From 115ccf29df0e7a691eac7a85fcccc4fa0ae67e5f Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 15 Jun 2018 11:12:29 -0400 Subject: [PATCH 001/113] python version for netlify --- runtime.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 runtime.txt diff --git a/runtime.txt b/runtime.txt new file mode 100644 index 0000000..d70c8f8 --- /dev/null +++ b/runtime.txt @@ -0,0 +1 @@ +3.6 From 1de60c57226af4d9d41539a3539109cb671c9ece Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 15 Jun 2018 11:15:14 -0400 Subject: [PATCH 002/113] install rpy2 --- requirements.txt | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 27194fb..87f9881 100644 --- a/requirements.txt +++ b/requirements.txt @@ -13,4 +13,5 @@ scikit-misc boto3 pytest plotly -statsmodels \ No newline at end of file +statsmodels +rpy2 From e2c932f0f2ad65fe503e7275725f831477ec68bf Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Wed, 11 Jul 2018 16:54:56 -0500 Subject: [PATCH 003/113] it's 2018 --- templates/t_index.html | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/templates/t_index.html b/templates/t_index.html index 1a28bd7..6827218 100644 --- a/templates/t_index.html +++ b/templates/t_index.html @@ -163,8 +163,8 @@
Note:
-
© 2017 Tim Hopper
-
© 2017 +
© 2018 Tim Hopper
+
© 2018 Generated from an IPython Notebook on Github ({{ git }})

Back to top

From f9816e638eff7f755093cbdf87ed631dd50e9c70 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 12 Jul 2018 09:33:59 -0500 Subject: [PATCH 004/113] fix plotly api changes --- Examples.ipynb | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 43f10e2..c70e447 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -1137,33 +1137,33 @@ " {\n", " # Now the regression line\n", " 'type' : 'scatter',\n", - " 'mode' : 'line',\n", + " 'mode' : 'lines',\n", " 'x' : preds['displ'],\n", " 'y' : preds['Predicted Value'],\n", " 'name' : 'Regression',\n", " },\n", " {\n", - " #Add a lower bound for the confidence interval, transparent\n", + " #Add a lower bound for the confidence interval, white\n", " 'type' : 'scatter',\n", - " 'mode' : 'line',\n", + " 'mode' : 'lines',\n", " 'x' : preds['displ'],\n", " 'y' : preds['Mean ci 95% low'],\n", " 'name' : 'Lower 95% CI',\n", " 'showlegend' : False,\n", " 'line' : {\n", - " 'color' : 'transparent'\n", + " 'color' : 'white'\n", " }\n", " },\n", " {\n", " #Upper bound for the confidence band, transparent but with fill\n", " 'type' : 'scatter',\n", - " 'mode' : 'line',\n", + " 'mode' : 'lines',\n", " 'x' : preds['displ'],\n", " 'y' : preds['Mean ci 95% upp'],\n", " 'name' : '95% CI',\n", " 'fill' : 'tonexty',\n", " 'line' : {\n", - " 'color' : 'transparent'\n", + " 'color' : 'white'\n", " },\n", " 'fillcolor' : 'rgba(255, 127, 14, 0.3)'\n", " }\n", @@ -1928,7 +1928,7 @@ "\n", "traces.append({\n", " 'type' : 'scatter',\n", - " 'mode' : 'line',\n", + " 'mode' : 'lines',\n", " 'x' : subcompact.displ,\n", " 'y' : subcompact.hwy,\n", " 'name' : 'smoothing',\n", From eefa1895a54943966bc5487bfee7d31ddb91cf60 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 12 Jul 2018 09:46:26 -0500 Subject: [PATCH 005/113] put ggplot at the end --- render.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/render.py b/render.py index f2c637a..d589cac 100644 --- a/render.py +++ b/render.py @@ -21,9 +21,9 @@ "matplotlib": "Matplotlib", "seaborn": "Seaborn", "plotnine": "plotnine", - "ggplot": "ggplot2 (R)", "bokeh": "Bokeh", "plotly": "plotly", + "ggplot": "ggplot2 (R)", } names = { From 5577584c53c3f1051e7a7e7e0b2187f1e541a174 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 12 Jul 2018 16:51:51 -0500 Subject: [PATCH 006/113] Clean up contributing instructions --- README.md | 19 +++++++++++++++++-- 1 file changed, 17 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index d05f63c..02be915 100644 --- a/README.md +++ b/README.md @@ -61,8 +61,23 @@ name:scatter-with-regression package:ggplot ``` +If you are using Jupyter lab, these are available through the `Cell Tools` left sidebar menu: +``` +{ + "tags": [ + "ex", + "name:scatter-with-regression", + "package:ggplot" + ] +} +``` + `ex` identifies the cell as an example. The `name` tag corresponds to an item in the `names` dictionary in `render.py`. The `package` tag corresponds to a package in the `packages` dict in `render.py`. -At the moment, the code must return a png image into the output cell. A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.) +The site layout current allows for ~46 characters in the code window. Please keep this in mind and wrap your code to avoid too much side scrolling. + +At the moment, the code must return a png image into the output cell. To generate image files with `plotly`, using their server is currently the only way. Please see the [getting started page](https://plot.ly/python/getting-started/) for instructions on the `.credentials` file. + +A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.) -You can render the images to `web/index.html` by running `$ make`. \ No newline at end of file +You can render the images to `web/img/plots` by running `$ make`. Afterward, launch a local server (e.g. `python -m http.server`) from the `web` directory. \ No newline at end of file From c2b3d357173e6d9df41494e4c1923f7facb5695f Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 12 Jul 2018 16:51:51 -0500 Subject: [PATCH 007/113] Clean up contributing instructions --- README.md | 19 +++++++++++++++++-- 1 file changed, 17 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index d05f63c..02be915 100644 --- a/README.md +++ b/README.md @@ -61,8 +61,23 @@ name:scatter-with-regression package:ggplot ``` +If you are using Jupyter lab, these are available through the `Cell Tools` left sidebar menu: +``` +{ + "tags": [ + "ex", + "name:scatter-with-regression", + "package:ggplot" + ] +} +``` + `ex` identifies the cell as an example. The `name` tag corresponds to an item in the `names` dictionary in `render.py`. The `package` tag corresponds to a package in the `packages` dict in `render.py`. -At the moment, the code must return a png image into the output cell. A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.) +The site layout current allows for ~46 characters in the code window. Please keep this in mind and wrap your code to avoid too much side scrolling. + +At the moment, the code must return a png image into the output cell. To generate image files with `plotly`, using their server is currently the only way. Please see the [getting started page](https://plot.ly/python/getting-started/) for instructions on the `.credentials` file. + +A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.) -You can render the images to `web/index.html` by running `$ make`. \ No newline at end of file +You can render the images to `web/img/plots` by running `$ make`. Afterward, launch a local server (e.g. `python -m http.server`) from the `web` directory. \ No newline at end of file From d8851a4a4fda59959c9e994beb9d8e6b23128641 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Fri, 13 Jul 2018 10:00:06 -0500 Subject: [PATCH 008/113] possibility of larger container --- web/css/custom.css | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/web/css/custom.css b/web/css/custom.css index 4f75b6e..4e16bcd 100644 --- a/web/css/custom.css +++ b/web/css/custom.css @@ -27,5 +27,9 @@ table { font-family: monospace; } -section { -} \ No newline at end of file +@media (min-width: 1600px) { + .container { + width: 1440px; + max-width: 100%; + } +} From 51a3f43a0de18fd58f5c985793fa29085112130d Mon Sep 17 00:00:00 2001 From: Dominik Moritz Date: Mon, 16 Jul 2018 10:53:48 -0700 Subject: [PATCH 009/113] Altair now supports interactive charts --- INTRO.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/INTRO.md b/INTRO.md index e53a4b5..4082c55 100644 --- a/INTRO.md +++ b/INTRO.md @@ -24,17 +24,17 @@ Many excellent plotting tools are built on top of Matplotlib. [^ggpy]: There is also [ggpy](https://github.com/yhat/ggpy "ggplot port for python"), a ggplot2 port, from the company formerly known as yhat. It appears to be abandoned. -"[Altair](https://altair-viz.github.io/ "Declarative Visualization in Python") is a declarative statistical visualization library for Python, based on [Vega-Lite](https://vega.github.io/vega-lite/ "Vega-Lite: A High-Level Visualization Grammar")." According to Jake Vanderplas, "Declarative visualization lets you think about data and relationships, rather than incidental details."[^jake] +#### Interactive Plotting Libraries -Fundamentally, Altair renders JSON-descriptions of plots that are rendered by Vega-Lite; this JSON could be rendered by other backends as well, and I'm told a Matplotlib backend is under development. +There are several tools that can make the kinds of plots described here. At present, I have little experience with them. If anyone would like to help add examples, please [get in touch](https://github.com/tdhopper/pythonplot.com). -Altair is new on the scene and offers a lot of promise; it will have significant changes in the 2.0 release. I hope to add Altair examples here once 2.0 is released. +"[Altair](https://altair-viz.github.io/ "Declarative Visualization in Python") is a declarative statistical visualization library for Python, based on [Vega-Lite](https://vega.github.io/vega-lite/ "Vega-Lite: A High-Level Visualization Grammar for Interactive Graphics")." According to Jake Vanderplas, "Declarative visualization lets you think about data and relationships, rather than incidental details."[^jake] -[^jake]: See [here](https://speakerdeck.com/jakevdp/visualization-in-python-with-altair). +Fundamentally, Altair renders JSON-descriptions of plots that are rendered by Vega-Lite; this JSON could be rendered by other backends as well, and I'm told a Matplotlib backend is under development. -#### Interactive Plotting Libraries +Altair is new on the scene and offers a lot of promise. I hope to add Altair examples here now that 2.0 is released. -There are several tools that can make the kinds of plots described here. At present, I have little experience with them. If anyone would like to help add examples, please [get in touch](https://github.com/tdhopper/pythonplot.com). +[^jake]: See [here](https://speakerdeck.com/jakevdp/visualization-in-python-with-altair). "[Bokeh](http://bokeh.pydata.org/en/latest/ "Python interactive visualization library") is a Python interactive visualization library that targets modern web browsers for presentation." From bb5534ce4035c3f85992d66a58a37f7c73aa7c25 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Mon, 17 Sep 2018 09:56:09 -0400 Subject: [PATCH 010/113] add mail chimp signup --- templates/t_index.html | 1 + 1 file changed, 1 insertion(+) diff --git a/templates/t_index.html b/templates/t_index.html index 6827218..2a17e1c 100644 --- a/templates/t_index.html +++ b/templates/t_index.html @@ -190,5 +190,6 @@
Note:
}); $.bigfoot(); + From e8c8d8f9a428c799db7412119b65cee0403fde02 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 14:44:32 +0000 Subject: [PATCH 011/113] Deploy to netlify --- .travis.yml | 22 +++++++--------------- 1 file changed, 7 insertions(+), 15 deletions(-) diff --git a/.travis.yml b/.travis.yml index 362f509..c1875a5 100644 --- a/.travis.yml +++ b/.travis.yml @@ -13,19 +13,11 @@ after_script: - echo "Rendered notebook http://nbviewer.jupyter.org/urls/s3.amazonaws.com/pythonplotbuilds/tdhopper/pythonplot.com/$TRAVIS_BUILD_NUMBER/$TRAVIS_JOB_NUMBER/Examples.$(git log -1 --pretty=format:'%h').ipynb" addons: artifacts: true +before_deploy: + - npm install netlify-cli -g deploy: - - provider: s3 - access_key_id: $AWS_ACCESS_KEY # declared in Travis repo settings - secret_access_key: $AWS_SECRET_KEY - bucket: pythonplot.com - endpoint: pythonplot.com.s3-website-us-east-1.amazonaws.com - region: us-east-1 - skip_cleanup: true - local-dir: web - acl: public_read - default_text_charset: 'utf-8' - detect_encoding: true - on: - branch: master -after_deploy: - - AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY AWS_SECRET_ACCESS_KEY=$AWS_SECRET_KEY python .travis/invalidate_cloudfront.py \ No newline at end of file + provider: script + script: netlify deploy -s $NETLIFY_SITE_ID -t $NETLIFY_ACCESS_TOKEN -p ./web + skip_cleanup: true + on: + branch: netlify \ No newline at end of file From 0104b8e84a81b41b16644f38619b29563e9b198b Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 14:55:08 +0000 Subject: [PATCH 012/113] don't save artifacts --- .travis.yml | 2 -- 1 file changed, 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index c1875a5..39ad61f 100644 --- a/.travis.yml +++ b/.travis.yml @@ -11,8 +11,6 @@ install: "pip install -r requirements.txt" script: make travis after_script: - echo "Rendered notebook http://nbviewer.jupyter.org/urls/s3.amazonaws.com/pythonplotbuilds/tdhopper/pythonplot.com/$TRAVIS_BUILD_NUMBER/$TRAVIS_JOB_NUMBER/Examples.$(git log -1 --pretty=format:'%h').ipynb" -addons: - artifacts: true before_deploy: - npm install netlify-cli -g deploy: From 7aba5eaec1c88e536d92a6a84847a8ac4643c830 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 15:06:24 +0000 Subject: [PATCH 013/113] Add dependency --- requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements.txt b/requirements.txt index 87f9881..e415643 100644 --- a/requirements.txt +++ b/requirements.txt @@ -15,3 +15,4 @@ pytest plotly statsmodels rpy2 +tzlocal From 79ea67787d2ba3c87411b6b9d661c7501c5a480e Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 15:21:24 +0000 Subject: [PATCH 014/113] Fix netlify deploy --- .travis.yml | 2 +- netlify.toml | 7 +++++++ 2 files changed, 8 insertions(+), 1 deletion(-) create mode 100644 netlify.toml diff --git a/.travis.yml b/.travis.yml index 39ad61f..d36bcae 100644 --- a/.travis.yml +++ b/.travis.yml @@ -15,7 +15,7 @@ before_deploy: - npm install netlify-cli -g deploy: provider: script - script: netlify deploy -s $NETLIFY_SITE_ID -t $NETLIFY_ACCESS_TOKEN -p ./web + script: netlify deploy skip_cleanup: true on: branch: netlify \ No newline at end of file diff --git a/netlify.toml b/netlify.toml new file mode 100644 index 0000000..7688ecf --- /dev/null +++ b/netlify.toml @@ -0,0 +1,7 @@ +[Settings] +ID = "32821e8f-9883-4f1e-995f-6ce77849ff6f" + +[build] + publish = "web/" + + command = "make render" \ No newline at end of file From 4f7151e0d973ce589bcd218a8545ffb0ab6d7964 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 16:31:14 +0000 Subject: [PATCH 015/113] fix deploy folder --- netlify.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/netlify.toml b/netlify.toml index 7688ecf..82f5f91 100644 --- a/netlify.toml +++ b/netlify.toml @@ -2,6 +2,6 @@ ID = "32821e8f-9883-4f1e-995f-6ce77849ff6f" [build] - publish = "web/" + publish = "./web" command = "make render" \ No newline at end of file From 41a1fd4a70f8ee28f6c70590cc0ffcee6e6ee171 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 16:51:30 +0000 Subject: [PATCH 016/113] Try another deploy script --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index d36bcae..633dbaa 100644 --- a/.travis.yml +++ b/.travis.yml @@ -15,7 +15,7 @@ before_deploy: - npm install netlify-cli -g deploy: provider: script - script: netlify deploy + script: netlify deploy --auth $NETLIFY_AUTH_TOKEN --site $NETLIFY_SITE_ID --dir ./web skip_cleanup: true on: branch: netlify \ No newline at end of file From 8b03fa94039c1c53af1e8ef07bd99a758d901682 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:02:59 +0000 Subject: [PATCH 017/113] instal fewer R deps --- environment.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/environment.yml b/environment.yml index db20278..800ca8c 100644 --- a/environment.yml +++ b/environment.yml @@ -6,4 +6,5 @@ dependencies: - python>=3.6 - pip - r-essentials - - rpy2 \ No newline at end of file + - mro-base + - r-ggplot2 \ No newline at end of file From 9d2a5c43a629fe3e2f074c605b2cd86091dcaa9f Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:03:06 +0000 Subject: [PATCH 018/113] relative paths --- templates/t_index.html | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/templates/t_index.html b/templates/t_index.html index 2a17e1c..d0e39a6 100644 --- a/templates/t_index.html +++ b/templates/t_index.html @@ -11,7 +11,7 @@ - + @@ -80,7 +80,7 @@
- +

Python Plotting for Exploratory Data Analysis

From 07660bc2e08d5851d7a8851bd6194e4bd6c03432 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:03:29 +0000 Subject: [PATCH 019/113] remove unneeded dep --- environment.yml | 1 - 1 file changed, 1 deletion(-) diff --git a/environment.yml b/environment.yml index 800ca8c..9609f83 100644 --- a/environment.yml +++ b/environment.yml @@ -5,6 +5,5 @@ channels: dependencies: - python>=3.6 - pip - - r-essentials - mro-base - r-ggplot2 \ No newline at end of file From 143ccec00c24de4384b14a5a30e79f6da4023d2d Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:17:49 +0000 Subject: [PATCH 020/113] netlify deploy all branches --- .travis.yml | 6 ++---- netlify.toml | 7 ------- netlify_deploy.sh | 17 +++++++++++++++++ 3 files changed, 19 insertions(+), 11 deletions(-) delete mode 100644 netlify.toml create mode 100755 netlify_deploy.sh diff --git a/.travis.yml b/.travis.yml index 633dbaa..7e14629 100644 --- a/.travis.yml +++ b/.travis.yml @@ -15,7 +15,5 @@ before_deploy: - npm install netlify-cli -g deploy: provider: script - script: netlify deploy --auth $NETLIFY_AUTH_TOKEN --site $NETLIFY_SITE_ID --dir ./web - skip_cleanup: true - on: - branch: netlify \ No newline at end of file + script: ./netlify_deploy.sh + skip_cleanup: true \ No newline at end of file diff --git a/netlify.toml b/netlify.toml deleted file mode 100644 index 82f5f91..0000000 --- a/netlify.toml +++ /dev/null @@ -1,7 +0,0 @@ -[Settings] -ID = "32821e8f-9883-4f1e-995f-6ce77849ff6f" - -[build] - publish = "./web" - - command = "make render" \ No newline at end of file diff --git a/netlify_deploy.sh b/netlify_deploy.sh new file mode 100755 index 0000000..6138854 --- /dev/null +++ b/netlify_deploy.sh @@ -0,0 +1,17 @@ +#!/bin/bash + +if [ $TRAVIS_BRANCH = "foo" ]; then + netlify deploy \ + --auth $NETLIFY_AUTH_TOKEN \ + --site $NETLIFY_SITE_ID \ + --dir ./web \ + --prod \ + --message "Production deploy from Travis CI" + +else + netlify deploy \ + --auth $NETLIFY_AUTH_TOKEN \ + --site $NETLIFY_SITE_ID \ + --dir ./web \ + --message "Preview deploy from Travis CI" +if \ No newline at end of file From 229cbc3dc2bfd74b0f53a7b929ba67709480bd80 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:17:58 +0000 Subject: [PATCH 021/113] clean up ennv build --- .travis/install_conda.sh | 2 -- Makefile | 4 ++-- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh index 9fb9a1f..8742c5d 100644 --- a/.travis/install_conda.sh +++ b/.travis/install_conda.sh @@ -5,5 +5,3 @@ hash -r $HOME/miniconda/bin/conda config --set always_yes yes --set changeps1 no $HOME/miniconda/bin/conda update -q conda $HOME/miniconda/bin/conda info -a -$HOME/miniconda/bin/conda install r-essentials pip -$HOME/miniconda/bin/conda install -c r rpy2 \ No newline at end of file diff --git a/Makefile b/Makefile index 46d5083..ae7c3eb 100644 --- a/Makefile +++ b/Makefile @@ -31,8 +31,8 @@ run_nb: jupyter nbconvert --to notebook --execute "Examples.ipynb" --output "Examples.$(GIT_COMMIT).ipynb" dev_environment: - conda env update - source activate pythonplot && pip install -r requirements.txt + conda env update -q + source activate pythonplot && pip install -q -r requirements.txt cloudfront_invalidate: python .travis/invalidate_cloudfront.py From 066678b9cc84819b60c655de01b65cdaf79abe77 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:27:22 +0000 Subject: [PATCH 022/113] fix conda env for dploy --- .travis/install_conda.sh | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh index 8742c5d..209e68e 100644 --- a/.travis/install_conda.sh +++ b/.travis/install_conda.sh @@ -1,7 +1,9 @@ -wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh +wget --quiet https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh bash miniconda.sh -b -p $HOME/miniconda rm -f miniconda.sh hash -r $HOME/miniconda/bin/conda config --set always_yes yes --set changeps1 no $HOME/miniconda/bin/conda update -q conda $HOME/miniconda/bin/conda info -a +$HOME/miniconda/bin/conda install --quiet pip +$HOME/miniconda/bin/conda install --quiet --channel r mro-base r-ggplot2 \ No newline at end of file From 42956bf988e2061018846e7a618cef5688bed5be Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:29:53 +0000 Subject: [PATCH 023/113] Make apt quieter --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index 7e14629..1a0f821 100644 --- a/.travis.yml +++ b/.travis.yml @@ -5,7 +5,7 @@ notifications: email: false before_install: - export PATH="$HOME/miniconda/bin:$PATH" - - sudo apt-get update + - sudo apt-get -qq update - bash .travis/install_conda.sh install: "pip install -r requirements.txt" script: make travis From 2bd740c9fd321f743cd7c88f9f345d287767d383 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:31:44 +0000 Subject: [PATCH 024/113] make pip quieter --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index 1a0f821..c5eccf6 100644 --- a/.travis.yml +++ b/.travis.yml @@ -7,7 +7,7 @@ before_install: - export PATH="$HOME/miniconda/bin:$PATH" - sudo apt-get -qq update - bash .travis/install_conda.sh -install: "pip install -r requirements.txt" +install: "pip install --quiet -r requirements.txt" script: make travis after_script: - echo "Rendered notebook http://nbviewer.jupyter.org/urls/s3.amazonaws.com/pythonplotbuilds/tdhopper/pythonplot.com/$TRAVIS_BUILD_NUMBER/$TRAVIS_JOB_NUMBER/Examples.$(git log -1 --pretty=format:'%h').ipynb" From dc28d61c1541d98e3595fc4e51bc840f4f8811c4 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:33:16 +0000 Subject: [PATCH 025/113] install readline for rpy2 --- .travis/install_conda.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh index 209e68e..c68df76 100644 --- a/.travis/install_conda.sh +++ b/.travis/install_conda.sh @@ -5,5 +5,5 @@ hash -r $HOME/miniconda/bin/conda config --set always_yes yes --set changeps1 no $HOME/miniconda/bin/conda update -q conda $HOME/miniconda/bin/conda info -a -$HOME/miniconda/bin/conda install --quiet pip +$HOME/miniconda/bin/conda install --quiet pip readline $HOME/miniconda/bin/conda install --quiet --channel r mro-base r-ggplot2 \ No newline at end of file From 65beeaf9ee5176760d0d0ba43318f380f02a380e Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:38:19 +0000 Subject: [PATCH 026/113] use rbase --- .travis/install_conda.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh index c68df76..31a5dc7 100644 --- a/.travis/install_conda.sh +++ b/.travis/install_conda.sh @@ -6,4 +6,4 @@ $HOME/miniconda/bin/conda config --set always_yes yes --set changeps1 no $HOME/miniconda/bin/conda update -q conda $HOME/miniconda/bin/conda info -a $HOME/miniconda/bin/conda install --quiet pip readline -$HOME/miniconda/bin/conda install --quiet --channel r mro-base r-ggplot2 \ No newline at end of file +$HOME/miniconda/bin/conda install --quiet --channel r r-base \ No newline at end of file From 614169dab311d6088d0cb47179172d445b6c1a3d Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:44:31 +0000 Subject: [PATCH 027/113] conda install rpy2 --- .travis/install_conda.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh index 31a5dc7..afeb793 100644 --- a/.travis/install_conda.sh +++ b/.travis/install_conda.sh @@ -6,4 +6,4 @@ $HOME/miniconda/bin/conda config --set always_yes yes --set changeps1 no $HOME/miniconda/bin/conda update -q conda $HOME/miniconda/bin/conda info -a $HOME/miniconda/bin/conda install --quiet pip readline -$HOME/miniconda/bin/conda install --quiet --channel r r-base \ No newline at end of file +$HOME/miniconda/bin/conda install --quiet --channel r r-base rpy2 \ No newline at end of file From ab8c017ad3fa534e07f1ca0a133ec628f5a07efa Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 17:53:44 +0000 Subject: [PATCH 028/113] install r-essentials --- .travis/install_conda.sh | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh index afeb793..4a28b99 100644 --- a/.travis/install_conda.sh +++ b/.travis/install_conda.sh @@ -5,5 +5,5 @@ hash -r $HOME/miniconda/bin/conda config --set always_yes yes --set changeps1 no $HOME/miniconda/bin/conda update -q conda $HOME/miniconda/bin/conda info -a -$HOME/miniconda/bin/conda install --quiet pip readline -$HOME/miniconda/bin/conda install --quiet --channel r r-base rpy2 \ No newline at end of file +$HOME/miniconda/bin/conda install --quiet pip readline r-essentials +$HOME/miniconda/bin/conda install --quiet --channel r rpy2 \ No newline at end of file From 208fc6fe9dd5cd99582bd9b7f5ead42a28f4ded5 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 18:05:41 +0000 Subject: [PATCH 029/113] deploy all branches --- .travis.yml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index c5eccf6..d617204 100644 --- a/.travis.yml +++ b/.travis.yml @@ -16,4 +16,6 @@ before_deploy: deploy: provider: script script: ./netlify_deploy.sh - skip_cleanup: true \ No newline at end of file + skip_cleanup: true + on: + all_branches: true \ No newline at end of file From 097b6b39757de09f52e0118c4484c743ef77f7ac Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 18 Oct 2018 18:18:28 +0000 Subject: [PATCH 030/113] fix script --- netlify_deploy.sh | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/netlify_deploy.sh b/netlify_deploy.sh index 6138854..68e6310 100755 --- a/netlify_deploy.sh +++ b/netlify_deploy.sh @@ -7,11 +7,10 @@ if [ $TRAVIS_BRANCH = "foo" ]; then --dir ./web \ --prod \ --message "Production deploy from Travis CI" - else netlify deploy \ --auth $NETLIFY_AUTH_TOKEN \ --site $NETLIFY_SITE_ID \ --dir ./web \ --message "Preview deploy from Travis CI" -if \ No newline at end of file +fi \ No newline at end of file From 76056ca6c8a82ee2b0e50b330b364d76753dd377 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Fri, 19 Oct 2018 18:06:12 +0000 Subject: [PATCH 031/113] remove bad trailing space --- netlify_deploy.sh | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/netlify_deploy.sh b/netlify_deploy.sh index 68e6310..0383e21 100755 --- a/netlify_deploy.sh +++ b/netlify_deploy.sh @@ -1,14 +1,14 @@ #!/bin/bash if [ $TRAVIS_BRANCH = "foo" ]; then - netlify deploy \ + netlify deploy \ --auth $NETLIFY_AUTH_TOKEN \ --site $NETLIFY_SITE_ID \ --dir ./web \ --prod \ --message "Production deploy from Travis CI" else - netlify deploy \ + netlify deploy \ --auth $NETLIFY_AUTH_TOKEN \ --site $NETLIFY_SITE_ID \ --dir ./web \ From 9b91ee01a7c8dd305ed48e72fd58d9b0182bed8f Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Sat, 17 Nov 2018 12:05:35 -0500 Subject: [PATCH 032/113] Try to fix build error --- requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements.txt b/requirements.txt index e415643..3f6fff0 100644 --- a/requirements.txt +++ b/requirements.txt @@ -16,3 +16,4 @@ plotly statsmodels rpy2 tzlocal +simplegeneric From ad773d8be98eee8a57628e8c197352eeeae7c46b Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Sat, 17 Nov 2018 14:31:13 -0500 Subject: [PATCH 033/113] Update .travis.yml --- .travis.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index d617204..c19c15a 100644 --- a/.travis.yml +++ b/.travis.yml @@ -2,7 +2,7 @@ language: python python: - '3.6' notifications: - email: false + email: true before_install: - export PATH="$HOME/miniconda/bin:$PATH" - sudo apt-get -qq update @@ -18,4 +18,4 @@ deploy: script: ./netlify_deploy.sh skip_cleanup: true on: - all_branches: true \ No newline at end of file + all_branches: true From 4574e3760a0a274efe76932d4cd7497a713563c3 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 17 May 2019 14:32:35 -0400 Subject: [PATCH 034/113] fix image url --- templates/t_index.html | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/templates/t_index.html b/templates/t_index.html index d0e39a6..106e589 100644 --- a/templates/t_index.html +++ b/templates/t_index.html @@ -12,7 +12,7 @@ - + From a4a52f6e32309a1ff2aa726f8b6b6007ee7d9b1b Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 17 May 2019 14:46:06 -0400 Subject: [PATCH 035/113] pin statsmodels>=0.9.0 --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 3f6fff0..8865ac7 100644 --- a/requirements.txt +++ b/requirements.txt @@ -13,7 +13,7 @@ scikit-misc boto3 pytest plotly -statsmodels +statsmodels>=0.9.0 rpy2 tzlocal simplegeneric From b08baa8bedfd5e4474090baa6b25c3a2a5957458 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 17 May 2019 15:03:53 -0400 Subject: [PATCH 036/113] pin scipy to try to fix statsmodels issue with depricated factorial --- requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements.txt b/requirements.txt index 8865ac7..b5ab3e2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -13,6 +13,7 @@ scikit-misc boto3 pytest plotly +scipy==1.0.1 statsmodels>=0.9.0 rpy2 tzlocal From e3cb2ad6597fa3d3ec2f79a82e5a0bed6d105e8d Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 17 May 2019 15:22:09 -0400 Subject: [PATCH 037/113] try stats models from master --- requirements.txt | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/requirements.txt b/requirements.txt index b5ab3e2..634abe1 100644 --- a/requirements.txt +++ b/requirements.txt @@ -13,8 +13,7 @@ scikit-misc boto3 pytest plotly -scipy==1.0.1 -statsmodels>=0.9.0 +git+ssh://git@github.com:statsmodels/statsmodels.git#egg=statsmodels rpy2 tzlocal simplegeneric From 7c22f9d4ea8c2762c5bb451b1276da4692b14759 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 17 May 2019 15:29:44 -0400 Subject: [PATCH 038/113] use https for statsmodels --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 634abe1..94980c5 100644 --- a/requirements.txt +++ b/requirements.txt @@ -13,7 +13,7 @@ scikit-misc boto3 pytest plotly -git+ssh://git@github.com:statsmodels/statsmodels.git#egg=statsmodels +git+https://github.com/statsmodels/statsmodels.git#egg=statsmodels rpy2 tzlocal simplegeneric From a5c130ed941ff13c86753cfae83796d9f43a5b57 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Wed, 12 Jun 2019 14:57:28 -0400 Subject: [PATCH 039/113] adds cython --- requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements.txt b/requirements.txt index 94980c5..02b8ff1 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,3 +1,4 @@ +cython bokeh selenium pillow From 15efc6c6e92ef91d776cb24fe7bac6736caa24d6 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Wed, 12 Jun 2019 15:04:21 -0400 Subject: [PATCH 040/113] use statsmodels prerelease --- requirements.txt | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/requirements.txt b/requirements.txt index 02b8ff1..82f10f1 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,3 @@ -cython bokeh selenium pillow @@ -14,7 +13,7 @@ scikit-misc boto3 pytest plotly -git+https://github.com/statsmodels/statsmodels.git#egg=statsmodels +statsmodels=0.10.0rc2 --pre rpy2 tzlocal simplegeneric From 939c374342e378a597df9230b3b61326f53db483 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Wed, 12 Jun 2019 15:12:22 -0400 Subject: [PATCH 041/113] fix requirement --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 82f10f1..3e64656 100644 --- a/requirements.txt +++ b/requirements.txt @@ -13,7 +13,7 @@ scikit-misc boto3 pytest plotly -statsmodels=0.10.0rc2 --pre +statsmodels==0.10.0rc2 --pre rpy2 tzlocal simplegeneric From 4e2225e318edf80ad26506c9cc0f299ea9c15a5d Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Wed, 12 Jun 2019 15:29:04 -0400 Subject: [PATCH 042/113] deploy to prod from netlify --- netlify_deploy.sh | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/netlify_deploy.sh b/netlify_deploy.sh index 0383e21..3d9d5b0 100755 --- a/netlify_deploy.sh +++ b/netlify_deploy.sh @@ -12,5 +12,6 @@ else --auth $NETLIFY_AUTH_TOKEN \ --site $NETLIFY_SITE_ID \ --dir ./web \ - --message "Preview deploy from Travis CI" -fi \ No newline at end of file + --message "Preview deploy from Travis CI" \ + --prod +fi From e6d648792e834293e8ae55bffc4e7d656ceb8770 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Thu, 24 Oct 2019 14:50:41 -0400 Subject: [PATCH 043/113] try skipping plotly auth --- Makefile | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/Makefile b/Makefile index ae7c3eb..e2fb968 100644 --- a/Makefile +++ b/Makefile @@ -10,7 +10,7 @@ clean: rm -f *.pyc rm -f .Rhistory -travis: plotly_auth test render +travis: test render plotly_auth: python ./.travis/authenticate_plotly.py @@ -37,4 +37,4 @@ dev_environment: cloudfront_invalidate: python .travis/invalidate_cloudfront.py -.PHONY: all qrender render s3_upload run_nb travis clean cloudfront_invalidate test dev_environment plotly_auth \ No newline at end of file +.PHONY: all qrender render s3_upload run_nb travis clean cloudfront_invalidate test dev_environment plotly_auth From 762050437fa17caf1b49886e6e7384003a425097 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 12:38:56 -0500 Subject: [PATCH 044/113] plotly->chart_studio --- Examples.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Examples.ipynb b/Examples.ipynb index c70e447..dd5717d 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -24,7 +24,7 @@ "import numpy as np\n", "\n", "import plotly.figure_factory as FF\n", - "import plotly.plotly as py\n", + "import chart_studio.plotly as py\n", "\n", "from IPython.display import Image\n", "\n", From 15aa3ab3c512258b22ae1ba4251a5201d1546f61 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 12:43:20 -0500 Subject: [PATCH 045/113] install chart_studio --- Examples.ipynb | 2 +- requirements.txt | 3 ++- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index dd5717d..38514ce 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -2565,7 +2565,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.2" + "version": "3.7.0" } }, "nbformat": 4, diff --git a/requirements.txt b/requirements.txt index 3e64656..4403dcc 100644 --- a/requirements.txt +++ b/requirements.txt @@ -5,6 +5,7 @@ ipython pandas jupyter seaborn +plotly plotnine jinja2 jinja2-highlight @@ -12,7 +13,7 @@ markdown scikit-misc boto3 pytest -plotly +chart-studio statsmodels==0.10.0rc2 --pre rpy2 tzlocal From a944b2f0d490d485027e8e7a118bfff5942fdf75 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 13:48:09 -0500 Subject: [PATCH 046/113] try to fix plotly --- .travis/install_conda.sh | 3 +- Examples.ipynb | 1600 +++++++------------------------------- environment.yml | 4 +- requirements.txt | 1 - 4 files changed, 265 insertions(+), 1343 deletions(-) diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh index 4a28b99..b215c02 100644 --- a/.travis/install_conda.sh +++ b/.travis/install_conda.sh @@ -6,4 +6,5 @@ $HOME/miniconda/bin/conda config --set always_yes yes --set changeps1 no $HOME/miniconda/bin/conda update -q conda $HOME/miniconda/bin/conda info -a $HOME/miniconda/bin/conda install --quiet pip readline r-essentials -$HOME/miniconda/bin/conda install --quiet --channel r rpy2 \ No newline at end of file +$HOME/miniconda/bin/conda install --quiet --channel r rpy2 +$HOME/miniconda/bin/conda install --quiet plotly plotly-orca diff --git a/Examples.ipynb b/Examples.ipynb index 38514ce..2bed04c 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -2,18 +2,9 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", - " from pandas.core import datetools\n" - ] - } - ], + "outputs": [], "source": [ "%matplotlib inline\n", "\n", @@ -24,7 +15,7 @@ "import numpy as np\n", "\n", "import plotly.figure_factory as FF\n", - "import chart_studio.plotly as py\n", + "import plotly.graph_objects as go\n", "\n", "from IPython.display import Image\n", "\n", @@ -46,68 +37,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "trying URL 'http://cran.us.r-project.org/src/contrib/ggplot2_2.2.1.tar.gz'\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "Content type 'application/x-gzip'\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - " length 2213308 bytes (2.1 MB)\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "=\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "downloaded 2.1 MB\n", - "\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "The downloaded source packages are in\n", - "\t‘/private/var/folders/4l/b_gx3vx957g8lw0g__5nz9_h0000gn/T/RtmpBhF83G/downloaded_packages’\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "Updating HTML index of packages in '.Library'\n", - "\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - "Making 'packages.html' ...\n", - "\n", - "/Users/tdhopper/miniconda2/envs/pythonplot/lib/python3.6/site-packages/rpy2/rinterface/__init__.py:186: RRuntimeWarning:\n", - "\n", - " done\n", - "\n", - "\n" - ] - } - ], + "outputs": [], "source": [ "%%R\n", "install.packages(\"ggplot2\", repos='http://cran.us.r-project.org')\n", @@ -160,39 +92,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - " manufacturer model displ year \n", - " Length:234 Length:234 Min. :1.600 Min. :1999 \n", - " Class :character Class :character 1st Qu.:2.400 1st Qu.:1999 \n", - " Mode :character Mode :character Median :3.300 Median :2004 \n", - " Mean :3.472 Mean :2004 \n", - " 3rd Qu.:4.600 3rd Qu.:2008 \n", - " Max. :7.000 Max. :2008 \n", - " cyl trans drv cty \n", - " Min. :4.000 Length:234 Length:234 Min. : 9.00 \n", - " 1st Qu.:4.000 Class :character Class :character 1st Qu.:14.00 \n", - " Median :6.000 Mode :character Mode :character Median :17.00 \n", - " Mean :5.889 Mean :16.86 \n", - " 3rd Qu.:8.000 3rd Qu.:19.00 \n", - " Max. :8.000 Max. :35.00 \n", - " hwy fl class \n", - " Min. :12.00 Length:234 Length:234 \n", - " 1st Qu.:18.00 Class :character Class :character \n", - " Median :24.00 Mode :character Mode :character \n", - " Mean :23.44 \n", - " 3rd Qu.:27.00 \n", - " Max. :44.00 \n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R\n", "summary(mpg)" @@ -200,10 +102,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "mpg = pd.read_csv('https://raw.githubusercontent.com/tidyverse/ggplot2/master/data-raw/mpg.csv')\n", @@ -221,56 +121,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "tags": [ "data", "name:ts" ] }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
datevalue
2000-01-01-0.604992
2000-01-022.997363
2000-01-033.650973
2000-01-042.366580
2000-01-053.146239
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from IPython.display import display, HTML\n", "display(HTML(ts.head(5).to_html(index=False)))" @@ -278,110 +136,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "tags": [ "data", "name:mpg" ] }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
manufacturermodeldisplyearcyltransdrvctyhwyflclass
audia41.819994auto(l5)f1829pcompact
audia41.819994manual(m5)f2129pcompact
audia42.020084manual(m6)f2031pcompact
audia42.020084auto(av)f2130pcompact
audia42.819996auto(l5)f1626pcompact
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from IPython.display import display, HTML\n", "display(HTML(mpg.head(5).to_html(index=False)))" @@ -389,104 +151,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "tags": [ "data", "name:diamonds" ] }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
caratcutcolorclaritydepthtablepricexyz
0.23IdealESI261.555.03263.953.982.43
0.21PremiumESI159.861.03263.893.842.31
0.23GoodEVS156.965.03274.054.072.31
0.29PremiumIVS262.458.03344.204.232.63
0.31GoodJSI263.358.03354.344.352.75
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from IPython.display import display, HTML\n", "display(HTML(diamonds.head(5).to_html(index=False)))" @@ -515,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -523,15 +195,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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TB+MutuLL8AoBCEAAAtEECOGI5sEeBCAAgbwmoHzemnyqhUwUtqGFfurUqZPX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AACCKSJAD3QhXCiNdfylVdeaQMHDnSzZiioVpD822+/BRxdNwC+8cYbbh5mjfc54YQT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\njXvOq5XPPfecKTBS0q9D3TyWk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- }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "ggplot(data=mpg) + \n", @@ -543,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -551,18 +215,7 @@ "package:pandas" ] }, - "outputs": [ - { - "data": { - "image/png": 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TkxYtWnDlyhUjbPj5+WVqTorFYuHXX39lyZIlbNu2jbNnzxIZGYmTkxOFCxem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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(mpg['manufacturer']\n", " .value_counts(sort=False)\n", @@ -573,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "scrolled": false, "tags": [ @@ -582,28 +235,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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cVLNmTUVERCg8PLzQx12/fr2mTJmiLl26aODAgZKkzZs3a+nSpUpISJAklS5d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\nzlh27tw5b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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "\"\"\"plotnine gives an error on `ggplot(data=mpg)`.\n", "\"\"\"\n", @@ -617,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -625,34 +257,19 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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Gie5l2a5dO+nTp485r2rVqgaciq6+Fa1IkSLmzyqzKrmffvqpTJ8+3ciubhv1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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "mpgGrouped = mpg.groupby('manufacturer').size()\n", - "fig = {\n", - " 'data' : [{\n", + "fig = go.Figure(layout={'title' : 'Number of Cars by Make'})\n", + "bar = go.Bar({\n", " 'type' : 'bar',\n", " 'x' : mpgGrouped.values.tolist(),\n", " 'y' : mpgGrouped.index.tolist(),\n", " 'orientation' : 'h'\n", " \n", - " }],\n", - " 'layout' : {\n", - " 'title' : 'Number of Cars by Make'\n", - " }\n", - "}\n", - "\n", - "py.image.ishow(fig)" + " })\n", + "fig.add_trace(bar)\n", + "fig.show(renderer='png')" ] }, { @@ -664,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -672,15 +289,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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F1xss0Op9Pr4xO/Yhvk8lb1N8TYlTq40b5VqqXaPab2W7atdK/dq2HWuXhX0z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\nbw977713qPQ7UrzuL14OEC/liFP8FKf4LuZ4ZwdTawU2V7v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- }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "ggplot(data=mpg) + \n", @@ -690,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -698,25 +307,14 @@ "package:matplotlib" ] }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.hist('cty', bins=12, data=mpg);" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "scrolled": false, "tags": [ @@ -725,18 +323,7 @@ "package:pandas" ] }, - "outputs": [ - { - "data": { - "image/png": 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Aff3Kao/QJvXq1d2fTQ2yrrWnWmu6pehvMwH+xhtv5Oyzz85dd92VgQMH5vvf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\ne+SUU07ZaPvxxx+fffbZJ/f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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(mpg['cty']\n", " .plot\n", @@ -745,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -753,28 +340,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(mpg) + \n", " aes(x=\"cty\") +\n", @@ -783,7 +349,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "scrolled": false, "tags": [ @@ -792,26 +358,15 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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/dH3dDxwAAQIEQgICbwiy1mPSgTL9QE/XV+sc1JURqH3/0vVl1JxCgAABAgJv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\nCBAgQIDAkgT+H5Pjan7+GxnmAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig = {\n", - " 'data' : [{\n", + "fig = go.Figure()\n", + "hist = go.Histogram({\n", " 'type' : 'histogram',\n", " 'x' : mpg['cty'],\n", - " }],\n", - "}\n", - "py.image.ishow(fig)" + "})\n", + "fig.add_trace(hist)\n", + "fig.show(renderer='png')" ] }, { @@ -823,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -831,15 +386,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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SQjXaUWmnsouTPrJUH+JVSP9W6XwWmx4CdLHkqiBcsHlGmAt9Veey31PHECwt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\nQmCC\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in \n", "ggplot(data = mpg) +\n", @@ -852,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -860,30 +407,7 @@ "package:pandas" ] }, - "outputs": [ - { - "data": { - "text/plain": [ - "[,\n", - " ,\n", - " ]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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xJ6PubXfKyjFESv/Z79ChgxYsWKA9e/YY4drWeurt7a0aNWoYDXCxsbE6duyY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\nzpw5Gj58uAYOHFh30x1JstvtuvzyywNSHAAAABBqvA7gzz/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OHcpNegAAABD0PJ4Bf+65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gIjgUUqGhodZJUkuWLPG5RcUY4/NW7nnF6XRax01+/fXX2r59e1DrycjlcqlP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\nAbYWLVqkzp07q2PHjpo5c2a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D4XO+AAAAgERwyHcuvfRSlS9fXk6n03ouLCxMt956a460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\nUaNGEkZj3OHDh/X/b9++fbHaa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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(mpg) +\n", " aes(x = \"displ\", y = \"hwy\") +\n", @@ -936,7 +439,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -944,37 +447,25 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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vCAkyjhl0CMiJl/I97HnfRKeU0M010Nc6nlKYuLFH4QWwa9cu9OrVC71797a+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e4YJ5qAp//WiYewJJ4AhdeGXVwjvLZ4n3nmGXz++efIkSOHsdSO2YvIrvwxS5tWZ2TI7Hyl/3fu\n3DFEQaSXxXUERPymrT1mF3BSpwpoVU7v8b7remAf6a/9In577T7o07AY+jQsavx8xoYQTFplL37j\nOpRTE335jpC50om5MV62/zz6xSGzeTKnxdp36hp9WhV0MU457Fm3MPo3jRbeWZtO4pPlh+3YjGxb\nGp2qulZ4W079x5gmY1sODmvssJBuOHwRPX+wF96cmfywob+98MrfIz8/P94YK/2CifDK4IOn/tal\nS5dOqWfmCEvhTYTwduzYEbNnz4a/v785rpIEeskpDfqXAac06DAOPncdLWweceeSUcOBjZEujfI6\nXTpdMuaL1h+3GmHX71jVsOyt+gj8b3MFmb/a9NN1Vp/LFI71AxvBX+lFrqROaagwbBmu37GeptGj\nXlF88N9WyPJiWP1xaxB61fqp2+I+dVGxQPQLxycvR6Dh+DX4bylf42fyUt+6dxu6fArLlFWHMWnF\nISvGMp94TIcKTmW+8ojluGozTePF2kXwUbtydnE4pcEptE4fzCkNTiPzqhMovAkI76VLlyD/lSpV\nyhidmDdvHrZu3Wqs2sASTYDCq38lUHj1GK88GIav1h/FgTPhqFE0O/o1LYlKBaLnuvpq2X36Kqas\nPAzZda18/ix4tX5xNLV5IW1N8AV8sfYIDp69jscKB6Bfk5KoUiirWpeTKrwHzl7Ha99tQ+iVCPil\nToWWFfLYzWM9cOYaJq08hM3HL6NkLn/0rFcMLctbT02RdYdlE4u9p8ONOc1vNi5pvAimUSavPIyF\nO08jIjIKbSvlw9A2ZZ2u5uiFG+g2eytOX76F1KlSoEXZPJj6fJU441B4ncbr1AkUXqdwed3BFN4E\nhPf8+fMYNWoUzp07ZzwqkiXLevXqhWzZdL4gve4KcaBBFF4HICXxEApvEgEmcDrX4dXlK9GTKrz6\nLfT9Gii8ujmk8Ory1Y5O4dUmbIL4FF79JFN4dRlTeHX5Unj1+UoNFF5dzhReXb7a0Sm82oRNEJ/C\nq59kCq8uYwqvLl93Cu/ViLvYc/oqiuTIaKzFa6aSkPCev3YHweeuITBPZuTOzJeMnb02KLzOEvOu\n4ym83pUPn2wNhVc/bRReXcYUXl2+7hLeWX+HYMTv+2M607VWYYxsX16/c15Sw6OE99MVh/DZqocr\nVPRtUhLvNCvlJS33jWZQeH0jT/G1ksLr2/nzitZTePXTQOHVZUzh1eXrDuE9cekmGoxfa9eRac9X\nRZuKOmsL61Nzrob4hHdryBV0+nKTXbB5rz+O6kX0XlR0rvXefzSF1/tz9KgWUnh9O39e0XoKr34a\nKLy6jCm8unzdIby/7jiN/r/Yr1nbtXZhjGxnjlHe+IR3+tqjGLc0yC7JA1uWRu+GxfWTn0xqoPD6\ndiIpvL6dP69oPYVXPw0UXl3GFF5dvu4Q3r+PXMIL3/xrL3UtAtG7UfTGE8m9xCe88d0MTOxcCU9X\nLZDcsbisfxRel6H0SCAKr0ewJ69KKbz6+aTw6jKm8OrydYfwSh0vfLMZfx+5GNOZXJnT4Y8+dSD/\nmqHEJ7xyfbecsgGy0YqlyCYkS/vVc3jXNzPwS6iPFN6ECHn35xRe786PT7SOwqufJgqvLmMKry5f\ndwnv/QcPjE0ltoVcQYlc/pDpDGZaqeFRL63J6hXfbDiGvWfCUSFfFvSoVwwBGdLoJz4Z1UDh9e1k\nUnh9O39e0XoKr34aKLy6jCm8unzdJbz6vfDuGhJalsy7W+/9raPwen+OHtVCCq9v588rWk/h1U8D\nhVeXMYVXly+FV5+v1EDh1eVM4dXlqx2dwqtN2ATxKbz6Sabw6jKm8OrypfDq86Xw6jOm8Ooz1qyB\nwqtJ1ySxKbz6iabw6jKm8OrypfDq86Xw6jOm8Ooz1qyBwqtJ1ySxKbz6iabw6jKm8OrypfDq86Xw\n6jOm8Ooz1qyBwqtJ1ySxKbz6iabw6jKm8OrypfDq86Xw6jOm8Ooz1qyBwqtJ1ySxKbz6iabw6jKm\n8OrypfDq86Xw6jOm8Ooz1qyBwqtJ1ySxKbz6iabw6jKm8OrypfDq86Xw6jOm8Ooz1qyBwqtJ1ySx\nKbz6iabw6jKm8OrypfDq86Xw6jOm8Ooz1qyBwqtJ1ySxKbz6iabw6jKm8OrypfDq86Xw6jOm8Ooz\n1qyBwqtJ1ySxKbz6iabw6jKm8OrypfDq86Xw6jOm8Ooz1qyBwqtJ1ySxKbz6iabw6jI2o/BOXh6E\nqWuPIioKSJMqBb59pRYeL5FNDfTt27chnNOnT69Wh9kDc6c13SuAwqvLVzs6hVebsAniU3j1k0zh\n1WVsNuFdExyGbrO3AQ8exIBNAeD4x63VQFN41dDGBKbw6jKm8Ory1Y5O4dUmbIL4FF79JFN4dRmb\nTXjLD1+GG7fv2UEtljMjVvdvqAKbwquC1SoohVeXMYVXl692dAqvNmETxKfw6ieZwqvL2GzCW+L9\nJbgX9XB010I3IH0a7BrWXAU2hVcFK4VXH2tMDRReN8JWqIrCqwDVbCEpvPoZp/DqMjab8LaeshH7\nz4bbQe38WEGM61RRBTaFVwUrhVcfK4XXjYw1q6LwatI1SWwKr36iKby6jM0mvELTapT3AeCfNg32\nfaQzuiv1UXh1r2GJzikNuow5wqvLVzs6hVebsAniU3j1k0zh1WVsRuEVonM3n8L8XafwdpPSqis0\nUHh1r19LdAqvLmcKry5f7egUXm3CJohP4dVPMoVXl7FZhVeXqnV0jvDq06bw6jKm8Ory1Y5O4dUm\nbIL4FF79JFN4dRlTeHX5coRXny+nNOgzpvDqM9asgcKrSdcksSm8+omm8OoypvDq8qXw6vOl8Ooz\npvDqM9asgcKrSdcksSm8+omm8OoypvDq8qXw6vOl8OozpvDqM9asgcKrSdcksSm8+omm8OoypvDq\n8qXw6vOl8OozpvDqM9asgcKrSdcksSm8+omm8OoypvDq8qXw6vOl8OozpvDqM9asgcKrSdcksSm8\n+omm8OoypvDq8qXw6vOl8OozpvDqM9asgcKrSdcksSm8+omm8OoypvDq8qXw6vOl8OozpvDqM9as\ngcKrSdcksSm8+omm8OoypvDq8qXw6vOl8OozpvDqM9asgcIbi25oaCiGDh2KNm3aoEOHDjGfBAcH\nY8KECbh8+TKKFSuGIUOGIFu2bJp58anYFF79dFF4dRlTeHX5Unj1+VJ49RlTePUZa9ZA4f2P7q5d\nuzBt2jQUKVIEZcuWjRHe+/fv4+WXX0bfvn1RrVo1LFy4EDt27MDIkSM18+JTsSm8+umi8OoypvDq\n8qXw6vOl8OozpvDqM9asgcL7H92QkBBkzJgRS5YsQaZMmWKENygoCF988QWmTJliHCl/GDt37ozZ\ns2cbx7MAFF79q4DCq8uYwqvLl8Krz5fCq8+YwqvPWLMGCq8N3VmzZiFLliwxwrtq1SpjRPfdd9+N\nOfLNN99Enz59EBgYqJkbn4lN4dVPFYVXlzGFV5cvhVefL4VXnzGFV5+xZg0U3gSEV0Z8jxw5Ykxp\nsJQBAwagS5cuqFy5Mq5fv66ZH5+ILbIgUz9SpUrlE+31xUZGRUUhZcqUSJEihS823yfaLH/MUqdO\n7RNt9cVGyneEfFfwe0Ive3INC19+T+gw9vTfOnn6zJJ4AhTeBIR39erV2LJlCwYPHhxzZK9evdCv\nXz+ULl0a8gVj9iIMZJQ3ffr0Zkeh1v9bt24hTZo0FDIlwvKH7ObNm/D391eqgWEjIyMNCH5+foSh\nRCAiIgLp0qUzbo5ZXE9ABh7kOvbU3zrekCctpxTeBIT38OHDmDRpEqZPn24cKRd8x44dMWfOHGOu\nLwvn8LrjGuCUBl3KnNKgy1ei37592xjh9ZQs6PfQ8zVcu3bNeLeEo+g6ueCUBh2u7opK4U1AeOUL\nunv37ujdu3fMKg2bNm3C+PHj3ZUj1kMCJEACJEACJEACJJAEAhTeBIRXPj527BjGjRuHsLAwFCpU\nyJjekCdPniRg56kkQAIkQAIkQAIkQALuIkDhdRdp1kMCJEACJEACJEACJOARAhRej2BnpSRAAiRA\nAiRAAiRAAu4iQOF1F+lkWM+VK1fw9ddfY9u2bcbqAdWrV4esUcw3SV2TbFnG6Y8//jB295O3rzNn\nzoyePXuiRo0arqmAUawIbN++3ZiuNHfuXG4d7sJrY//+/ejfv7+xyoil/Pzzz9y4x4WMJZR8T/z+\n++/GKgINGjQwvitYXENAdlaV1Zpilzt37mD58uWuqYBR3EKAwusWzMmzkgMHDuD06dNo0qSJsQ7v\nsGHDUKtWLbRt2zZ5dtjNvZIXJhctWoRGjRohICAAsmLIwIEDMW/ePN5UuDgXsiSZsBVZ+OSTTyi8\nLuS7ceNG7Ny507gZZtEhMH/+fOzevRuyRrxsnMSiS0BujhcsWIDRo0frVsToLiVA4XUpTnMHky+A\nc+fOGStasOgQkCXxZFQ9a9asOhWYNOrEiRNRtWpVyMjj2LFjKbwuvA7kKcXVq1eNzXpYXE9ABhte\nfPFFY+lMeQrEok/gvffew1NPPWU81WTxHQIUXt/Jlde3VB771KlTB40bN/b6tvpaA2VjD3lkKSML\nMgLJ4joC8qhy6dKl+PDDD43HwBzhdR1biSRPJH799VdjwwnZFKFNmzZ8CuRCxMePHzeWyaxSpYrx\n/SCMe/TogfLly7uwFoayEDh16pTxNHPmzJnc0c7HLgsKr48lzFubu3XrVnz33XfGJh1c9Ny1WZKd\n/eSPWt68eSEjCyVLlnRtBSaOJlMZ5DHwxx9/bDwKpvC6/mKQEUiZKiIidubMGUMWXnrpJdStW9f1\nlZkwonz3jhgxwph/Lkxl6pPcvM2aNctgzuJaAlOmTEHhwoXRvn171wZmNHUCFF51xMm/goMHD+LT\nTz81pCF79uzJv8Me6KFIg3CWOWOyJnSBAgU80IrkV6WMjMm883r16hmdo/Dq5/jPP/9EcHAw3nnn\nHf3KTFDDjh07jKk48r1gKe+++y5eeeUVlClTxgQE3NdF2clOviPkZiJDhgzuq5g1uYQAhdclGM0b\n5MiRI8YjYBlhyJcvn3lBuKnnMr9UVmmQFwVZkk6gdevWVqsHyGoYsvVtv379ODUn6XjjjLB48WLj\nZVfO9XcNYBk1f//99w0Js5S33noLffr0QYkSJVxTCaMYBH766SfI6kS8dn3zgqDw+mbevKLVJ06c\nwJgxY4zHZ/nz5/eKNiWnRoSHh+PSpUsoVqyY0S3hLY8t5QZDdvxjcT0BjvC6nqms0BAYGGiMiJ0/\nfx5DhgyBCFnFihVdX5lJI7799tto1qwZnnjiCcgycHJjLAIceyk4k6JxWbfv3buHrl27YsKECfx7\n5zKq7g1E4XUv72RVm8juunXrrObsyospspQWS9IJXLx40fjDJaNhsraxzDF94YUXjBcDWXQIUHhd\nz1Uet1u+EzJlyoRnnnkGTZs2dX1FJo4oo7wyPUf+lWllffv2RenSpU1MxPVdX7VqFVavXs2lyFyP\n1m0RKbxuQ82KSIAESIAESIAESIAEPEGAwusJ6qyTBEiABEiABEiABEjAbQQovG5DzYpIgARIgARI\ngARIgAQ8QYDC6wnqrJMESIAESIAESIAESMBtBCi8bkPNikiABEiABEiABEiABDxBgMLrCeqskwRI\ngARIgARIgARIwG0EKLxuQ82KSIAESIAESIAESIAEPEGAwusJ6qyTBEiABEiABEiABEjAbQQovG5D\nzYpIgARIgARIgARIgAQ8QYDC6wnqrJMESIAESIAESIAESMBtBCi8bkPNikiABEiABEiABEiABDxB\ngMLrCeqskwRIgARIgARIgARIwG0EKLxuQ82KSIAESIAESIAESIAEPEGAwusJ6qyTBEiABEiABEiA\nBEjAbQQovG5DzYpIgARIgARIgARIgAQ8QYDC6wnqrJMESIAESIAESIAESMBtBCi8bkPNikiABEiA\nBEiABEiABDxBB7Yy8wAADdxJREFUgMLrCeqskwRIgARIgARIgARIwG0EKLxuQ82KSIAESIAESIAE\nSIAEPEGAwusJ6qyTBEiABEiABEiABEjAbQQovG5DzYpIgARIgARIgARIgAQ8QYDC6wnqrJMESIAE\nSIAESIAESMBtBCi8bkPNikiABEiABEiABEiABDxBgMLrCeqskwRIgARIgARIgARIwG0EKLxuQ82K\nSIAESIAESIAESIAEPEGAwusJ6qyTBEiABEiABEiABEjAbQQovG5DzYpIgARIgARIgARIgAQ8QYDC\n6wnqrJMESIAESIAESIAESMBtBCi8bkPNikiABHyZwL///ouvvvoK//vf/3y5G2w7CZAACZiSAIXX\nlGlnp0kA6NKlC86fP2+FombNmhg1alSS8UREROCVV17B9OnTkS1btiTHsw0g7Zb2W0q6dOlQsGBB\nNGvWDO3atUPKlCmNj3bu3GkI6tSpU5PchuQuvBMmTEDHjh1RpEiROFl9//33kLy++uqriWI5fvx4\nZM2aFT169LA73zZ2Qm1JVAN4EgmQgKkJUHhNnX523swERBh79uyJypUrx2BIkyYNMmTIkGQsDx48\nwE8//YTOnTsjderUSY4Xn/D++uuvRvyLFy/iwIEDmD17NkqVKoURI0YgRYoUuHDhAjZv3ow2bdok\nuQ3JWXjv3buHF198EWPGjIlXePfu3YvIyEg89thjiWL5KOGNHduRtiSqATyJBEjA1AQovKZOPztv\nZgIivP369UP16tXtMIjc/f777yhbtixWrFiBu3fvIl++fHj77beNf6WcOXMGkydPNv4Vsbx//74h\nmR999BEqVaqEtm3bYu7cucYI74wZM5A2bVqcO3cO+/fvN44V0e7bt6/xcykiOjJlYOXKlUacWrVq\noXfv3siYMaNd+ywjvH/++Sf8/PxiPg8LCzNGlt966y00bdoUtpK6ZMkSo03S3oCAALRs2dIQvVu3\nbqFr167GaPAnn3yCY8eOGZ9L+8qUKWPEt411+PBhzJw5E/Kv9Ec49u/fP6Y/Usfnn3+OHTt2GP2R\n0fP33nvPiCXtlhuC8PBwlC5d2qhHRqilCCu58QgNDcWhQ4dw584dNGnSxIj/zTff4Nq1a0Ydffr0\nQZUqVWL6/qiYwrF9+/ZYvny5kQNpj+SnU6dOiIqKwhtvvIGjR4/C39/fGB1/5513UKdOHSvu0q7b\nt28b14zwkpuZwYMH49tvvzVGftOnT4/XXnsN1apVi/PX6lHCa4ktfYqvLXJTM2XKFGPUXnLTunVr\nPPvss0ZfpD3PP/+8wVvyJzmZNm2a0S6Jffz4cchTgPLly+ODDz5QuQkz83cJ+04CvkCAwusLWWIb\nSUCBQELC++GHHxpCJI+gRSpkeoJI2OjRo43WvPnmm2jcuDGeeuopnDp1Cq+//jq+/PJLQ9xEQGyF\nd8GCBRg+fDhq165tSNy7775rSNUzzzxjxBN5DAkJMYRKhO+zzz5DqlSpYiQxNoL4hFeOmTRpEi5f\nvoyRI0daSaq0UcRy4sSJRhtF1G/cuIFy5coZ7RUhlDbVq1fPEMq//voLs2bNwnfffWf8f1vhlfPl\nPzlf+vP++++jYcOGBjMZ4RY+BQoUMIRaRqEvXbpkyPO2bdsMGRs6dKhx8yA3Fn/88YchsyLvImiL\nFi2CCKIImjDp1asXcuXKBXnUnzNnTuOmQI4XaZbcJBRThPfKlStGTGmT8BM5/fjjjw3hlvLEE08Y\nOY5vSoOt8Ep+Rbglp/JU4O+//zbY/vzzz1Y3IZa8OSK8kvv42iKfiUw//fTTBsthw4YZ/1vEV/In\nU1nkBk2mZZQsWRLZs2fHCy+8YPRTcnr16lVD6uVGioUESMB8BCi85ss5e0wCBgERXhlhFKm0FJmf\nKeIjcifTAkS8LCOwQUFBxujY/PnzcfPmTUMQRdQsnw8YMAAtWrQw5tHGJbzBwcH49NNPY+qSkVYZ\nwRTxk9FdiSeCKUInRURPJFrqsJ0W8SjhlWkOS5cuxddff20lqSdOnDCEV0aRc+fObXUVWNor7atQ\noULMZyL7Ik2NGjWyE17by+jHH380bghEmuURvdwwiPxZ+FiOHzRoEJo3b26M2lqKSJpwkJFxEcsj\nR44YcmopIm3169c32iJFBFumafzyyy/GvNiEYorwygjzSy+9FBNTBF1+JuKaWOGVNsaeEiNtklHW\nwoUL2/2WJUV45anAuHHjjNFkS1m8eDHWrVtnSLYlfzIy3apVq5hj5OZDRLlu3br8rScBEjA5AQqv\nyS8Adt+8BER4ZfRRJMtSMmXKZIzWifDKKKS8TGQpIqAiTjItQEZQ5XGyyKhlSoGInsiGjPrGJbzy\nKF6OsZTffvvNqGfs2LGGKL788svGyG7sIo/bpQ0WCbZ89ijhFRGSx/sijrajsjIiKqItAtShQwcU\nK1bMCGlpr0hr7LpklFiOEdG0jSWyPm/ePGN0W0Z0ZQSxYsWKxkiv1C/TB+QRvG0RbnKjISOzliJT\nIoSNSLC025aVjBY/+eSThihbitxYiADKKHFCMS1TGmKfL1NPZL6znJtY4ZXcxL55kBFXeenRMg0k\ndt+TIrxyzcn0mdg3PsJc6pZ525b8WXhY6t26dashysWLFzeeRNSoUcOKu3l/+9lzEjAfAQqv+XLO\nHpOAQSChKQ22S3DFFl45X154E+mSUTSZIzlw4EBj9FTm7MYlvJb5n3EJr0ijzL2NPWL8qDQlNKVB\npirIiGlcL5rJo32ZRrBw4UJjHupzzz0X016Rp/z588dULY/NRQpthVceqUt7LdM6ZN6ryJ+MIovw\nSj9k2oFImm2ROmU0XOQrrhJ76oDlc6lHRsBjjwrHFt6EYorwSp5kpNpSXCG8ljnalphawis8ZdRe\nbsLiKrbXW+xjZDR89erVxmi7TOeQmxjLKh78KiABEjAPAQqveXLNnpKAFYGkCu/BgweNUUmZKymS\nKyO0ltFiZ4VXpjTIHEyRMEdWAYhPeGVOrTz+l0f8Mor7qJUV5MUmedwto7Ei4/JoX2TIMsdTRhAt\nK1nI3NzYsTZt2mTMd409Ai4j1TJSK8K7a9cuY0qICGHsl+okAcJMRkBFmF0lvAnFdER4ZTqCzJu2\njHrbti2uObxawmvbFpkiIi/8yQi9vFhnWx4lvJZjRXzlxUSZcyxzfVlIgATMRYDCa658s7ckEENA\nZK579+5WUxpEzkQo4hJF2xFeme+aN29eY86vjJjJeZbH9M4KrzRKVkhYv369sdJB0aJFjaXG5CWj\n2KOalsZbhNeyLJlMJ5DVEObMmYOqVasaqwdIid2Ps2fP4uTJk8aLYDKvVh6Ty4t0sR+JlyhRwjhX\nJF5kTqYlyEtrwiV2LFnFQVYTkBfkpK3ywpaMPoqsi/CKLIt4y+iwzJuVedJSt8x33b59uyFdspKE\nrLwgKwlI22XEVqZ0JGaEN6GYjgivjNjLdBR5iVBuQGxF3RXCKyslWKZQSH7kuhHWtn2Oqy3CS64x\n4ZolSxaDp0isMI9PeCXHcgMjqzrIHHLJrbzsZztFhl8LJEACyZ8AhTf555g9JIE4CTxq4wlHhFdG\nN2O/RCQSKSNoIkyJEV6RLBFWkUyZ4yovY8lLcLFftLIVXvn/Itky71hGJmWZMRFHi3jH7oeM/sqS\nVSLuUmRep4igSK6lvbLsmkiwHCsvXskIsGUVA1smP/zwgzEtQqRLVp6QlQBE2EV4pYhgiwTv3r3b\nEF5ZkUKmfUiR6Q4yW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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig = {\n", - " 'data' : [{\n", - " 'type' : 'scatter',\n", - " 'mode' : 'markers',\n", - " 'x' : mpg.displ,\n", - " 'y' : mpg.hwy \n", - " }],\n", - " 'layout' : {\n", - " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", - " 'xaxis' : {\n", - " 'title' : 'Engine Displacement in Liters'\n", - " },\n", - " 'yaxis' : {\n", - " 'title' : 'Highway MPG'\n", - " }\n", + "fig = go.Figure(layout={\n", + " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", + " 'xaxis' : {\n", + " 'title' : 'Engine Displacement in Liters'\n", + " },\n", + " 'yaxis' : {\n", + " 'title' : 'Highway MPG'\n", " }\n", - "}\n", - "py.image.ishow(fig)" + "})\n", + "scatter = go.Scatter({\n", + " 'type' : 'scatter',\n", + " 'mode' : 'markers',\n", + " 'x' : mpg.displ,\n", + " 'y' : mpg.hwy \n", + "})\n", + "fig.add_trace(scatter)\n", + "fig.show(renderer=\"png\")" ] }, { @@ -986,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -994,15 +485,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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2ZMkS27Nnj+Xn5zs90UuXLg1kXakUAggggAACCCBQXgIE0OUl68N8GzRoYJUq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\ndJToCpQsWTLkNaTb3nzzTZNfjBw50pzpjm6UoUdnC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- }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in \n", "ggplot(data = mpg) +\n", @@ -1013,7 +496,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1021,28 +504,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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QwQEAAACAIYIDAAAAAEMEBwAAAACGCA4AAAAADBEcAAAAABiy+roANLx9+/bphRde0IkT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\nJQUKhYL36XBDjRo1wi+//IL09HTodDrLe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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(mpg) +\n", " aes(\"displ\", \"hwy\") +\n", @@ -1052,7 +514,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1060,28 +522,7 @@ "package:seaborn" ] }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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nvv71r8tuv3iJr7/+un75y1+qoaFBBQUF+vznP69vfetb8ng8GVr9x+ZWTNJV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6qpzN1UjpmKUvwZldp7+vj7ySZV0ZiD7XERS1w+QZiogZH4hMZdpsHG5fWsXVzLzkNdvLavg2g8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\n7q0pU6bo+vXrZkeEibZu3aobN25o7Nixa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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sns.lmplot(x=\"displ\", y=\"hwy\", \n", " data=mpg, size=12)" @@ -1089,7 +530,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1097,18 +538,7 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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PmjXL+Merr76K/Pnz46WXXkKjRo1w+eWXY+LEicZd7r333qC+8t2kF154wYjv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\nQIAAgX0CAu++OVERAQIECBAgQIDAoIDAO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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "'''No built in method to calculate and display confidence intervals.\n", "Must calculate manually and utilise existing features to build the confidence band.'''\n", @@ -1125,62 +555,56 @@ "preds['displ'] = mpg.displ\n", "preds = preds.sort_values(by='displ')\n", "\n", - "fig = {\n", - " 'data' : [{\n", - " # Add the data points\n", - " 'type' : 'scatter',\n", - " 'mode' : 'markers',\n", - " 'x' : mpg.displ,\n", - " 'y' : mpg.hwy,\n", - " 'name' : 'Points'\n", + "fig = go.Figure(layout={\n", + " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", + " 'xaxis' : {\n", + " 'title' : 'Engine Displacement in Liters'\n", " },\n", - " {\n", - " # Now the regression line\n", - " 'type' : 'scatter',\n", - " 'mode' : 'lines',\n", - " 'x' : preds['displ'],\n", - " 'y' : preds['Predicted Value'],\n", - " 'name' : 'Regression',\n", - " },\n", - " {\n", - " #Add a lower bound for the confidence interval, white\n", - " 'type' : 'scatter',\n", - " 'mode' : 'lines',\n", - " 'x' : preds['displ'],\n", - " 'y' : preds['Mean ci 95% low'],\n", - " 'name' : 'Lower 95% CI',\n", - " 'showlegend' : False,\n", - " 'line' : {\n", - " 'color' : 'white'\n", - " }\n", - " },\n", - " {\n", - " #Upper bound for the confidence band, transparent but with fill\n", - " 'type' : 'scatter',\n", - " 'mode' : 'lines',\n", - " 'x' : preds['displ'],\n", - " 'y' : preds['Mean ci 95% upp'],\n", - " 'name' : '95% CI',\n", - " 'fill' : 'tonexty',\n", - " 'line' : {\n", - " 'color' : 'white'\n", - " },\n", - " 'fillcolor' : 'rgba(255, 127, 14, 0.3)'\n", - " }\n", - " \n", - " ],\n", - " 'layout' : {\n", - " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", - " 'xaxis' : {\n", - " 'title' : 'Engine Displacement in Liters'\n", - " },\n", - " 'yaxis' : {\n", - " 'title' : 'Highway MPG'\n", - " }\n", + " 'yaxis' : {\n", + " 'title' : 'Highway MPG'\n", " }\n", - "}\n", - "\n", - "py.image.ishow(fig)" + "})\n", + "p1 = go.Scatter(**{\n", + " 'mode' : 'markers',\n", + " 'x' : mpg.displ,\n", + " 'y' : mpg.hwy,\n", + " 'name' : 'Points'\n", + "})\n", + "p2 = go.Scatter({\n", + " 'mode' : 'lines',\n", + " 'x' : preds['displ'],\n", + " 'y' : preds['Predicted Value'],\n", + " 'name' : 'Regression',\n", + "})\n", + "#Add a lower bound for the confidence interval, white\n", + "p3 = go.Scatter({\n", + " 'mode' : 'lines',\n", + " 'x' : preds['displ'],\n", + " 'y' : preds['Mean ci 95% low'],\n", + " 'name' : 'Lower 95% CI',\n", + " 'showlegend' : False,\n", + " 'line' : {\n", + " 'color' : 'white'\n", + " }\n", + "})\n", + "# Upper bound for the confidence band, transparent but with fill\n", + "p4 = go.Scatter( {\n", + " 'type' : 'scatter',\n", + " 'mode' : 'lines',\n", + " 'x' : preds['displ'],\n", + " 'y' : preds['Mean ci 95% upp'],\n", + " 'name' : '95% CI',\n", + " 'fill' : 'tonexty',\n", + " 'line' : {\n", + " 'color' : 'white'\n", + " },\n", + " 'fillcolor' : 'rgba(255, 127, 14, 0.3)'\n", + "})\n", + "fig.add_trace(p1)\n", + "fig.add_trace(p2)\n", + "fig.add_trace(p3)\n", + "fig.add_trace(p4)\n", + "fig.show(renderer=\"png\")" ] }, { @@ -1192,7 +616,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1200,15 +624,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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yVXc9i6RMSwnVaEepRW0XJ71kqT/EK5vnW6nrmevxUKBzJVcG+dziGcla6K06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\nfrlNnz7dTx7E3SAPYDmyKISiwq3p6ceiiy7qc+2555521VVXm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- }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "ggplot(data = mpg) + \n", @@ -1221,7 +637,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": { "scrolled": false, "tags": [ @@ -1230,18 +646,7 @@ "package:matplotlib" ] }, - "outputs": [ - { - "data": { - "image/png": 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/pKsBq/Wy4DFtr0xWc+L/+ecfZs6cqXO3xMrKisqVK/PBBx9Qv359WrVqRbdu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mKnVzYyqorQ+kchtmyHEg7DGgjA1bwAwcuvhMliKbl2jZoHEREZh2XNmjVrRrLjySefDI/n+KOf\nyWQSNpttrHnlRSIhFzsFQ/nd3/8be+pmQrE7AJMJit2BqKsaH7/9BhbObCp2emP2973d2NwVRUrV\nAAApVcO+vhQkRUOT79hnd4zG6bQX7fgPPfZnRDc+By2ZBABoySRSu3ZBSyXhPHF+ybVbinkUs/9o\n7Nh/xsb+M7Zi9p/TOfxg5aguwvzggw/wzDPPIBwOQ1XVQbelT6fTiEajePPNN9HS0pJ9tlQS4n29\nOOSs1Y11OWsR7+s19HQUWdXQGhV1Y61REedOquJ0lBzQJAliy3bdmNjSgurLvpDVdI18tWvUPIiI\nyFhGXIC//vrr+PrXvz5QeJtMpkEFuOnwKXvenr487D/YieQwBXai0o39Bzsxa4ZxC/B4WkFUVnRj\nUVlBPK2gyiIUOKvyo8RiUIZZilSJhKHEYhBqakqmXaPmQURExjLiIb7f/OY3UFUV3//+9/HYY49h\nypQpuPjii/HYY4/hzjvvxIQJE+D3+/Hggw/mM18qkPq6Cajo69WNVSbiqK+bUOCMcstts8In6P/+\n9AlWuG2jXqGTdFi9XlgDAf2YPwCr11tS7Ro1DyIiMpYRF+DvvfcezjzzTFx77bWYP38+Fi9ejPb2\ndsyfPx8rV67EH//4R6RSKdx33335zJcKxO30oLbvkG6spu+QoaefAIBgMWO2z6Ubm+1zcfpJjpjt\ndriaF+jGXM3NWU/PyFe7Rs2DiIiMZcTDfIlEAieccMLA48bGRmzYsAGKosBqtWLixIk4++yz8cYb\nb+QlUSq81eedg//7P8+hy1mLRKUblYk4ag6vglIOzm+oBgDdVVAod4KXXwmgf060EgnD6g/A1dw8\nsL3U2jVqHkREZBwjLsB9Ph/6+voGHjc0NEBRFOzatQtNTf0rYkyYMAHPP/987rOkorALdnzj4osQ\n7+tFPBmBu2Ii3M6Ti51WzlhMJlw0JYhzJ1VxHfA8MlksqLnyy6i+7As5XSc7X+0aNQ8iIjKOEVcb\nJ510EjZu3Ijw4QuOTjjhBGQyGWzevHlgnw8++ACVlZW5z5KKyu304DOzTzT8tJPhCBYzqhwCi+88\nM9vtEGpqcl6c5qtdo+ZBRESlb8Qj4F/72tdw1VVX4cILL8Rdd92FM844AyeffDL+4z/+A93d3eju\n7sbLL7+Mc84pj+kJRERERET5MOIhv4ULF+LXv/41fD4fZLl/QfNbb70VTqcTDz30EB5//HFMnDgR\nP/jBD/KWLBERERGR0Y1qrbUVK1ZgxYoVA+t/z5w5E88++yxee+012O12LFy4EBUVFXlJlIiIiIio\nHIy4AL/77rtx1lln4cQTTxy46Q4AOJ1OnH322XlJjoiIiIio3Iy4AL/33ntx3333oaqqCmeccQbO\nOussLFmyBE6nM5/5ERERERGVlREX4I8//jheeuklvPzyy3jiiSewYcMG2Gw2LFy4EMuWLcOyZcsw\nderUPKZKRERERGR8psyRCd2j0NfXhy1btuDll1/Gq6++io6ODphMJjQ0NGDZsmX40Y9+lI9cxywU\nihc7BcMKBt18/QyM/Wds7D9jY/8ZG/vP2IrZf8Gge9hYVgX40bq7u7F+/Xr87ne/Qzweh8lkQmtr\n61iazBu+gbLHDyBjY/8ZG/vP2Nh/xsb+M7ZSLcBHtQoKAHR2dmLr1q3Ytm0btm7dij179gAALBYL\n5s+fj8WLF2edKJUmMZ1CKCSiIm2Fy+bIWbupZBzRrgPw1UyEo2L4gzQbiVgPors+hG/6Caj0Vh1z\n33BfDG2hA2gKTkTA6c1pHkYjqzJiUhxeuxuCRTBE25oklcQdKEslDyIiKn0jLsBvueUWbN26FZ2d\nnQAAs9mMOXPm4JprrsHixYuxcOFCXpBZZmRVwb3vbUMoZUfGVAlTJoGgQ8K3T1wEwTLq324DlLSM\n1x+6C46dH8MpKtjvsiI1cwoWX3sLrLaxFWbpVBI7fnoL7KFemDNAzARIQQ/m3n4XbI7BS2QmZQn/\n+tjjiHU5AdkBCB/BW9OHO6/4PCqE8VVAqZqKDe1P453QDkSkKPx2H+YH52Jl44WwmC0l2XZGVRFa\n/yjElu1QwmFYAwG4mhcgePmVMFnGlrMR8yAiIuMY8RSUWbNmAehfdvCKK67A1Vdfjdra2rwml2s8\nhTQ6//72awjJQ0ePg0IPvvuZU7Nu99X770DwzY+GbA8tnIGl37ot63YB4K1/vQGVXb1DtidqPDjp\nzv8ctO27f1yHWEdwyL7eSSH8+1dWjSmPUnO8U3Dr257ACx2vDNm+bNLpuLzpkjH97Xy13fXoI4hu\nfG7Idt+Kc1Bz5ZezbrcU8+ApcGNj/xkb+8/YSnUKyojvhPnjH/8YK1asgNVqxe9//3ssX74cK1eu\nxF133YVNmzYhHufBWU7EdAqhlP4ocEiyQ0ynsmo3lYzDsfNj3Zhj58dIJbM/jhKxHthDQ4tvALCH\nepGI9Qw8DvfF+ke+dfR2ORHui2Wdh9HIqox3Qjt0Y+9274CsyiXXtiZJEFu268bElhZokpRVu0bN\ng4iIjGXE8wi++tWv4qtf/SoymQzef/99bNmyBa+99hrWrVuH3//+97BYLJg5cyYWL16MW265JZ85\nUwF09vX2TzvRiWVQic6+XpzgG/188GjXAThFRTdWKSqIdh1A3ZSZo24XAKK7PoR5mPM55kx/vLK5\nf0S/LXSgf9qJjozsQFvoAE4dJ/PBY1IcESmqGwunoohJcQQrjz2PvtBtK7EYlHBYPxYJQ4nFINTU\njLpdo+ZBRETGMuIR8CNMJhPmzp2La6+9Fg899BBef/11/OQnP0FtbS3ef/99PPzww3lIkwptgtMD\nUyahGzMhgQlOT1bt+momos+l/7sv4bLCVzMxq3YBwDf9BGh6vxgAaKb++BFNwYmAoD+KbxJS/fFx\nwmt3w2/36cYCDh+89uwvkM1X21avF9ZAQD/mD8DqLcyPp1LJg4iIjGXUBTgA7Nq1C4888gj++Z//\nGaeffjrWrFmDAwcO4IQTTsDXv/71XOdIReCyORB06J8+D9qlrFdDcVS4kZo5RTeWmjllTKuhVHqr\nIAX1fxhIQc+g1VACTi+8NX26+3pq+sbVaiiCRcD84Fzd2LzquWNasSRfbZvtdriaF+jGXM3NBVuF\npFTyICIiYxnxRZh//etf8dprr+G1115DV1cXMpkMKisrceqpp+LMM8/EmWeeibq6unznOya8iGJ0\nBlZBkezIoBImJBC053YVlEpRQSKPq6BoI1gFpbfLiYzsgElIwVOmq6Ac7yKUIyuVvNu9A+FUFAGH\nD/Oqc7sKSq7b/mT1kRYokTCs/gBczc1FXAUlf3nwIjBjY/8ZG/vP2Er1IsxRr4Iybdq0gYJ70aJF\nsNlsucmyAPgGyo6YTiFpU7gOuIGN9AOI64CXZh4sAIyN/Wds7D9jM3wB/sgjj+CMM87A5MmTc5ZY\nofENlD1+ABkb+8/Y2H/Gxv4zNvafsZVqAT7ieQRf/nLh1tUlIiIiIipXo5rI+8c//hF/+ctfsG/f\nPiQSw6yQYTLh/fffz0lyRERERETlZsQF+J///Gf87Gc/g8lkQm1traGnohARERERFcuIC/A//OEP\n8Hq9ePjhhzF79ux85kREREREVLZGvA54R0cHLr74YhbfRERERERjMOICvLq6Gpqm5TMXIiIiIqKy\nN+IC/JJLLsF///d/IxwO5zMfIiIiIqKyNuwc8Oeff37Q46amJphMJnzhC1/AFVdcgYaGBtiHudnE\n2WefndssiYiIiIjKxLA34pk1axZMJtOgbUd2/fT2o+Mmkwmtra05TjM3yn0h/XzdabAr0YuP5Sim\nCD7UVHpy1q6YVnAoIaG20g6XLftb2+sZzV0JQ10RtO3qQNP0SQjW+HOax2jEwgdxsP1d1DXOgzdQ\nl7N2owf3ovejd+GZMQ++uoZj7qvE45A6OmCfNAlWd27vTpovo+nrfD6/VDKJaDgKX8AHR0VFztqV\nVQ02twPpeAqCZcQnLamE8EYuoyelVcRECV6XHXabpai55KP/Sun5lTvD3Yjn29/+9rCFNpUWVVOx\nof1pvBPagYgUhd/uw/zgXKxsvBAWc/Zv7D45hTvfehca3OifrXQAZuzEv540D04h+1vSy5qG37y/\nD4eSMrTDLddWCLhuzmQI5rEVGBlVRWj9oxBbtkMJh2ENBOBqXoDg5VfCZBn8WvQlkvjfj25FNKZB\nkzSYt/TA5zXjJ1eeDGdl7gqo40klRLy95iZ4wqnDrzLwQcCBz6z5JRyVrqzbTcZjaPvh9+CQ1P7H\nWI+P7RY0/eJXqHB7B+2ryTL2/tvPIO/vADQNMJsh1E9Cw49uhVnI7S3pc2U0fZ3P56coCjb8YzPa\nrU6IlS642g6gUenDyrOWwGrN/oelmsngmb3daI2KiMoKfIIVs30unN9QDQs/m6lMqZqGdZva0dIW\nQrhXQsBjR3NTEKuWN8Iyxu+HUlDuz49GbsS3oi8H5ToCsb7tCbzQ8cqQ7csmnY7Lmy7Jut0fv7EV\nGZNvyHZTJoqfn3Jy1u3e/d7H6EzKQ7ZPqBDwzydOybpdAOh69BFENz43ZLtvxTmouXLw3Vxv+t1L\nCHcpQ/YN1Fjxy2vOGFMeo/H6zd+EP5wasj0ScGDx/3kg63bf/vbXUXG4+D5a0m7BZ+79/wdt2/OT\n2yHv2ztkX2FyA6b+759mnUM+jaav8/n8HnvuJbzlmzBk+0nRTlxxTvbH0VMfh7C5Kzpk+5IaHy6a\nEsy6XSo8joCP3J82tmHjto4h21csmoQvrWgqQka57b9SfH7lrlRHwPlzy+BkVcY7oR26sXe7d0BW\nhxa6I9GV6D088j2UBje6Er1ZtSumFRzSKb4B4FBShpgeWhCPlCZJEFu26//dlhZokjTwONQVQTSm\nv6pPNKYh1BXJOo/RiIUPwqNTfAOAJ5JCLHwwq3ajB/cOjHx/mkNSET34STGqxOP9I8M65P0dUOKl\nVziMpq/z+fxSySTarU7dWLvViVQymVW7sqqhNSrqxlqjImSVK1JR+ZHSKlraQrqxlrZuSGn9zzSj\nKPfnR6Mz4vOjV1111XH3sVgscDgcmDBhAk499VSce+65Y0qOji8mxRGRho6SAUA4FUVMiiNYWTXq\ndneED2H432dm7Agfymo++KGEhOFKB+1w3OXN7rS9EotBGWaVHiUShhKLQaipAQC07eqAJulnokka\n2nZ1FGQ++MH2d4d/lTP9ce8po58Pfui9bceNH5kPLnUcnpahR9MgdXTAWmLr/4+mr/P5/KLhKMRh\npgmJlU5Ew1HU1Y9+OlM8rSAq6/8YjcoK4mkFVTm8zoOoFMRECeFeSTcWiacQEyXU+CsLnFXulPvz\no9EZcaXT2dmJ3t5exGKx/v9otSIQCKCvrw99fX0A+i/OPDKj5c9//jM++9nP4v7774fFwgsM8sVr\nd8Nv9yEsDR2xDTh88Nqzu9BsbqAWzx44AECv7zTMDUzMqt3aSjvMgG4Rbj4cz5bV64U1EIDS0zM0\n5g/A6v1k3nPT9Ekwb+nRLcLNdjOapk/KOo/RqGuch2FfZRMwsXFeVu3WnrgIh/DEMeNH2CdNAsxm\n/SLVbO6Pl5jR9HU+n58v4IOr7QBE19Afo65EH3yB7KZUuW1W+AQrIjpFuE+wwp3ji5aJSoHXZUfA\nY0ePTpHqdzvgdWX//VAKyv350eiMeArKAw/0z0VduHAh/vznP+Odd97BSy+9hDfffBNPPfUUzjzz\nTPj9fjz55JPYuHEjVq1ahZdffhkPP/xwvnInAIJFwPzgXN3YvOq5Wa+GUlPpgRn6p+bNiGe9GorL\nZkVthX5OtRXCmFZDMdvtcDUv0P+7zc2DVsgI1vjh8+of/j6vuWCroXgDdegN6F/Q2ut3ZL0aiq+u\nASm7/g/flN0yaDUUq9sNoV6/CBXqS3M1lNH0dT6fn6OiAo1Kn26sUenLejUUwWLGbJ/+yPpsn4ur\noVBZstssaG7Sv76huana8KuFlPvzo9GxrFmzZs1IdvzhD38IRVGwbt061NfXD/dYtzYAACAASURB\nVFohJRAI4LzzzsPf/vY3tLa24otf/CKWLVuGV155BTt27MAXv/jFfOU/KolEdvOhS90sfyOSioS4\nHEdKkVDl8GNx3SKsbLwQZlP2X9SnBqvwysG9yMAGwARAgxm9+NeT5kGwZF8oN1d7sDPah4SiIoP+\nX4F1h1dBGevqDpWz50JLJaHEeqFJKVgDVfAsXdq/MsanrjBfOrMGr+8+CEkBMmoGZrsZ/ioLfnLl\nyRBstjHlMRrVS5dhz+ubIKSU/lfZBMQOr4JitWU/zcB7xjIceuE5WNVPrrNOHV4FxWYfXPR7liyF\n+M7bUMU4kMn0rxIyaTIafnTrkBVFSsVo+jqfz2/mlHpEPmiFqGQgW61w9YmYkwhj5VlLYB7DqgYz\nvJWQFA1iWoGsavAJViyo8uD8hmqYuQqKoTid9rL9/sm1OVP9SEoKYqIMSVYQ8DiwdF4dVi1vLNpx\nn8v+K8XnV+6K+f5zOoc/qzHiVVCam5vxpS99CT/4wQ+G3efOO+/E+vXr0dLSAgC46667sG7dOmzf\nrn+xVKGV+1XoXAf8E1wH/BNcB/wTXAecioGroIxeKa2TzXXAja1UV0EZcdVTWVmJjg79lQSOOHjw\nIGxHjRxqmjboMeWXYBGyuuDyeGoqPZg7pT7nB7DLZs36gsvjMdvtAxfhHU+wxl/UwvsIb6Auqwsu\nj8dX14AT5s0dUf9Z3e6Su+DyeEbT1/l8fo6KiqwuuDwewWJG0GlHiCOoNI7YbZayviCx3J8fHd+I\nh1MWL16MjRs34rnnhq67CwAvvvginn/+eZx8cv/60Ol0Gi+99BKmTZuWm0yJiIiIiMrAiIcfv/vd\n72LLli244YYbsGjRIsybNw/BYBCiKOKdd97B5s2b4XQ68b3vfQ+KouCSSy7Bnj178LOf/Syf+RMR\nERERGcqIC/DJkydj3bp1uPPOO/HSSy9h69atAzGTyYQlS5bg1ltvxbRp07B3714cOnQI11xzDf7p\nn/4pL4kTERERERnRqCbgNjQ04IEHHkAkEsGOHTsQiUTgcrkwZ84c1NbWDuw3efLkkrnwkoiIiIio\nlGR1BZzf78fpp58+bNzEpXSIiIiIiHQNW4B/5zvfwQUXXIALLrhg4PFImEwm3H333bnJjoiIiIio\nzAxbgG/cuBGzZs0a9Hgkshn9DoVCuPvuu/Hiiy+ip6cHXq8Xp512Gm688UZMnjx5YL/169fj1ltv\n1W3jM5/5DB577LFR/20iIiIiokIatgB//vnn4fF4Bj3Oh1AohMsvvxydnZ1YunQpLrjgAuzevRtP\nPfUUXn75Zaxbtw5Tp04FAOzcuRMA8L/+1/+C/VM33Kiry/36yUREREREuTZsAV5fX3/Mx7ly9913\no7OzEz/84Q/xta99bWD73/72N9x88834xS9+gQceeABAfwHu8/lw00035SUXIiIiIqJ8K/p9jTdu\n3IhAIIDVq1cP2n7ppZeioaEBr7zyCjRNAwC0tbWhqampGGkagqzKCCV6IKu8Y95oHIxG8Oy77+Jg\nNFLUPERZxM5wO0RZzGm7miQh2XkQmiQdd99eMYydH76BXjGc0xzySZMkyF1dI3p++SSrGnpSMmRV\nK2oeRHpK5X1C/aS0iq5IAlJaLXYqVCTDjoCfffbZWTVoMplGPF9cVVVcd911sFqtMJuH/hYQBAHp\ndBqKoiAcDiMajWLmzJlZ5VXOVE3Fhvan8U5oByJSFH67D/ODc7Gy8UJYzJZip1eyxFQKNz20EbLo\nAGDCozgEwZXCL69dAZfDUbA8ZEXGL7ffh07xIDRoMMOMCa463LTgeghWIet2M6qK0PpHIbZshxIO\nwxoIwNW8AMHLr4TJMvi4kKQknrv/NtTuDsPdp2Gn04xD0wI451t3wG7P/e3Vc2E0zy+f1EwGz+zt\nRmtURFRW4BOsmO1z4fyGali4IhQVWam8T6ifqmlYt6kdLW0hhHslBDx2NDcFsWp5Iyw6dRCVr2EL\n8P379+f9j1ssliEj30d89NFH2LVrFxoaGiAIwsD873Q6jeuvvx4tLS1IpVJYsGABbrzxRsyfPz/v\n+ZaqDe1P44WOVwYeh6XIwOPLmy4pVlolr7/4rjxqiwmyWImbHtqIB75zUcHy+OX2+7BfPDDwWIOG\n/eIB/HL7ffjXU/4l63ZD6x9FdONzA4+Vnp6BxzVXfnnQvs/dfxua3useeOzt0+B9rxvP3X8bLvqX\nX2adQz6N5vnl0zN7u7G5KzrwOCIrA48vmhIsWB5EekrlfUL91m1qx8ZtHQOPe3qlgcdfWsEz/OPJ\nsD+3PvjgA91/3/72t2EymYaNf/DBB2NOStM03HHHHdA0DVdccQWATy7AfPTRRyFJElauXImlS5di\ny5Yt+NKXvoSXX355zH/XiGRVxjuhHbqxd7t3cDrKMA5GI4dHvoeSRUfBpqOIsohO8aBurFM8mPV0\nFE2SILbo3wxLbGkZdBq6Vwyjdrf+lJPa3eGSnI4ymueXT7KqoTWq30etUZHTUaioSuV9Qv2ktIqW\ntpBurKWtm9NRxplR34gn3zfZyWQyuP3227FlyxaceOKJAyPkmqahvr4e//Iv/4JLLvlkVPeNN97A\n1VdfjR/96Ed4/vnnh6yOcjS/vxJWa3mdcjsohhCRorqxSCoKi0tD0OXOyd8KBnPTTil4dfeHAIY7\nlk34KNKNeSc05D2Pg4cOQIN+kaZBg2jtxbTghFG3m+zsgxLWL5yVSBgei4KKYDUA4MDBd+Hu08/B\n1adBFPdjxrQpo84hn0bz/PKpq09CVFZ0YzFZgc3tQNA5/GfSaJTT+288Kkb/lcr7pBzkov86u/sQ\njuv/6InEU7AINgSrnWP+OzRUKX5+ZnUnzHxRFAW33XYbNmzYgMmTJ+O+++6DIPTPgf3mN7+Jb37z\nm0P+zymnnIKLL74Yjz/+ON544w189rOfHbb9SCSRt9yLRVXN8Nt9CEtDR2z9Dh9U0YxQMj7mvxMM\nuhEKjb2dUjHDXw3gY+gX4RnM8FcX5Pm6FA/MMOsW4WaY4VI8WeWhqVZYAwEoPT1DYlZ/AL2qFeLh\ndl2ueux3muHVKcJFpxn1rvqS6/vRPL98SqsafIIVEZ0i3CtYkY6nEEqM/SxUub3/xpti9V+pvE+M\nLlf9p6ZVBNx29PQOLcL9bgdUOc33eR4U8/PzWIV/ycz4TyaTuP7667FhwwZMnToVa9euRW1t7Yj+\n75w5cwAAHR0dx9mz/AgWAfODc3Vj86rnQrBkfxFfOavz+SG4UroxwZVCnc9fkDxcggsTXPpr2E9w\n1cEluLJq12y3w9W8QP9vNjfDfNSZIo8rgEPTArr7HpoWgMelHyum0Ty/fBIsZsz26ffRbJ8LgqVk\nPmJpHCqV9wn1s9ssaG7Svy6kuakadlt5naGnYyuJb4dYLIbVq1fjxRdfxJw5c/CnP/0JEydOHLTP\njh07sHXrVt3/Lx2ex3as6SflbGXjhVg26XRUOfwwwYQqhx/LJp2OlY0XFju1kvbLa1dAcCUAaAAy\nADQIrgR+ee2KguZx04LrUe+aCPPht6MZZtS7JuKmBdePqd3g5VfCt+IcWKuqAbMZ1qpq+Facg+Dl\nVw7Z95xv3YG2E6sRc5qhAog5zWg7sRrnfOuOMeWQT6N5fvl0fkM1ltT44BesMAHwC1YsqfHh/Aae\n2qfiK5X3CfVbtbwRKxZNQpXHAbMJqPI4sGLRJKxa3ljs1KjATJlMJjOa/3DPPffg3nvvRWtra04S\nkCQJq1evRktLC0455RTcf//9cLmGjigtW7YMhw4dwquvvopAYPCI3HXXXYcXXngBTz755DHXCS/3\nUzuyKiMmxeG1u3M+8l3Op8APRiN4Z18H5k+eVLCRbz2iLGK/eBD1Yxj51qNJEjwWBb2q9bgjXr1i\nGJ2d7ZgwobEkR771aJIEJRaD1est6oierGqIpxW4bdacj3yX8/tvPCiF/iuV94kR5aP/pLSKmCjB\n67Jz5DvPOAVlGL/61a/Q0tKC5uZmPPjgg7rFNwB87nOfg6Zp+Pd//3cc/ZvhmWeewQsvvICTTz55\n3N+kR7AICFZWcdrJKNX5/Dh33ryiFt9A/3SUmYHGnBbfQP9p6IoJdSP60vW4Aph5wimGKb6B/ucn\n1NQUvagQLGZUOQROO6GSVCrvE+pnt1lQ469k8T2ODXsR5j333KO7/fXXXwcA3HvvvdAbPDeZTPj2\nt789oj8eCoXwyCOPAACmT5+OBx98UHe/b3zjG7j++uvx0ksv4bHHHsPOnTuxcOFC7N69Gy+88AKC\nwSD+7d/+bUR/k4iIiIiomIadgjJr1iyYTCbdIvuYDZpMI56esnHjxhEV61u3boXH40Fvby/uuece\nPPfccwiFQvD5fFi2bBluuOEG1NTUHLedYp8CNLJSOIVK2WP/GRv7z9jYf8bG/jO2Up2CMmwB/te/\n/jXrP3jZZZdl/X/ziW+g7PEDyNjYf8bG/jM29p+xsf+MrVQL8GGnoJRqEU1EREREZGS8WoiIiIiI\nqIBYgBMRERERFRALcCIiIiKiAmIBTkRERERUQCzAqSyl0ypikSTSafW4+0ppFV2RBKQR7DsaEUlG\nSyiGiCSPaP9eMYydH76BXjGc0zzSaRXh7r4RvRb5lEzI6NgTQTIxsteD+smqhq4+CbKqFTsVIiJD\nkdIqOrv7cv79ngvDroJCZESapmHzpo+wu60bYq8El8eOaU3VWLJ8Bszmwb83VU3Duk3taGkLIdwr\nIeCxo7kpiFXLG2ExZ//bNKmq+P/e3oPEUQVTpcWM739mKiosQ+96JklJPHf/bajdHYa7T8NOpxmH\npgVwzrfugN1ekXUeg16LuASXe/jXIp8URcWGtdsRDvUhkwFMJiAQdGLlVQtgtfIucMNRMxk8s7cb\nrVERUVmBT7Bits+F8xuqYTGZip0eEVHJGvT9HpcQcOfm+z2XLGvWrFlT7CQKJcGRt6w5nXZDvH6v\nPt+Od7fthyz1/9qVJRVdB+KQJQUN06sG7fvo8x9i47YOJA/vm5RU7DrQi6SkYN6n9h2Nu97aPaj4\nBoB0JoNtXTGcMWHoLd7/+54foem9bjjSGZgAONIZVHUlsHXv62g69dys8xjNa5FPf3n4TfR09Q3a\nluxL4+P2Hsxtri9YHkbz973d2NwVRerwsZRSNezrS0FSNDT5nEXOjkbDKJ+fpI/9Zzz5+n4fLafT\nPmysNH4GEOVAOq1id1u3bmxPW/egKRhSWkVLW0h335a27qxPV0UkeUjxfURC1YZMR+kVw6jdrT/l\npHZ3OOvpKKN5LfIpmZARDvXpxsKhPk5HGYasamiNirqx1qjI6ShERMPI1/d7rrEAp7KREGWIvZJu\nTIxLSIifFHsxUUJ4mH0j8RRion7sePb0JkcV7+xsh7tPv5hy9Wno7GzPKo/RvBb51NPVP+1ETyaD\nISPj1C+eVhCVFd1YVFYQT+vHiIjGu3x9v+caC3AqG5UuAS6P/ukel9uOSpcw8NjrsiMwzL5+twNe\n1/CnjY5lqufYc7Y/HZ8woRFxp/7bUHSaMWFCY1Z5jOa1yKeqGieGm65sMvXHaSi3zQqfoH+Jjk+w\nwm3j5TtERHry9f2eayzAqWzYbBZMa6rWjU1tqobN9skFf3abBc1NQd19m5uqYbdld3Gg3y6g0qL/\ntqq0mOG3Dy58Pa4ADk0bOi8cAA5NC8Dj0o8dz2hei3yqqBQQCOoX2YGgExWVhfkhYDSCxYzZPpdu\nbLbPBWGYY4yIaLzL1/d7rvEiTBoRo1yEMmmqH7KkICnKSMsq3B47Zs6rw5LlM2D61FDsnKl+JCUF\nMVGGJCsIeBxYOq8Oq5Y3wjyGVSZOrvFiW1cM6aPmXhxZBcWmc/X1lObPYuve12HtS8GWziDuNGPv\nzCqc8607YLXass5jNK9FPs2cV4eP23uQSqQBfDLyvfKqBQVdjcVoZngrISkaxLQCWdXgE6xYUOXB\n+Q3VYzo+qfCM8vlJ+th/xpOv7/fROtZFmKZMZrgZmuUnFIoXOwXDCgbdhnr90mkVCVFGpUs47miv\nlFYREyV4Xfac/jKOSDL29CYx1VMxZORbT68YRmdnOyZMaMx65FtPOq3CIdiQktMFG/nWk0zI6Onq\nQ1UNR75HQ1Y12NwOpOMpjnwblNE+P2kw9p9xSWkVFsEGVU4XZeQ7GHQPG+NEQipLNpsFXv/I1tC2\n2yyo8VfmPAe/XYA/OPJC0+MKwHPCKTnPw2azIFDtLPoXSEWlgElTWXiPlmAxI+i0I8QROCKiUbHb\nLAiWwPefHg6nEBEREREVEAtwIiIiIqICYgFORERERFRALMCJiIiIiAqIBTgRERERUQGxACciIiIi\nKiAW4EREREREBcQCnIiIiIiogFiA07gnpVV0RRKQ0mpR85BVGaFED2SVN1wxonRaRSySRDrHx1E6\nrSLc3ZfzdjVJgtzVBU2SctpuPsmqhp6UDFnVip0K5VmpfC4T5QvvhEnjlqppWLepHS1tIYR7JQQ8\ndjQ3BbFqeSMs5sL9NlU1FRvan8Y7oR2ISFH47T7MD87FysYLYTEX79bxNDKapmHzpo+wu60bYq8E\nl8eOaU3VWLJ8BsxjOI4GtRuX4HLnpt2MqiK0/lGILduhhMOwBgJwNS9A8PIrYbKU5vGmZjJ4Zm83\nWqMiorICn2DFbJ8L5zdUw2IyFTs9yqFS+VwmyjfLmjVr1hQ7iUJJ8FbOWXM67WX3+j36/IfYuK0D\nSal/hCUpqdh1oBdJScG86VUFy+O/PnwKL3S8gqSa6s9DTWFP714kFQlzq2bm5G+UY/+Vilefb8e7\n2/ZDPnwcyZKKrgNxyJKChjEcR/lqN/TYnxHd+By0ZBIAoCWTSO3aBS2VhPPE+Vm3m09/39uNzV1R\npA6PfKdUDfv6UpAUDU0+Z5GzOz6+/0auVD6Xj8b+M7Zi9p/TaR82xp+TNC5JaRUtbSHdWEtbd8FO\ne8qqjHdCO3Rj73bv4HSUEpdOq9jd1q0b29PWnfW0kXy1q0kSxJbtujGxpaUkp6PIqobWqKgba42K\nnI5SRkrlc5moEFiA07gUEyWEe/WLjUg8hZhYmEIkJsURkaK6sXAqipgUL0gelJ2EKEMc5jgS4xIS\nYnY/oPLVrhKLQQmH9WORMJRYLKt28ymeVhCVFd1YVFYQT+vHyHhK5XOZqBBYgNO45HXZEfDonxry\nux3wuoY/bZTTPOxu+O0+3VjA4YPX7i5IHpSdSpcA1zDHkcttR6VLKKl2rV4vrIGAfswfgNXrzard\nfHLbrPAJ+pcr+QQr3DZeylQuSuVzmagQWIDTuGS3WdDcFNSNNTdVw24rzMVogkXA/OBc3di86rkQ\nLNkVWlQYNpsF05qqdWNTm6phy/I4yle7ZrsdruYFujFXczPM9tIrcASLGbN9Lt3YbJ8LgoVfY+Wi\nVD6XiQqBF2HSiJTjRShzpvqRlBTERBmSrCDgcWDpvDqsWt4IcwFXVpjlb0RSkRCX40gpEqocfiyu\nW4SVjRfCbMpNcVGO/VcqJk31Q5YUJEUZaVmF22PHzHl1WLJ8BkxjOI7y1W7l7LnQUkkosV5oUgrW\nQBU8S5f2r4JSoqtMzPBWQlI0iGkFkqrBL1ixoMqD8xuqC/pezRbffyNXKp/LR2P/GVupXoRpymQy\nmQLmUlShEOfTZisYdJft6yelVcRECV6XvagjLLIqIybF4bW7cz7yXc79VyrSaRUJUUalS8h6hHq4\ndh2CDSk5ndN2NUmCEovB6vWW5Mi3HlnVEE8rcNushhr55vtv9Erlcxlg/xldMfsvGBx+Giknz9G4\nZ7dZUOOvLHYaECwCgpXFWWaLxs5ms8Drr8hLu4FqZ86/QMx2O4Sampy2mW+CxYwqTssaF0rlc5ko\nX4wzhEBEREREVAZYgBMRERERFRALcCIiIiKiAmIBTkRERERUQCzAiYiIiIgKiAU4EREREVEBsQAn\nIiIiIiogFuBERERERAXEApyIiIiIqIBYgBPliaalkZbC0LR0UfOQ0io6u/sgpdWi5pFMyOjYE0Ey\nIRc1j3xJp1XEIkmki/w6lzMxreCjWB/EtFLsVIiIxoS3oifKsUxGQ2T/s0hGd0JNx2CxeVHhmwl/\n/bkwmQr3m1fVNKzb1I6WthDCcQkBtx3NTUGsWt4Ii7lweSiKig1rtyMc6kMmA5hMQCDoxMqrFsBq\ntRQsj3zRNA2bN32E3W3dEHsluDx2TGuqxpLlM2Au4OtczmRNw2/e34dDSRka+keOaisEXDdnMgS+\nxkRkQPzkIsqxyP5nIYbegJqOAQDUdAxi6A1E9j9b0DzWbWrHxm0d6OmVkMkAPb0SNm7rwLpN7QXN\nY8Pa7ejp6i++AfTn0tWHDWu3FzSPfNm86SO8u20/xF4JACD2Snh3235s3vRRkTMrH795fx86Dxff\nAKAB6EzK+M37+4qZFhFR1liAE+WQpqWRjO7UjSWjbQWbjiKlVbS0hXRjLW3dBZuOkkzICIf6dGPh\nUJ/hp6Ok0yp2t3Xrxva0dXM6Sg6IaQWHkvrHyaGkzOkoRGRILMCJckhNxwdGvofGYlDT8YLkERMl\nhA+PyH5aJJ5CTNSP5drRI9+fdmQk3MgSojww8v1pYlxCQjT2D4xScCghDYx8f5p2OE5EZDQswIly\nyGJzw2LzDhPzwmJzFyQPr8uOgMeuG/O7HfC69GO5VlXjhMmkHzOZ+uNGVukS4BrmdXa57ah0CQXO\nqPzUVtqH/aIyH44TERkNC3CiHDKbbajwzdSNVfiaYDbbCpKH3WZBc1NQN9bcVA27rTAXP1ZUCggE\n9YvsQNCJikpjF6g2mwXTmqp1Y1ObqmEr0Otczlw2K2or9I+T2goBLhvXEiAi42EBTpRj/vpz4Qqe\nAovNB8AEi80HV/AU+OvPLWgeq5Y3YsWiSajyOGA2AVUeB1YsmoRVyxsLmsfKqxYMGgk/MvK98qoF\nBc0jX5Ysn4F5i+rh9thhMgFujx3zFtVjyfIZxU6tbFw3ZzImVAgDX1hmABMOr4JCRGREpkxmuBma\n5ScUKsz823IUDLr5+o2SpqWhpuOw2NwFG/nWI6VVWAQbVDldsJFvPcmEjJ6uPlTVGH/kW086rSIh\nyqh0CTkf+eb7r5+YVnAoIaG20m6okW/2n7Gx/4ytmP0XDA4/7dQ4n2BEBmM222C2B4qdBuw2C4LV\nzqJ/gVRUCpg0tfwK7yNsNgu8/opip1HWXDYrXF5+bRGR8XEKChERERFRAbEAJyIiIiIqIBbgRERE\nREQFxAKciIiIiKiAWIATERERERUQC3AiIiIiogJiAU5EREREVEAswImIiIiICogFOBFRDqTTKmKR\nJNJptdiplC1Z1dCTkiGrWrFTISIaE95SjIhoDDRNw+ZNH2F3WzfEXgkujx3TmqqxZPkMmM0c48gF\nNZPBM3u70RoVEZUV+AQrZvtcOL+hGhaTqdjpERGNGgtwIqIx2LzpI7y7bf/AY7FXGnh8+ooTipVW\nWXlmbzc2d0UHHkdkZeDxRVOCxUqLiChrHJ4hIspSOq1id1u3bmxPWzeno+SArGpojYq6sdaoyOko\nRGRILMCJiLKUEGWIvZJuTIxLSIhygTMqP/G0gqis6MaisoJ4Wj9GRFTKWIATEWWp0iXA5bHrxlxu\nOypdQoEzKj9umxU+QX+2pE+wwm3jTEoiMh4W4EREWbLZLJjWVK0bm9pUDZvNUuCMyo9gMWO2z6Ub\nm+1zQbDwa4yIjIdDB0REY7Bk+QwA/XO+xbgEl9uOqYdXQaHcOL+h/0eO3iooRERGxAKciGgMzGYz\nTl9xAhafOR0JUUalS+DId45ZTCZcNCWIcydVIZ5W4LZZOfJNRIbGApyIKAdsNgu8/opip1HWBIsZ\nVRbOqyci4+MQAhERERFRAbEAJyIiIiIqIBbgREREREQFxAKciIiIiKiAWIATERERERVQSayCEgqF\ncPfdd+PFF19ET08PvF4vTjvtNNx4442YPHnyoH0ff/xxPPzww9izZw88Hg/OP/983HDDDXA6nUXK\nnoiIiIho5Io+Ah4KhXD55Zdj3bp1mDFjBr761a9i3rx5eOqpp/CFL3wBe/bsGdj3N7/5DW655RZo\nmoavfOUrmDVrFh5++GF8/etfhyzLxXsSREREREQjVPQR8LvvvhudnZ344Q9/iK997WsD2//2t7/h\n5ptvxi9+8Qs88MAD2L9/P/7zP/8Tzc3N+MMf/gCbzQYA+PWvf4377rsPjz32GL7yla8U62kQERER\nEY1I0UfAN27ciEAggNWrVw/afumll6KhoQGvvPIKNE3DY489BkVRcN111w0U3wDwzW9+Ey6XC+vX\nry906kTHFOmN4q3W9xHpjRY7FTKwUKQXz25+H6FIb7FTIQOLJ2S07gkjnjj+2WJZ1dCTkiGrWgEy\nIxqfijoCrqoqrrvuOlitVpjNQ38LCIKAdDoNRVGwdetWAMApp5wyaB+73Y6TTjoJr7zyCuLxONxu\nd0FyJxpOSpbx04eew6FeOzIwwYQDqPVIuP3ac+AQeBc/GpmEJOOW+15Cn2Qa2Oa0Z3DX9Weg0s7j\niEZGVhT8fO127A+J0DKA2QTUB1348VULIFgHlwBqJoNn9najNSoiKivwCVbM9rlwfkM1LCbTMH+B\niLJR1BFwi8WC1atX48tf/vKQ2EcffYRdu3ahoaEBgiBg7969qK6u1r3Ysr6+HgCwe/fuvOdMdDw/\nfeg5HOytQAZmACZkYMbB3gr89KHnip0aGUh/8d1/DB351yeZcct9LxU5MzKSn6/djn1d/cU3AGgZ\nYF+XiJ+v3T5k32f2dmNzVxQRWUEGQERWsLkrimf2dhc2aaJxoOhTUPRomoY77rgDmqbhiiuuAABE\no9FhR7ePbBdFsWA5EumJ9EZxqNeuGzvUa+d0FBqRUKR30Mj30fokE6ej0IjEEzL2h/S/F/eHxEHT\nUWRVQ2tUf9/WqMjpKEQ5VvSLMD8tk8ng9ttvx5YtW3DiiScOzA1XFAXCoSnT6wAAIABJREFUMKfv\nj2yXJOmYbfv9lbBaLblNeBwJBjm953ja936EDPQLpwxM6In2oGnGZN14vrH/jKPlw33HjHd0xzCn\nqb5A2VAuFOP9d+DD0MDI96dpGSAua5g+pT+vrj4JUVnR3TcmK7C5HQg69QcXxgN+fhpbKfZfSRXg\niqLgtttuw4YNGzB58mTcd999A8W1w+FAOp3W/X9HliCsqKg4ZvuRSCK3CY8jwaAboVC82GmUvCpf\nFUzYrVuEm5BBla+qKK8j+89YJlV7jxtnfxpHsd5/bsEMswm6RbjZ1B8/klda1eATrIjoFOFewYp0\nPIXQCC7gLEf8/DS2YvbfsQr/kpmCkkwmcf3112PDhg2YOnUq1q5di9ra2oG4x+NBPK7/Ah7Zzgsw\nqdj8Hh9qPfpnYmo9EvweX4EzIiMK+j1w2vWHLp32DIJ+T4EzIiNyVwqoD7p0Y/VBF9yVn5xVFixm\nzPbp7zvb54JgKZlygagslMQ7KhaLYfXq1XjxxRcxZ84c/OlPf8LEiRMH7TN16lT09PQglUoN+f/7\n9++H2WzGlClTCpUy0bBuv/Yc1HmSMEFD/8QTDXWeJG6/9pxip0YGctf1Z8Bp7z+Gjvxz2jXcdf0Z\nRc6MjOTHVy3A5BoXzIdPyplNwOSa/lVQPu38hmosqfHBL1hhAuAXrFhS48P5DdWFTZpoHCj6FBRJ\nknDdddfh7bffximnnIL7778fLtfQX+ELFy7E66+/jm3btuH0008f9P/feustNDY26v4/okJzCALu\nvP5CRHqj+Hj/AUypn8iRbxq1SruAu7+7AqFILzq6Y5hU7eXIN42aYLXiJ9ecgnhCRkeXiEk1g0e+\nj2YxmXDRlCDOnVSFeFqB22blyDdRnhT9nfWrX/0KLS0taG5uxoMPPjhsEX3RRRfBYrHgnnvuGXTb\n+QceeACiKGLVqlWFSploRPweH06aPYfFN41J0O/BuUvmsPimMXFXCpg9NTBs8X00wWJGlUNg8U2U\nR0UdAQ+FQnjkkUcAANOnT8eDDz6ou983vvENzJgxA9dccw0efPBBfP7zn8dZZ52F9vZ2vPDCC1iw\nYMHAcoVERERERKWsqAX422+/PbCyyX/9138Nu9/q1atht9vx/e9/HxMmTMCf/vQnrF27FsFgEFdf\nfTW+853vDLtEIRERERFRKTFlMplhVgktP1xGKHtchsnY2H/Gxv4zNvafsbH/jI3LEBIREREREQtw\nIiIiIqJCYgFORERERFRALMCJiIiIiAqIBTgRERERUQGxACeikpOUUjhwqBNJKTWucwCAnlgSm7bt\nQ08sWdQ8SkE8IaN1TxjxhHzcffuSceztaENfkqtXAICUVtEVSUBKq8VOhYhQAreiJyI6QlEVrH3y\nH3jvYwXRpABfhYwTp1hx1cVnwWopzMdVKeQAAEk5jVvu3wIxqQxsc1VYcde3TkOFYCtYHqVAVhT8\nfO127A+J0DKA2QTUB1348VULIFgH90laSePhDU/g/QMViKXs8DraMWdiElevvAQ26/h63QBA1TSs\n29SOlrYQwr0SAh47mpuCWLW8ERYzx+CIioXvPiIqGWuf/Ade+cCCaNIOwIRo0o5XPrBg7ZP/GFc5\nABhSfAOAmFRwy/1bCppHKfj52u3Y19VffAOAlgH2dYn4+drtQ/Z9eMMT2LLLj1jKAcCEWMqBLbv8\neHjDE4VNukSs29SOjds60NMrIQOgp1fCxm0dWLepvdipEY1rLMCJqCQkpRTe+1jRjb33sVKQqSCl\nkAPQP+3k08X3EWJSGVfTUeIJGftDom5sf0gcNB2lLxnH+wcqdPdtPVAx7qajSGkVLW0h3VhLWzen\noxAVEQtwIioJkWgE0aSgG4slbYhEI+MiBwDYuTc6png56Thq5PvTtEx//Iienk7EUnbdfWMpAT09\nnflIsWTFRAnhXkk3FomnEBP1Y0SUfyzAiagk+H1++Cr0L67zVqTh9/nHRQ4AMLPBN6Z4OZlU44LZ\npB8zm/rjR1RVTYDXoV9Ueh0yqqom5CPFkuV12RHw6P8g8bsd8Lr0Y0SUfyzAiagkVNgdOHGK/kWO\nJ06xosLuGBc5AECVtwKuCv08XBVWVHn1p1mUI3elgPqgSzdWH3TBXfnJGQtnhRtzJupPz5k9MQln\nhTsvOZYqu82C5qagbqy5qRp2m6XAGRHRESzAiahkXHXxWTh9lgpfhQQTNPgqJJw+S8VVF581rnIA\ngLu+ddqQIvzIKijjzY+vWoDJR42Em03A5Jr+VVA+7eqVl+C06RH4HKn+/nOkcNr0CK5eeUmBsy4N\nq5Y3YsWiSajyOGA2AVUeB1YsmoRVyxuLnRrRuGbKZDLDzK4rP6HQ+LoAJ5eCQTdfPwMzWv8lpRQi\n0Qj8Pn/BRp1LMQeg/4LMA1EJE332cTXyrSeekNHRJWJSzeCRbz19yTh6ejpRVTWh6CPfpfD+k9Iq\nYqIEr8vOke9RKoX+o+wVs/+CweE/e7gOOBGVnAq7AxW1xZ2vWwo5AP3TUWY11rAAQP90lNlTAyPa\n11nhhnPS+Jpycix2mwU1/spip0FEh3EKChERERFRAbEAJyIiIiIqIBbgREREREQFxAKciIiIiKiA\nWIATERERERUQC3AiIiIiogJiAU5EREREVEAswImIiIiICogFOBERERFRAbEAJyLSoWlppKUwNC1d\n9DykRHfO85DSKroiCUhpNaft5rttyr94QkbrnjDiCTmn7Y7muOiJJbH53U70xJI5zYGoVPBW9ERE\nR8lkNET2P4tkdCfUdAwWmxcVvpnw158Lk6lwYxZH59GR7oXF5slJHqqmYd2mdrS0hRDulRDw2NHc\nFMSq5Y2wmMf2/PLZNuWfrCj4+drt2B8SoWUAswmoD7rw46sWQLBmXy6M5rhIymnccv8WiEllYJur\nwoq7vnUaKgRb1jkQlRp+IhIRHSWy/1mIoTegpmMAADUdgxh6A5H9zxYxj0zO8li3qR0bt3Wgp1dC\nBkBPr4SN2zqwblP7mHPOZ9uUfz9fux37uvqLbwDQMsC+LhE/X7t9TO2O5rj4dPENAGJSwS33bxlT\nDkSlhgU4EdFhmpZGMrpTN5aMthVsOkq+8pDSKlraQrqxlrbuMU0ZyWfblH/xhIz9IVE3tj8kZj0d\nZTTHRU8sOaT4PkJMKpyOQmWFBTgR0WFqOj4w8j00FoOajhs6j5goIdwr6cYi8RRion6s2G1T/nUc\nNfL9aVqmP56N0RwXO/dGj9nW8eJERsICnIjoMIvNDYvNO0zMC4vNbeg8vC47Ah67bszvdsDr0o8V\nu23Kv0k1LphN+jGzqT+ejdEcFzMbfMds63hxIiNhAU5EdJjZbEOFb6ZurMLXBLO5MBeB5SsPu82C\n5qagbqy5qRp2myWrdvPdNuWfu1JAfVC/yK4PuuCuFLJqdzTHRZW3Aq4K/Ys9XRVWVHkrssqBqBRZ\n1qxZs6bYSRRKIsdLKo0nTqedr5+Bsf9GzuGeDk1NQU33IaNJsNh8cFbNP7z6yDBDhAbKY85UP5KS\ngpgoQ5IVBDwOLJ1Xh1XLG2Ee4/PLZ9tGZpT339J5tXi7vQdiQkYGn4x8//iqBWNaxWY0x8WyBRPx\n0lsHICva/2vvzuOiKvc/gH9mgWFfBRfEpXSmFBckNTVNDK1raZI/kbRQM69LqN3U1LwupVm2XC0t\nM4VrlOVSZlrXNHJPDS3CXMBSFEVFZEeGYZbz+4OYHOewCmdm8PN+vXy9nPM8PPM9zzkM33nme86Y\nt1XcBcVJYZs3cY5y/EicLY+fu3vln/zJBEGopOqr8cnOlqZ+szEKCPDk/DkwHr/aM5n0MOqLoHDy\nlGzlu7I4fDxNyC+S12scOr0RBcU6eHuo6n11uiHHdkSO9vtXVFKGy9eL0TKw7ivfYmpzXuQUaJGW\nkQ9NKx+br3w72vEjS7Y8fgEBlZcL8j7gREQi5HInyFV+tg4DcrkTVG6ekN+s3z8gKicFAn3d6nVM\nKcamhufp5oz729T/uV+b88Lf2xW9O7HkhBov1oATEREREUmICTgRERERkYSYgBMRERERSYgJOBER\nERGRhJiAExERERFJiAk4EREREZGEmIATEREREUmICTgRERERkYSYgBORJPIKtDj++zXkFWir7avV\nleJK1lVodaUSRCa9m9oiZFw+i5va6r9cJ6dAiz3HLyGnBvNWGwZDCbRF6TAYSup13IZUm/PiUtYN\n7DiQjEtZNySIrHJFJWVI+SMbRfX8Vdgmkx56XS5MJn29jgsABcU38fsfF1FQfLPex64pe3kN0OmN\nuHrjJnR6o03jaCg6vRHX80oa7f7ZM34TJhE1qNIyPf69+ghytQbzNj9XJZZM7gUXZ8uvVjcYDUjY\nsRcnLxqQr3WGj2sZQlorETMkHEqF479c6Q16rN+6HaevuKKgVAVvlz/RoYUWY58aCiel5Vxoy/SY\nvfoIim+ZNw9XJZZN7gVX57p/Jb3JZMC1tDgYSq8DEADIoHQJRDPNeMjl9jnHtTkvCktKMXPVQRhM\n5etLXx/OhVJuwjuxfeHl5iJZzGUGA15P+BWZ2cUwCYBcBgQFeGBeTDc4K+s+z4JgQl7mbmjz02DU\nF0Dh5A1XHw18gwZBJruzNTWdXo/F8ftxNQ8QIIMMf6C5LzD/uYehcqr7OVcb9vIaYDSZsGnPn0g+\nm43cIh38PFUIVQdg5IB2UMgdf+3SYv8KdfDzalz75wgUixYtWmTrIKRSUs8rEHcTd3cV58+B2fL4\nzVn1k0XyDQBagwlHfruCQQ+2tti+fvuPOJSqQKlBCUCGUoMSGTfkyMs9j9D77pUw6oYR/+U2HDnv\nC91f+6czKHE5zxU511IQ1rGDRd8Zq36ySL4BoMxgwoHfruAft81bbVxNXQtDaZbFNpPhJkoKzsIz\n4IE6j9uQanNeTF2+FwaTAoDM/M8kyJF47AKG9JHuHHpt/XFcul4M4a/HAoDCm2VI+TMH4aFBdR43\nL3MXirOTIJh05eOadCgryYTJWApXr3Z3FPOidXtxJU+OW+euqFSG5NQLGPDAPXc0dk3Zy2vAxh//\nQOLxy9DqyleGtTojzl8phFZnQKd7/CWLo6E09v27lS3//rm7qypt49scImoweQVaq+S7Qq7WYFGO\notWV4uRF8b4nLxps/lH0nbqpLcLpK66ibWeuuFqUo+QUaK2S7wrFWkOdy1EMhpK/Vr5F2kqv22U5\nSm3Oi0tZN8wr37czmOSSlaMUlZQhM7tYtC0zu7jO5Sgmkx7a/DTRNm3+2TsqRykovomreeJtV/Mg\nSTmKvbwG6PRGJJ/NFm1LPnvD4cs1Gvv+OQom4ETUYM5lFNS4PS8/D/laZ9F+BVon5OVXkh04iJyc\nqygoFV8NKSh1Rk7OVfPjtIz8Kseqrr0yem0WYF6TvZ3wV7t9qc158VvapSrHqq69vly+Xl52IsYk\nlLfXhVFfBKNe/HfKqC+AUV/9NQWVybh6AwJkom0CZMi42vBvXuzlNaCgWIfcQp1oW15RKQqKxdsc\nRWPfP0fBBJyIGsy9rbxr3O7r4wsfV/GVQW9XPXx9fOs1Nqn5+zeHt4v4HzZvlzL4+zc3P9a08qly\nrOraK+Pk2hSoJMkCZH+125fanBddNcFVjlVde31pGegBeSXTLJeVt9eFwskTCifx3ymFkzcUTp51\nGhcAWjVvAlklb85kENCqeZM6j11T9vIa4O2hgp+X+JtlX08XeHtUXlbgCBr7/jkKJuBE1GB8vV3h\n5yp+4ZSfqxK+3n+XZLiqXBDSWrxvSGslXFXSXUDXENxdPdGhhXjpyP0ttHB3/Tt58vd2hUcl8+bh\nqoS/t3gpS3WUSjcoXQLF21wCoVS61WnchlSb8yK4aRMo5SbRvkq5CcFNGz6JBABPN2cEBYgn2UEB\nHvB0E1/lrY5c7gRXH41om6uPGnJ53S+U9PZwR/NK8tvmvuXtDc1eXgNUTgqEqgNE20LVTaByUkgS\nR0Np7PvnKHgRJtUIL8J0bLY8fv26tcCR365Aa/g7Maq4C4pSYflC36l9a+TlnkfhTT10Bjl8XMvw\nQDsZYoaEQ94IrszvrGmPnGspKNbKyvfPRYfQVkUY+9RQKOSWc9G/Wwsc+O0Kym6Zt4q7oDgp6v4H\n0t2/K0oKzsJkrveWQenSFM004+/4LhoNpTbnxcOhQUg8dgEm4e8l6Iq7oKicpLuLRp9OTZHyZw6K\nS8og4O+V73kx3e7oLhMunvfAZCyFUX8TgkkHhZMP3P07/3UXlMo+3ahhzF2CkZx6AcWl5SvhMgho\n4Stg/nMPW/2uNhR7eQ3o0MYXWp0BBcVl0JUZ4Oflgj6dmmHkgHaQ3+E824PGvn+3steLMGWCIFRW\nENjoZGfXvT7ubhcQ4Mn5c2D2cPzyCrQ4l1GAe1t5W6x8i9HqSpGXnwdfH1+HX/kWc1NbhJycq/D3\nb26x8i0mp0CLK/k6tPBR1XnlW4zBUAK9NgtOrk3tcuVbTG3Oi0tZN/Bb2iV01QRLtvItpqikDEVl\nJng6y+u88i3GZNLDqC+Cwsnzjla+xRQU30TG1Rto1byJJCvfYuzlNUCnN0Lh7ARjmb5Rrgzr9EYU\nFOvg7aFqlPsH2PbvX0BA5a/vTMCpRuwhgaO64/FzbDx+jo3Hz7Hx+Dk2e03A7fPzRiIiIiKiRooJ\nOBERERGRhJiAExERERFJiAk4EREREZGEmIATEREREUmICTgRERERkYSYgBMRERERSYgJOBERERGR\nhJiAExGRQzAYSqAtSofBUFKvfR2RVleKK1lXodWV1vvYOr0R1/NKoNMb631sIiqntHUAREREVTGZ\nDLiWFgdD6XUAAgAZlC6BaKYZD7lcWee+jshgNCBhx16cvGhAvtYZPq5lCGmtRMyQcCgVd7Z/RpMJ\nm/b8ieSz2cgt1MHPS4VQdQBGDmgHhZzrdUT1ib9RRERk18oT6iyUJ9QAIMBQmoVraXF31NcRJezY\ni0OpCuRrVQBkyNeqcChVgYQde+947E17/kTi8cvIKdRBAJBTqEPi8cvYtOfPOx6biCwxASciIrtl\nMJT8tZot0lZ63aLEpDZ9HZFWV4qTFw2ibScvGu6oHEWnNyL5bLZoW/LZGyxHIapnTMCJiMhu6bW3\nrmbfTvirvfZ9HVFefh7ytc6ibQVaJ+Tl59V57IJiHXILdeLPW1SKgmLxNiKqGybgRERkt5xcmwKQ\nVdIq+6u99n0dka+PL3xcy0TbvF318PXxrfPY3h4q+HmpxJ/X0wXeHuJtRFQ3TMCJiMhuKZVuULoE\nire5BEKpdKtTX0fkqnJBSGvxCy1DWivhqnKp89gqJwVC1QGibaHqJlA5Keo8NhFZYwJORER2rZlm\nPJQut65uy6B0aYpmmvF31NcRxQwJx0P3GeHjqoMMJvi46vDQfUbEDAm/47FHDmiHiAdawt/LBXIZ\n4O/lgogHWmLkgHb1EDkR3UomCEJlBXONTnZ2ka1DcFgBAZ6cPwfG4+fYePzKGQwl0Guz4OTatNrV\n7Nr0bWgNcfy0ulLk5efB18f3jla+xej0RhQU6+DtoeLKN/j75+hsefwCAjwrbXP8m6ISEdFdQal0\ng9Kzbb33dUSuKhe4Nm3eIGOrnBQI9HXsch0ie8cSFCIiIiIiCTEBJyIiIiKSEBNwIiIiIiIJMQEn\nIiIiIpIQE3AiIiIiIgkxASciIiIikpBdJeBZWVkICwvD+vXrrdq2bNkCjUYj+i8qKkr6YImIiIiI\n6sBu7gN+8+ZNTJ06FcXFxaLtaWlpAIAJEyZApVJZtDVr1qzB4yMiIiIiqg92kYBnZmZi6tSpOHXq\nVKV90tLS4OPjg5kzZ0oYGRERERFR/bJ5Ccr69esxZMgQpKam4sEHH6y039mzZ6FWqyWMjIjI9nR6\nI67euAmd3mjrUGxOpzfiel5JjeaiNn0dkcFQAm1ROgyGkhr1r818mEx66HW5MJn0dxpmnTXk8dPq\nSnEl6yq0utJ6H5uopmy+Ap6QkICgoCC8+uqruHDhAo4ePWrV59q1a8jPz4dGo7FBhERE0jOaTNi0\n508kn81GbpEOfp4qhKoDMHJAOyjkNl87kZTFXBTq4OdV+VzUpq8jMpkMuJYWB0PpdQACABmULoFo\nphkPudz6T3pt5kMQTMjL3A1tfhqM+gIonLzh6qOBb9AgyGTSzF1DHj+D0YCEHXtx8qIB+Vpn+LiW\nIaS1EjFDwqFU2DwdoruMzc+4V199Fb1794ZCocCFCxdE+1TUf+v1ekyZMgXJyckoLS1Ft27dMH36\ndHTu3FnCiImIGt6mPX8i8fhl8+OcQp358aiIu+vTwNrMRWOft/LkO+uWLQIMpVm4lhaHFvdPtOpf\nm/nIy9yN4uwk82OjvsD82K/lY/W4F5VryOOXsGMvDqUqACgAAPlaFQ6lAsBePDds4B2NTVRbNl8O\n6Nu3LxQKRZV9KhLwjRs3QqfT4amnnkKfPn1w5MgRjBo1CgcPHpQiVCIiSej0RiSfzRZtSz57o9GW\nVYipzVw09nkzGEr+WvkWaSu9blWOUpv5MJn00OanifbV5p+VpBylIY+fVleKkxcNom0nLxpYjkKS\ns/kKeE2YTCYEBQXhxRdfxNChQ83bk5KSMHbsWMydOxc//vij1d1Rbufr6walsupknyoXEOBp6xDo\nDvD4OY6rN24it0gn2pZXVAqFsxMCmrhLHJVt1GYu7Hne6uP3rzDnGsrLTsQIcHcuhJd/U/OW2syH\nruQGLusLRfsa9QXw8TRB5dawryENefwuXs5HvtZZtK1A6wQBpQgICKj05/n66djs8fg5RAI+adIk\nTJo0yWp7jx49MGTIEGzbtg1JSUno27dvlePk5dXsYhWyFhDgiezsIluHQXXE4+dYjHoj/DxVyCm0\nTkZ8PV1gLNPfNcezNnNhr/NWX79/BoMXABnEk3AZbpZ5QXfL89RmPkwmORROXjDqC6z6Kpy8kV8k\nh/xmw85dQx4/GVzg41qGfK31Qp23qx4yuFQ6Nl8/HZstj19Vib/NS1DuVIcOHQAAly9frqYnEZFj\nUDkpEKoWX40LVTeByunu+SSvNnPR2OdNqXSD0iVQvM0lEEqlm8W22syHXO4EVx/xGx24+qghlzvV\nMeqaa8jj56pyQUhr8TXHkNZKuKpc6jw2UV04xAr4qVOnUFJSgu7du1u16XTl75SrKz8hInIkIwe0\nA1Be+5pXVApfTxeEqpuYt99NajMXjX3emmnGV3oXFDG1mQ/foEEAymu+/74Litq8XQoNefxihoQD\nKL8LSoHWCd6uevNdUIikJhMEobKCMslt3boVc+fOxdy5czF27Fjz9v79+yMrKws//fQT/Pz8LH5m\n4sSJ2LdvH3bs2FHtfcL5EVLd8SM4x8bj57h0eiMUzk4wlukdfgX3Tun0RhQU6+Dtoap2LmrTt6E1\nxO+fwVACvTYLTq5NrVa+xdRmPkwmPYz6IiicPCVZ+RbTkMdPqytFXn4efH18a7TyzddPx8YSlDvw\n2GOPwWQyYfny5bj1/cLOnTuxb98+dO/enV/SQ0SNkspJgeZN3G2eRNoDlZMCgb5uNZqL2vR1REql\nG1w929Yo+QZqNx9yuROcVH42S76Bhj1+rioXtGjanGUnZFMOUYIyZcoUHDhwAJs3b0ZaWhrCwsKQ\nnp6Offv2ISAgAG+88YatQyQiIiIiqhGHWAH38vLCxo0bMWbMGGRnZ+PTTz/FyZMn8X//93/YunUr\ngoODbR0iEREREVGN2FUNeENjDVfdsQbOsfH4OTYeP8fG4+fYePwcG2vAiYiIiIiICTgRERERkZSY\ngBMRERERSYgJOBERERGRhJiAExERERFJiAk4ERFRI6fTG3E9rwQ6vdHWoTRanGOqDYf4Ih4iIiKq\nPaPJhE17/kTy2WzkFurg56VCqDoAIwe0g0LONbj6wDmmumACTkRE1Eht2vMnEo9fNj/OKdSZH4+K\nUNsqrEaFc0x1wbdmREREjZBOb0Ty2WzRtuSzN1gqUQ84x1RXTMCJiIgaoYJiHXILdaJteUWlKCgW\nb6Oa4xxTXTEBJyIiaoS8PVTw81KJtvl6usDbQ7yNao5zTHXFBJyIiKgRUjkpEKoOEG0LVTeBykkh\ncUSND+eY6ooXYRIRETVSIwe0A1Bej5xXVApfTxeEqpuYt9Od4xxTXTABJyIiaqQUcjlGRagx/OF7\nUVCsg7eHiquy9YxzTHXBBJyIiKiRUzkpEOjrZuswGjXOMdUGa8CJiIiIiCTEBJyIiIiISEJMwImI\niIiIJMQEnIiIiIhIQkzAiYiIiIgkxASciIiIiEhCTMCJiIiIiCTEBJyIiIiISEJMwImIiIiIJMQE\nnIiIiIhIQkzAiYiIiIgkxASciIiIiEhCTMCJiIiIiCTEBJyIiIiISEJMwImIiIiIJMQEnIiIiIhI\nQkzAiYiIiIgkxASciIiIiEhCTMCJiIiIiCTEBJyIiIiISEJMwImIiIiIJMQEnIiIiIhIQkzAiYiI\niIgkxASciIiIiEhCTMCJiIiIiCTEBJyIiIiISEJMwImIiIiIJMQEnIiIGp3c/Bz88vtx5Obn2DoU\nIiIrSlsHQEREVF+0ulIsXvcDsopcIUAGGZLR1FOL+c8PhKvKxdbhEREB4Ao4ERE1IovX/YBrRe4Q\nIAcggwA5rhW5Y/G6H2wdGhGRGRNwIiJqFHLzc5BV5CrallXkynIUIrIbTMCJiKhRSL+UDgEy0TYB\nMqRfSpc4IiIicUzAiYioUWgb3BYyCKJtMghoG9xW4oiIiMQxASciokbBz8cfTT21om1NPbXw8/GX\nOCIiInFMwImIqNGY//xANPO8CRlMKC88MaGZ503Mf36grUMjIjLjbQiJiKjRcFW5YOkLQ5Cbn4P0\nS+loG9yWK99EZHeYgBMRUaPj5+PPxJuI7BZLUIiIiIiIJMQEnIiIiIhIQkzAiYiIiIgkxASciIiI\niEhCTMCJiIiIiCTEBJyIiIiISEJMwImIiIiIJMQEnIiIiIhIQkyz7C7mAAAdA0lEQVTAiYiIiIgk\nxASciIiIiEhCTMCJiIiIiCTEBJyIiIiISEJMwImIiIiIJMQEnIiIiIhIQkzAiYiIiIgkxASciIiI\niEhCTMCJiIiIiCTEBJyIiIiISEJMwImIiIiIJMQEnIiIiIhIQkzAiYiIiIgkxASciIiIiEhCTMCJ\niIiIiCTEBJyIiIiISEJMwImIiIiIJMQEnIiIiIhIQkzAiYiIiIgkJBMEQbB1EEREREREdwuugBMR\nERERSYgJOBERERGRhJiAExERERFJiAk4EREREZGEmIATEREREUmICTgRERERkYSYgBMRERERSUhp\n6wDIfmVnZ2PlypXYv38/cnJy4O3tjV69emH69OkIDg62dXhUjby8PHzwwQfYt28frl+/jpYtWyIy\nMhLjxo2DUslffUezbNkyxMfHIyEhAT179rR1OFSNFStWYPXq1aJtgwcPxvLlyyWOiGpr+/btSEhI\nwB9//AFPT09069YN//rXv9C2bVtbh0aV0Gg01faxl9dQ/hUmUdnZ2RgxYgSuXr2KPn36YPDgwUhP\nT8e3336LgwcPYtOmTWjTpo2tw6RKFBcXY9SoUTh//jzCw8MxcOBA/Prrr3jnnXfwyy+/YPXq1ZDJ\nZLYOk2roxIkT+OSTT2wdBtVCamoqnJ2d8c9//tOqrX379jaIiGpj+fLl+Oijj9CmTRuMGjUKWVlZ\n+P7773H06FFs3boVLVu2tHWIJCI2NlZ0e05ODr744gv4+/vjnnvukTgqcUzASdTKlStx9epVzJkz\nB+PGjTNv/+abb/Dyyy/jzTffxEcffWTDCKkqH3/8Mc6fP4958+YhJibGvH3GjBn49ttvsX//fvTv\n3992AVKNlZWV4ZVXXoHRaLR1KFQLZ8+eRbt27TB16lRbh0K1dOLECaxZswY9evTA2rVr4eLiAgAY\nNGgQpk+fjg8++ABvvPGGjaMkMZX9vk2ePBkymQxvv/02AgICJI5KHGvASVRiYiL8/PwwZswYi+1P\nPvkkWrVqhUOHDsFkMtkoOqpOZmYmmjdvjlGjRllsHzx4MAAgOTnZFmFRHXz00Ue4cOECevfubetQ\nqIaKi4uRmZlZo4/Dyf5s2LABAPDaa6+Zk28AePTRRzFy5Ei0atXKVqFRHWzfvh179uzBiBEj0KdP\nH1uHY8YVcLJiNBoxceJEKJVKyOXW79GcnZ2h1+thMBjg7OxsgwipOu+++67o9vPnzwMAmjRpImU4\nVEepqan4+OOPMXHiRBQWFuLw4cO2DolqIDU1FUDN6lHJ/hw4cABqtdqq1lsmk+G1116zUVRUFzqd\nDsuXL4enpydeeuklW4djgSvgZEWhUGDMmDEYPXq0Vdu5c+dw/vx5tGrVism3gxAEATk5OdiwYQNW\nrlyJFi1aYOjQobYOi6phNBoxb948tG7dGhMnTrR1OFQLaWlpAIDc3FyMGzcO3bt3R/fu3TFt2jTz\nm2CyTzk5OcjNzUX79u1x7tw5xMbG4oEHHkBYWBimTZuGS5cu2TpEqoXPP/8cV65cwfPPPw9fX19b\nh2OBCTjVmMlkwuLFi2EymRAVFWXrcKiG3nvvPfTu3RuvvfYaPD09ERcXB29vb1uHRdWIi4vD6dOn\nsWTJEr7ZdTAVCXh8fDw8PDwwYsQIdO7cGbt27UJUVBTOnDlj4wipMtevXwcAZGVlYcSIEcjMzMTw\n4cPRrVs37Nq1CyNHjkRmZqaNo6SaMBqNSEhIgLu7u1U5pj1gAk41IggCFixYgCNHjiAkJMSqNpzs\nV3BwMCZMmICBAwciNzcXo0ePxqlTp2wdFlUhPT0dq1atwqhRoxAaGmrrcKiWFAoFgoKCEB8fj5Ur\nV+Lll19GXFwc3n77bRQVFeGVV16xdYhUiZKSEgDAsWPHMHDgQHz55ZeYO3cu1q5di3//+9/IycnB\n0qVLbRwl1cSePXtw5coVREVFwcvLy9bhWGENOFXLYDBg/vz52Lp1K4KDg/Hhhx9yRc6BDB8+3Pz/\nvXv3YvLkyZg9ezZ27NjBWxHaIUEQMG/ePPj7+9tdzSLVzMKFC0W3Dx06FJs3b8axY8dw/vx5u7kd\nGv2t4ronhUKBuXPnQqFQmNtGjx6NTz75BPv374dWq4Wrq6utwqQa2LZtGwDY7Sf2XAGnKmm1WkyZ\nMgVbt25FmzZtkJCQgKZNm9o6LKqj8PBw9OrVC3/88QcyMjJsHQ6J2LBhA3755RcsWrQI7u7utg6H\n6lmHDh0AAJcvX7ZxJCTG09MTABAUFAQfHx+LNrlcDo1GA71ejytXrtgiPKohnU6Hw4cPQ61W2+0b\nXa6AU6UKCgowYcIEpKSkoEOHDli3bh38/f1tHRZVw2AwICkpCYIgiN5yqUWLFgDKvymzdevWUodH\n1di1axcAiH6BCwDzfd1//PFHfhmIHTIYDDh9+jQEQUCXLl2s2ktLSwEAKpVK6tCoBoKDg6FQKKDX\n60XbDQYDAHD1284lJSWhpKQEjz76qK1DqRQTcBKl0+kwceJEpKSkoEePHli9ejU8PDxsHRbV0KRJ\nk+Du7o5Dhw5ZfIQKlN8iTSaTMXmzU5GRkejRo4fV9oMHDyIlJQWRkZEICgqyy5pGKr9YfdSoUXBz\nc8ORI0csfv8EQUBycjKUSiXuv/9+G0ZJlVGpVAgJCUFKSgouXrxosUhhMBiQmpoKHx8ffhJs51JS\nUgAAYWFhNo6kckzASdR//vMfJCcnIzQ01OKbwMj+KZVKDBw4EN9++y3i4uIsVlI///xznDx5EuHh\n4bwXuJ166qmnRLcXFhaaE/CePXtKHBXVlLOzM8LDw7F79258/PHHmDx5srktPj4eZ8+exbBhw/gG\nyo5FRUUhJSUFS5YswYcffggnJycA5cfv2rVrGDt2rNXCBtmX06dPAwA6duxo40gqxwScrGRnZ5u/\nCeyee+7B2rVrRfv985//5Meodurll1/G8ePH8e677+Lnn3+GWq3GmTNncOTIEbRs2RKvvvqqrUMk\narRmz56N5ORkrFixAklJSbjvvvtw8uRJJCUloV27dpgzZ46tQ6QqDB8+HHv37kViYiKGDRuGfv36\n4dy5c9i/fz/atGmD2NhYW4dI1bh06RJcXFzs+o2uTBAEwdZBkH1JTEzECy+8UG2/Y8eO2fXJfbfL\nzs7G+++/j7179yIvLw+BgYEYOHAgJk+ebHdfSEDVe/3115GQkICEhASugDuArKwsvPfeezhw4ADy\n8/MRGBiIRx99FFOmTDFf6Ef2y2Aw4LPPPsOWLVuQkZEBHx8fREREYNq0aXz9dAAPPfQQAODQoUM2\njqRyTMCJiIiIiCTE2xASEREREUmICTgRERERkYSYgBMRERERSYgJOBERERGRhJiAExERERFJiAk4\nEREREZGEmIATEREREUmICTgRidq6dSs0Gk2N/klBo9HgySeflOS5xMyZM8dqv++//36EhoZi8ODB\neOONN5CVlWX1cz///DM0Gg1ef/31Bo3v2WefhUajQWFhYYM+T2Py7bff4tKlS9X2GzBgAB544IF6\nfe6K8+nnn3+ucd8zZ86Yt+l0OsTHx9drTEQkHX4VPRFVqUePHujRo4etw0BsbCyaNGli6zAQGRmJ\noKAgAOXflldcXIyUlBSsX78eX3/9NeLi4tCpUydz/6CgIMTGxqJLly62CplEvP3221i3bh22bdtW\nbd+YmBiUlZVJEJW4iIgIBAUFWZz/zzzzDNLT0/Hcc8/ZLC4iqjsm4ERUpR49emDq1Km2DsMuYgDK\nE3Cxr4LfvHkz5s+fj0mTJuF///sfvL29AQAtW7a0m9jpbzk5OTXuO3bs2IYLpAYiIiIQERFhsa02\n8ROR/WEJChFRPYiKisLTTz+NGzdu4JNPPrF1OEREZMeYgBNRvamod966dSu+/PJLDBkyBJ06dUK/\nfv2wbNkyaLVaq5/ZuHEjhgwZgi5duuCRRx7B2rVrsW3bNqv62NtrwFeuXAmNRoNz587hP//5D/r3\n74+QkBA8/vjj+OKLL6yeRxAEfPHFF4iMjETnzp3RvXt3TJo0CadPn663/R8/fjwA4LvvvrOak1tr\nwG/evImlS5fiscceQ6dOndCrVy/Exsbi1KlTFuM9++yz6NevHzIzMzFp0iSEhoaid+/emDVrFq5c\nuVJtPHq9Hp988gmioqIQFhaGkJAQhIeHY8GCBcjNzbXqf+zYMUycOBE9e/ZEWFgYoqOjkZiYaNXv\n1KlTmDJlCnr27InOnTvjySefxBdffAFBECz6DRgwAGPHjkVaWhrGjx+P0NBQ9OzZEwsWLIBWq0VW\nVhZefPFFhIWFoVevXpg5c6ZoXEeOHMG4ceMQFhaGrl27YuTIkfj++++t+mk0GsyZMwe//vornn32\nWYSGhqJ79+548cUXcfnyZYu4vv76awDAsGHDMGDAgCrn8fYa8IrrI44cOYK4uDgMGjQIISEhiIiI\nwOrVq2E0Gqscr7ZurQG/fPkyNBoNMjMzUVRUZN7nCsXFxXjnnXcQERGBkJAQ9O3bFwsXLrRaMa8Y\n88SJExg8eDA6deqE6OhoCIKAGzdu4JVXXsHAgQPRqVMnPPTQQ5g1axYuXrxYr/tFdDdjAk5E9e6z\nzz7DokWL0L59ezz77LNQqVSIj4/Hv//9b4t+S5cuxcKFC1FaWooRI0aga9euWLFiBVatWlXj55o1\naxY2b96Mfv36ISoqCllZWVi0aBE2b95s0W/27NlYtGgR9Ho9oqOj8dhjj+H48eOIjo7GkSNH6mW/\ng4ODERgYiAsXLogmkhVefPFFfPLJJ2jTpg3GjBmDhx9+GAcOHMDo0aNx/vx5i76lpaWIiYlBeno6\noqOjERISgu3btyM6Olr0os9bzZgxA0uXLoVSqURUVBRGjhwJZ2dnbNq0CRMmTLDo+80332DMmDE4\nduwY+vXrh+HDh+Pq1at44YUX8NVXX5n77d+/H9HR0Th69CjCw8PxzDPPwGQyYdGiRViwYIFVDJcv\nX8bTTz8NQRAQHR2NgIAAbNq0CbNnz8bTTz+NK1euICoqCq1bt8aOHTswf/58i5/fsmULxo0bh7S0\nNAwePBgjR45ETk4Opk+fjo8++sjq+U6dOoWYmBjI5XI8/fTT0Gg02LlzJ8aOHWuu446JicF9990H\nABg5ciRiYmKqnMfKvP3221i1ahXCwsIwevRolJaWYsWKFXj//ffrNF5NeHl5ITY2Fp6ennB2dkZs\nbKy5PKWoqAhPP/001q5di5YtWyImJgahoaHYvHkzRowYgevXr1uNN3nyZLRq1QrR0dHo2bMnysrK\nMGHCBHzzzTfo2LEjxo4di7CwMHz33XeIjo5Gfn5+g+0b0V1FICIS8dVXXwlqtVp45plnhPfff7/S\nf8nJyeafOXr0qKBWq4X7779f+PXXX83bCwsLhQcffFDo0KGDUFxcLAiCIJw4cULQaDRCVFSUeZsg\nCMLevXsFtVotqNVq4ejRo+btarVaGDp0qPnx+++/L6jVaiE8PFzIyckxb//ll18EtVotjBgxwrzt\nf//7n6BWq4WXXnpJ0Ov15u0ZGRlCjx49hL59+wo6na7K+Zg9e7ZVTGKGDx8uqNVqITU11WJOlixZ\nIgiCIKSlpQlqtVp4+eWXLX5u586dglqtFt58803ztmeeeUZQq9XC8OHDBa1Wa94eFxcnqNVqYfbs\n2VZ9CwoKBEEQhOTkZEGtVgszZsyweB69Xi888cQTglqtFs6fPy8IgiDk5+cLYWFhQq9evczbBEEQ\ncnJyhIceekjo0aOHUFZWJpSUlAgPPvig0KtXL+HSpUvmfkajUZg6daqgVquFffv2mbeHh4db7Lsg\nCEJBQYHQpUsXQa1WC9OmTRNMJpMgCIJgMBiEgQMHCmq1WigpKREEQRCuXr0qhISECP/4xz+E3Nxc\n8xharVYYOXKkcN999wlpaWnm7RXnzdq1a83bTCaT8NxzzwlqtVrYv3+/eXvF8Tx9+rRQnfDwcCEs\nLMz8uOJ3IywsTLhw4YJ5+6VLl4SOHTsKvXv3rnbMmp5PlcV6e0yCIAiLFi0S1Gq18Nlnn1lsT0xM\nNM/37WPGxsZa9N2zZ4+gVquF9957z2L7unXrRMcmorrhCjgRVSkpKQmrVq2q9N9vv/1m9TPdu3dH\naGio+bGnpydCQ0NhMBhw7do1AOUrroIg4MUXX4S7u7u5b//+/dGnT58ax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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots()\n", "for c, df in mpg.groupby('class'):\n", @@ -1254,7 +659,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1262,18 +667,7 @@ "package:seaborn" ] }, - "outputs": [ - { - "data": { - "image/png": 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33jKmBR49elRHjx7VnDlz5OnpqebNm6tfv36mL02eueLfzT5/sptifaPcfIZI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\n5e13WuvWre1GLB1dW7Vp06b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BznZ7cnLyTZ+vRImicnd3u73G3mdKly7m7CbgJugj86OP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\ngAmRrAEAAACACZGsAQAAAIAJkawBAAAAgAlZDMMw/B0EAAAAA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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "\"\"\"seaborn.FacetGrid overrides the `rcParams['figure.figsize'] global parameter. \n", "You have to set the size in the size with `size=` in `FacetGrid`\"\"\"\n", @@ -1290,7 +684,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1298,28 +692,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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WrbweE3777TdJWRMo5TQE25/vAna7XX369JGUNY9ESkqKPvvsMzmdTtlsNvXt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\n9NCmRVNxaFfatGgqDO0aFhY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buoQrpmyQguySPUSSTWrUKUxlqhJuAQAAAFgXE0oVM2GR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\nLVmyRB06dNCMGTM0cOBAGYahtWvX6s9//rPKyso0depUjRw5U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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(mpg) + \n", " aes(x = \"displ\", y = \"hwy\", color = \"class\") +\n", @@ -1331,7 +704,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1339,42 +712,29 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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3oxI6AV3jQmflv2VmC6/XX4pnrtqJuWt3o2yRvLixbhkbtCioxeeeZs2ahQce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\nfDhevHgBGxsbYXV8zJgxqFOnj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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "traces = []\n", - "for cls in mpg['class'].unique():\n", - " traces.append({\n", - " 'type' : 'scatter',\n", - " 'mode' : 'markers',\n", - " 'x' : mpg.displ[mpg['class'] == cls],\n", - " 'y' : mpg.hwy[mpg['class'] == cls],\n", - " 'name' : cls\n", - " })\n", - " \n", - "fig = {\n", - " 'data' : traces,\n", - " 'layout' : {\n", - " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", - " 'xaxis' : {\n", - " 'title' : 'Engine Displacement in Liters',\n", - " },\n", - " 'yaxis' : {\n", - " 'title' : 'Highway MPG'\n", - " }\n", - " }\n", - "}\n", - "py.image.ishow(fig)" + "for cls in mpg[\"class\"].unique():\n", + " traces.append(\n", + " go.Scatter(\n", + " {\n", + " \"mode\": \"markers\",\n", + " \"x\": mpg.displ[mpg[\"class\"] == cls],\n", + " \"y\": mpg.hwy[mpg[\"class\"] == cls],\n", + " \"name\": cls,\n", + " }\n", + " )\n", + " )\n", + "fig = go.Figure(\n", + " layout={\n", + " \"title\": \"Engine Displacement in Liters vs Highway MPG\",\n", + " \"xaxis\": {\"title\": \"Engine Displacement in Liters\",},\n", + " \"yaxis\": {\"title\": \"Highway MPG\"},\n", + " },\n", + " data=traces,\n", + ")\n", + "fig.show(renderer=\"png\")" ] }, { @@ -1386,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1394,15 +754,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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FFAhh8ODB4eyzzw7vv/9++MY3vhEWXXRRWRRQoAoCBtBVQDQLBRRQQAEFalWgf//+gZtJ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\nE2OwO3z48PCb3/ymopchaKb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mg/E5BRRQQAEFFFBAgfoTYNaiXLMfERCzCmu+iRwIrolH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\nua8CJQowcwQjjpmvmD5a3JjlYtlll41TzpWYXRzA88477wQ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wyKwY9HHON4CO7h5DhgyJ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QEEdJ4MRD52w4t9TrZvscR2rO2J6vcyfiQql8x+zeyPZjrnVPrpRxz7OQ+VidW3aP1lGwQgAAEI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\nNgIAAAAASUVORK5CYII=\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "ggplot(data = mpg) +\n", @@ -1412,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": { "scrolled": false, "tags": [ @@ -1421,18 +773,7 @@ "package:pandas" ] }, - "outputs": [ - { - "data": { - "image/png": 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1fizWBAO4ASgoKBD+XdGFU1fzv6paM+rVq4eNGzdW+nnaWkPrQk5OjtCi0axZ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\nmEwvzeAzV08mI8VZWA6Hw/zfp7dzpK4d2wbTMJhQkMI3PjvHUd0Tdh5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5I8CvXtzBsYZO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\nI0aMgBACr776qkW4vX79Ol5++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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ax = (mpg\n", " .plot\n", @@ -1447,7 +788,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1455,28 +796,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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+9rclSYWFhbr//vsVGRmpWbNmqbq6WqtXr9bRo0f1xz/+UaGhoQE+EwAAAABf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\nZgMAPP74456fCBERUROkDnYBR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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(mpg) +\n", " aes(x=\"cty\", y=\"hwy\", size=\"cyl\") +\n", @@ -1485,7 +805,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1493,44 +813,31 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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zpmZOPlIaMn6KElYnpSEhsIyHk9KQEWDC6qQ0JASW8XBSGjICTFidlIaEwHJ0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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "traces = [{\n", - " 'type' : 'scatter',\n", - " 'mode' : 'markers',\n", - " 'x' : mpg.cty,\n", - " 'y' : mpg.hwy,\n", - " 'marker' : {\n", - " 'size' : mpg.cyl,\n", - " 'color' : 'rgba(54,54,54,0.5)'\n", - " },\n", - " 'name' : cls\n", - " }]\n", - " \n", - "fig = {\n", - " 'data' : traces,\n", - " 'layout' : {\n", - " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", - " 'xaxis' : {\n", - " 'title' : 'Engine Displacement in Liters',\n", - " },\n", - " 'yaxis' : {\n", - " 'title' : 'Highway MPG'\n", + "outputs": [], + "source": [ + "traces = [\n", + " go.Scatter(\n", + " {\n", + " \"mode\": \"markers\",\n", + " \"x\": mpg.cty,\n", + " \"y\": mpg.hwy,\n", + " \"marker\": {\"size\": mpg.cyl, \"color\": \"rgba(54,54,54,0.5)\"},\n", + " \"name\": cls,\n", " }\n", + " )\n", + "]\n", + "\n", + "fig = go.Figure(\n", + " **{\n", + " \"data\": traces,\n", + " \"layout\": {\n", + " \"title\": \"Engine Displacement in Liters vs Highway MPG\",\n", + " \"xaxis\": {\"title\": \"Engine Displacement in Liters\",},\n", + " \"yaxis\": {\"title\": \"Highway MPG\"},\n", + " },\n", " }\n", - "}\n", - "py.image.ishow(fig)" + ")\n", + "fig.show(renderer=\"png\")" ] }, { @@ -1542,7 +849,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1550,15 +857,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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sy6jCiYAIiIAIiECSCMiEI0mtpbKKgAiIgAiIgAiIgAiUnIAU6JI3gQogAiIg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\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "ggplot(data = mpg) + \n", @@ -1569,7 +868,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1577,18 +876,7 @@ "package:seaborn" ] }, - "outputs": [ - { - "data": { - "image/png": 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KNw8FAAAAUNK4hwoAAAAAHERBBQAAAAAOoqACAAAAAAdxDxUAAAAAOIgzVAAA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\nuHChEhIS1LFjR1WuXFlr167V6NGjdezYsSKH+dnbnsnJyXrqqaeUl5e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Q5+fnq2fPnurQ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\nafny5W73e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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(mpg\n", " .pipe(sns.FacetGrid, \n", @@ -1603,7 +891,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1611,28 +899,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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IiIiIiIxi4UBEgsePH+PUqVO4d++e2KkQERGRmWHhQEQAgI0bNyI4OBidOnVC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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(mpg.assign(c=mpg[\"class\"])) + \n", " aes(x=\"displ\", y=\"hwy\") +\n", @@ -1642,7 +909,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1650,24 +917,10 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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/dzM7RUqDU0/jc4BXRNTh9vT0yKJFiyyLOHz4sHz+85+3cnh1UNTPli5dauVX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\nD+Vwja59/VjWAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "fig = FF.create_facet_grid(df=mpg,\n", - " x ='displ',\n", - " y = 'cty',\n", - " facet_col = 'class')\n", - "py.image.ishow(fig)" + "fig = FF.create_facet_grid(df=mpg, x=\"displ\", y=\"cty\", facet_col=\"class\")\n", + "fig.show(renderer=\"png\")" ] }, { @@ -1679,7 +932,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1687,15 +940,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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t/G/dujWdpNg+5bFOnTre9tnULk4qS1/tsq9du7a3fYh2+Y4vtxi0JAuh2sVd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\n999/b958803r6KqjYiE6Eqr9qxzn1Cf7O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- }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "ggplot(data = mpg) + \n", @@ -1706,7 +951,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1714,18 +959,7 @@ "package:seaborn" ] }, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(mpg\n", " .pipe(sns.FacetGrid, \n", @@ -1740,7 +974,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1748,28 +982,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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rp3PnzikzM1Pbtm3T+vXrtW7dOkVFRZkuDwAAoEBs2rRJPXr0kMfjkcfj0bZt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\nF154znWio6Nltf7/r1a73e7zxPQz3QNY1qbFB4CCohkpRa6++mo9//z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mBAAAAIARNCMA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\nW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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(mpg) + \n", " aes(x=\"displ\", y=\"hwy\") +\n", @@ -1779,7 +992,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1787,25 +1000,14 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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e9AmHTr0VkUCf8o/Z8vLbksKj4Et9ok26AmTB7TTS6y/aSR3M3gIg+okeZhco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\nx3um4M9+9jPz3vJZ4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AJSQApIgcRXQICV+G2sGkoBKSAFpIAUkAIjrIAAa4QF1+2kgBSQ\nAlJACkiBxFdAgJX4bawaSgEpIAWkgBSQAiOsgABrhAXX7aSAFJACUkAKSIHEV0CAlfhtrBpKASkg\nBaSAFJACI6yAAGuEBdftpIAUkAJSQApIgcRXQICV+G2sGkoBKSAFpIAUkAIjrMD/B4VwAPYnVMnX\nAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = FF.create_facet_grid(df=mpg,\n", " x ='displ',\n", " y = 'cty',\n", " facet_col = 'cyl',\n", " facet_row = 'drv')\n", - "py.image.ishow(fig)" + "fig.show(renderer=\"png\")" ] }, { @@ -1817,7 +1019,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1825,15 +1027,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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3TVaB5VmJ93dj/Mu7h9Xhzqm/tfcWPGlzK6bZ8poFds+08AT0YRvz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\n24MB9I+ZOOI8DLshgAACCCCQ9gInTKyxs75o/NlvXLVV17edeyHgzcx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TcU49cVlpjqYCYSIIEUEFAbirj/fERoEmTQIPiV/7PnoENS0BCrJIHeJcBFhHHy5iLCOIHFmN0V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\nAAEEEEAAAQQQCEmAADokNjIhgAACCCCAA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- }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "subcompact = mpg[mpg$`class` == \"subcompact\", ]\n", @@ -1847,7 +1041,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1855,28 +1049,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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cTWxsrOf1hayEfC7bt2/XmjVrJEmTJ0/WO++8o9/97ndq1KiRgoODZRiGJJ3X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\nG2+oe/fu+s9//qPJkyfLZrO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11FNPaeLEiSouLtaMGTMCPtwa7ou527kaSUvz7k3skZGR\nOnHihFf79EdWq1WLFy/WuHHjJEmbN29WvXr1fFxV5ahOYxoTE6OMjIxqsaoj4xp4GNPAVB3GlTEN\nTP4wrqc+IaSyVcaYWiwWz/Rbf2YYhu6//369+uqrvi4l4JnynluYw6lLo3PfLQAAAIDKRLhFpSHc\nAgAAAKgqhFtUmlPDLYtKAQAAAKhMXllQqmPHjho3bpxGjBjheU4TEB4e7rmXhCu3AAAAqI5Y4qjq\neOXK7datW/XYY4+pUaNGGj58uD755BO5XC5vdA2Ta9iwoSSmJQMAAFRndrvd619BQRf3mCAELq+E\n227dusntdquoqEhLlizRDTfcoLi4OD311FPasWOHN04BkyLcAgAAIDg42Otfdrvd1x8LfsYr4fbH\nH3/UL7/8ooceeki1atWS2+3W4cOH9eKLL6pdu3ZKSEjQjBkzlJub643TwUQItwAAAACqglfuuZWk\nTp06afr06XrppZe0dOlSzZgxQ59//rmKi4u1bt06rVu3Tg899JBuvfVWjRkzRgkJCd46dUByFLiV\nmepUULCh6LoWGRbDa30XFxdrX+FXynKmqmlIvGrZW3mtb0k6tHujtvyQpho1pTp16kiSjh49KofD\nccm/YXO5XDpetF35rgzF2tsqzFrLGyV7uF35chanyjBCZbHVlWGc/fuedfSgjuzMVGh0tKJqx511\nX5hDkduhNOdh5TiiFOaOksWw+rokAABMLy8vz+t9WiwWhYSEeL1fmJfXwq2nQ5tNN910k2666SYd\nOXJEM2fOVGJiorZv366cnBwlJiYqMTFRLVu21NixYzVq1CjVr1/f22WYWuqeYn3+eq4c+SU3n9dv\nZdXgiREKCr70gOsoztFb2U8p1/LfG9tzf1D3vGYaEP3oJfctSR8nrtThDd1kqKkkafeBg5JKbqRP\nTU1V48aNL7rvYleBFmc+o72WbEmSrUAaar9OrcOvu+S6JamoYJty09+W3IUl/Qd3UHit8TKMiu/n\nWL9olTat7CopUpJbXQasUs+brvZKLfCNNOdhzct5VTnuLClHqm1pqNsi7le4JcrXpQEAYGpOp9Pr\nfbJQE05XqY8Cqlu3rh5//HFt3bpV69at0/jx4xUZGSm3262dO3dq8uTJatKkiYYNG6YlS5awCJVK\nrtieGmwl6cgep9YuyPdK//OypyrXOOUfAkP60b1X/8/efcdHVaUNHP/dKcmkNxKS0Am9BkLvHXRF\nUDABXsUgiIouIoKoK21XBFFWEUVxVxAFF1RAsQCCEJAq0kEg9F4CCelt5t73j5ghQyaUZMikPF8/\n+cjcOffMM3Myk3nuaWfSfity3ScP/86lP5rZHPM2VbL+u6hDkzclzeWMkmS9bVbgh6yfSco+W6R6\nAVRLMqnx/7EmtgDmzCOkJ/1ot/zxnVvZv6EpkHvBQWHfr+Ec/2NbkWMRzqFqKt+mfEyqdvN37Lp6\nmZ/SvnBiVEIIIYQQ4m4V2z63rVu35tNPP2Xx4sUEBwdbh3uazWZ+/vlnBgwYQNWqVfnggw/uy5Wd\n0iLhosUmsQVQLXD+cLZD6o9T0m/mY3kcydpc5LoP7kgBQMnzAL7uN3vli7rX7Rn1HOotsavAxcy9\nRaoXwJJ9DrRbX2ML5ow/7Za/GJuNTrG9GKPTW7gUm1XkWIRzpGiJJGnxaNx8/6lYOGc+7sSohBBC\nCFGcTp8+jaIofP7553csGx0dTfXq1e+p/piYGBRFISYmplDxidsrluT27Nmz/POf/yQsLIyHH36Y\nK1euoGkaOp2OXr16UalSJTRN4+LFi7z00ku0adOGhISE4gitxClo6LEjhiQD6DXAzggOV9yKXLfJ\n3WyT2AJ4u1W0Hitqz60Rg93YjYp7keoFUBQX7FWuKPbncRhdNLsXCQwuMvqgtDJifz64AdlmQAgh\nhBCiNLhvyW1GRgaLFy+mR48e1KxZk6lTp3Lq1Ck0TaNmzZpMmzaNs2fPsnr1as6cOcOqVavo0qUL\nmqaxe/dupk6der9CK9H8QnQEh+nR5VnDRlGgaQ9Xh9TfXFcv5x+5edxfOVpLzyFFrrtNr2aAatPz\npdcb8fLwBeD8+fNFqr+lS2eb2zoNfDUDVd3aF6leAL1LDXSGSkDexYMUXL262y1ft30VFJ2KouSM\nMlAUCzqdhbrtqxU5FuEcbjoP6hmbo8vzO6BDR0vXbk6MSgghhBDFqVq1aqSnp/PEE0/cl/o7depE\neno6nTp1ui/1l3cOT263b9/OM888Q0hICEOHDmXDhg2oqoqLiwuDBw/m119/5dixY7z22mvWhaQU\nRaF3796sX7+eUaNGoWkaK1eudHRopYKiU+jzrCdhEUbcfRR8gnR0HOJG3baOSW47+L5AS6VmTsNr\n4AY87jYCD0NQkev29g2k9+iTKMYstL/+86p2irA61YGiD0uu6/kQDxm746fqcdcUamg+DPaagFFX\n9Ga0BHEAACAASURBVF5nRdHjWeHvGE1NUHTe6AwVcfeLxsUt3G55/9Aw/vb8FfxDL+LqkYx/pQs8\n+EIc/iE1ixyLcJ4H3Z+gmUsHvBRf/PSBdDI9TFtTH2eHJYQQQohioigKJpMJvf7+7JaQu8KzTlds\ns0PLFYe8qrl72jZo0ID27dvz3//+l8TERDRNo1GjRsyePZuLFy+yePFiuna9/Wqyw4cPB+DcuXOO\nCK1UcnFT6DrUg8en+RA1yZt6Dkpsc3X1Hcs4vw95xe9D/u73ISEm+wlcYVSr04KR71Vk1McV+MeS\n2jzxaktCQ0MBx+x128DzEZ72n80LfnMY4D8NT6PjVtrW6T3xCBiOT8hbeFeciIt7xG3LB9dqzIDX\nGvPC3AYMeLUJwWGNHBaLcA6DYqS7+2M85/MmY0PfpZWpxx23gxJCCCFEyTJlyhQURSE2NpbHH38c\nHx8fAgMDmThxIpqmce7cOfr164e3tzfBwcHMmjXLem5Bc26/++47GjVqhMlkolGjRqxYscLuYy9Z\nsoSIiAi8vLzw9vamcePGzJ4923r/rXNuP//8cxRFsfvTpUsXm7oXLVpEREQEbm5u+Pv7M2jQoHKd\nM9njkK2Aqlatiqqq1uW4vby8GDRoECNGjKBly5b3VJe3d86WG7JyctmRu/3PmTNn0DRNkgUhhBBC\nCJGPWctmT/pmblji8NUH0sytA4YCtmS8G1FRUdSvX58ZM2bw008/8eabb+Lv78+8efPo1q0bb7/9\nNosXL2bcuHG0bNmywKHCv/zyCwMGDKBBgwZMnz6d69evM2zYMCpXrmxTbu3atQwePJju3bvz9ttv\nA3D48GG2bNnCiy++aLfuTp068eWXX9ocO3PmDG+88QZBQTdHVk6bNo2JEycSGRnJiBEjiIuLY86c\nOXTq1Ik9e/bg6+tb6NepLHFIcpu7unHbtm0ZMWIEUVFRuLsXbpGfihUrsmDBAkeEJUqI2rVrA5Cc\nnMyVK1cIDg52ckRCCCGEEKIkMWvZLIyfyWXzzZ7I/enbeNJ/fKET3FatWjFv3jwARo4cSfXq1Xn5\n5ZeZPn06EyZMAGDw4MGEhoYyf/78ApPbCRMmULFiRTZv3oyPjw8AnTt3plevXlSrdnO9lZ9++glv\nb2/WrFlz18Oaa9asSc2aN6e1ZWRk0KFDB0JDQ/nggw+AnGR38uTJvPnmm7z++uvWso8++ijNmjVj\n7ty5NsfLM4cMS37ppZc4dOgQW7ZsYdiwYYVObAE8PT158sknefLJJx0RmigBatWqZf33sWPHnBiJ\nEEIIIYQoifakb+ay+RwqFuvPFfNZ9qYXfrvKESNGWP+t1+tp0aIFmqZZp0EC+Pr6UrduXU6ePGm3\njkuXLrF3716efPJJa2IL0LNnTxo0aGBT1tfXl9TUVNauXVvomEeNGsWBAwdYtmyZtUNo+fLlqKpK\nZGQk165ds/4EBwdTu3ZtNmzYUOjHK2scktzOmjWL+vXrO6IqUQbVqVPH+u/Y2FgnRiKEEEIIIUqi\nG5a4fMc0IMFyrdB15k6Ny+Xj44PJZKJChQr5jhe0DemZM2eAmyMR86pbt67N7VGjRlGnTh0eeOAB\nKleuzFNPPcXq1avvOt558+axYMEC5syZQ5s2bazHjx07hqZp1K5dm8DAQJufw4cPc/Xq1bt+jLLO\nIcOS09LSitRbK8q2gIAA/P39iY+Pl55bIYQQQgiRj68+MN8xBfDTV8hf+C7ZGxpc0HDh3LWDiiIo\nKIi9e/eyZs0aVq1axapVq1iwYAFDhw5l4cKFtz33999/58UXX2TEiBGMHDnS5j5VVVEUhVWrVtmN\n39PTs8ixlxUOSW79/Pxo0aIFnTp1okuXLnTo0AEPDw9HVC3KiNq1a7Njxw5JboUQQgghRD7N3Dqw\nP30rV8zn0MhJbCsaqhLu1sGpceXOqbX3Hfbo0aP5jrm4uNC3b1/69u2LqqqMGjWKefPmMXHiRJup\nennFxcUxcOBAwsPD+eijj/LdHxYWhqZp1KhRw2ZEpMjPIcOSs7Oz2b59OzNnzuTBBx/Ez8+PNm3a\nMGHCBFatWkVycrIjHkaUYrlDOSS5FUIIIYQQtzIoRp70f4VeXlG0cu9OL6+oIi0m5SghISGEh4ez\ncOFCEhMTrcfXrl3Ln3/+aVP2+vXrNrd1Oh1NmjQBIDMz0279FouFQYMGkZWVxbJly3BxcclX5tFH\nH0Wv1zN16tR8PcyapuV73PLMIT23b731Fps2bWLLli0kJydjNpv5/fff2blzJ++++y56vZ7w8HA6\nd+5Mly5d6Nixo3XLH1E+5F5lunTpEsnJyXh5eTk5IiGEEEIIUZIYFCMt3Ls6O4x8pk+fzt/+9jc6\ndOjAU089RXx8PHPmzKFhw4akpKRYy40YMYL4+Hi6detG5cqVOXPmDHPmzCE8PLzA9Yk++eQT1q9f\nz7PPPptvYaiKFSvSs2dPwsLCePPNN3nttdc4ffo0/fv3x8vLi1OnTrFixQpGjhzJuHHj7utrUFo4\nJLl99dVXefXVV7FYLOzevZuYmBg2btzI5s2bSUpKwmw288cff7Br1y7+/e9/o9PpaNq0qTXZ7du3\nryPCECVY3kn4x48fp1mzZk6MRgghhBBCiLvTp08fvvnmG9544w1ee+01wsLCWLBgAd9//z0xMTHW\nco8//jiffvopc+fO5caNGwQHBxMVFcWUKVPQ6ewPmI2Ly1lI65NPPuGTTz6xua9z58707NkTyMm3\n6tSpw3vvvcfUqVMBqFKlCr169eLhhx++D8+6dFI0R8yeLoCqquzZs4eNGzcSExPD5s2buXHjRs4D\nK4r1/2az+X6FUGTXrhV+hTZ7vLy8ysUwbb1ej5+fHwkJCVgsFs6cOUOLFi0A+PDDD4mKinJyhI5T\nXtu0rJN2LXukTcum8tCu0qZlU0lo11tXDb6f7keb6nQ6WedH2HDInNsCK9fpiIiIYOzYsaxcuZJj\nx44xceJE6x5RmqY5ZGUyUfJVqVIFk8kEyHZAQgghhBBCCMdzyLDkgty4cYNNmzYRExNDTEwM+/fv\nz5fQ5q5AJso2nU5HWFgYhw4d4vjx484ORwghhBBCCFHGODS5LSiZhZt7R1WvXt0617ZLly6S3JZB\n23Zt5dyJbEzuCq3bhlExoBKQs6jUoUOHykzPrSVb4+j2LDKSLZi8zNRt64LeoDg7rDIvW8viQNY2\nktQE/HUVaeTSCp1if8+6wrhgPsnJ7EOYVDdqao0I0Ac7rO57dcNyjT+z/8CsZVHNUJdqxrp3PkkI\nIYQQopxySHI7duzYAntma9SoYZPMVq1a1REPKUqob5dt4HpMU9CpAHwXk03PMUepWbmudVGp06dP\nk52djdHo3KXdi8KSrfHD7BSunbs5Ryb29yz6vugpCe59lKVlsih5FgnqFXI/ZY5k72Kgxyh0StFn\nWRzM2sHPaYvQo4dM2MSPRHq+QBWD/X3p7qcr5nN8lfIeKjnvpe2Za+nuNoAI1y7FHosQQgghRGng\nkOT2/fffR1EU6+bCuYlsly5dqFKliiMeQpQCZy4dJ35DMxQAS06ioWkKG75NoeaYmysmm81mTp06\nVao3oT6yNYtr5yyoedZ/uHbWwtFtWTTo6Oq8wMq4XZkxJKhXsHDzhT9rjuVI9m4auLQoUt1mLZs1\naV8BGhZuLnK3Km0RI72nFKnuwliT/j/MZKNx82Lh+vRl1De2wF3nWezxCCGEEEUh20CK4uDQBaUU\nRcHDw8P64+7u7sjqRQl35cp1my/iAIqqx3zdD7DdDujYsWPFGpujJV1T7R+Ps39cOMYNS5xNYgug\noOOGWvRVzVPUxHx1AySp8UWuuzBuqNfyvZ80NJLUBKfEI4QQQghR0jkkuR06dCjVqlVD0zQOHjzI\nRx99xGOPPUbFihVp0qQJo0ePZvny5Vy/ft0RDydKqKDAABRsh+RqOgsGv5ztn8LCwqxbQJX2ebde\nAfbfOp4FHBeO4aOvgA7b+bUaGj46/yLX7aHzzlc3gJfOt8h1F4aPkv/9BAreTopHCCGEEKKkc8iw\n5M8//xyAs2fPWve03bhxIydPnuTgwYMcOnSIjz76CEVRaNCggXXIcufOnQkICHBECKIEqF6pFr6d\nNpLwW2NQVFAAg5kuA3N68E0mE9WqVeP06dOlfsXkeu1diN2RRfxFC5oGigL+lfTUb+fi7NDKtAjX\nLvyZtZNE9RoqGgoKlfQ1qW+MKHLdRsWFnm5RrEn/Ch16FEAD+rj9X5HrLoxe7oP4X8r71jm3Kiqd\nTf1w18mwLiGEEKWP7HMrioOi3ceNZs+fP8/GjRvZuHEjGzZs4MSJEzkP+lfvnaIoNGzYkH379t2v\nEIrs2rWiD3fMqzxsTL5p+2YunlJxdYPW7asRGnhzRewhQ4awdu1awsPDWbt2rROjLDpztsbhzVlk\nJusxeVuo194Fg7HsLiZVEjabh5xFpfZmbiZZTcBfX5EmLu3QO3C15LPZsZw0/4nJxY