2nd

Author: chengjun

.DS_Store

@@ -14,6 +14,7 @@
     "\n",
     "Introduction to Computational Social Science\n",
     "\n",
+    "\n",
     "王成军\n",
     "\n",
     "wangchengjun@nju.edu.cn"
@@ -22,16 +23,30 @@
   {
    "cell_type": "markdown",
    "metadata": {
+    "cell_style": "center",
     "slideshow": {
      "slide_type": "subslide"
     }
    },
    "source": [
-    "Education is not the filling of a vessel, but the kinding of a flame.\n",
+    "### Education is not the filling of a vessel, but the kinding of a flame.\n",
     "\n",
-    "> ![](./img/socrates.jpg)\n",
+    "![ask.png](./img/torch.gif)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "cell_style": "center",
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "课程资料 https://github.com/computational-class/css\n",
     "\n",
-    "课程资料 https://github.com/computational-class/css"
+    "> ![](./img/socrates.jpg)\n",
+    "\n"
    ]
   },
   {
@@ -77,11 +92,12 @@
     }
    },
    "source": [
+    "![cssbook.png](./img/cssbook.png)\n",
+    "\n",
     "Cioffi-Revilla, Claudio (2014). Introduction to Computational Social Science. Springer-Verlag, London.\n"
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
@@ -91,6 +107,46 @@
    "source": [
     "> “In short, a computational social science is emerging **field** that leverages the capacity to collect and analyze **data** with an unprecedented breadth and depth and scale.” (Lazer et al. 2009.)\n",
     "\n",
+    "![](./img/blogs.png)\n",
+    "\n",
+    "Lazer, D. et al. 2009. Computational Social Science. Science. 6 February 2009: Vol. 323, no. 5915, pp. 721-723."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "\n",
+    "A field is emerging that leverages the capacity to collect and analyze data at a scale that may reveal **patterns** of individual and group behaviors.\n",
+    "\n",
+    "- We live life in the **network**.\n",
+    "- Each of these transactions leaves **digital traces** that can be compiled into comprehensive pictures of both individual and group behavior, with the potential to transform our understanding of our lives, organizations, and societies.\n",
+    "-  But the emergence of a **data-driven** “computational social science” has been much slower.\n",
+    "- But computational social science is occurring—in Internet companies such as Google and Yahoo, and in government agencies such as the U.S. National Security Agency. \n",
+    "\n",
+    "Lazer, D. et al. 2009. Computational Social Science. Science. 6 February 2009: Vol. 323, no. 5915, pp. 721-723."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "- Computational social science could **become the exclusive domain** of private companies and government agencies. Alternatively, there might emerge a privileged set of academic researchers presiding over private data from which they produce papers that cannot be critiqued or replicated.\n",
+    "- Theoretical limitations\n",
+    "    - These vast, emerging data sets on how people interact surely offer qualitatively new perspectives on collective human behavior, but our current paradigms may not be receptive.\n",
+    "- There are also enormous institutional obstacles.\n",
+    "- Perhaps the thorniest challenges exist on the data side, with respect to access and privacy.\n",
+    "    - Institutional Review Boards (IRBs) \n",
+    "\n",
+    "\n",
     "Lazer, D. et al. 2009. Computational Social Science. Science. 6 February 2009: Vol. 323, no. 5915, pp. 721-723."
    ]
   },
@@ -116,7 +172,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
@@ -144,7 +199,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {
@@ -170,7 +224,6 @@
    ]
   },
   {
-   "attachments": {},
    "cell_type": "markdown",
    "metadata": {
     "slideshow": {

1.intro2css.ipynb …heckpoints/01.intro2css-checkpoint.ipynb1.intro2css.ipynb renamed to .ipynb_checkpoints/01.intro2css-checkpoint.ipynb 1.intro2css.ipynb renamed to .ipynb_checkpoints/01.intro2css-checkpoint.ipynb

@@ -485,17 +485,6 @@
     "# This is the END"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "slideshow": {
-     "slide_type": "slide"
-    }
-   },
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {