate` 函数来注释特殊的点，假设我们要显示的点是 $2\\pi/3$："
    ]
   },
   {