diff --git a/README.md b/README.md index 31e9520..b1963c8 100644 --- a/README.md +++ b/README.md @@ -11,7 +11,7 @@ ### Prerequisites for plotting `Simplehypergraphs` uses the Python's [hypernetx](https://github.com/pnnl/HyperNetX) library so if you want the plotting to work you need to install it first. In Julia command line REPL press `]` for the Julia package manager and run: ``` -(v1.3) pkg> add PyCall Conda +(v1.5) pkg> add PyCall Conda ``` Now press *backspace* to exit the package manager and run the following installation code: ```julia @@ -25,18 +25,17 @@ For plotting we also use the Jupyter notebook. The installation instructions are ### Installation In Julia command line REPL press `]` for the Julia package manager and run: ``` -(v1.3) pkg> add Simplehypergraphs +(v1.5) pkg> add SimpleHypergraphs ``` ## Documentation -- [**Tutorial**][tutorial-url] — for a quick start with the library see our Jupyter Notebook tutorial on main library functionality. +- [**Tutorial**][tutorial-url] — for a quick start with the library see our Jupyter Notebook tutorial (raw `*.ipynb` version can be also [downloaded][tutorial-raw]) - [**STABLE**][docs-stable-url] — **documentation of the most recently tagged version.** - [**DEV**][docs-dev-url] — **documentation of the development version.** -- [**A Game of Thrones use case**][got-url] — check out how you can exploit the library to gather insights into real-world networks through a case study of the Game of Thrones TV series +- [**A Game of Thrones use case**][got-url] — check out how you can exploit the library to gather insights into real-world networks through a case study of the Game of Thrones TV series (raw `*.ipynb` version can be also [downloaded][got-raw]) -[got-url]: https://nbviewer.jupyter.org/github/pszufe/SimpleHypergraphs.jl/blob/master/tutorials/basics/A%20case%20study%20-%20Game%20of%20Thrones.ipynb [docs-latest-img]: https://img.shields.io/badge/docs-latest-blue.svg @@ -44,6 +43,10 @@ In Julia command line REPL press `]` for the Julia package manager and run: [docs-dev-url]: https://pszufe.github.io/SimpleHypergraphs.jl/dev [docs-stable-url]: https://pszufe.github.io/SimpleHypergraphs.jl/stable [tutorial-url]: https://nbviewer.jupyter.org/github/pszufe/SimpleHypergraphs.jl/blob/master/tutorials/basics/SimpleHypergraphs_tutorial_v4.ipynb +[got-url]: https://nbviewer.jupyter.org/github/pszufe/SimpleHypergraphs.jl/blob/master/tutorials/basics/A%20case%20study%20-%20Game%20of%20Thrones.ipynb + +[tutorial-raw]: https://github.com/pszufe/SimpleHypergraphs.jl/raw/master/tutorials/basics/SimpleHypergraphs_tutorial_v4.ipynb +[got-raw]: https://github.com/pszufe/SimpleHypergraphs.jl/raw/master/tutorials/basics/A%20case%20study%20-%20Game%20of%20Thrones.ipynb [travis-img]: https://travis-ci.org/pszufe/SimpleHypergraphs.jl.svg?branch=master [travis-url]: https://travis-ci.org/pszufe/SimpleHypergraphs.jl diff --git a/tutorials/basics/SimpleHypergraphs_tutorial_v4.html b/tutorials/basics/SimpleHypergraphs_tutorial_v4.html index e028c59..f01a9a8 100644 --- a/tutorials/basics/SimpleHypergraphs_tutorial_v4.html +++ b/tutorials/basics/SimpleHypergraphs_tutorial_v4.html @@ -13092,14 +13092,14 @@
Note that this code has been tested with Julia 1.4.2 and SimpleHypergraphs.jl version v0.1.12
and thus this version is being installed in the cell below. However, you can try to skip the version number and just use pkg"add SimpleHypergraphs"
.
Note that this code has been tested with Julia 1.5.1 and SimpleHypergraphs.jl version v0.1.13
.
using Pkg
@@ -13112,10 +13112,10 @@ Installing the library
-In [3]:
+In [2]:
-pkg"add SimpleHypergraphs#v0.1.12"
+pkg"add SimpleHypergraphs"
@@ -13132,11 +13132,10 @@ Installing the library
- Resolving package versions...
- Updating `C:\JuliaPkg\Julia1.4.2\environments\v1.4\Project.toml`
- [no changes]
- Updating `C:\JuliaPkg\Julia1.4.2\environments\v1.4\Manifest.toml`
- [no changes]
+ Updating registry at `c:\JuliaPkg\Julia1.5.1\registries\General`
+ Resolving package versions...
+No Changes to `C:\JuliaPkg\Julia1.5.1\environments\v1.5\Project.toml`
+No Changes to `C:\JuliaPkg\Julia1.5.1\environments\v1.5\Manifest.toml`
@@ -13147,7 +13146,7 @@ Installing the library
-In [58]:
+In [3]:
pkg"status SimpleHypergraphs"
@@ -13167,8 +13166,8 @@ Installing the library
-Status `C:\JuliaPkg\Julia1.4.2\environments\v1.4\Project.toml`
- [aa4a32ff] SimpleHypergraphs v0.1.11 #master (https://github.com/pszufe/SimpleHypergraphs.jl.git)
+Status `C:\JuliaPkg\Julia1.5.1\environments\v1.5\Project.toml`
+ [aa4a32ff] SimpleHypergraphs v0.1.13
@@ -13194,7 +13193,7 @@ Installation of the plotting pack
-In [59]:
+In [4]:
pkg"add GraphPlot"
@@ -13215,10 +13214,13 @@ Installation of the plotting pack
@@ -13271,7 +13273,7 @@ A simple example
-In [42]:
+In [5]:
using SimpleHypergraphs
@@ -13292,7 +13294,7 @@ A simple example
-In [43]:
+In [6]:
import LightGraphs
@@ -13313,7 +13315,7 @@ A simple example
-In [44]:
+In [7]:
h = Hypergraph{Float64}(5,4)
@@ -13329,7 +13331,7 @@ A simple example
- Out[44]:
+ Out[7]:
@@ -13359,7 +13361,7 @@ A simple example
-In [45]:
+In [8]:
h[1:3,1] .= 1.5
@@ -13382,7 +13384,7 @@ A simple example
- Out[45]:
+ Out[8]:
@@ -13404,7 +13406,7 @@ A simple example
-In [46]:
+In [9]:
#basic operations over the hg h
@@ -13427,7 +13429,7 @@ A simple example
- Out[46]:
+ Out[9]:
@@ -13490,7 +13492,7 @@ Vertices options
-In [47]:
+In [10]:
SimpleHypergraphs.draw(h,
@@ -13517,7 +13519,7 @@ Vertices options
- Out[47]:
+ Out[10]:
@@ -13525,7 +13527,7 @@ Vertices options
+
@@ -13534,7 +13536,7 @@ Vertices optionsVertices options
-In [50]:
+In [11]:
SimpleHypergraphs.draw(
@@ -13620,7 +13622,7 @@ Vertices options
- Out[50]:
+ Out[11]:
@@ -13628,7 +13630,7 @@ Vertices options
+
@@ -13637,7 +13639,7 @@ Vertices optionsVertices options
-In [49]:
+In [12]:
SimpleHypergraphs.draw(
@@ -13722,7 +13724,7 @@ Vertices options
- Out[49]:
+ Out[12]:
@@ -13730,7 +13732,7 @@ Vertices options
+
@@ -13739,7 +13741,7 @@ Vertices optionsHyperedges options
-In [41]:
+In [13]:
draw(
@@ -13824,7 +13826,7 @@ Hyperedges options
- Out[41]:
+ Out[13]:
@@ -13832,18 +13834,18 @@ Hyperedges options
+
\n",
"\n",
@@ -329,7 +333,7 @@
" hgd.draw(\n",
" [{\"1\":1.5},{\"3\":3.5,\"1\":1.5},{\"4\":2.5,\"1\":1.5},{\"4\":4.5,\"3\":4.5},{\"4\":5.5,\"2\":6.5,\"5\":1.2},{\"5\":1.3}],\n",
" [{\"2\":1.5,\"3\":1.5,\"1\":1.5},{\"5\":6.5},{\"4\":4.5,\"2\":3.5},{\"4\":4.5,\"3\":2.5,\"5\":5.5},{\"5\":1.2,\"6\":1.3}],\n",
- " \"div10\",\n",
+ " \"div1\",\n",
" vmeta=[null,null,null,null,null,null],\n",
" hemeta=[null,null,null,null,null],\n",
" width=500,\n",
@@ -365,10 +369,10 @@
" \n"
],
"text/plain": [
- "HTML{String}(\" \\n \\n\\n \\n\\n \\n\\n \\n \\n\")"
+ "HTML{String}(\" \\n \\n\\n \\n\\n \\n\\n \\n \\n\")"
]
},
- "execution_count": 47,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -397,7 +401,7 @@
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -406,7 +410,7 @@
" \n",
" \n",
"\n",
- " \n",
+ " \n",
"\n",
" \n",
"\n",
@@ -415,7 +419,7 @@
" hgd.draw(\n",
" [{\"1\":1.5},{\"3\":3.5,\"1\":1.5},{\"4\":2.5,\"1\":1.5},{\"4\":4.5,\"3\":4.5},{\"4\":5.5,\"2\":6.5,\"5\":1.2},{\"5\":1.3}],\n",
" [{\"2\":1.5,\"3\":1.5,\"1\":1.5},{\"5\":6.5},{\"4\":4.5,\"2\":3.5},{\"4\":4.5,\"3\":2.5,\"5\":5.5},{\"5\":1.2,\"6\":1.3}],\n",
- " \"div13\",\n",
+ " \"div2\",\n",
" vmeta=[null,null,null,null,null,null],\n",
" hemeta=[null,null,null,null,null],\n",
" width=500,\n",
@@ -451,10 +455,10 @@
" \n"
],
"text/plain": [
- "HTML{String}(\" \\n \\n\\n \\n\\n \\n\\n \\n \\n\")"
+ "HTML{String}(\" \\n \\n\\n \\n\\n \\n\\n \\n \\n\")"
]
},
- "execution_count": 50,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -487,7 +491,7 @@
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
@@ -496,7 +500,7 @@
" \n",
" \n",
"\n",
- " \n",
+ " \n",
"\n",
" \n",
"\n",
@@ -505,7 +509,7 @@
" hgd.draw(\n",
" [{\"1\":1.5},{\"3\":3.5,\"1\":1.5},{\"4\":2.5,\"1\":1.5},{\"4\":4.5,\"3\":4.5},{\"4\":5.5,\"2\":6.5,\"5\":1.2},{\"5\":1.3}],\n",
" [{\"2\":1.5,\"3\":1.5,\"1\":1.5},{\"5\":6.5},{\"4\":4.5,\"2\":3.5},{\"4\":4.5,\"3\":2.5,\"5\":5.5},{\"5\":1.2,\"6\":1.3}],\n",
- " \"div12\",\n",
+ " \"div3\",\n",
" vmeta=[null,null,null,null,null,null],\n",
" hemeta=[null,null,null,null,null],\n",
" width=500,\n",
@@ -541,10 +545,10 @@
" \n"
],
"text/plain": [
- "HTML{String}(\" \\n \\n\\n \\n\\n \\n\\n \\n \\n\")"
+ "HTML{String}(\" \\n \\n\\n \\n\\n \\n\\n \\n \\n\")"
]
},
- "execution_count": 49,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -576,7 +580,7 @@
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
@@ -585,18 +589,18 @@
" \n",
" \n",
"\n",
- " \n",
+ " \n",
"\n",
" \n",
"\n",
" \\n\\n \\n \\n\")"
+ "HTML{String}(\" \\n \\n\\n \\n\\n \\n\\n \\n \\n\")"
]
},
- "execution_count": 41,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -675,12 +679,12 @@
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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",
+ "image/png": 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",
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"PyPlot.Figure(PyObject