0wGhGor+Sw\nuu9VvOUKh7J2YiaLaoZ61DQ2cPhjlJR2LQ7l4fMXylebQvloV2nTsqkktGuFChWK7bEkuRXF4b4m\nt7e6ePEi8+bN44MPPiAxMTEnAEUp0R/UktwWTkEf2FOmTOGjjz7Cw8ODU6dOWS90lGblvU3LKmnX\nskfatGwqD+0qbVo2lYR2leRWlDX3fYJgbGwsn376KUOGDKFly5a8+eabJCUllYmkRty7WrVytlRJ\nTU3l0qVLTo5GCCGEEEKIm06fPo2iKNZpl/dKURSmTJni0JjE3XPInNu8YmNjiYmJsc67vXz5svW+\nvJ3EtWrVss67FeVH3u1/jh07RmhoqBOjEUIIIYQQQpQVDkluP/300zsms3Xq1LEms126dCEkJMQR\nDy1KmbzbAcXGxsrFDSGEEEIIUWJUq1aN9PR0jEZjoc5PT0/HYHB4/6G4Sw555Z999lkURbFJZuvV\nq2eTzFasWNERDyVKOT8/PwIDA4mLiyv1e90KIYQQQoiyRVEUTCZToc8vyrmi6Bw257Z+/fqMGjWK\npUuXcvnyZf7880/mzp1LVFSUJLbCRu68W0luhRBCCCGEo02ZMgVFUYiNjeXxxx/Hx8eHwMBAJk6c\niKZpnDt3jn79+uHt7U1wcDCzZs2ynmtvzm10dDSenp5cuHCB/v374+npSWBgIOPGjcu3GFjeObff\nfvstiqKwcePGfDHOmzcPRVE4ePAgAPv37yc6OpqaNWtiMpkIDg7mqaee4vr163af2/Hjx4mOjsbX\n1xcfHx+GDRtGWlqag17B0sshPbdXr14t1tXWROlWp04dtm3bRmxsrLNDEUIIIYQQJUS2prI5/Rxx\nlnQC9W50cKuCUSl8X1xUVBT169dnxowZ/PTTT7z55pv4+/szb948unXrxttvv83ixYsZN24cLVu2\npFOnTgXWZbFY6N27N61bt+bdd99l3bp1zJo1i7CwMJ577jm75/ztb3/D09OTr7/+Ot9UvKVLl9Kw\nYUMaNWoEwNq1azl58iTDhg0jODiYQ4cO8emnn3Lo0CG2b9+ebzHeyMhIatSowfTp09m9ezf//e9/\nCQoK4u233y7061UWOCS5lcRW3IvcnturV6+SmJiIj4+PkyMSQgghhBDOlK2pzIzfzjnzzS2DtqVf\nZLx/60InuK1atWLevHkAjBw5kurVq/Pyyy8zffp0JkyYAMDgwYMJDQ1l/vz5t01uMzIyiIqKYuLE\niUDOtMzmzZvz2WefFZjcurm50bdvX7799ls++OAD9Ho9AJcvX2bjxo02qyqPGjWKl19+2eb8Nm3a\nMHjwYDZv3kzHjh1t7mvWrBmfffaZ9fb169f57LPPJLm9H5UmJydz6tQpkpOT72rfrtv9Iomy59YV\nk1u0aOHEaIQQQgghhLNtTj/HOXMyFm6u4XPWnMTm9PN0da9aqDpHjBhh/bder6dFixacP3+e4cOH\nW4/7+vpSt25dTp48ecf6nn32WZvbHTt25Msvv7ztOVFRUfzvf/8jJiaG7t27AznDlVVVJSoqylrO\nzc3N+u+MjAxSUlJo06YNALt3786X3NqLZcWKFSQlJeHt7X3H51JWOTS5/c9//sPcuXM5cOCAzeJS\nt6MoCmaz2ZFhiBJOklshhBBCCJFXnCXd7vFrlsLPI61a1TYp9vHxwWQy5Rt16uPjk29u661MJhOB\ngYE2x/z8/EhISLjteX369MHHx4elS5dak9ulS5cSHh5u8504Pj6eqVOnsmTJEq5evWpTR2Ji4h2f\nm5+fHwAJCQmS3BaVxWJhwIAB/PDDDwB3ndiK8ik0NBR3d3fS0tJkUSkhhBBCCEGg3s3u8Qp690LX\nmTsM+E7H4M75S0Hn3Ymrqyv9+/dnxYoVzJ07lytXrrBlyxbeeustm3KRkZFs3bqV8ePHEx4ejqen\nJ6qq0qdPH1RVddjzKOscktx+8sknrFy5EoCKFSsybNgwIiIi8Pf3R6dz2ILMoozQ6XTUqlWL/fv3\nS3IrhBBCCCHo4FaFrekXbObcVjV408GtshOjcoyoqCgWLlzIr7/+yuHDh9E0zWZIckJCAr/++itT\np05l0qRJ1uPyPfneOSS5/eKLLwBo0KABv/32m7VbXIiC1K5dm/3798uKyUIIIYQQAqOi4xX/NmxO\nP881SxoV9O50cKtcpNWSS4oePXrg7+/P0qVLOXz4MK1ataJGjRrW+3N7YW/tdX3//feLNc6ywCHJ\n7eHDh1EUhYkTJ0piW85lpqbx29LjXDnhg9FkJrynhTpt6uQrV7t2bQDOnDlDZmYmrq6ud1X/0ZQf\n2ZL1KxlYCFF86eX9dzz0gXc+8S4kmM+zJPnfpJCFDgjXN6G798gCy2ec2k/Gt1e5Ee8F/smYHgvC\nVL2JQ2IpzTTNQkbSz2Sn7wJFh4t7e1w9u6I46I+TOesc6YnfopqvozeG4OYbhd7gmBXbLZqZ3zJ+\n5Gj2XowpRpoa29PcpXO+5feLy4HMbezMXE82WdQ0NKSLW3+MiotTYhFCCCHuN6OiK/TiUSWZ0Wjk\n0UcfZcmSJaSmpvLuu+/a3O/t7U2nTp2YOXMm2dnZVKpUiV9++YVTp045KeLSy6GXQurWrevI6kQp\nY7FY+OnDs5zeG0pqog83rgQQs6gCsTuO5iubm9xaLJa7fuMeS13N99mruaZkk6JTOUE8/0uchlnN\nKHLsmZZ0FiTPIJksNAUswC7LfmKS/mu3fNal42TMscDZipDsCWcrkvGBhazLx4scS2mXfmMpmSnr\nUC3XUM1XyUj6nozkVQ6p25J9mZS4WViyTqKpNzBnHiUl7h1US/KdT74Lq9IW80fmBhLVa1wzX2J9\n+nJ+z1znkLrv1b7MLaxO/4pr6iUS1evsy9rC96n/LfdzaYQQQojSKCoqipSUFCBnfu2tvvrqK3r3\n7s1HH33Ea6+9htFoZNUqx3x/Kk8UzQHflCIiIti7dy9r166lW7dujoirxLh27ZpD6/Py8iI52TFf\nxEuayyfOs/I9z3zH/YLjeOyN2jbHjhw5Yl3SfP78+fTt2/eO9S+KH89FJR3ydqJpMND1EWq6dy9S\n7H+kLGN99oZ8dRtReMlvTr7ySd/+gPpbNbDkmcyvN6PrdBbvAXd+LqWRXq+3rgpY0BZfmppJ4qWX\n89+huOATMqvIPaDpicvJTIkB8i6soMfN51FcPTsXcNbdyVDT+CDplXzHTYobo33eKVLdhTEvcRKJ\nWny+4yO9puCrd9ze4nfTrmVFWf78zas8tSmUj3aVNi2bSkK73rpq8P10P9pUp9Ph4eHh8HpF6eWQ\nnttBgwahaRo//vijI6oTpVRWRjaQ/1pJdqYx37EaNWpYFxs7ejR/z67d+jHbJp/k3MxSU+811HzS\nNTsfuAo2e63lpWVq+Z+qpuQcL8c0LauAO+z/btwrVc2wU4+CphW99z4L+3Vka9lFrrswssgs4HjR\nn6sQQgghRFnkkOR29OjRNG3alI8//pjffvvNEVWKUqhClQrojbZJjE5nJqRWUr6yrq6u1K9fH4Ad\nO3bcVf1VdZXQ3ZLXKECIa3hhQ7aq49I2/0EN/JX8PdEA+loeoN2SaWs69LXsly8vFJ0nOn0Atlch\ndOhdqjtkzq3RtTb5rnBgxuBSq8h1eyq+eCm+KHnq16Gnkr5mkesujKqGOuiwXebfpLjjpwtySjxC\nCCGEECWdQ5JbV1dX1qxZQ0REBD179uSVV15h7969ZGRID0N54u7tRY9hKTYJboWq12gfmX9BKYD2\n7dsD8Pvvv5OVVUCPXx6dvZ+nsvZX8qiBXoOHjL3wMRZ94YGKrnVpY2iRE/ZfCbQrOgZ5TbBb3rN1\nd5ROuXOFc05QOp/Es1XZGpZ/rxRFwSPgWRTdzc3DdYYKePg95ZD6jW4tcPHIO/xYwc1nAAbXsCLX\nrVN0DPB8Drc8FzT8dIE85PFkkesujF5ugwjSV7LedlXcGODxrCwoJYQQQghRgHuac3s3mxdrmnZP\n8+oURcFsNt91+eImc27vXVpyCjcuxOMX6Id7gFeBg1FXrVrF0KFDAfjhhx9o06bNHetWVZWr2fvI\nsCRSwVgfT2NFB0YO17NPcTLzDzz1/tRx6Yhef/tEIvPSMXQJ8ah+/riG1L5t2dLuXuYGaWomluwL\noOjQGyuhKPmHpheFxRyHaklArw9EZ3DsCu1ZWiZxlgt4unvhmemHXnHIovKFomoWrlouYiaLQH0o\nror9De6LoiTM+Sou5eHzF8pXm0L5aFdp07KpJLSrzLkVZc09fWu72zxYVvMs39y9PPFq6HPHD+y2\nbduiKAqaprFly5a7Sm51Oh3Brs0cHbJVgLEGAcYady74F9eQ2njVKR9/hO+FonPF4Hr/hvPqDYHo\nDY7ZAupWLoorlQw18XL1IjnLue2qU/QEG6o4NQYhhBDCEby8vJwdgigH7im5nTx58v2KQ5RDvr6+\nNG7cmP3797N582ZeftnOKrtCCCGEEEIIcRckuRVO1aFDB/bv38/OnTvJyMjAZDI5OyQhhBBCCCFE\nKeS8yWRCkLOo1Ny5c8nMzGTXrl3WRaaEEEIIIUTZIXNuRXFwyGrJQhRW27ZtrQuVbd682cnRCCGE\nEEIIIUorSW6FU3l5edG0aVNAklshhBBCCCFE4UlyK5wudyjyrl27SEtLc3I0QgghhBCiPKhevTrR\n0dH3dE5MTAyKovDtt9/en6BEkUhyK5yuQ4cOAGRnZ7Nz504nRyOEEEIIIYQojWRBKeF0rVq1wmAw\nYDab2bJlC507d3Z2SEIIIYQQoow7evQoOp309ZUl0prC6Tw9PWnWrBkg826FEEIIIUTxcHV1xWg0\nOjsM4UCS3IoSIXfe7Z49e0hJSXFyNEIIIYQQorSaMmUKiqJw5MgRIiMj8fb2JiAggBdffJGMjAxr\nOXtzbm/cuMFLL71E9erVcXV1pXLlygwdOpRr164V+HiZmZk89NBD+Pj4sHXrVgCio6OpXr16gbHl\npSgKL7zwAosXL6Zu3bqYTCYiIiLYtGlT4V+EckqSW1Ei5M67NZvN/P77706ORgghhBBCFLdsi8aG\nY2l8vSeZDcfSyLZoRaovMjKSjIwMpk+fzoMPPsgHH3zAyJEjCyyfkpJCx44dmTNnDr169WL27Nk8\n++yzHDlyhPPnz9s9Jz09nb59+7J161bWrVtHu3btChXrxo0bGTNmDI8//jj//Oc/uX79On369OHg\nwYOFqq+8kjm35ZRqSUZTU9EZAlAUxw7HyEhL4/KxSwRVCsSrot9dndOyZUuMRiPZ2dls3ryZbt26\nFVj2+gUzqQkqQTUNmNwde33GrGWTqF7HVXHHU+d9x/KXL1xn/8mTBNX0IbhSgENjuVdp5mucy9iB\nt6ESIaZwh9d/LHUTGZkJ1NS1x6S7fbuaVTMXLCfQoydUX7NUzWdRNZVE9ToWcyY6zSXf1dVbpasp\nXDSfxlcXSIChomNjUVXiEhLJyMomNNAfo8GxH9nmLI2kG2ZcDRaH1itEWaAmJaFlpKHzD0AxlN1h\ni5qqoibEg6Kg8/VDKUWf16JsybZozFwfz7kbZtAABbadTmd8N3+M+tv/LS5IjRo1+P777wF4/vnn\n8fb2Zu7cuYwbN44mTZrkK//OO+9w8OBBli9fziOPPGI9/sYbb6Bp+RPtlJQUHnroIQ4dOsT69esJ\nDy/896+DBw/yxx9/EBERAcCgQYOoW7cukyZNYvny5YWut7yR5Lac0TSV9BvfkJX2W84BxYSH/9MY\nTXUdUv+hjX+y5ZtgIABQcfM6xWMTK2Byd7/tee7u7kRERLB9+3a2bNlit4w5S+Xb6ckkxd38cGk3\n0I1GXVwdEvsF80mWpc4jQ0sFoKGxFX3c/w+9ordbftP0AzS6oKMqoJLOxsoX6fxqY4fEcq+2J33K\nJst+UAAz+KTpGOY9ExeDqch1J2fH8WnKVCy5f1e01bTUNaarzzN2y583n2RJymxUchImIy4M9Zzg\n8MTvfrhhucY3qR+RoMZBMlTWh/GoxzOYdPZ/f7ek/8yWzJ+ttyvqKvOE5ysOSeZTMzJY+p8TmI9W\nAlzQvC/S4zkjYVVCilw3wOn92fy6IBVLNkAi4b1MtOzresdkXoiyTrNYSPvmK7L/2AGA4u6Ox7Bn\nMNQIc3JkjqfeSCDlP3NRr1wCQF+lGh5PPYvOy8vJkYnyaPPJdM7dMGNR/zqgwdkbZjafTKdr7dt/\njyzI888/b3P773//O3PnzuXnn3+2m9wuW7aMpk2b2iS2uW79+5iYmEivXr04efIkMTExNGzYsFAx\n5mrbtq01sQWoWrUq/fr144cffsBisaDX2/8+KmzJ5blyJjNlA1lpeZJHLYPU65+gWm4Uue6kuHi2\nfBNCToaVIz3Zix/fP3dX5+cOTd63bx/Jycn57l89L9UmsQXY+m068ZfMhQ86N041hW9S5loTW4DD\n2bvYmrHKbvlNiw7Q+ILO+gbSAU3O6/ht8YEix3KvLmXszUls80hUVL5JmuSQ+hek/JNb+/V2I7eS\nMAAAIABJREFUqgeIyzyar6yqqixN+cCa2AJkk8XilH87JJb7SdNUvk2dyw31uvXYRctpfk770m75\ns9nHbBJbgCvqeX5MX+iQeFYsjSX7eJ4LAsmerPvYTGZWVpHrvnHFwtr/5ia2OfatyyB2e9HrFqK0\ny1i3muw9f1hva2lppPx3Lmpq2VsPInXBPNS4K9bblovnSV28wIkRifIsLsWS02OblwbXUgs/uqh2\n7do2t8PCwtDpdJw+fdpu+RMnTtCoUaO7qnvMmDHs3LmTdevWFTmxhfyxAtSpU4e0tDTi4uKKXH95\nIcltOZOdsR9QbzmqYs46VeS6T+y6+Ne/8l7ZUki4fHfDdXOTW4vFwrZt2/Ldf/Wk/Q+3E39k2z1+\nLy5bzpJNps0xFQvHs/fbLe9y0GDnVQTDweK/qvZnxq85/7B92bmipDmk/gy0fHUD7LaT+CeocVjI\nf7Ehg1RUtegXIe6nFC2RePUqWp6WVbFwynzEbvk/s+3vyXwmO3/SXxipfwagWG4OrlE0HUqSF+eu\nFLygxd26dMzMrZ3LmgpnDpbsNhKiOGQf2g+WW/7eZGdjOXvGOQHdJ2paGpYL50HN89fMYsFy4hja\nrc9fiGIQ6Km3/b4BoEAFD8d9t3Lk6KR+/fqhaRozZsxAVW/9VljwY1nk/XVfSXJbztifX6uhOGCE\nusFFIf+nEijK3S0GEBERgatrzhBje0OTlQJ+Ww0udx1igfQY0PJdLgR9AfORVb3956Q5YcSIEfsx\n3tfBpQq4kH84uFF3u8Yo2R83+gLeA3rsN6qhgNddV9Av6j0HZP+PnyPm3eoNCnamDlGGpxUKcdfs\nzq/VNHDwnHdnUwoa4qjTgUxPEE7QoaYbVXwN6HWgV0Cvg6q+BjrUdCt0nceOHbO5ffz4cVRVtbuK\nMeT07N7tAk79+/dn/vz5fPXVV/mGPwP4+flx40b+kZFnzti/UHZrrACxsbG4u7sTGBh4VzGJkv5t\nUzicq0cnbNMeHYreB4Nr/qEQ96p2mxro9NnYjinRqNb40l2dbzKZaNmyJWB/v9u6bfMnTooO6rcv\n+pzbUEMN/HRB6PIkMgoKEa6d7ZZ365nzJSf3Ol3u/029iv/LTzP3gTktavuy01Cp7JD6gzT3fHWj\nQSv3IfnKeuv88FR88tehq1TiF5Vy13kRZmho8zugQ0+4awe75Vu6dsPeJYTmLp0cEk9ox0Q03c0E\nV9Ob0VW9QpWgoi9cVrWRAaNJsb1gpEC9dg64UiREKefaobNtcqfXowuogKF6DecFdR8orq4Yw5tD\n3iRXr8eldXtZVEo4hVGv8Eo3f6LCvehex52ocK8iLSYF8NFHH9ncnjNnDgAPPPCA3fIDBgxg3759\nrFixIt999haUGjp0KB988AGffPIJEyZMsLkvLCyMxMRE9u+/OQrw0qVLdusG2LZtG7t377bePnfu\nHN9//z29evWS+bb3QD69yhmjWxPc/Yai6H1BcUHvUhPPCmNQdEVfeMjk7s7DY7NwcUsjJwNSqdrw\nAl2jG9x1HblDkw8cOEBCQoLNfe0GulO3jdGaT7i4Qb+xnpg8i/5rbFCMDPIcTRVDLYy44qn40NMt\nioYureyWb9alDke6aCSjx4xCMnqOdNVo3qlOkWO5V14uoQxyHYILWBPP+logvXxfdUj9/+c1jQDN\nZK1bB0SansDDmD+JBYj2eg0/3c0rjBV1VRji+bJDYrnf+no8RX1jBK6YcNd50sq1O51MD9st66MP\nINLjBYx/9WArKLRw6Upbtz4OieVvvRsS3PsCmkcqmmsmrvUv89ioyugc8AfO5Kmj31hPKlTRY3AB\nn0ADfZ7xIrSOdN0K4dK8JW4DB6N4+4CLK4YaYXg+9yKKsexd/HGPehyXFq3B5Ibi5o5Lu0649Rvg\n7LBEOWbUK3St7c5j4V50re1epMQW4NSpUzz88MPMnTuXJ554grlz5zJkyBCaNm1qt/z48eNp0KAB\njz32GCNHjmTevHlMnz6dtm3b2iSpeb3wwgtMmzaNmTNn8tZbb1mPDxo0CA8PDx555BFmz57N9OnT\nad26NXXq2P+u2KhRI3r37s2//vUvZs6cSceOHQGYOnVqkV6D8kbR7F2GEFa327C5MLy8vOwullTW\n6PV6/Pz8SEhIuKe5Bbt27aJPn5zkYNq0abfdi6ykkDYtm6Rdyx5p07KpPLSrtGnZVBLatUKFCsX2\nWPejTXU6HR4eHvmOT5kyhalTp/Lnn38yadIk1qxZg8Fg4P/+7/945513MJlyOnWqV69Oly5d+Pzz\nz63nxsfHM3nyZFasWEFcXBxBQUF0796dWbNmERAQQExMDF27duWbb75h4MCB1vMmTJjAzJkz+fDD\nD63DlNeuXcvYsWOJjY2lRo0aTJw4kWPHjjF16lSbnmBFUXj++edp27YtU6dO5ezZszRo0IB///vf\ndOnSxeGvW1kmye0dSHJbOIX9wNY0jS5duvDnn38SFhbG1q1bS/xwVmnTsknateyRNi2bykO7SpuW\nTSWhXct6chsXF1esz7GwcpPbDz/80NmhlHolO2sQ5Y6iKAwfPhzIWY5948aNTo5IlGcWi4XLly8T\nFxdHenq63fk2QgghhBCiZChbS/+JMmHAgAFMnTqVpKQkPvvsM7p27erskEQZp2kaa9asYefOnVy4\ncIHz589z6dIlLl68iNl8c3scg8GAl5cXXl5e+Pj4UL16dcLCwmx+/P39nfhMhBBCCCHKL0luRYnj\n4eHBkCFD+OSTT/jll184c+YM1apVc3ZYogzSNI21a9cyY8YMDhw4cMfyZrOZhIQE62Jn9s4JDAyk\nefPmNG/enIiICJo1a4a3t7fDYxdCCCGEELZkzu0dyJzbwinqPJITJ07Qpk0bAP7+978zadIkR4fo\nMNKmpY+macTExPD222+za9cu63E3NzeqVKlCpUqVqFGjBkFBQYSEhKAoCsnJySQnJ5OSkkJycjLX\nrl3j1KlTnDx5koyMjAIfS1EUateuTdu2benUqRMdO3bEz8+vOJ7mXSlL7Xon8l4tm8pDu0qblk0l\noV2Lcz5qSkqKw+vU6XS4u7s7vF5ReknPrSiRwsLC6NatG+vXr2fRokWMHz8eN7c7b+KdlpbGnj17\n2L59O56enrRr146GDRuW+EWpRPHZv38///jHP9i+fbv1WEBAAKNHjyY6Otr6R/Juv1ypqsqFCxc4\nceIEx48f58CBA+zevZujR4+iaRqaphEbG0tsbCwLFy5EURTCw8Pp1KkTXbt2pU2bNrJ/nRBCiDLP\n09PT2SGIckCSW1FiDR8+nPXr15OQkMCKFSsYMmRIvjJJSUls2bKFHTt2sH37dvbt22czRxLA19eX\nNm3a0K5dO9q1a0fjxo0l2S2nMjIyGD58OKdPnwZyfjeef/55RowYUeg/ujqdjipVqlClShWb5fqT\nk5PZu3cvu3fvZufOnWzdupXk5GQ0TWPPnj3s2bOH2bNnExwcTGRkJIMHD6ZWrVoOeJZCCCGEEOWT\nDEu+AxmWXDiOGGpjsVho06YNp0+fpnHjxvz6668oys3NvPft28eTTz7JhQsX7qneSpUq8cgjj/DI\nI4/QuHFjmzoLQ9q09Hj//feZNm0aAM888wyvvPJKgfNhHd2uZrOZ3bt3s2nTJmJiYti1a1e+CzEt\nW7Zk0KBB9O/fv9jm6ZaFdr1b8l4tm8pDu0qblk0loV1LwzY5QtwLSW7vQJLbwnHUB/bcuXOZPHky\nAD///DMtW7YE4JtvvmHs2LHWuY4mk4nmzZvTunVrWrduTcuWLUlJSWHr1q3WnxMnTuSrv1atWjz6\n6KM88sgjhe41kzYtHS5evEjbtm1JS0ujWbNmrF69+rY9+Pe7XVNSUli9ejVLlixh06ZNNtsMeXp6\nMmrUKJ577rn7PoyrtLfrvZD3atlUHtpV2rRsKgntWlb3uRXllyS3dyDJbeE46gM7ISGBJk2akJGR\nwcCBA5kzZw7//Oc/+fjjjwFwcXHhrbfeYvDgwbi4uNy2rsuXL7N+/XpWrFjBb7/9li+uGjVq0L17\nd7p370779u3vao4vSJuWFs8++yzLli0DYPXq1URERNy2fHG26/nz5/n6669ZsmQJp06dsh4PCAhg\nzJgxREdHYzKZ7stjl/Z2vRfyXi2bykO7SpuWTSWhXSW5FWWNJLd3IMlt4TjyA3vMmDEsXrwYo9FI\ny5Yt2bp1KwAVK1ZkwYIF1t7cexEXF8fKlStZvnw5v//+e777TSYT7du3p23bttSrV4969epRpUoV\nuz1999qmmqaRmJhIfHy8zU/u9jIhISGEhoYSGhpKcHAwBkPJmBpfEv4IF9b27dvp27cvAIMGDWLO\nnDl3PMcZ71VN09iyZQvTp0+3+b0MDQ1l3LhxDB482OG/D6W5Xe+VfP6WTeWhXaVNy6aS0K6S3N5Z\nTEwMXbt25ZtvvmHgwIH39bFE0UlyeweS3BaOIz+w9+/fT/fu3W2OtWzZkvnz5xMcHFykuiGn12zN\nmjWsW7eOLVu2kJ6ebrecu7s7derUoU6dOvj6+uLh4YGHhwcVKlRAr9ej1+tJS0uz/qSmppKamkpC\nQgLXr1/n+vXrxMXFER8fn2+uZUF0Oh1BQUH06NGD9957r8jPtShKwh/hwrBYLPTo0YODBw/i6enJ\n9u3bqVix4h3Pc+Z7VdM01q1bx7Rp0zh06JD1eP369ZkxYwbt2rVz2GOV1nYtDPn8LZvKQ7tKm5ZN\nJaFdJbm9M0lu783WrVv55ZdfGDNmDL6+vsX++CWjS0gUK03NICt9F5qait5YFaOpnrNDuq0mTZrQ\nqlUra0/W448/zowZM3B1dXVI/ZUrV2b48OEMHz6c9PR0tm3bxrp169iwYQMnTpywzoVMS0tj7969\n7N271yGPezdUVeXy5ct89dVXvPLKK4SEhBRYNiN5HebMoyg6D9y8H0Zn8HdYHGlqCsey96JLUKiQ\nXYkQXfXblr+UGsOJjM0oikIdUy8C3e+9d91RFi1axMGDBwEYP378HRPbq5YLnM4+jDseVFHr4qNz\n3Ot4txRFoWfPnrRt0ZX5c5czf8k7XLh8msOHD9OvXz8iIyOZPHkyQUFBxR6bEHcrU0vncNYuMrQ0\nQvTVqGas6+yQhB2WK5fJPnIIFB3GBo3QVwh0dkhCiFJs69atTJ06lejoaEluxf2nWlJIiXsH1XID\nUAALrp49cPPp5+zQbmv48OHs3r2b6dOn8+STTxZ5heOCuLm50a1bN7p16wbkJLTHjh3jyJEj1p+T\nJ0+SkpJCSnwSaeYMu/UYjUbc3d1xd3fHz8+PgIAAKlSoYPN/f39/mx8/Pz9UVeXSpUtcvHiRixcv\ncvLkSWbNmoWqqnzzzTeMHj3a7uMlx72PJeu49XZ2+m48AydgcKlU5Nck0XKdL1PeJVNLR0lTMGvZ\ndHMbQAvXrnbL/3ljPj9pu8kdwb09cyGPWi5Qw6t/kWO5VwkJCbz11ltAzuJhI0aMuG352Ky9fJ82\nHx06yAAdOgZ5vkiIoVpxhGsj4bKF7/+dintWL0Z17crWI4vZcGQ2aekpfP3116xatYrXXnuNYcOG\nlZih60LkSlWT+TL5HVK1RBR0WDDTxrU3Hd0ecnZoIo/sw4dIXTCP3A/sjJ9X4vnMCxhqhDk5MiGE\nKBzZ7LOcyUha+VdiawHMgEZmylrMWeecHNntPfTQQ6xcuZLo6Oj7ltja4+7uTtOmTYmKimLy5Mn8\n73//Y8eOHWwdM5d9A1ZxNHI9ex/9ma0PL2NT36/ZNelzLly4wMWLFzl+/Dj79+9n48aNLF++nE8/\n/ZTp06fz8ssvEx0dzcMPP0yHDh1o0KABwcHBuLq64ubmRs2aNenQoQORkZG8+uqrhIeHA7BkyRLs\nzSLISt9rk9jmUEmN/9Qhr8Ha9K/J0FKxYMasZQOwPn05SWp8vrJmSxZrtN1ogEX56wdYnb3OIbHc\nq7fffpv4+Jw433zzzdsuOmbWsvkxbSEaKhbMOc+XbH5K+6K4wrWxaXEa2RkaqhlQjbSrE83o3mvo\n3+9RIGd41+uvv07Pnj35448/nBKjEAXZmP49KVoiFiyYyUZDY1vmaq5a7m3rNnH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+/n3Xff5ZBDDgHg66+/ZuTIkdx33334/f6oxisiIiK7KLkVaWJ8QYdSf+3JaBxge4VD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\nAACwPMotAAAAAMDyHGYHAAAA0cf3ZpXqn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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "\"\"\"Notice the smoothed line isn't as smooth as it is in ggplot2.\"\"\"\n", "(ggplot(data=mpg, \n", @@ -1890,7 +1063,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1898,18 +1071,7 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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A4kUYtA3ChugNIudIW7DyRNF2/O6ZN2i111c2sfUlhNczWuoZ1USuLKJjSOVwL4jOgRna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\nD1pI+QAT90yVAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "'''Plotly's builtin smoothing function is very weak'''\n", "\n", @@ -1950,12 +1112,12 @@ " }\n", " }\n", "}\n", - "py.image.ishow(fig)" + "import plotly.graph_objects as go\n" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1963,15 +1125,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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AoQW0Ascnn3xi2gRFOwlq0xRto60tsY855hh7++23rWnTpuVWU/Ok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\na9fOqlWrVuE99UDj+vXrK8yXaQYC6EzluA4BBBBAAAEEEPB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- }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "ggplot(data = diamonds) + \n", @@ -1981,7 +1135,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -1989,28 +1143,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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hCK4AAAAAAKMRXAEAAAAARuMaVwAAAADwoueee06S9M0330iS5syZo3/+85+S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\n4+wyUAasX79e3bt31++//+7sUnADpk2bpmHDht32+4C5DBs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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(diamonds) + \n", " aes(x=\"cut\", fill=\"clarity\") +\n", @@ -2019,7 +1152,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2027,18 +1160,7 @@ "package:pandas" ] }, - "outputs": [ - { - "data": { - "image/png": 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XRo8eJrPZrFat2qpduw7KyLisAwf26tNPZ2vNmpWaOfNT3X33PZYx1q9fq7ff\nnig3Nze1axcod3cPJSVt1ccfz9D+/T9o8uT3ZDKZbms+ZY2gDgAAAJto16693N3dFRUVpREjxsnF\nxcVq3caN6yRJISHdZDab9c47b8jJyVmffDJPvr41CtTOmzdHc+Z8pPff/48mT/6vJCkrK1MffPCe\n3N3dNXfuF6pe3UeSlJOTo3HjRikuLlaxsZvVrl1gGc729rFHHQAAADbh7Oyi9u2DlJGRofj4OKs1\nmZmZio2NUbVq1dWoURMlJ/+i3347qdat2xYK6ZL09NPPytv7bsXHf6+cnBxJ0s6d2/XHHxfUrVuY\nJaRLkqOjo/7xj4GSpK1b48tghqWLoA4AAACbCQnpJknatGm91fNxcTG6fDlDwcFdZTKZLOE7OfkX\nmc3mQvUmk0mvvfampkyZZjlWrZqPBg0aqnbtOhSqd3IqL0nKyMi47bmUNba+AAAAwGYaNmwkX19f\nJSTEKyPjktzc3Auc37DhO5lMJgUHd5Uk3Xff/fLyqqKDBw9o2LBB6tmzjwICWsrT09PymsaNmxYY\no1at2qpVq7bV94+NjZYk1a59XynOqmywog4AAACbMZlM6tGjh7KzsxQXF1vg3IULaUpMTFDDho3k\n4+Mr6ep2lddee1OurldvKp04cYK6dg3SwIH9NWPG/7Rnz+4Sv3dy8lEtXfqlnJycLCv7RkZQBwAA\ngE2FhYVJkiIjNxQ4HhUVqZycnEIhumnTAC1c+LV69uyjSpUqy2w26/DhQ/rqq0UaOvSfGjLkn/rt\nt5NFvufvv5/RmDEvKjMzU4MGDdU991Qt3UmVAYI6AAAAbKpmzZry8/NXUtJWpaenW45v3PidXFxc\n1KFDUKHXVK1aTaNGjdWqVes1d+4iDR06Qk2bBsjBwUE//LBbL744RJmZmVbf78SJ4xo69F86deo3\nhYX1Ur9+T5bZ3EoTQR0AAAA2FxzcVVeuXFFMTJQk6fTpU9q7d4/atQsstG/9eiaTSXXrPqjw8P76\n3/9maf78r+TrW0OnTp3Upk0bCtUfPLhfgwcPtIT00aPHldmcShtBHQAAADYXGNhRTk7OioraKEna\nuHG98vLy1KVLaIG6adP+rW7dOur06VNWx6lVq7aefXaQpKsr59dLStqq4cMHKy0tVU89NVAvvTTe\n8F9ydD2COgAAAGzOw8NDbdu2086d25Wenq7NmyNVtWq1Qk9wcXFxUVpaquVpLdbkh+8qVapYju3b\nt1fjx7//XWzrAAAgAElEQVSkzMxMDR8+Ws89N6RM5lGWCOoAAACwi+DgrsrJydGKFRE6fPiQOnfu\nUmjFu3v3nipfvrw+/XS21S8pOn/+nObP/0zOzs4KDOwo6eoz0idOHK/MzEwNGzZSffuG22Q+pY3n\nqAMAAMAuAgJayMvLS/Pnz5GkQtteJMnXt4ZefXWS3nnnDb300nDVq1dfDRr4ydXVVSdPnlBCwhbl\n5FzRxIlvq1KlypKkVauW68yZ06pQoaLS09P12WcfFxr33ntr6dFHO5ftBG8TQR0AAAB24eDgoE6d\nuujLLxfKz8/f8uz0GwUFddKDD9bX0qVfaceORH333RplZWXJy6uKgoI66vHH+xf4gqM9e3ZJkv74\n44I+//xTq2O2bdvO8EHdlJeXl2fvJowoJSW9+KI7hLe3J58HCuG6MJYJST/ZuwXDeLfZ/9m7BdyA\nnxe4EdfENd7enjc9xx51AAAAwIAI6gAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAAAMiKAOAAAAGBBB\nHQAAADAggjoAAABgQAR1AAAAwIAI6gAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAAAMiKAOAAAAmxg1\n6gW1adNUkZGRRdbl5uYqNLSTHnkkQG3aNNX48S8VO/aHH76vNm2aau3a1ZZjOTk5Wrr0Kw0a9IyC\ng9srMLC1+vTpoXffnaQjR34qdsyzZ1PUuXM7LVmyuPjJlQHHW33BmTNn1KVLFw0bNkwDBgwocG7p\n0qV69dVXrb6uYcOGWrJkSYFj0dHRmj17tg4fPiwXFxd16NBBo0ePlpeXV6HX79q1Sx988IH2798v\nk8mkFi1aaMyYMapRo0ah2iNHjmjatGnatWuXsrOz5e/vr1GjRqlBgwa3Ol0AAACbGTglyt4tFGnu\nuMDben1wcDclJm7VunXr1LBh85vWJSVtU2rqeQUGdtS2bfHati1ely5dlLu7h9V6s9msTZs2yNXV\nVe3bB0mSLl++rBdffF4HDuxT/foPqVOnELm4uOj48eNav36t1q9fq3HjXlNISDerY2ZkZGjChDG6\ndOnSbc35dtxSUL906ZKGDRumixcvWj3/448/SpL+9a9/ydnZucC5qlWrFvj3NWvWaPTo0apRo4bC\nw8N16tQpffPNN0pKSlJERIQqVKhgqU1MTNTAgQNVsWJFPfbYY0pPT9eaNWu0bds2RUREyNfX11L7\n888/Kzw8XGazWaGhoTKZTFq1apXCw8O1aNEi+fn53cqUAQAAUEratWsvd3d3RUVFacSIcXJxcbFa\nt3HjOklSWFgvubu7a/XqFYqNjb5pqN65c7vOnk1RSEg3ubm5SZIWL16gAwf2adiwkerX78kC9b/8\n8rOef36g/vOfyWrevKUqVy64SHz69ClNmDBGhw8fut0p35YSB/WTJ09q2LBh2r9//01rfvzxR911\n11166aWi/3ri0qVLevPNN1WjRg2tWLFCHh5Xfztq3bq1XnnlFc2ePVtjx46VdPU3pNdff12urq6K\niIiwBP7u3bvrmWee0dSpUzV9+nTL2O+8844yMjK0bNky1atXT5IUHh6uvn37atKkSYqIiCjplAEA\nAFCKnJ1d1L59kL79dpXi4+MUGPhooZrMzEzFxsaoWrXqatSoiRwcHLR69QpFRW28aVDfsOFqsL/+\nfHx8nBwcHNSrV79C9ffdV0c9e/bVwoWfKyFhi7p27W45t2TJYs2Z87GysjLVpEkz7diRdLvT/tNK\ntEd93rx5Cg0N1aFDh9SiRYub1h0+fFh169Ytdrxvv/1WFy5c0IABAywhXZJ69+6t2rVra/ny5crN\nzZUkJSQk6OjRo+rdu3eBVfmWLVuqdevWioyMVGpqqiQpOTlZW7ZsUVBQkCWkS1LdunXVvXt37du3\nTwcPHizJlAEAAFAG8sP0pk3rrZ6Pi4vR5csZCg7uKpPJJD8/f1Wv7qOkpG36448Lheqzs7MVG7vZ\nEuzz5eTkKDc3V7/+mmz1fbp3f0zvvvtfNWkSUOD4kiVfqmrVqpox4xN17tzlT86ydJQoqC9YsEA+\nPj5atGiRevToYbXm9OnTSktL0wMPPFDseElJV38zad688N6kgIAApaWl6aeffiq2tnnz5srNzdWO\nHTtKVCtd3UYDAAAA+2jYsJF8fX2VkBCvjIzC+783bPhOJpNJwcFdJcnyv3NychQTs7lQfXz897p4\n8aIl2Odr1uxq9hsxYogWLJirY8eSC7yuWrXqeuSR9oW2Z48ZM0Gff75YDz/c8HanettKFNQnTZqk\nFStWqHHjxjetyd+ffuXKFQ0ZMkQtW7ZUo0aN9Oyzz+qHH34oUHv8+HFJsnojaP5+86NHjxZb6+Pj\nI+nqSvqt1gIAAMD2TCaTevTooezsLMXFxRY4d+FCmhITE9SwYSP5+Fy7B7Fz5y4ymUzatGlDofFu\nDPb5Bg78l+rVa6DU1PP65JNZeuKJ3goLC9GkSa9q/fq1ysjIsNpf8+Yt5eDgUAozvX0lCupt27Yt\ntuH8oP7VV18pKytLPXv2VOvWrZWQkKAnnnhC33//vaU2NTVVTk5OVm8gyN8Kk3/DalpamiQVuLn0\nxtr09PRiaz09PQvUAgAAwD7CwsIkSZGRBYN3VFSkcnJyCu1F9/HxlZ+fv3bt2qHU1POW4+np6dq6\ndUuhYC9Jbm7umj37M40c+bIeeODqluizZ1O0ceN3euut19WnT6giI61vvzGKW348482YzWb5+Pho\nxIgR6t792ob8xMREDRgwQOPHj9emTZvk7OysnJwcOTk5WR0n/3hWVpakqyv01x+3VpudnX3LtcWp\nVMlNjo7G+G3KCLy9Pe3dAgyI6wJGxHVpTPy5/D2U3p+jp5o0aaKkpK1yds6zLLJGR2+Uq6urevfu\nUeA+Rknq06eX9uzZpaSkOD355JP/v/47ZWdnq0+fXjftbfDgZzV48LNKSUnR1q1bFR8fr6ioKKWl\npWnSpFdVvbq32rVrZ71Lz6uLyu7uzna5hkstqA8ePFiDBw8udDwgIEChoaFasWKFEhMT1bZtW7m4\nuFhC9Y3yg7Srq6skWVbdrdXfTm1xUlOt/3XIncjb21MpKfxNBAriuoBRcV0aDz8v/j5K68/R29tT\nQUHB2rFjhyIiVqlbtx46ffqUdu7cqU6dQnT5cp4uXy74Xs2atZGzs7NWrlytTp2uLgovX75CLi4u\natasTQl6c1GLFu3VokV7DRkyStOnv6dVq77RrFkfqX5969u709MzJUmXLmWV2TVc1C8ANvlm0vr1\n60uSTpw4Ienq1pSsrCyrq9v5W17yt6rk/4ZlbcvKrdTmH8uvBQAAgP0EBnaUk5OzoqI2SpI2blyv\nvLw8dekSarXe3d1Dbdu21w8/7FZKyu9KSfldu3fvVLt2gXJzcy9Qu317onr16qYFC+ZaHcvFxUUj\nR74sV1c3HT9+rHQnVopKLajv37/f8tSVG+VvY8n/EqRatWpJuhbcr5d/rHbt2rdcm//PktQCAADA\nfjw8PNS2bTvt3Lld6enp2rw5UlWrVlPjxk1v+pqQkG7Ky8tTbGy0YmKiZDabrQZ7L68qOnPmtKKj\nN910rPwnxFSp4n37kykjpRbUhw4dqqeeekrnz58vdC7/8YkPPfSQJKlJk6vPuLQW7Ldt2yZPT0/V\nqVOn2NrExESVK1fO8m2jxdVKkr+//61NDAAAAGUi/7GLK1ZE6PDhQ5anu9xM06YB8vKqoi1bYhUb\nG6177qlqNdjXrn2fGjduqsOHf9S0af+2LBrnM5vN+uSTWbp8OUNdulj/EiUjKLWgHhwcLLPZrPff\nf195eXmW4+vWrVN0dLSaNWtm+TKkRx99VO7u7pozZ47lSS2StGzZMiUnJ6tPnz4qV+5qawEBAape\nvbq+/vrrAivlCQkJ2rJlizp27KjKlStLuvpYxsaNG2v9+vXau3evpfbw4cNatWqVHnroITVo0KC0\npgwAAIDbEBDQQl5eXpo/f44k3XTbSz4HBwd17hyiXbt2aM+eXYWenX69iRPf1r331tLy5UvVp093\nvfPOG/r445n673+n6Iknemvx4gXq0OFRPfZYn1KfV2kptZtJhwwZotjYWC1ZskQ//vijmjRpoqNH\njyo6Olre3t6aPHmypfauu+7SmDFj9MYbbygsLEwhISE6c+aM1q1bp1q1amnQoEGWWgcHB02cOFFD\nhgxRr169FBoaqoyMDK1evVqVKlXSmDFjCvTxyiuvqH///nrqqacUGhoqBwcHrVq1Snl5eZo4cWJp\nTRcAAAC3ycHBQZ06ddGXXy6Un59/oUcsWhMc3E2LFy+UpEKPcbyel1cVff75Yq1cuVyxsZu1dWu8\n0tP/kIeHh+6/v64GDnxOnToFl9pcyoIp7/rl7xJYvny5xo8fr/Hjx2vAgAEFzv3xxx+aMWOGNm7c\nqJSUFN11111q3769hg8frrvvvrvQWGvXrtWcOXN05MgRVaxYUW3atNHIkSOt1sbHx2vGjBk6cOCA\n3Nzc1LRpU40aNcqyh/16+/fv17Rp07Rz506VL19eDz/8sEaMGKGHH364xPPk7vRruFsf1nBdGMuE\npJ/s3YJhvNvs/+zdAm7AzwvciGvimqKe+nLLQf1OwcVzDf8xwRquC2MhqF9DUDcefl7gRlwT19j9\n8YwAAAAAbg1BHQAAADAggjoAAABgQAR1AAAAwIAI6gAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAAAM\niKAOAAAAGBBBHQAAADAggjoAAABgQAR1AAAAwIAc7d0AAAAA7gyjRr2gxMStmjlzpho2bH7Tutzc\nXIWFhejChTSZzWa1bdtekyf/t8ixP/zwfX399ReaMGGiunQJlSTl5OTom2+WKTJyvX799aiys6/I\ny6uKGjVqrL59n9D99/9foXHOnTuruXM/UULCFp0/f04VKlRU06YBevbZQfLx8b29D+AWEdQBAAAM\nYmjUy/ZuoUgzA6fe1uuDg7spMXGr1q1bV2RQT0raptTU8woM7Kht2+K1bVu8Ll26KHd3D6v1ZrNZ\nmzZtkKurq9q3D5IkXb58WS+++LwOHNin+vUfUqdOIXJxcdHx48e1fv1arV+/VuPGvaaQkG6Wcc6d\nO6t//etp/f77GTVr1lxBQZ107FiyNm78Tlu3xuvjjz9XjRo1b+szuBUEdQAAANhEu3bt5e7urqio\nKI0YMU4uLi5W6zZuXCdJCgvrJXd3d61evUKxsdEFQvX1du7crrNnUxQS0k1ubm6SpMWLF+jAgX0a\nNmyk+vV7skD9L7/8rOefH6j//GeymjdvqcqVvSRJc+d+ot9/P6MXXhihxx/vb6lfv36t3nrrdc2Y\n8b7+/e/3b/tzKCn2qAMAAMAmnJ1d1L59kDIyMhQfH2e1JjMzU7GxMapWrboaNWqi4OCukqSoqI03\nHXfDhqvB/vogHx8fJwcHB/Xq1a9Q/X331VHPnn2VnZ2lhIQtluOxsdG6665K6tv3iQL1nTt3kY+P\nrxITt8psNpd8wreJoA4AAACbyQ/Tmzatt3o+Li5Gly9nKDi4q0wmk/z8/FW9uo+Skrbpjz8uFKrP\nzs5WbOxmS7DPl5OTo9zcXP36a7LV9+ne/TG9++5/1aRJgKSr++L/8Y9nNHDgcypXrnBELl/eSVeu\nXFFOTs6tTvlPI6gDAADAZho2bCRfX18lJMQrI+NSofMbNnwnk8lkWUnP/985OTmKidlcqD4+/ntd\nvHjREuzzNWt2dQ/8iBFDtGDBXB07llzgddWqVdcjj7RX1apVJUkODg7q2zdcPXv2KfQev/6arGPH\nkuXj4ysnJ6c/PfdbRVAHAACAzZhMJvXo0UPZ2VmKi4stcO7ChTQlJiaoYcNGBZ6w0rlzF5lMJm3a\ntKHQeDcG+3wDB/5L9eo1UGrqeX3yySw98URvhYWFaNKkV7V+/VplZGSUqF+z2axp06bKbDare/fH\n/sSM/zyCOgAAAGwqLCxMkhQZWTB4R0VFKicnp9BNoz4+vvLz89euXTuUmnrecjw9PV1bt24pFOwl\nyc3NXbNnf6aRI1/WAw/UkySdPZuijRu/01tvva4+fUIVGWl9+02+vLw8/ec/72rHjkQ9+GD9QnvX\nyxpBHQAAADZVs2ZN+fn5Kylpq9LT0y3HN278Ti4uLurQIajQa0JCuio3N1ebN2+yHIuJ2aTs7OxC\nq+n5HB0d1atXX3322UKtXPmdXn/9bXXpEqqKFSvqwoULmjTpVSUkWL+pNScnR5Mnv6nVq1eoenUf\nTZnynsqXL3+bM781BHUAAADYXHBwV125ckUxMVGSpNOnT2nv3j1q1y5Qbm7uheo7dHhUzs7OBba/\nbNhwNdgHBj5a7Pt5eVVRp07BmjBhoiIivlX37o8pLy9PX3yxoFBtZmamxo8frbVrV8vXt6amT/9Y\nVap438Zs/xyCOgAAAGwuMLCjnJycLY9d3LhxvfLy8izfKnojd3cPtW3bXj/8sFspKb8rJeV37d69\n02qw3749Ub16ddOCBXOtjuXi4qKRI1+Wq6ubjh8/VuDcH3/8oeHDByshYYvq1n1As2fPsdxwamsE\ndQAAANich4eH2rZtp507tys9PV2bN0eqatVqaty46U1fExLSTXl5eYqNjVZMTJTMZrPVYO/lVUVn\nzpxWdPQmK6Nclf+EmOtXyrOysjR27AgdOLBP/v6N9eGHH6tSpcq3McvbQ1AHAACAXeQ/dnHFiggd\nPnzI8nSXm2naNEBeXlW0ZUusYmOjdc89Va0G+9q171Pjxk11+PCPmjbt38rKyipw3mw265NPZuny\n5Qx16XLtxtVPPpmpvXt/0EMP+em996bL3d2j9Cb7Jzja9d0BAABwxwoIaCEvLy/Nnz9Hkm667SWf\ng4ODOncO0dKlX8lsNqt//wE3DfYTJ76t4cMHa/nypYqOjlLz5i1VpYq30tPTtX17ok6cOKYOHR7V\nY49dfW76uXNntXz5UknSvffW0qJF862O27//ADk7O//ZKd8SgjoAAH9TQ6NetncLhjEzcKq9W4AV\nDg4O6tSpi778cqH8/PwLPWLRmuDgblq8eKEkFXqM4/W8vKro888Xa+XK5YqN3aytW+OVnv6HPDw8\ndP/9dTVw4HPq1CnYUr9//z5duXJFkvTtt6tuOm7fvk/YLKib8vLy8mzyTn8xKSnpxRfdIby9Pfk8\nUAjXhbFMSPrJ3i0YxrvN/s/eLRgGQf0agrqx8P8h13h7e970HHvUAQAAAAMiqAMAAAAGRFAHAAAA\nDIigDgAAABgQQR0AAAAwIII6AAAAYEAEdQAAAMCACOoAAACAARHUAQAAAAMiqAMAAAAGRFAHAAAA\nDIigDgAAABgQQR0AAAAwIII6AAAAYEAEdQAAAMCACOoAAACAARHUAQAAAAMiqAMAAAAGRFAHAAAA\nDIigDgAAABgQQR0AAAAwIII6AAAAYEAEdQAAAMCAHO3dAAAAKBuXE4Pt3YJxBNq7AeDWsaIOAAAA\nGBBBHQAAADAggjoAAABgQAR1AAAAwIAI6gAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAAAMiKAOAAAA\nGBBBHQAAADAggjoAAABgQAR1AAAAwIAI6gAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAAAMyNHeDQAA\ngLJRNaiGvVsAcBtYUQcAAAAMiKAOAAAAGBBBHQAAADAggjoAAABgQAR1AAAAwIAI6gAAAIAB8XhG\nAACAO8jQqJft3YJhzAycau8WisSKOgAAAGBABHUAAADAgAjqAAAAgAER1AEAAAADIqgDAAAABkRQ\nBwAAAAyIxzMCwN/AYMcv7d2Cgbxu7wYAoFSwog4AAAAYEEEdAAAAMCCCOgAAAGBABHUAAADAgAjq\nAAAAgAER1AEAAAADIqgDAAAABkRQBwAAAAyIoA4AAAAYEEEdAAAAMCCCOgAAAGBABHUAAADAgAjq\nAAAAgAER1AEAAAADIqgDAAAABkRQBwAAAAyIoA4AAAAYEEEdAAAAMCCCOgAAAGBABHUAAADAgAjq\nAAAAgAER1AEAAAADIqgDAAAABkRQBwAAAAyIoA4AAAAYEEEdAAAAMCCCOgAAAGBABHUAAADAgBzt\n3QAAAABs53JisL1bMI5AezdQNFbUAQAAAAMiqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6\nAAAAYEAEdQAAAMCACOoAAACAARHUAQAAAAMiqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6\nAAAAYEAEdQAAAMCACOoAAACAAd1yUD9z5oyaNGmiefPmWT2/YsUKhYWFyd/fX4888ogmT56sS5cu\nWa2Njo5Wv3791KhRI7Vs2VITJkzQuXPnrNbu2rVLAwYMULNmzRQQEKDhw4fr+PHjVmuPHDmiIUOG\nqGXLlmrSpImeffZZ7d+//1anCgAAANjNLQX1S5cuadiwYbp48aLV8x9//LHGjh0rs9ms/v3768EH\nH9S8efP07LPPKjs7u0DtmjVrNGjQIJ07d07h4eFq0aKFvvnmGz3++OP6448/CtQmJibqH//4h376\n6Sc99thjCgoK0ubNm9W7d2+dOHGiQO3PP/+s8PBwbdu2TZ07d1b37t21e/duhYeH64cffriV6QIA\nAAB241jSwpMnT2rYsGE3XZk+efKkpk+frkaNGmnhwoUqX768JOmDDz7QrFmztGTJEvXv31/S1cD/\n5ptvqkaNGlqxYoU8PDwkSa1bt9Yrr7yi2bNna+zYsZIks9ms119/Xa6uroqIiFDVqlUlSd27d9cz\nzzyjqVOnavr06ZY+3nnnHWVkZGjZsmWqV6+eJCk8PFx9+/bVpEmTFBERcaufEQAAAGBzJVpRnzdv\nnkJDQ3Xo0CG1aNHCas2SJUuUk5OjQYMGWUK6JA0ePFgeHh5aunSp5di3336rCxcuaMCAAZaQLkm9\ne/dW7dq1tXz5cuXm5kqSEhISdPToUfXu3dsS0iWpZcuWat26tSIjI5WamipJSk5O1pYtWxQUFGQJ\n6ZJUt25dde/eXfv27dPBgwdLMmUAAADArkoU1BcsWCAfHx8tWrRIPXr0sFqTlJQkSQoICChw3NnZ\nWf7+/jp06JDS09ML1DZv3rzQOAEBAUpLS9NPP/1UbG3z5s2Vm5urHTt2lKhWurqNBgAAADC6Em19\nmTRpklq1aiUHBwclJydbrTl27JiqVKkid3f3Qud8fHwkSUePHpWfn5/lJtAaNWoUqvX19bXUPvjg\ng0XW5o+b39Ot1AIAANyJqgYVzkkwphKtqLdt21YODg5F1qSlpcnT09Pqufzj+TehpqamysnJSS4u\nLoVq87fC5NempaVJkipUqHDT2vyV+qJq83vIrwUAAACMrMQ3kxYnJydHTk5OVs/lH8/Kyrrl2itX\nrhQ4bq02/4kyt1JbnEqV3OToWPQvJ3cSb2/rv4ThzsZ1YRzH7N2AgXBdwhquC1hj9Oui1IK6i4uL\nJSjfKD8cu7q6/qlaSVbrb6e2OKmpGSWquxN4e3sqJYW/iUBBXBcwKq5LWMN1AWuMcF0U9ctCqX0z\naYUKFW66rST/eP72kwoVKigrK8vq6nb+lpfra68f48/W3tgDAAAAYGSlFtRr1aqlc+fOKTMzs9C5\nkydPqly5crr33nsttZIKfVnR9cdq1659y7X5/yxJLQAAAGBkpRbUmzRpIrPZrO3btxc4npWVpd27\nd+v++++33PzZpEkTSdcep3i9bdu2ydPTU3Xq1Cm2NjExUeXKlZOfn1+JaiXJ39//T80PAAAAsKVS\nC+rdunWTg4ODZsyYUWBLy0cffaSLFy+qX79+lmOPPvqo3N3dNWfOHMuTWiRp2bJlSk5OVp8+fVSu\n3NXWAgICVL16dX399dcFVsoTEhK0ZcsWdezYUZUrV5Z09bGMjRs31vr16/9fe3ceVWW1uHH8OYBM\ngqKlqCjOyU3TFMc0E4dMcwCnnLW5xLqVWVr9tFtpN9NMcygtM0lxHkCwcvampZhW3hTNQk0tywlF\nFBnO74+W53bioGZw3g18P2u1lrzvhvWctc6Kh332u7f27NnjGHvgwAHFxcWpXr16qlu3bn69ZAAA\nAKDA5NvDpDVr1tQDDzyg2bNnKzIyUhERETp48KA2bdqkRo0aqU+fPo6xQUFBGjlypF5++WVFRkaq\nU6dOOnHihNasWaNq1arp0UcfdYz19PTU2LFjNWzYMPXs2VNdu3ZVenq64uPjVaZMGY0cOdIpx4sv\nvqiBAwdq8ODB6tq1qzw9PRUXFye73a6xY8fm18sFAAAAClS+zahL0ogRIzRmzBjZbDbNmzdP33//\nvYYOHapZs2bl2jKxX79+mjx5ssqWLav58+crKSlJkZGRiomJUVBQkNPYNm3a6P3331fNmjW1dOlS\nbdq0SREREYqNjc11uFG9evU0f/58NWrUSPHx8UpISNDtt9+ujz/+2LFEBgAAADCdzW63260OYSIT\ntusxBdvwwRXeF2Y5svsVqyMYI7ThGKsjGOOFpO+tjmCM8U1qWx3BGLwv/seE94VbtmcEAAAAkH8o\n6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjq\nAAAAgIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoA\nAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgbysDgAAAArGY16xVkcwyBirAwB/GTPqAAAAgIEo6gAA\nAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAA\ngIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACA\ngSjqAAAAgIEo6gAAAICBvKwOAAD4+xI+bW11BGM83tDqBACQP5hRBwAAAAxEUQcAAAAMRFEHAAAA\nDCaIpykAACAASURBVERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADERR\nBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEH\nAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADORldQAAAAC4z2NesVZHMMgYqwNcFTPqAAAAgIEo6gAA\nAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAA\ngIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBvKwOAAAACkbCp62tjmCMxxtanQD465hRBwAA\nAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAA\nDERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAM\nRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxE\nUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADERR\nBwAAAAxEUQcAAAAM5GV1AAAAALhPwqetrY5gjMcbWp3g6phRBwAAAAzEjDoAFAHtDs61OoJB2lgd\nAADyBTPqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAA\nAICBKOoAAACAgSjqAAAAgIG8CuKHvv3225o5c6bLe507d9bkyZMdX69cuVJz587VoUOHVKpUKXXq\n1ElPPvmkSpYsmet7N23apJkzZ+rAgQPy9fVVRESERowYoZtuuinX2N27d2vKlCn67rvvZLPZ1Lx5\nc40cOVJVqlTJvxcKAAAAFJACKerJycny9vbWI488kute7dq1Hf9+77339NZbb6lOnToaOHCgDhw4\noLlz5+qbb77RvHnz5O3t7Ri7evVqjRgxQlWqVFG/fv30888/a8WKFUpKStKyZctUqlQpx9gdO3bo\ngQceUOnSpRUVFaXz589r9erV2r59u5YtW6bKlSsXxMsGAAAA8k2BFPUDBw6oVq1aeuKJJ/Icc+zY\nMU2dOlUNGzZUTEyMSpQoIUmaMmWKZsyYocWLF2vgwIGSpAsXLuiVV15RlSpVtHLlSgUEBEiSWrZs\nqRdffFEzZ87U888/L0nKycnRmDFj5Ofnp2XLlqlChQqSpG7duun+++/XhAkTNHXq1IJ42QAAAEC+\nyfc16mlpaTp27Jjq1Klz1XGLFy9WVlaWHn30UUdJl6THHntMAQEBWrJkieNaQkKCUlNTNXToUEdJ\nl6RevXqpevXqWr58ubKzsyVJX3zxhVJSUtSrVy9HSZekFi1aqGXLllq3bp3OnDmTXy8XAAAAKBD5\nXtSTk5Ml6ZpFPSkpSZLUtGlTp+s+Pj66/fbblZycrPPnzzuNbdasWa6f07RpU509e1bff//9Ncc2\na9ZM2dnZ+uqrr/7KSwIAAADcLt+L+v79+yVJp0+f1v33368mTZqoSZMmevLJJ/Xjjz86xh05ckQ3\n33yzy4dGQ0JCJEkpKSmSpJ9++kmSXD4IemW9+fWMvfJzDx06dEOvDQAAAHCXAivqc+bMUUBAgHr3\n7q369evr008/VZ8+fbRv3z5J0tmzZxUYGOjyZ1y5npaWJkk6c+aMvL295evrm2vslaUwV8aePXtW\nkpweLv3z2Csz9QAAAICp8v1hUk9PT4WEhOj11193Wn4SFxenkSNH6oUXXtCKFSuUlZXltKvLH125\nnpGRIUl/aWxmZqbTdVdjL1++fM3XUaaMv7y8PK85rrgoV871H1Uo3nhfmOOA1QEMwvsSrvC+gCum\nvy/yvaiPHTvW5fVu3bpp8eLFSkpK0o8//ihfX19Hqf6zK0Xaz89Pkv7yWEkux/957NWcOZN+zTHF\nRblygfrtNz6FgDPeFzAV70u4wvsCrpjwvrjaHwtuPZn01ltvlSQdPXpUpUqVynMJypXrV5bAlCpV\nShkZGS5nwq8sefnj2D/+jKuNBQAAAEyVrzPqWVlZ2rt3r+x2uxo0aJDr/qVLlyT9vrNLtWrVlJSU\npEuXLuVae37s2DF5eHioatWqkqRq1app165dOnr0qGrUqOE09ujRo5Kk6tWrO8ZeuX7lWl5jgcIo\nesNzVkcwxvS2E6yOAABAgcnXGfWcnBz1799fDz/8sGNf8yvsdrt2794tLy8v/eMf/1B4eLhycnK0\nc+dOp3EZGRn6+uuvVatWLcfDn+Hh4ZL+t/XiH23fvl2BgYGqWbPmNcfu2LFDHh4eql+//t9/sQAA\nAEABytei7u3trYiICKWmpmrWrFlO9+bMmaMDBw6oS5cuKlWqlLp06SJPT09NmzbNaUnLu+++q7S0\nNN13332Oa+3bt1fJkiX1/vvvO3Z1kaSlS5fq0KFD6t27tzw8fn8pTZs2VaVKlbRo0SLHDLr0+0FI\nW7duVYcOHVS2bNn8fNkAAABAvsv3h0mff/557d69W2+//bZ27NihsLAw/fe//9WOHTtUq1YtjRo1\nSpJUs2ZNPfDAA5o9e7YiIyMVERGhgwcPatOmTWrUqJH69Onj+JlBQUEaOXKkXn75ZUVGRqpTp046\nceKE1qxZo2rVqunRRx91jPX09NTYsWM1bNgw9ezZU127dlV6erri4+NVpkwZjRw5Mr9fMgAAAJDv\n8v1h0sqVK2vZsmXq2bOnvv/+e8XExOjYsWN64IEHtHDhQpUpU8YxdsSIERozZoxsNpvmzZun77//\nXkOHDtWsWbNyba/Yr18/TZ48WWXLltX8+fOVlJSkyMhIxcTEKCgoyGlsmzZt9P7776tmzZpaunSp\nNm3apIiICMXGxro8CAkAAAAwTb7PqEtScHCwxo8ff81xNptNAwYM0IABA67r53bu3FmdO3e+rrF3\n3HGH7rjjjusaCwAAAJjGrdszAgAAALg+FHUAAADAQAWy9AVAwbm44x6rI5ijrdUBAAAoOMyoAwAA\nAAaiqAMAAAAGoqgDAAAABqKoAwAAAAbiYVKgkKnQjkO7AAAoDphRBwAAAAxEUQcAAAAMRFEHAAAA\nDERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADERRBwAAAAxEUQcAAAAM\nRFEHAAAADORldQAAAFAw2h2ca3UEg7SxOgDwlzGjDgAAABiIog4AAAAYiKIOAAAAGIiiDgAAABiI\nog4AAAAYiKIOAAAAGIiiDgAAABiIog4AAAAYiKIOAAAAGIiiDgAAABiIog4AAAAYyMvqAAAAAHCf\ndgfnWh3BIG2sDnBVzKgDAAAABqKoAwAAAAaiqAMAAAAGYo06UMg85hVrdQSDjLE6AAAABYYZdQAA\nAMBAFHUAAADAQBR1AAAAwEAUdQAAAMBAFHUAAADAQBR1AAAAwEAUdQAAAMBAFHUAAADAQBR1AAAA\nwEAUdQAAAMBAFHUAAADAQBR1AAAAwEAUdQAAAMBAFHUAAADAQBR1AAAAwEAUdQAAAMBAFHUAAADA\nQF5WBwDw1yR82trqCMZ4vKHVCQAAKDjMqAMAAAAGoqgDAAAABqKoAwAAAAaiqAMAAAAGoqgDAAAA\nBqKoAwAAAAaiqAMAAAAGoqgDAAAABqKoAwAAAAaiqAMAAAAGoqgDAAAABqKoAwAAAAaiqAMAAAAG\noqgDAAAABqKoAwAAAAaiqAMAAAAGoqgDAAAABqKoAwAAAAaiqAMAAAAGoqgDAAAABqKoAwAAAAai\nqAMAAAAGoqgDAAAABqKoAwAAAAaiqAMAAAAGoqgDAAAABqKoAwAAAAaiqAMAAAAGoqgDAAAABqKo\nAwAAAAbysjoAgL+m3cG5VkcwSBurAwAAUGCYUQcAAAAMRFEHAAAADERRBwAAAAzEGnWDRW94zuoI\nxpjedoLVEQAAANyKGXUAAADAQMyoG6x04MNWRwAAAIBFmFEHAAAADERRBwAAAAxEUQcAAAAMRFEH\nAAAADMTDpABQBEzpX97qCMaYbnUAAMgnzKgDAAAABqKoAwAAAAZi6YvBHvOKtTqCQcZYHQAAAMCt\nmFEHAAAADERRBwAAAAxEUQcAAAAMRFEHAAAADMTDpAZL+LS11RGM8XhDqxMAAAC4FzPqAAAAgIEo\n6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjqAAAAgIEo6gAAAICBKOoAAACAgSjq\nAAAAgIEo6gAAAICBKOoAAACAgbysDoC8tTs41+oIBmljdQAAAAC3YkYdAAAAMBBFHQAAADAQRR0A\nAAAwEEUdAAAAMBBFHQAAADAQu74AAFBETelf3uoIxphudQDgBjCjDgAAABiIGXUAAIBihE9a/sf0\nT1qYUQcAAAAMRFEHAAAADFSki3pWVpbmzp2rzp07q379+mrXrp2mT5+uzMxMq6MBAAAAV1Wk16i/\n8sorWrRokcLDw9W2bVvt2rVLU6dO1f79+zV16lSr413Tv2sNtjqCMeZYHQAACqGLO+6xOoI52lod\nAPjrimxR37VrlxYtWqSOHTtqypQpstlsstvtGjVqlFauXKmNGzcqIiLC6pjAX8ZDQP9j+kNAAAD8\nHUW2qM+fP1+SNHz4cNlsNkmSzWbTM888o1WrVmnJkiUUdQBFBjOnf8DMKYAiosgW9Z07d6pMmTK6\n5ZZbnK4HBwerWrVqSkpKsigZ8PdQyP6AQgYAKMKKZFG/fPmyfvnlFzVo0MDl/ZCQEKWkpOj06dMq\nW7asm9MBAABYhwmfPzB8wqdI7vpy9uxZSVJgYKDL+1eunz9/3m2ZAAAAgL+iSM6oZ2VlSZK8vb1d\n3r9yPSMjI8+fUa6c65LvTvGTulsdAQbifQFXeF/AFd4XcIX3ReFRJGfUfX19JSnP/dIvX74sSfLz\n83NbJgAAAOCvKJJFPSAgQB4eHkpLS3N5/8qSl7yWxgAAAABWK5JF3dvbW5UqVdLRo0dd3j969KjK\nli2roKAgNycDAAAArk+RLOqSFB4ert9++00pKSlO10+cOKFDhw7luSMMAAAAYIIiW9QjIyMlSZMn\nT1ZOTo4kyW6366233pIk3XfffZZlAwAAAK7FZrfb7VaHKChPP/20EhMTVb9+fTVr1ky7d+/Wzp07\n1bFjR02ZMsVxYikAAABgmiJd1DMzMzVr1iytWLFCJ06cUKVKldStWzc9/PDDeW7dCAAAAJigSBd1\nAAAAoLAqkgceAQAAwP1OnDhxw98bHBycj0mKBmbU4eSNN95Qw4YNdffdd1sdBQAAFDJhYWE3/Azg\nvn378jlN4ceMOpwsXLhQqampFHUAAPCX3XXXXbmK+p49e3Tq1ClVrVpVDRs2VOnSpZWenq49e/Yo\nOTlZVatWVatWrSxKbDaKOpz4+/urRIkSVseAhaZNm3ZD32ez2RQdHZ3PaWCSpk2b3tD32Ww2bd++\nPZ/TwFQ5OTmaP3++Vq9erWPHjuny5csux/G+KJree+89p6/XrVunLVu26MUXX9SgQYNyjV+1apVG\njRql2267zV0RCxWWvsDJ8uXL9eqrr+rZZ5/V3XffrXLlylkdCW4WFhaW69qV2RFX/7uw2Wyy2+2y\n2Wx8bFnEtW3b9oa/d8OGDfmYBCabNm2apk+fLrvdrptvvvmqu6zxvij6unfvrvLly2v27Nl5jomO\njtaPP/6oNWvWuDFZ4cCMOpysWLFCvr6+eu211/Taa6+pRIkS8vX1zTWOmZCi688z6hkZGXr99dcl\nSUOGDFHDhg0VFBTk+Njyww8/lKenp8aNG2dFXLgRpQrXY8WKFapYsaJiYmIUEhJidRxY7NChQ2rR\nosVVx1SqVElbt251U6LChaIOJ8eOHZOfn5/8/PysjgKLtG/f3unrN954Q1lZWVqyZImqVKnidK9+\n/frq0KGDevToobi4ODVu3NidUQEY6PTp0+rfvz8lHZKkChUqaNu2bcrKypKXV+7amZ6eri1btig0\nNNSCdOajqMMJM2b4s7i4ON199925SvoV5cuXV4cOHZSYmKhXXnnFzelgtZMnT2rjxo06deqUsrOz\nnZZHZWZm6uzZs/r888+1fv16C1PCnW699VYdOXLE6hgwRM+ePfXWW2/piSee0FNPPaU6depI+v1Z\nhj179mjixIk6cuQIvz/yQFEHcFUZGRnKysq66pi0tDSX69dRtCUnJ2vgwIG6cOGC4zkF6X/PMlx5\nfiEoKMjKmHCzZ555Rvfff79iY2PVt2/fG96qD0XDQw89pOTkZCUmJmrTpk3y8vKSv7+/0tPTlZWV\nJbvdrqFDh6p3795WRzUSD5MWc6+//rruvPNOx7ZIV9YiX4vNZtOoUaMKMhoMMWTIEH333XdatGiR\natasmev+7t27NWTIELVq1UozZsywICGsEh0drfXr16tfv35q2rSpJkyYoHr16qlTp0764YcfFBMT\nI29vb61Zs0aBgYFWx4UbjRs3Th9//LH8/PxUsWJFlw+U2mw2LV++3IJ0sMLWrVu1evVq7d+/X+fO\nnVOpUqVUr149RUZGqlGjRlbHMxZFvZgLCwvT8OHDNXz4cMfX14MdPoqPnTt3aujQofLx8VFUVJTq\n1aunkiVL6vz589q1a5fi4+Pl5eWl2NhY3XLLLVbHhRu1aNFCtWrVUkxMjCRp9OjRSklJ0cKFCyX9\nPuPep08fDRkyRCNGjLAyKtxo7ty5euONN675KRu/R4BrY+lLMTdv3jynB37mzZtnYRqYqHHjxpox\nY4b+9a9/6eOPP3b6GNtut6tWrVoaP348Jb0YOn/+vOrXr+/4+pZbbtGaNWscy2DCwsLUpk0bbdmy\nhaJejMybN09BQUGaOHGiGjVqxOYEkCT9/PPPWrVqlZKTk3Xp0iUFBQWpdu3a6tSpkypVqmR1PGNR\n1Iu5Px9gcqMHmqBoa926tdauXauvv/7a6WPLunXrOhU1FC+BgYFOh9lUqVJFGRkZSklJUY0aNSRJ\n1apV0xdffGFVRFjg1KlT6tu3r1q2bGl1FBhi8eLFevXVV5WZmZnr3tSpU/XSSy+xRj0PFHX8JVlZ\nWTp79qw2b96snj17Wh0HbuTh4aFGjRrplltuccyGuNpqC8VH3bp1tWXLFj377LPy8fFRrVq1ZLfb\ntWvXLkdRP3LkiDw9PS1OCneqWbOmzpw5Y3UMGOKLL77Q2LF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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(diamonds\n", " .groupby(['cut', 'clarity'])\n", @@ -2050,7 +1172,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2058,29 +1180,17 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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tJ9UQQCC5AgTe5PaGkSGAADu8rmuAwOvKS3EEEEiQAIE3Qc1gKAggwA5vlGuA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\nHxW9HEEDmN5++9vfhhA1Z86cEGL//Oc/h2/H1Nu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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "traces = []\n", "newDiamond = diamonds.groupby(['cut','clarity']).size().unstack()\n", "for c in newDiamond.columns:\n", - " traces.append({\n", - " 'type' : 'bar',\n", + " traces.append(go.Bar({\n", " 'x' : newDiamond.index,\n", " 'y' : newDiamond[c],\n", " 'name' : c\n", - " })\n", - "fig = {\n", + " }))\n", + "fig = go.Figure(**{\n", " 'data' : traces,\n", " 'layout' : {\n", " 'barmode' : 'stack',\n", @@ -2088,13 +1198,13 @@ " 'title' : 'cut'\n", " }, \n", " }\n", - "}\n", - "py.image.ishow(fig)" + "})\n", + "fig.show(renderer=\"png\")" ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2102,15 +1212,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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6dU1fqaQPP/zQtDFLGFPGq3A0btzY3fdOO+0Uxvunzggg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\nDqmeo4mC5cuXt9tuu83eeeedxGLc7oLaWEXDQjTmOh8pFAG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- }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "ggplot(data = diamonds) + \n", @@ -2120,7 +1222,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2128,28 +1230,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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00cSJExUUFOTUrry8XMuXL9eqVatUUFCgFi1aaPjw4erdu3el41d3TAAAAACA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\n7typUaNG2Y1MtmvXTm3bttWKFSuMZVarVYGBgRo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cuXPKycm5bd39+vUjiFZC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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(diamonds) + \n", " aes(x='cut', fill='clarity') +\n", @@ -2158,7 +1239,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2166,18 +1247,7 @@ "package:pandas" ] }, - "outputs": [ - { - "data": { - "image/png": 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/KDxeuP3E09NTOTk5du9YF243ubz28j5KqsX1FxLSUU5Oztq8eYMkacOGdcrP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\nmTJl9Mknn+Q4ZvDgwfrpp5/0v//7vwaTAUDBwLKTAogCjbzo06ePnnj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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "(diamonds\n", " .groupby(['cut', 'clarity'])\n", @@ -2189,7 +1259,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": null, "metadata": { "tags": [ "name:dodged-bar-chart", @@ -2197,29 +1267,17 @@ "ex" ] }, - "outputs": [ - { - "data": { - "image/png": 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4Yj4AAhDIMoEQMoXw+k08REZ+e0hrEMgGgUIK75o1a+SBBx6QWbNmmcHPmTNH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\nNydlwrvv8bAYhFf5qfDq2Wx9IJOyLTvLrmd4lY1ev3vgdrB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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "traces = []\n", "newDiamond = diamonds.groupby(['cut','clarity']).size().unstack()\n", "for c in newDiamond.columns:\n", - " traces.append({\n", - " 'type' : 'bar',\n", + " traces.append(go.Bar({\n", " 'x' : newDiamond.index,\n", " 'y' : newDiamond[c],\n", " 'name' : c\n", - " })\n", - "fig = {\n", + " }))\n", + "fig = go.Figure(**{\n", " 'data' : traces,\n", " 'layout' : {\n", " 'barmode' : 'group',\n", @@ -2227,13 +1285,13 @@ " 'title' : 'cut'\n", " }, \n", " }\n", - "}\n", - "py.image.ishow(fig)" + "})\n", + "fig.show(renderer=\"png\")" ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2241,15 +1299,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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TxJVXXilvv/22/PjHP5YDDzzQtH322WfljDPOkMsvv1x+8Ytf5LyeJ0mABCqLADYRjiVh\nh5Fa6kCnWEilshaNoyEBEiCBKiZQdRHoV199VR599FH5wAc+MOw8g/8pp5wizc3Ncsstt+RcDqR+\nPPDAA3LCCScMO8+44D3veY8cf/zx0tHRIbat0SoaCZBA9RBABDpHDjQLqVTPUnKkJEACJFANBKou\nAj1v3jzD9aCDDhrBt7GxUfbaay957LHHBPnNTU1NI847Tx555BFJpVJyzDHHOIeGHxGBppEACVQf\nAbtbq3VPH/uDr6U50MJKhNW3sBwxCZAACVQogapzoJctW2ZQTpo0aRTSiRMnmmNog02B2WzNmjVm\no+GWW24pN954ozzxxBOyevVq2W677eRzn/uczJ49O9tl5thtt91mnPPMBoceeqg0NDRkHvbleUvL\nWJUhfOm+ZjqJRqNCVvmXMxKJuN5om7+3ymmR0PSMxolhiWrBlGyWnKCFCPstT68RsOJrKhvNkcfC\n4bB5TZHVSC7Znjms8EjLTQBpmgiE4d8hjQQqkUDVvTJ7eqBXJWbzYCbQcePGmUN9fWMnO8KBRqoH\nNh3Ced5nn33MP9KHH35YHn/8cbn00ktl5513zuzaPH/uuefEuX96g8MOOywwBzooxzx9/LXwO99k\n3a0i/ijBau11ZXfHJDo+ItGopnJksdA4qHAkPc0bTk6tccqCpuhDUD7CD1nlR+n8+3Me819Rvy3w\nmsL7OlnV72ug0mdedQ60k5+MlI1MQxQShhSNsWzDhg0CB/uZZ54xmw6dSPbLL78sX/nKV+QnP/mJ\nXHvttVmjdD/84Q+zdrty5UrZuHFj1nOFHsSbBxx9v/stdDyVfB1YIfrV20uh33zrBNWaeDxu/g3k\na1tN55NdzdJr9UioK3sah63iPPZAi2xYv1Eslzs/2tvbpbtbc0NoOQngfRd7R/helROTOYkPGXi/\ngvITLTeByZMnm4BVLBbL3bCAs/jbSiOBYgm4/FNS7G38u95xeLP9YXOOtbaOLQjrRKmxCdHpC6Pb\nbbfdTNoHdKUhc0cjARKoDgI2Pi/rl045KxHi87aFPOjqmBNHSQIkQAIkUNkEqs6BxqdSWFdX1yiy\njgONaMhY5hRKOfjgg0c1cSTtVqxYMeocD5AACVQoAXzxgMyN7PuGzaA16CeiQScWUzE4+D8SIAES\nIIEiCVSdAz1r1iwz5ddff33U1HEMUWXHyR7VQA84utGQs8u0N954wxzaaqutMk/xOQmQQIUSMEVU\n9Esn4yTnGCO0oKnEkQMQT5EACZAACbgmUHUONKLEEyZMkDvvvHOEXvP8+fNNFcFs8nTpNI444giT\nW/zPf/7T5II657A5EJsEocKBPFEaCZBAlRBQDeic6RvONEwE2nnCRxIgARIgARIonEDVOdDYhPHx\nj39cXnnlFTn//PMFutD33nuvnH322cb5RUEVx7AxEA41FDccQw70iSeeaK7/3ve+J08++aRxnM88\n80zT5Fvf+pbTlI8kQAJVQCBfFUJnCoxAOyT4SAIkQAIkUCyBqlPhwIRPOukko7QBtYz777/fMJgz\nZ46ce+65I6SUEomEyZXu7+8fwemzn/2sQDP6t7/9rTz11FPD15933nmy9957j2jLJyRAApVNwKRw\ntGVX3xgx8haVsuvNLnM3oh2fkAAJkAAJkEAeApbKwrn4y5OnlzKdTiaTsnjxYqPjPG3atIL0IpEL\njah2rrzpfNODjJ3fGCF1NH36dOGGxnz0kftKGbv8lIZa1KKMXeIfEUmttyT64XhODPGbGiQ0MyWR\noxM52zknKWPnkMj96MjYQWOflpsAZexy80k/i7/JEAsIQsZuxowZ6bfi7yRQEIGqjEA7M0Whgy21\nomAx5mwqLKYPXksCJFA+Anan5kC3548DIIWDKhzlWyfemQRIgARqiUDV5UDXEnzOhQRIoHgCxoF2\nk8IBFQ6mcBQPnD2QAAmQAAkIHWi+CEiABKqaABxocROBblEdaBarrOq15uBJgARIoFII0IGulJXg\nOEiABAoj0KUpHONcXEodaBeQ2IQESIAESMANATrQbiixDQmQQMUSsOFAu0jhMDnQTOGo2HXkwEiA\nBEigmgjQga6m1eJYSYAERhCwB/QpxDdcpHCIpnBI34jL+YQESIAESIAECiJAB7ogbLyIBEigEgiY\n/Gd1jK1w/tFQhSM/I7YgARIgARJwR4AOtDtObEUCJFCJBCBhNy6/hJ0ZuhZSEa2pZKcqcSIcEwmQ\nAAmQQDURoANdTavFsZIACYwgYG9UBQ63DnSjXopChEzjGMGQT0iABEiABLwToAPtnRmvIAESqBAC\n9jqNQHe4i0BbeLdr0gh0H7xoGgmQAAmQAAkUToAOdOHseCUJkECZCdhawtvqcJ+TYbWymEqZl4y3\nJwESIIGaIEAHuiaWkZMggfokYCLQE9xFoA0hzYNmMZX6fK1w1iRAAiTgJwE60H7SZF8kQAIlJWCv\nC7lO4TADg5RdD1M4SrpIvBkJkAAJ1CABOtA1uKicEgnUCwF7g6ZweIhAWyYCTQe6Xl4fnCcJkAAJ\nBEWADnRQZNkvCZBAoARMERUoarjcRGgGAym73kCHxc5JgARIgATqgAAd6DpYZE6RBGqRAPKfpV2V\n6SLuZ2ci0EzhcA+MLUmABEiABLISoAOdFQsPkgAJVDoBe6XmP091r8CB+ViaA233MoWj0teW4yMB\nEiCBSidAB7rSV4jjIwESyErAXm5JaKoHBQ70ghQORqCz8uRBEiABEiAB9wToQLtnxZYkQAIVRCC1\nQiPQ0zxGoFUHmjJ2FbSIHAoJkAAJVCkBOtBVunAcNgnUOwF7mfcUDmlWaoxA1/tLh/MnARIggaIJ\n0IEuGiE7IAESKDUBWwPP9iqVsJvmLYUDlQiZA13q1eL9SIAESKD2CNCBrr015YxIoOYJ2Ct1I2CD\nbgoc782BNjnQ/ep8e8v8qHmenCAJkAAJkIA3AnSgvfFiaxIggQogYC8ISWh2AV5wkw4e73rUgq6A\nVeQQSIAESKB6CdCBrt6148hJoG4JpBZq/vPm3h1oCwp2rRqB7qaUXd2+eDhxEiABEvCBAB1oHyCy\nCxIggdISSL0DBzpZ0E2RB82NhAWh40UkQAIkQAKbCNCB5kuBBEigqgjYCY0gqwJHaDPvEWgzUWwk\npBJHVa05B0sCJEAClUaADnSlrQjHQwIkkJOAvULTL7SioDUuZ7MxTxoljp4xT/MECZAACZAACeQl\nQAc6LyI2IAESqCQCqcUafZ5VYPRZJ2JSOJgDXUlLyrGQAAmQQNURoANddUvGAZNAfROwF2n+cxEO\ntNlEyBSO+n4RcfYkQAIkUCQBOtBFAuTlJEACpSWACLQ1s/AItCAHmhHo0i4a70YCJEACNUaADnSN\nLSinQwK1TsBepQ701MIdaKZw1PorhPMjARIggeAJ0IEOnjHvQAIk4BMBe1A76tY85kkeKxCm3Z+b\nCNNg8FcSIAESIIGCCNCBLggbLyIBEigHAXuNKnCo+oYVLeLuWkiFOtBF8OOlJEACJEACpqgtMZAA\nCZBAVRCw12j6xqTC0zcwyaEINCsRVsWCc5AkQAIkUKEEGIGu0IXhsEiABEYTQAS6mPQN02Obpn8M\nWmLHR/fPIyRAAiRAAiTghgAdaDeU2IYESKAiCBgHemKREWikf0TViaYSR0WsKQdBAiRAAtVIgA50\nNa4ax0wCdUrAXqspHBML30A4jE2j0DarEQ7j4C8kQAIkQALeCNCB9saLrUmABMpIwO7UHOb24h1o\nCw40I9BlXEnemgRIgASqmwAd6OpeP46eBOqKgHF6/XCgocRBB7quXjucLAmQAAn4SYAOtJ802RcJ\nkECwBLp0E6EPDjSrEQa7TOydBEiABGqdAB3oWl9hzo8EaoSAyVnG/kFEj4s0k8LRQym7IjHychIg\nARKoWwJ0oOt26TlxEqguArZGn6VNc6D9eNdqpQpHda0+R0sCJEAClUXAjz9FlTUjjoYESKAmCcCB\n9iV9Q+mYYipdNYmJkyIBEiABEigBATrQJYDMW5AACfhAABFoP/KfMRRNA7GZwuHDorALEiABEqhP\nAnSg63PdOWsSqDoCdqePEWhUI6QKR9W9BjhgEiABEqgUAnSgK2UlOA4SIIGcBEwKBxxfP6xFdaB7\nuYnQD5TsgwRIgATqkQAd6Hpcdc6ZBKqRACLG2PzngyEHWno1jcOf7nwYEbsgARIgARKoJgJ0oKtp\ntThWEqhjApCxszRy7Is1b+qlz5fe2AkJkAAJkECdEaADXWcLzumSQLUSMCkXLf6M3kjhqRPNjYT+\n8GQvJEACJFBvBOhA19uKc74kUK0ENGfZtwi0MhhK42AedLW+HDhuEiABEignATrQ5aTPe5MACbgm\nYGvOsviVwoG7ah60qW7oegRsSAIkQAIkQAJDBOhA85VAAiRQHQT6EIH2b6imL2pB+weUPZEACZBA\nHRGgA11Hi82pkkC1ErDjOvK4plv4GYGGlB0d6Gp9SXDcJEACJFBWAnSgy4qfNycBEnBFAJrNUVus\nqKvWrhqZct7UgnbFio1IgARIgARGEqADPZIHn5EACVQgAZOr7GP6hpkiotndFThZDokESIAESKDi\nCdCBrvgl4gBJgATEZwUOELVaKWPHVxYJkAAJkEBhBOhAF8aNV5EACZSQwJAGtE9FVJxxN2t/ujGR\nRgIkQAIkQAJeCdCB9kqM7UmABEpOABJ2fmpAYwKWOtDGMS/5bHhDEiABEiCBaidAB7raV5DjJ4F6\nIIDNfk75bb/mi/76/eqM/ZAACZAACdQTATrQ9bTanCsJVCkBGxrQSLnw0UwEmikcPhJlVyRAAiRQ\nPwToQNfPWnOmJFC9BPp06E3+OtACh1wj0LbP3VYvZI6cBEiABEjALQE60G5JsR0JkEDZCAxFoH2+\nfZP2Z2tqyIDP/bI7EiABEiCBmidAB7rml5gTJIEaINCPHGh/Q8VWWLk0aJ9M46iBFwinQAIkQAKl\nJUAHurS8eTcSIIECCNhI4fDZgTbDQDlv9E0jARIgARIgAQ8E6EB7gMWmJEACZSKATYRIufDZLChx\nMALtM1V2RwIkQAK1T4AOdO2vMWdIAlVPILAItEa1kV9dyZZI9Mm69S9U8hA5NhIgARKoOwJ0oOtu\nyTlhEqhCApoDbaLFPg99KALtc6c+dpdKxeXxpz4rDz32MZn/74t97JldkQAJkAAJFEOADnQx9Hgt\nCZBA4ATspN4iplFiv2XsMPIKj0AvX3GPDAyukYP2u1befPtqice7A+fNG5AACZAACeQnQAc6PyO2\nIAESKCcBbPKz7GByoNUpr+QUjkVLbpbNZx0n49q3lY6OXWTx0tvKuRK8NwmQAAmQwCYCdKD5UiAB\nEqhoAsbB9buMtzNjs4nQeVJZj4lEr6xa84jMnP4BM7AZ0w6XFaseqKxBcjQkQAIkUKcE6EDX6cJz\n2iRQNQRM/rO/GtDDc2/UfqExXYG2bv2L0tqyhTQ2TjKjmzhhD91M+JxWTgyIRQUy4JBIgARIoFIJ\n0IGu1JXhuEiABAwBW8ttS0ARaAspHBVaiRDO8oSO3YZfBW2tW4il1V+6uv8zfIy/kAAJkAAJlIcA\nHejycOddSYAE3BKABnQQRVRw/0b9GajMCPTa9c+qA73rCEoTO3bXKPTzI47xCQmQAAmQQOkJ0IEu\nPXPekQRIwAMBowEdhAIHxoAINCLcFWgbNsyTjvG7jBhZe/s20tnFCPQIKHxCAiRAAmUgQAe6DNB5\nSxIgAQ8EAtKAxgisCo1A9/evlGQqpjnQm48A1dYyR7q73xxxjE9IgARIgARKT4AOdOmZ844kQAIe\nCBgVDmz2C8K030rMge7sfkPaWudozvPIt+i2tjnS1fNWECTYJwmQAAmQgAcCI9+dPVzIpiRAAiRQ\nEgJmE2EwDrTVpDMYrLwc6K6uN6S9batReFtbZsvAwBoWVBlFhgdIgARIoLQE6ECXljfvRgIk4JGA\n3YsqhB4vctscke0KVOGA0kY2BzocbpKW5lnS3fO22xmyHQmQAAmQQAAE6EAHAJVdkgAJ+EhAI9CB\nqnCkLLFjPo7Xh64QgW5rHR2BRtetrZtLT88CH+7CLkiABEiABAolQAe6UHK8jgRIoCQETA50QBFo\nK6pTCFVeFLqnb7G0tGyWlW9L00zp7Vua9RwPkgAJkAAJlIYAHejScOZdSIAECiUQZCVCjEmdc7uC\nqhEmEn0Si63XVI0ZWYk1N0+Xvn460Fnh8CAJkAAJlIhApET3qenbtLa26m75YDYitbe31zQ7vyYX\njUYlFOLnwXw8wSkcDpuffG0r5XxsICktE5sl0hbMv7F4c0pawq0SbR/Zf0NDg5Tj39+GjUukqWmK\njB8/OesSdHRsKYuWvFqWsWUbEP7d4accrLKNp5KPgRP+VuC1RctNAKxaWlq0lD20JmkkUHkE6ED7\nsCa9vb1i2/6qBOBNtq2tTTVfu30YYW13AVZ4o8U60HITwB+leDwufX19uRtW0NlUX7P0a7UTq8ff\nf2POFO2GJulbNyChySnnkHmEQ1iOf3+rV78uzZqm0dPTM2I8zpOQNUHLeS8sy9icMaQ/4kMZHMJy\nsEofRzX8Dk54vxocHKyG4ZZ1jHCc8T4Vi/m/QQF/W2kkUCwBhuyKJcjrSYAEAiNgPpdCxi6oSoQY\neYVpQff2LdH0jZljMm3W1I7+/uW+f2gf84Y8QQIkQAIkMIoAHehRSHiABEigYgggUGcHKGOHiWKD\n4sDI9A0cLpf1YgNhDge6sWGSDs1SPejV5Roi70sCJEACdU+ADnTdvwQIgAQqmECfOrYNtljh4MaI\nct6VtImwt3exNOdwoJEC0NyEjYTLgoPCnkmABEiABHISoAOdEw9PkgAJlJOAjVTt5mBHYCE9pIJS\nUvsHVugmwqk5J41Nhv0Dq3K24UkSIAESIIHgCNCBDo4teyYBEiiWgEagAyui4owtaotdQSkcff0r\nNMI8zRld1sfGximawrEy6zkeJAESIAESCJ4AHejgGfMOJEACBRIwRVSag1HfGB4SFMUqJAKdTA6q\n6sAGaWrME4FWB5oR6OEV5C8kQAIkUHICdKBLjpw3JAEScE3AlPF23bqwhqrCUSkOdL9GlSORdv1p\nyTmXpsbJqsTBCHROSDxJAiRAAgESoAMdIFx2TQIkUBwBu1c3EZYgAm0PVoYKR5/K0+VL3wDRJhOB\npgNd3KuLV5MACZBA4QToQBfOjleSAAkETUA3EVpBbyJUlY+KiUCb/Ofc6RtAjhxopnAE/eJj/yRA\nAiQwNgE60GOz4RkSIIEyEzDyckEWUcH8TA50ZUSg+9WBbsqzgRBDhgrHAFU4gIJGAiRAAmUhQAe6\nLNh5UxIgAVcEekqUwuF/tWBX08tsBAUORJfzWaPmQCcSveYnX1ueJwESIAES8J8AHWj/mbJHEiAB\nnwjYZhNhsCoclknhqIwI9MDgas1vnpyXXjjUINHIOBkYXJu3LRuQAAmQAAn4T4AOtP9M2SMJkIBf\nBFCJEKW2gzSkcAwEeQP3fSMtA9FlN9bYOFEd6DVumrINCZAACZCAzwToQPsMlN2RAAn4RwAqHFZL\nsBFolAq3KySFY2BgjasINAg3NkySwQFGoP17tbEnEiABEnBPgA60e1ZsSQIkUGICSOEIWsbOatR7\nVIiMHVI43EagGxonMIWjxK9H3o4ESIAEHAJ0oB0SfCQBEqg8AijlHXgKh0a4KyACHYttlFQqoZHl\nCa7WobFhogwyhcMVKzYiARIgAb8J0IH2myj7IwES8IWAndJukJsceAqH3iNliR33ZdgFd9I/oNFn\ndYotK+yqj4YoItDrXLVlIxIgARIgAX8J0IH2lyd7IwES8IsA0jcgjoEUiyAtis7LX0xlAA60yw2E\nGDE2ETICDRI0EiABEig9ATrQpWfOO5IACbggYMp4a/qGFfC7lAUnHUocsfJK2Q0MrjIFUlygMU2w\niZAqHG5psR0JkAAJ+Esg4D9N/g6WvZEACdQRAShwtAaswOHg1Ci3Peg8Kc+jiUCrU+zWGjRXmjrQ\nbmmxHQmQAAn4S4AOtL882RsJkIBPBOxe7ai5NA50JRRTQT4zcqDd2tAmQuZAu+XFdiRAAiTgJwE6\n0H7SZF8kQAL+EUARlRb/usvZE1I4yh2BVkUNRJXdGtomEj2q3FHm3Y9uB8x2JEACJFBDBOhA19Bi\nciokUEsESlJExQHWqMVUyuxAD2pZbi8R6EikRUKhqAzG1juz4CMJkAAJkECJCNCBLhFo3oYESMAj\nAU3hsJo9XlNgc6siNhGulQZV1vBikLKLxTZ4uYRtSYAESIAEfCBAB9oHiOyCBEjAfwJGhSNoDWhn\n2JCyq4gItPsUDgwdaRyD1IJ2VpGPJEACJFAyAnSgS4aaNyIBEvBEoEdzoEu0iVAaNIWjjDJ2tm2b\nSDKk6bxYQ0OHpnAwAu2FGduSAAmQgB8E6ED7QZF9kAAJ+E4AKhxWiSLQFiLQZSznjTQMONHR6HhP\nHBuiHep4MwfaEzQ2JgESIAEfCNCB9gEiuyABEvCfgF1HKhzQc27UdAzLVHVxz7KhYbymcNCBdk+M\nLUmABEjAHwJ0oP3hyF5IgAT8JoBCKiWKQEu0vCkcRoGj0Vv6BnAjYs0UDr9feOyPBEiABPIToAOd\nnxFbkAAJlIGA2URYqhxodaDLmcIxGFvnSQPaWQ6kcOBaGgmQAAmQQGkJ0IEuLW/ejQRIwC2BEuZA\nS5ll7KCk4aWIioPQbCKkCoeDg48kQAIkUDICdKBLhpo3IgEScEvAHtCWSVXhaHV7RXHtsImwnIVU\nkIbR4HEDIWY8tImQKhzFrT6vJgESIAHvBOhAe2fGK0iABIImoPnP0mSLFQ76Rpv6Vxm7sqZwIAKt\n6RheLRodpyocG71exvYkQAIkQAJFEqADXSRAXk4CJOA/Abu7hBsIMXwjY6dOe5ms4Bxo1YGOxTvL\nNGrelgRIgATqlwAd6Ppde86cBCqWADSgpVWjwqUyFFIpYyXCQnOgo5Fxkkz2SSpVRhHrUq0R70MC\nJEACFUSADnQFLQaHQgIksIkAqhC2lI7GUCGVMkagNYWjUaPJXi0SaVbt6AjTOLyCY3sSIAESKJIA\nHegiAfJyEiAB/wnY6kBbJY1A6xzKGMRFJcJoATnQII/Nh8yD9v81yB5JgARIIBcBOtC56PAcCZBA\nWQgYB7pURVQwQ6RwlMmBRglvqHCgEmEhZqTs4txIWAg7XkMCJEAChRKgA10oOV5HAiQQHIEe7bqE\nDnQ5UzjiZhOgrRHocQXxpBJHQdh4EQmQAAkURYAOdFH4eDEJkEAQBIZSOILoeYw+yyhjN7SBsENz\nmQt7O8ZGwjil7MZYWB4mARIggWAIFPaOHcxY2CsJkAAJDBHAJsJS5kBDxi5hiZ0q/QIMxtYXpAHt\njLShYbwMxllMxeHBRxIgARIoBQE60KWgzHuQAAl4IlD6HOhNw4t7GqYvjbEBsJAqhM7NmcLhkOAj\nCZAACZSOAB3o0rHmnUiABFwSsJED3VY6HWhT8TCk9yuDFjQi0NECJOwclEjhoAqHQ4OPJEACJFAa\nAnSgS8OZdyEBEvBCwMjYebnAh7YNokocpdeChoRdMRFopHCgDxoJkAAJkEDpCNCBLh1r3okESMAF\nAVMRMI5CKqWLQJthmXLeLgboc5OhFI7CFDgwFBOBpoydz6vC7kiABEggNwE60Ln58CwJkECpCWAD\noapiGGm5Et7balSHvQwR6MHYuoKLqABPNNouQ1J4JYTFW5EACZBAnROgA13nLwBOnwQqjUCp85+H\n51+2CLSmcGgaRqEGBzoW6yr0cl5HAiRAAiRQAAE60AVA4yUkQALBESh5GW9nKqhGWJZNhCjjXYQD\nDR1oU4zFmQgfSYAESIAEgiZABzpowuyfBEjAG4FuaEB7u8SP1uWqRji0ibCj4CmYFI5Ej9jlELEu\neNS8kARIgASqmwAd6OpeP46eBGqOQNki0EjhKIMO9CBUOIpI4YhE2nTgtsQT3TX3WuCESIAESKBS\nCdCBrtSV4bhIoE4JlLyIisMZKRwx50lpHm1bHV9Nv2iIFh6BRgnwSEQ3EsY6SzNo3oUESIAESEDo\nQPNFQAIkUFkEEEgtZRlvZ/ZmE2FpdaDjiS5NvUgaJQ1nGIU8mo2EzIMuBB2vIQESIIGCCNCBLggb\nLyIBEgiKwFAKR1C9j92vFSl9JcKYRo0RPbZMKcSxx5bvjCnnTQc6HyaeJwESIAHfCNCB9g0lOyIB\nEvCFgNlEWOIiKhg4KhGigEsJzRRRKSL/2RlqlCkcDgo+kgAJkEBJCNCBLglm3oQESMAtgbJuIixx\nDnQsXlwZb4dpQ3ScxBiBdnDwkQRIgAQCJ0AHOnDEvAEJkIAXAnCgy5IDrZsIpcQ60IhAI/2iWDOb\nCOMsplIsR15PAiRAAm4J0IF2S4rtSIAESkOgV8QqxybCiKZwlLiUt3GgtRBKsRaNtjECXSxEXk8C\nJEACHgjQgfYAi01JgASCJWD3a/9JjUC3BHufbL1bmgMtJU/h2FiUBrQzD+RAY0MijQRIgARIoDQE\n6ECXhjPvQgIk4IKASd9osqVIUQoXd8rSJKopHCWPQGsZb3V+izWTwqGSeDQSIAESIIHSEKADXRrO\nvAsJkIAbApr/bLWVQYEDYytHBNrkQI93QyZnm2i0VQuy0IHOCYknSYAESMBHAnSgfYTJrkiABIoj\nYPfo9eXIf8awNQJd6kqE/m4iZApHca8+Xk0CJEAC7gnQgXbPii1JgASCJoAIdGvQN8nev1WGSoR+\nydgZHeg4SjjSSIAESIAESkGADnQpKPMeJEACrgiYHOiWekvh8EGFI9KmKRx0oF29yNiIBEiABHwg\nQAfaB4jsggRIwB8CZSuiguGXJYWj0x8daJWxYw60P69B9kICJEACbgjQgXZDiW1IgARKQwBB1DJF\noE0KR4lLecdVOaMh6sMmQo1AJ1MDkkolSrNOvAsJkAAJ1DkBOtB1/gLg9EmgkggMRaDLNCJUIiyh\nDjRSLmw7KRF1fou1SASJ4yFGoYsFyetJgARIwCUBOtAuQbEZCZBACQj0oohKmXKgsYkwYYmdKsE8\n9RaxeKdEwi0SCmkJRB8M1QjjCeZB+4CSXZAACZBAXgJ0oPMiYgMSIIFSETAR6HI50NCBhsWHHoL+\nf1wd6Gi0+A2EzjiHlDioBe3w4CMJkAAJBEmADnSQdNk3CZCAJwJ2rzYvkwNtqh+GNPo96GnIBTdG\n6e2oD/nPzgAiUS3nrU45jQRIgARIIHgCdKCDZ8w7kAAJuCWgKRzl0oE2Q9QotF2ict6x+EZ1oIsv\n4+2gjVLKzkHBRxIgARIInAAd6MAR8wYkQAJuCNhInYAKRpki0GaMppiKm9EW38bvFA5sRqSUXfHr\nwh5IgARIwA0BOtBuKLENCZBA8AS0CiG0mI2cXPB3y3oHyyhx6DhKYCaFI+JnBLqdDnQJ1o23IAES\nIAEQoAPN1wEJkEBFELB7dBhlKuM9DAAbCUskZYd8ZX83EbZShWN4IfkLCZAACQRLgA50sHzZOwmQ\ngEsCNvKfy5m+gXGiGmHJNhFqDrSPEWhoQTOFw+WLjc1IgARIoEgCdKCLBMjLSYAEfCJQAQ60ZSLQ\nJUrh8HkT4VAONHWgfXo1shsSIAESyEmADnROPDxJAiRQKgLQgJbWMhVRcSZZ7ZsIWUjFWUk+kgAJ\nkECgBOhAB4qXnZMACbgmAA3oZtetg2momwhLJmMXg4ydn4VUmMIRzIuCvZIACZDAaAJ0oEcz4RES\nIIEyEKiMHGideMk2EXb5nAMNGTumcJThpctbkgAJ1CEBOtB1uOicMglUJAHNgZbm8qZwGAm9EjnQ\n2PDnZyEVkwPNFI6KfGlzUCRAArVHgA507a0pZ0QCVUkAZbzLrsJRohQO27ZNtNhPFY5otE0ScWgB\n0kiABEiABIImQAc6aMLsnwRIwB2BPkSg3TUNrFWJNhEmEnB0U4xAB7aQ7JgESIAEgiVABzpYvuyd\nBEjAJQGocJQ9Aq060FICHWgUUYmEW8Sywi7p5G8WCbdKKhUzP/lbswUJkAAJkEAxBCLFXFzOa5cv\nXy7XX3+9LFiwQKZNmyZz586Vo446Sv8geddwfeutt+Tyyy+XE088Ufbff/9yTov3JoG6JWD36dTL\nnAMtqgNtb/D+HuJ10Ybyn/1T4MD9I5Fm45BjI2Fj4ySvQ2J7EiABEiABDwSqMgK9du1aOe200+S+\n++6T8ePHy8KFC+Wiiy4yP8lk0sP0Ndg0OCjnn3++vPjii4J+aSRAAmUioCkcVkuZ7r3pthYi0CXY\nRDhUxrvd98kOVSOkEofvYNkhCZAACWQQqMoI9MUXXyyhUEiuvvpqmTlzppnSVVddJdddd52JIB9y\nyCEZ0xz76ZVXXmkc8LFb8AwJkEDQBGx87h1EDnR5VTgQgTbjCHjC8VinStj5G4HGkLEpMU4ljoBX\nj92TAAmQgEjVRaBfffVVefTRR+UDH/jAsPOMhTzllFOkublZbrnlFtfr+swzz8hNN90kRx55pOtr\n2JAESCAAAkjfCNliNQXQt5cudROhXYIINFI4IDvnt7Gct99E2R8JkAAJZCdQdQ70vHnzzEwOOuig\nETNqbGyUvfbaS1566SUZGBgYcS7bk87OTvnRj34khx9+uHiJWGfri8dIgASKI4AiKlLm9A3MwFIZ\nu9KlcAQRgdZiKoxAF/di5NUkQAIk4IJA1aVwLFu2zExr0qTRm2QmTpxozqHN1ltvnXP6P/3pTyUc\nDssZZ5whL7/8cs62zkn0my3HuqGhwfTltPPj0dkMiTHSchMAK/yQVW5OOAtOSH+qOFYDQwocZR9X\nozrysaHXUpCvqUSyWxoaxvm+DtCCTiZ7fe831ysLrydY2dcu1yAr5BxYBfm6qpBp+jaMinyv8m12\n7KjaCVSdA93TM1QoAJsHM23cuKGITl8fvg8e226//XZ55JFH5NJLL5W2Nvdfo2Lj4vr160d1fPfd\nd5vNjKNO+HBg8uTJPvRS+13gj1Jra2vtT7TIGYITinhUGqv+hQnZOG5QJk70f2OdF2SxzqSsSw7K\n5MnjjaODtLAgLBQalHHjpuh8hz70+3WPlpYJqsCR0vGX9n0Dr6tS39MvZuynMgngNZXt73xljpaj\nqkcCVedA448/DCkbmRaNogqClidIpTJPDT+H/N1ll10mH//4x03Kx/AJF7/cddddWVutXLlSVq1a\nlfVcoQfx5jF9+nTf+y10PJV8HVi1tLRIb6+WsqPlJIA/SPF4XPJ9yMzZSQAnk8vCkoxEZM2aoQ/I\nAdzCVZcpTSVJ9jeZf3ft7e3S3R2MokVn10ppb9ta57vG1bjcNkomI/ohf0VJ3zfwvtvR0eH7XNzO\nuZra4dtKvF9B/YmWmwA+kHV1dUks5v+mhBkzZuS+Oc+SgAsCVZcD7aRuZPvD5hwbK7qG9IsLLrjA\n6EaffvrpLvCwCQmQQCkIDOVAl1mBQydqQYXD/7/XoxAOqXD4H203MnbMgR7FmwdIgARIwG8CVReB\ndr4mxCdTFFBJN8eBRjQkmyHXef78+SZagnQMx/r7+82vv//97+WGG26Qc845R3bccUfnNB9JgASC\nJqD/BMuuwIE5lnQTYQAOtFYjjMU3Br1a7J8ESIAE6p5A1TnQs2bNMov2+uuvy7bbbjtiAXEMEWrH\nyR5xUp/gK9n99tsv87Bs2LBBVq9ebfKtpk6dqpt7EIaikQAJlIqArUVUyq4Bjcnin76teeLxYGdu\nKhGqZrPfhgh0b/8Sv7tlfyRAAiRAAhkEqs6BPvDAA2XChAly5513yrHHHmvyyTAnRJYXLVokn/nM\nZzKm+O7TbbbZRn72s5+9e2DTb0888YScddZZcsIJJ8gHP/jBUed5gARIIGACkLGbMPbehYDvPty9\nhW0UlqaSBJyiGk90maInwzf26RfoQCfi5c0j92kq7IYESIAEKppA1eVAIzqMDYCvvPKKKcENXeh7\n771Xzj77bJk9e7YpqOIQR8rGMcccY0p8O8f4SAIkUHkEbBXOscpdhdDBgig0qiIGaPGYFlJRyTm/\nLaoRaDjnNBIgARIggWAJVF0EGjhOOukko7Rx7bXXyv33328IzZkzR84999wR6ReJRMLs4nVynINF\nyd5JgAQKJmBSOAq+2t8L1YG2A4xAp1JxSaYGAopAqwPNCLS/rwf2RgIkQAJZCFSlAw0ZIKRqwJFe\nvHixNDU1mQ2FjqC/M8+5c+east/O87EeDzjgAFftxrqex0mABIojgBzoSolAD1UjDC4Cjfxnywpr\nKW//Sy8iBzqR8DeFI/KKFppS+dDErrvp1wTBcSnuFcSrSYAESKC0BKrSgXYQofLVlltu6TzlIwmQ\nQLUSQO2jYGqWeCeCFI4Apexi6kAjVzkIQ79xHx3o0OJF0nTTDWJrkMLq7ZH4/gcGMWz2SQIkQAJV\nR6DqcqCrjjAHTAIkkJeA3V85EWgocQSZwmEUOKL+K3AAst8R6IYH75f4gQfJ4DHHScP994rmh+Rd\nSzYgARIggXogQAe6HlaZcySBCiZgiotCir1CNhGaFI4ANxEGJWGHJYYDbdtJTeMY0rYvatl1D0nk\n7bckvsOOktQ9Jva48RJ5/bWiuuTFJEACJFArBOhA18pKch4kUK0E4OuhCGFThUzAqHAEN5YgHehw\nCKWiI+pAF1+CPPzO28ZptjsmGBjJ7XeQyKuvBAeGPZMACZBAFRGgA11Fi8WhkkAtEjBFVNR5tirl\n3UirEdqx4DbLxeKdEg0ohQOvD/TtRx50eOECSWjk2bH4dttrBPrfIsmkc4iPJEACJFC3BCrlT1bd\nLgAnTgJ1T8BsIEQIukIMxVQClLFDBDqoTYQgiDSOeNyHCPTy5ZKaOm14UWyt8orNhKGlrHQ4DIW/\nkAAJ1C0BOtB1u/ScOAlUBoEhCbvKGAtGMSRjF9x4hjYRBqPCgVFHjRJH8Q50aNUKdaCnjgCR3GKO\n5kW/PeIYn5AACZBAPRKgA12Pq845k0AlEVAFjkrZQGiwGBWO4lI4XuldJh//92/li2/9RVZp1cF0\nG5KxC0aFA/eJhFULuthiKoODYm3cKKnJU9KHLskttpDw22+OOMYnJEACJFCPBOhA1+Oqc84kUEEE\nTBnvStlACC6aA11MCkdPclC+/c7/yfs7dpBJmk5xzqLbVBnj3RSVOHKgA9KBxvBNCkeRWtChlSvE\n7uhQFthR+a4lZ6sDrdrQWgr23YP8jQRIIHAC8+fPl7/+9a+B34c3cE+ADrR7VmxJAiQQBAFTxvtd\nBzOIW3jqU3Og7SJk7K5d9YRs1zJNPjJ5rnxpxn/JilinPNH1btpD4BFoU42wuBSO0Jo1o6LPYGiP\n7xC7sVHgYNNIgARKQ+C6666TPfbYQ55++unS3JB3cUWADrQrTGxEAiQQGAGVsbOaKseBthp1pgVu\nIkzYKblt3Uvy0UlzDa6GUESOnrir3LTuhWF8QedAD0Wge4fvV8gvoQ3rjbOc7drUrM2GotDZTvIY\nCZCA7wRee+01laZMqERlcallvg+szjukA13nLwBOnwTKTcCRsSv3OIbvjxSOAmXsntRIc1u4UXZu\nnTnc3eEdO5oIdHdiwBwb0oEObhNhJNJSdA40HOjUuHHDc0j/JTlzloQXLUw/xN9JgARIoO4IROpu\nxpwwCZBAZRHo1ajK5ArKqTWbCAtD9Ejnm3LAuG1GXNyhDu3WTVPk2Z6FJi86noCMXXCbCMPhFtWB\nLi6Fw9qwQVJzthwxD+dJctYsib4yz3nKRxKoewLY4zBv3jx58MEH5YknnpAJEybI3Llz5dRTT5Um\nlX507LnnnpNHHnlEdtxxRznqqKOcw8OPSNF4/PHHZeedd5YjjjhCBgYG5IorrpBnnnnGtHnhhRfk\n4osvlm222UaOO+644ev4S3kI0IEuD3felQRIYBMBW1M4QhVSxhtDGirlXdjyPNb1lpy12RGjLt6z\nbbY83b1gyIFWhYwgC6kghaO/v7gc5dDGDZrCMX7UPHAgNX2GWOvXi/511+qR7zoHWRvzIAnUOIFB\nVayBs/vwww+PmumFF14o99xzj3GYcfKBBx6Qs846S0466aSsDvR9990n5557rnG80Wdvb698+9vf\nHu730UcfFfx8+MMfpgM9TKV8vzCFo3zseWcSIAEQgIxdJflhEJ4oYBPhOwNrpS8Vk+1bpo9a1z1a\nNzcOdCqV0EJ+fUYpY1Qjnw5EVcauqAi0KmxYnZ2S0g2DWU2VOeyJEyW8bGnW0zxIAvVCIKX/Vk4+\n+WTjPO+2225y//33y7p16+T222+XQw45RJYuXSrHHnuswMkuxDpUCQdRZ0SyYSeeeKJ5/otf/MI8\n5//KS4AR6PLy591JoO4JDBVSqZxNhNKopbyH0pU9rc1LPYtl55aZEs5Sk3x7VeVYNrhBNgyu1T4t\no9XsqXMPjRGBTiQK30RodXWKhMMiLS1j3jU5Y6aE1IFObj0yXWXMC3iCBGqQwO9+9zu56aabZJam\nNT355JP6T2bo38zRRx8te++9t0m1eOedd+Rf//qXfPSjH/VMIKz/Dvfcc0+ZPn3oQ/lULWyE57TK\nIEAHujLWgaMggfolYEp5V870rQIj0C/1LpUds0SfMbOmUFQ2a5wgr/UsUg3o9kB30xsVjiJKeYe0\ngMpY6RvOKiGNI7x0icSdA3wkgTokAKcZhjQLx3l2MMDZ/fOf/yzrNd0JEnS02iNAB7r21pQzIoGq\nImBrCkclydghAi0x7wjnqQP99ZnvH/PCbZunyWt9y2XzaHAbCHHziBZpSRRRSMXq7pZUa26VkKQ6\n0NEXnhtzrjxBAvVA4KWXXjLTHCsqzI1+tf0qYA50ba8vZ0cCFU3AFOjTTYQVVcobOtApS+yY+7SS\nzkS/LB/cKNupkzyWQYnj9f41xsEdq40fxyFjFy/SgbbbcjvQqWnT3t1I6Meg2QcJVBkB6DKjOiBs\ns802q7LRc7h+EKAD7QdF9kECJFAYAeytsStrE6GllQjF8pYH/Z/+lbK5pmg0auGUsWwrdaDfiXWp\nAkdu53Ss690ej+gmwqIi0D3dYre25r6d2Ug4ScLLl+Vux7MkUKMEkJ8ciQz9e4dahheD7F0289pP\ntj54rHQE6ECXjjXvRAIkkEkAZby1cImle9YqyjQK7WUj4X/6V8nWzVNyTgEO9orkgIQC1IDGAJAD\nnVI1kFSqsAxlq6tLHej8Tn5SNzaF6EDnXHOerF0CqAq49dZbmwkuWbIk60Sff/55+fnPfy4PPfSQ\nOe843LFY9hyxt956K2s/PFiZBOhAV+a6cFQkUBcE7ArbQDgM3asD3bdStmqaPHx5tl8mRlslqgoc\nnZEx5OGyXVTAsXC4Wa+yCk7jCHWrA92WJwKtd0hNm04puwLWh5fUDgFI18FuvvnmrJOCSsd3v/td\nufvuu815yNLBIG+XaZDEe+WVV8zhzAh1KDTkqiFthFY5BOhAV85acCQkUH8EsIGwgoqoOAtgeZSy\nQwQaKRr5bJoG3NdqhDhIQ2RsSMqup6DbWCaFI38EOoUI9DKmcBQEmRfVBAEUPUFUGWob995774g5\nQaHjj3/8o8D5/cQnPmHOocIg7KmnnpJ//vOf5nfnf1/72tfk9ddfd56OeHQUPt5+++0Rx/mkvASK\ndqBvu+02ueyyy2TNmjXlnQnvTgIkUHUETAS6KXs+YFkng3LeLrWg43ZSFmoRFTcO9BRJyuoQIsTB\n2pCUXYEOtKpwuErh0Ah0aK2+78cLSxUJlgB7J4HgCaAk99lnn617DhJy5JFHykc+8hE555xz5D3v\neY8ccMABpoDKBRdcMCxjt++++5pzGBnaotjKqaeeKrNnz5Yrr7zSFGXJNuptt93WHL7rrrtkq622\nMgVVsrXjsdISKNqBXrBggXzzm980QuLHH3+8wKGO8w21tKvIu5FAtRIwEegKHLyHCPSSgfXSFm6S\n8ZH8jvGk1KCsMrsUg51zwRFo3dxk9fRoCkf+CLQ0N4vdrprWK5YHOxn2TgIVTAAO8q233mqUOPD4\nox/9SJ577jmZpko1f/jDH+R73/veiNGjtPfHPvYxcwy50ddee62JUt94443y2c9+1hzHt0jpdsIJ\nJ8hpp52m/+SaBT4XSoLTyk9g7C3jLsd22GGHmRfDP/7xD+M8w4GeMmWKfOpTnzKfrCgg7hIkm5FA\nHRJAFUKpwAi0ZXKg3UXG39HqgrMbJ7pavY5kryyKjHPVtphGkXCBUnZ9mpSuTrSdowph+riQB42K\nhLLb7umH+TsJ1BWBD3/4w4IffBP/n//8R2bOnClz5swxjnEmCORBw1keGBiQl19+WWbMmCGbb775\ncLPM/GecQBoI8qkRpUb+NJxzWvkJFB2B3nXXXc2LYeXKlfLb3/5WDjzwQPMiQloHxMV33313ueSS\nS2T16tXlny1HQAIkUFkE1F+z8gduSz9mVQZxm8KxQNOcnRAqAABAAElEQVQ3Zje5c6DbE92ydgwJ\nKz8nWWgE2upTOS6NcmmpRFfDQUVCK8uGKFcXsxEJ1BgBBA8POuggk2bhbPwba4pNTU2yzz77jHCe\nx2rrHEe+NRxzRKJp5SdQtAPtTAGfqk4//XR57LHHBFIs5513nnkR4RPWGWecYVI8PvShD8ktt9zC\nFA8HGh9JoM4JoAphJUagxUMO9DsDa1QD2p0D3RrfIOtSCUnaqUBXPlpgNcKQ6tm6jT5jAkmNhIWW\nZZfwCnSC7JwESIAEykyg6BSObOOHNuL3v/998/Piiy8K0juwGxWP+MGntE9/+tPyla98xTjZ2frg\nMRIggToggBSO9mCdyUIoelHheKd/rfzX+O1d3aYh3ikNVkjWJHpleoAlvcNI4YgXsIlQUzjs5hZX\nc0EjKHFYK1aIrRJcNBKoJwKJhQvE7uwsasph3RAYag8+pauoQfLiMQkE4kA7d0Mu0B133CH/+te/\nZNGiReYwqvds2LBBLr74YqPegQT8zCR753o+kgAJ1DYBqHCEplbgHD3oQC+JbZDNGtxpO8c1hWOq\n6jQvj3UH6kCjnHch1QiRwmF7+HrYxh//xkaxl+tGQn2kkUC9EIj94zZJvqOycm3thU155Qpp/tZ3\nJLTzLoVdz6vKTsB3B3rVqlVy/fXXG11E7ER1bPvttzc7TBF5jkaj8qc//UkuvPBCI/mCZHo40jQS\nIIE6I1CxKRzucqBXx7slpekYU1xGk5OJPpmqpbxX6HVBWqGbCC2kcHhwoDEHe/pMsRcvFNnWXRQ+\nyHmzbxIoGQHdY5w6+L/E3vs9Bd0yfOWvC7qOF1UOAV8caNRvh/qGIyaeTCbNDMeNG2cExCHNsv/+\n+4+Y9be//W3ZZZddjHYirqMDPQIPn5BAXRBABLoyC6moY7gR9fxy2+KBdTJTo8+ZslPZrkok+lXg\nIinTouOCd6C1WMtgbG22YeQ8ZnlM4UBnKVURSOEbRjrQOdnyJAnkIwAlj66urpzNULzl/e9/f842\nmSfPPPNMU+XwzjvvzDzF50UQKNqBvummm4xcHZxoGP6QYHHhNEMo3Kmgk22M2K0KW6E5dChjmW/X\narY+eIwESKCKCZgIdAWO36hwqCZynqEtHlwvsxrdpW8kNH3DCjXIZC3pvVpzoIM0pHD09HqPcpsI\ntGo7ezEbDvSLL3i5hG1JgASyEIAIw8aNG42mdJbT5pDja411PtvxefPmyaOPPprtFI8VQaBoB3rJ\nkiWCBd1yyy3llFNOMT+QWXFj3VrxCoLie+21F51nN8DYhgRqjIBR4ajAUt6iKlGmSmIe3nCgEYF2\nY9jUFw23yiR1bl9T5Y4gbUjGzruTHtIc6MQ0b0npqRmawqH5oNCPdit/F+Tc2TcJVDOB6boxd+HC\nhb5O4de//rX0aIEkmr8EinagUbISVXHe9773ufoaM334eKFAUJxGAiRQpwQqIIVj9YAlC3pDsp2q\ngUzQyDMMKhypfpFwnmVZpA70Hq3vFkHI1TyR7JGI5j+PUwd6Tdy7c5ur78xzkXCbYMOiVxvKgXav\nwmH6nzBBd4KGxVq7VmxVWKKRAAmUlkB/f78sW7bMyAVn04jeZpttxhwQIt4NDQ05swXGvLjOTxSt\nA43NgRP0DRQbAfPZE088Ib/5zW80UOGuwle+/nieBEigegnYcR17QpMkylQTAG9D1yyMyueebZHf\nL2iQk55qkbtWbIopNGlAVR3ofLZ0cINGoMfna2bOIwKNyPBELfm9VjcTBmlI4ShExm5IhcOjA60T\nsTbbTMLUgw5ySdk3CYwi8Le//U3gHLe2tsq2225rHnfaaadRpb5RgwPywY4deeSRcvjhhxt/DMfx\nA9+M5o1A0Q40NgCi4uC///3vvHf+/Oc/L1/+8pdZlTAvKTYggTogAB8ypHnG0fLM9ap3GuTBVVH5\nyW798qNdB+S8nQfkN283yksbNe6s5cXdONDLYhtlhksHGrJycKAnqUZzTyomA1pQJSgrNIVDzCZC\n759oQpttLmFWJAxqOdkvCYwicNVVV8mnPvUpU5nw6quvNkIOX/jCF2Tx4sVy/PHHS2eaRjUCnOm5\n03j+6quvCjYXHnvssSaNFlWjad4IeE7hQN5yIvHuG3+fvuHCcBz6ztkMqhxvv/32cF4PNwtmo8Rj\nJFBfBEz+s/dgpy+QHlgdkftWReRCdZwnbkrb2LotJZ/ZIia/eL1R/rCDFhTJE4FepxHlhKpqTHYp\nYRdX6To4tg2a7tAeajTFVDZ36Xx7nXTBMnb6VbAp5e3xhohAhx59xONVbE4CJJBJYOXKlYJidNns\nsssuMw4vzsGBnjx5stx8880yfvzQt2CINMfjcfn9738vzz77rBx22GHZujHHcJ9LLrlEvvnNb47Z\nhidyE/DsQGPRvvOd74zqFTnQbgwbDNO/SnBzDduQAAnUIAGtQlgOCbs1g5Zc/kajfHO7wWHn2aH7\nX1MTcufKiDzWHZEDNE5g6481xrvkUo0+T4+Ol5AqD7mxeLJXNxEOfWKYpGkcyIMOzIFWR91zIZXB\nQbFUDclu0vwVj2Yi0Cu0mAo3Enokx+YkMJIAis1tph9Is1m6qhnqbCCqjPQNx7BREE41DEHNfAal\nNFrhBMb40zB2h9/4xjdMWe758+eP3SjLmUgkYnJ0rrnmmixneYgESKDeCBiVC02VKLVdps7zgVMS\nssv4Ib36zPsfMyMhN2hqxwHwixGFHkPVDfnPbtM3cI+ERqDD6tjCoMQRpJQdIt22ev/J5KCEw+4q\nBFoDqlOtRa70AjNGL/+z8EdbP0hYa9foRsKpXi5lWxIggTQCCDA+/PDDaUfG/hWpsyhcB38MlZ9R\n8RmSwDCnHsdYVzdq5dDNN3e3AXqsPur9uOccaDjCL730kmDXJ35+8pOfGIZPPvnk8DHnnPMYi8XM\n1wqvvfaa7LPPPvXOnPMnARIAAdWAtryn2xbF7vE1EXmjJySf3Cw2Zj/7TUrI0r6QRmI1oKoKHWPZ\nMnWgpzdoKWuXFlftZ6RWwCZoBHq9FlYJysJhRJFDnqLQlr6f243eo8/OHJIqZxdWWVMaCZBA8AR+\n+MMfClTQkP8Mp/mTn/yk3HDDDfLzn//c1c2h1uGmAJSrzuq0kecINDjBicYPDAv41a9+1Xzl0FTA\nV3+mE/6PBEig7gjYmsIhJdSA7td0jF++1SCnap5zc453vqiGFfaZmJD+SFgac/i4JgLtsogKFhcR\n6KbGoa9Xx6uDuy45tH8kqIWPRiBl1yuNjZNc3cLSjUV2c+EONCoSQokjMXcvV/djIxIggcIIrFq1\nSv7f//t/RsDhoYceElR9duycc84xvzqRaOc4H/0nkOPPiLubHXLIIYIfGgmQAAl4IgD/sXB/zdOt\n0PgPKlU3uyUl+0zKnrqR3uG+E5OyUVMZOkwEOnuaydLYBtmzfXb6ZTl/hy4zUitgE9SBXhzrzNm+\n2JOQsvOUB40N4UUEQRCBbnj2mWKHzetJgATyEHBUz+bOnTvCeUYO9L/+9S9zdbrYQ57ueLpAAp4c\naFTHQbQZ9uMf/1h22WUXI53yu9/9ztPtnQX2dBEbkwAJ1BQBqHCUahPha10huVvzmn+qknVubKdx\nSVmrkege3Yfzbmxn5JXL1AHGJkK3ZmTstBIhDBHo9YkVbi8tqB2c9bhK57k1kwNdRAoHKhKGli9D\n8mVBedRux8l2JFDvBHbbbTdpa2sz+c/77ruvHHjggfLKK6/I5ZdfLu+8847BgwIptGAJeHKgsavz\n9ttvNyP67ne/ax4XLFgwfCzYobJ3EiCBmiLQq7MpQQoHUjd+/O8mOWl2TCZrhUE3hhQPS6Pjb6+N\nyJ4yOl86nlIHW1MyvOVAQwd6KAe6AykcAeZAY45woL1EoK1+TeEoIgJt69fIuD60aqWkZs5yg5lt\nSKCqCVgL1FlNk/X1NJkevAEWZhMnTjTO8+mnny74gSGnGTrQ//d//ydbbLGF3HvvvabuRmF34FVu\nCHhyoGfNmiVXXnml6Xe77bYzj4ceeujwMTc3ZBsSIAESAAFEoEMT3Tm0xRC77M1GmdmUkkOnqSft\nwZpaLXlzfUgd6NG2QqPPrapugR+3lthUiRDtJ0SaZEPSXTTcbf+Z7bBhEfd0a1Z/cSkcuA+i0OGl\nS+hAu4XOdlVLoOGkT0tUpR8LtoMOllDHhBGXr127dsTzXE+OOeYYo7qBzADkO0M7GhJ4MGhBp9vd\nd9+d/lSQN00rnoAnBxqfevAJJ93wVQJ+aCRAAiTgiUAJNhHetjQqL2tlwYt29e6strbZsl5TP7LZ\nMs1/dlvC27keOtBODnRHuFk6kwOStFMStrLfw7mu0EfvKRwagVZpq2IMkeeQVkKTffYrphteSwIV\nT+Du574i7yy8tahxfvjYu2Tz1vcX3AfEHFDKm1YeAp4c6EKHiGR2R7Wj0D54HQmQQG0RCFoH+oUN\nYfnDwgb5/k4D0lpAufBxqv/cv0ZkUFN6GzOkkVHCe5qH/GdbC4wkjYzdUA50W7hBwiozByd64qa0\nDr9Xd2gTofuviRGBTmVExLyOyWwkfPB+r5exPQlUHQFbUrL7LmfJFpsfV9DYH378cwVdx4sqh4Bv\noQ8krmcWSfnVr34lO+20k0l2P+qoo+TBBx+snJlzJCRAAuUlEKAO9GKNbl8wv0m+tPWgzG4dKizg\ndbKNLZZM0Utf7x79Nrl8UB1oDxrQyeRQKoWTA42xdGgaR5B50GFN4fC0iRA60E3FRaCTM3Uj4ZrV\nIrEivtr2ulBsTwJlIoAiRdFoe0E/Vo5vnrDf7Le//a0gRRb5zBMmTJD99tvP5Ds/9dRTZZrtu7eF\n5vSXv/zldw/U6W+j/zIUAOKKK64wXyOceeaZw1f//e9/l69//esCuZVBzRO66667BHXaHfmV4Yb8\nhQRIoC4J2L3B6EBj0+D/vtIkH5wZk/eoHF2hZmuRl5kaOZ7fmRF+1g6HyniPpc8x+o5xLdsd0o2D\n6X80IWW3PsA8aK+bCLUSVlGFVMysdROhPWGi5kEvHQ2BR0iABPISQKG6PffcU774xS/Kyy+/bHwr\n+E74FutPf/qTHHTQQXL++efn7SfIBo8//riglHi9W9EO9Jtvvinf+c53zOIi2uyId3//+983x/AJ\nCrDhTONT1WmnnVbvzDl/EiABENC05CAqEV6qmwanq7rHh2Z52zQ4alHUgZ6YsE3lwsxzyzQC7UWB\nA2oY0cjImuDj1IHeGKASh9lE6EXGTh1oaSq+NGRSN5uHlyzORMbnJEACeQisWbNGPvCBD8gSreh5\n0UUXycqVK+X+++833+4//fTTgmrOcK7hX9155515euPpoAkU7UAjsoyS3Yg+Y2dnKBQyOoT4FAVD\nmckDDjhALrvsMtl2223l+eefF5T2ppEACdQvARubxOP+R6CfXBsW5D5/aSsfUgjUlxyv43yze3QE\nejlyoD2kcMTUkU1P38DKt+vXv51JH8Y5xssI94ur1J5bMzrQRaZw4F7Igw4tXuT2tmxHAiSwiQD8\nKDjRqLPxP//zP8OqGg6grbbaSm6++Wazp+wnP/mJc3jEI4KYUObo7MxfqAlBTUgRO4HPER2lPcF5\nOPW0kQSKdqDxiQj28Y9/fLhn55PRzjvvLFtuueXw8SOOOMI4z/Pnzx8+xl9IgATqkIAqpknIFqvB\nv7nHNFvjco0+nzonVtCmwVEjUQe6RT/rv9Mz8m2yLxlTx7dfNxG6T+FAGe/IpiIqzn3GhRplo24i\nDMqGVDg8bCLUVDu7obgcaMwlhQg0HeiglpX91iiB3t5eufHGG2Wm7iPAN/Zj2ezZs01E+oILLhjR\npKurS8444wxpb283fldHR4dsv/32WSPViGrvsccepoohnHJcg+yATKcblQ1PPfVUmTZtmuC+06dP\nN/rTI25cx09G/mUoAAS+YoDtsMMOw1cjKg2Dw5xufSgVq8YIdDoV/k4C9UfAhoTdUE0R3yZ/y7Ko\nTGmyZV8Xpbpd3VQd6KgGiJMqVb1CNzw6BgWOiVqkpCHkXsTIVCHMUNtoVyWOjUHmQKvDntDy4a4N\nmrZFytjhXqmp08TSbyUtVkJzjZ4NSeCRRx4R+Eh77bXXqMhzJp2TTjpJ3vve9444/IlPfEIuueQS\nOfnkk+WOO+6Q6667Tjc3RuXoo4+Wv/zlL8Ntn3jiCZMmAmf597//vUAjGhsCr7nmGlPR0PHPkHP9\nmc98Rv785z+bfOx77rnHVKKGQ+34fcOd1ukv7v8CjAEIO0Rhb7zxhsnNwQvggQceMMeOPPJI84j/\nYTGcKobONcMn+QsJkEB9EVAH2s8y3gMafb5hSYN8dzsfI7rqQFvqOM9RFY+3NAo9o3loQyIc6BkN\n7kt4Y2ETkLCLtI1YY5TzXhrvGnHMzyeeItBaeMHSr2mL1YE249c0PlNQZckiSWgUjEYCJJCfwGLo\np6shxzmbwYdyzPkdKbMwOLkIXKJC9E9/+lOnmXz4wx82wU1Epo877jijiHbKKadIa2urQM0DkWUY\n8q5RKO9b3/qWccLPOussueGGG+TWW2+VCy+8UL73ve+ZdocffrjMmDFD/vu//9s8r/f/FR2BPuSQ\nQwxD7BiF4/ylL33JfIqaOnWqOOcWLVokn/vc52TVqlWm6Aq+BqCRAAnULwGjAd3y7h+EYkncviIq\ns1tSst24wiTrst5fHWjRoOzs5pQs6H33rdKrhB36hpwcNvWl2zjNgd6Y8NHhT+9cfzc60C4rEVoD\nWkQFVcy0MIMfltSCKuFNDoEf/bEPEqh1AthLBkPUONMQIYaz7Pyg4iB+INAAc4KWEHRIt7a2NuOT\nrV692uw/Qx7zW2+9ZaLUjvPstMc9WlpahlM+HLm8zOJ5cMDHjXOfvub0X4uPRb9bfvCDH5SDDz5Y\nHn30UaNZ6EC6+OKLTaI7PintsssuglwaLP4PfvADpwkfSYAE6pUAUjia/Jk8AjOoOHiK5j77apvG\nNyeUksVpDjSqEHpR4MCYhsp4j3SghzYRBuhAmxQOlznQg+pA+5D/7PCHEkf0uWedp3wkARLIQwAR\nYFg2ebgDDzxwRHluKHK88sorwz1CHhg5zwhcZhryoGH/+c9/jKQwfneO4XfHGhoaTO402sHmzZtn\ncqMnTZrkNDGPKIrHLIIhJEU70HCKkUNz3nnnCXJkpkyZIviEghwdmGVZJvkctdmRn4P67TQSIIH6\nJoAcaMunCPQz68NaE0xk947CNZ+zroa+d8HJ30JsealPo7ObbMngBtmnfY7z1NUjVDgaMmTsxiMC\nHeAmwjBUOFzK2CEC7Uf+swPDbCT8x22aQK5rgsg2jQRIICeBvffe25zP5kDDn3J8KjRCqka6A41q\nz/C1spmT7gElDbSD5WqbT5ED1zep3jtN98H7AaG5udnk3UC67t577zVfD6T3C8caOdJ0ntOp8HcS\nqGMCup/Y8uk9+A5N3zh0Gv6A+M/TVj3pmepAL+l7960SEnbTPedAd0tYNx6mG1I4ulTGzvkDl37O\nj9+h+mGrXmAqlT8yb1I4fNhA6Izbbh8ntn4dHFqx3DnERxIggRwEtlTFMnybv2zZMvnDH/6Qo+Xo\nU5AI3rBhg6xbt27USdTqgEHdA+1gzjHzZNP/EOREui3aweDQQ+YOsnqZhnY0nxzofCCdrybyteN5\nEiCB+iDgVxXCTtWSflYj0AdPLrJoyhjYbXXyp6VsWTlgSWxTevXyWKdM9yBhh64RCY5GR6ZwtKmM\nna3/dbtwcMcYXs7DkQiSuC29d/40DssnBY70AaVmbUY5u3Qg/J0E8hC49NJLBakU2KQ3lhMNmeBb\nbrllRE/YBAhDvY10G9BvllASHBHj97///QLJuq233tpsOly/fn16U/nd734nkNKDagds//33N4+/\n/vWvzaPzv3/+85+CnGqabhkhBBIgARIoOQHkQI8vfsPfg6sisvO4pExo8G9DYjoLW2XxWnQj4Xjd\n17NUo9Adjd2SsJMyOTqyqmD6Ndl+Rw50OEMHOqQh83ajBd0viEYHYaact2pQNzZMyN09NhH6GIHG\nzYY2Ei6S+AEH5b43z5IACRgCc+fONeW64UBDl/lHP/qRKd2Nmhqvv/66PPvssyZ1Aw7xueeeK2gP\ng9zcb37zG/nhD39oRByOP/54E43G8+XLlxtFDWg9w+CkY+8a8qqhJb355pub9Fu0RQTcUdz4yEc+\nIp/61KfMvrWkpmIhgwClxaHQwRQOg9I/Bxoahtdff735ZIKvAnJ9LfmPf/xj6O78PwmQQF0SgApH\naHrxTu/9qyPy/qnBRJ+xMIhAQ8puhipxLNXHHmuDKaAC59eLJZIo5T0yAo3rsZEQaRxBmVspO8ts\nIvSxqo1OyGwkfOH5oKbGfkmg7AQGBterQMLigsYxVmoV9JzhGP/sZz8zhVWuvfba4f7nzJkjn/70\np43ji98dw160++67zxRS+eUvfym/+MUvjEoHJPEgRwdn2LFjjz12WPvZKYCHvWu47xVXXGEk7py2\niILDWcZxONhI10WVRPh6Tj6107YeH32JQKNqDhaNRgIkQAKuCPSqA4oMgyIMaRWoEnjWDsE50Bij\npepS0ztsWd4fkp7wBs8a0JhiIt47KgKN421aTCVoBxpFXPKZNaBOvM8R6NT0GWJ1dYqlCky2ymnR\nSKCWCGyz1fGyfv1rsnb9IwVNa9utPyqtLTOyXotc5auuuspElRFBRh4yUi/Gjx9bfx4R5quvvtpc\ngxxn5DKP1R4pH5CzQ79I5dhuu+2ybixs1PcEFFvBWNAnxgCZvVyVErNOqEYPFu1AQ3/QcZ7f9773\nyb777msEuaFRSCMBEiCBbAT8UOF4RKPPe0xISlOAbzXYRGipsz+tMWUc6K5oYQ600YHO2EQILu2h\ngB1o1Z5GEZe8hgi0zw40NKVTWqghpGW9kzvtnHcIbEAC1UTgDumQJ2RKwUPWEIL8b7hNJuboAX4U\nUizw49YgM7fjjju6ao7IM37yGcaRXm06X/t6OV+0A42a6jAUSkES+ljyKPUClPMkARLIT8CGT1ek\njN1DayJy9IwAo886RONAa7721KaU/LsrLC2NG2Rmo7fqeradUjW3Pi2kMlKFA5TaNIWjO/AUDjcR\naHWgA5CmSs3UjYRakZAONFabVksEXu1aIhNCzTJ33BYFTevqpQ/LRv1mila9BIp2oB3RbTjQdJ6r\n94XAkZNASQloVNcqIoVjlaZvLNTiJnt0BO9AhzZYMr3Rlvs1haOxZYPs7VEDOpEc+iOJyoCZ1laS\nCLRLBzrH18OZ43b7PKlfI0fmv+q2OduRQFUR2L51urx/ortob+bErl/5zPCh559/3mg7H3TQQSa/\nefhEll8++9nPyooVK+Tvf/+7Zl0Fs/k4y23zHsIGR+RMP/bYY0aKD4Vddt11V6PmgRLh5R7rJz/5\nSZk4caLJ5847GZcN3hU3dXlBZjPnqwKUjKSRAAmQQD4CKmKhJbL1C8wiItCPavR5Dy2cEmT6BuZh\nIwcaKRwagV6hTvtSLaIyw6MGdNwocDRnDTC0Iwc6FewmQjcpHNZAv6Zw+LuJEPywkTC8RDdZaREH\nGgmQQHYCu+22m8yfP19QwRlScmMZKg5ec801pkJguR1SZ4xQ6DjzzDNN+i6yEGBHHnmkYE4vvvii\nnH322fKe97xHMPZyGsqeZytSU8yYinagIYUCu+OOO4oZB68lARKoFwKqwCEhzS0uopDKw+pA7zsJ\nnniw9m4Khy3rY5asiw96dqCxiS8SyR5gaNUIdGeA1QgR9Y6rjF1eUx1oP0t5O/ezJ2iGp+Zkhlav\ncg7xkQRIIIMANuZBig7O8223aQXPMcxR5Pj85z8/RovSH4Y6BxRD9tprL1P+GxUS//rXv5p5oOAK\nFEEgwXfqqaeWfnAB37FoBxqfNKBZCL3Cv/3tbwEPl92TAAlUOwFTRGV0NoPraa3R6PVbqr4xN+D0\nDQxoyIFWwRDdqNgWSckEa6Y0hrxlvqGQSbb0DfQftIxdONzsahOhFdMouBZwCMKMHjSi0DQSIIEx\nCSANFvaXv/wlaxuU2L7uuutkiy22kMMOO2xUm/7+flmwYIF+2ZP/256NGzcavehRnXg8ACWPCy+8\nUDbbbDOBoMROO+00ogek9Z5xxhnGeX7mmWfkoYceGnHeeYKKh27H7rYtOCxZssS5RSCPRTvQgIId\notAhhOj2jBkz5IADDpAPfehDY/4EMhN2SgIkUB0ETP5z4RrQSN/YXdM3mr35sQWxQQqHoOiLWlt0\nUCaGhsrcmgMu/5fQCHC2DYS4HCocwUagW00VxHxDtQZjgUSgcd+UpnGEFtOBzrcGPF/fBJAOC9/p\n3nvvzVrpD8chaQdHG/6WY4j4omogZOxQaXDcuHHyhS98YVQqCIKdhx9+uJG5c9Q3jjvuOEH6Laob\nZhoKs+Dco48+mnlq+DkcetT9OOecc8z9h09k/II0DuRHZzrYEKHYY489zJgxdswBBWQ6OzszehBx\n27ZHZTMR7Z6mCkCzZ8+W6dOnG93qUR36cKDoP0HIKznvvPOGh7Jy5UrBD40ESIAEshEYUuDIdsbd\nsYfXhOV9U4JP38BobM3Thg60VtyWaLhPWq0p7gaZ1moohWO0AgeaBK4DrcofvQkXURiU8m7QcosB\nWHLGLGl4cEitKYDu2SUJ1AwBOI9PPPGEKX7yta99bcS8kL4BxxmbCB2bN2+eyT2Go/uNb3xDjjji\nCIFPdtFFF5l0iieffHJ47wXKekP04amnnhIUU1m3bp2cfPLJgtLccISPOuoop1vz+Mc//lEmT55s\nKiGOOJH25K677jLP9tlnn7Sjo3/dcsstBT/phnlCjxpOLrSmEcXGhwTkgT/99NPywgsvmLLmuMZt\nWxTwQyoMivXBaX/ve99r+oJDjVxtBHj9tKIdaNRXz6yV7ucA2RcJkECNEdCIrlXgBsLVupHvze6w\nfGe74DbejaCNPG0Eywf0IdQlDfakEafdPMEmPlQEzGYo5R2sjJ3qQOsmxnyGFI4gcqBxXyhxhNas\nFjFpIpWjGpCPCc+TQKkJoDIgHOE///nPku5Ad3V1mZxiOMjpmtBoO6gffuE0IwcZBqcUChhInfjT\nn/4kp5xyyvA0ENy85JJL5Jvf/ObwsV/96ldG0QORW0cMwikbjnLhudTVFus3S8jfRqnxTEuvRp3+\nOz4E4DnG1draahx6RIthGPss/cYKqh0YJ8qGe2mLqou33nqrSStxSpIj6g7HGanGflvRDvTuu+8u\n+KGRAAmQgBsCJgdaC5QUYg+jeEqJ0jfM+PBNKcp5a9rJoGwQO+k9gmGKqGTRgEb/iED3pDR9Qv+g\n5PpDZcZSwP+GSnnncaD13hJDCkcwOdBaC1jsCRMkvHSpJLfauoBZ8BISqA8CcGAhtwY1C1T+Q0VC\n2I033ijIcU7fPIg85ocfflj222+/YefZoYQ+vvOd78jtt98+woHG+fSy3niOiDbSNG655RYTvcUx\nON6wdOfbHMj4H8aEIiuZhfNWr15tUigympvcbUSZkZuM/OkvfelLo9p9+ctfNikhSCuBA+2lLaLr\nMKSwpBvmgQ8Uftu7iTQ+9YyvCSDHAo3CZcuWmV6Z0uETXHZDArVAACpNBUag710VkQMnB6v9nInY\n2UjYa6+VWCK7mkbmNenPEQGORJFMPdqgwoGPEnCig7CIqUSYx4FW59lkeQflQOvEsJEwxI2EQSwx\n+6wxAkjjgKVvJkT6BqK0SL1wDA42DFJxE/QDavoPco3xoRxOarpB+i49go1zH/vYx0wkGFFvGK7D\n79Ck3mabbcyxsf6HaDF8vldfHan13tzcbCK+iPriJ9MRdyTttt9++1FdN+j7ENI9nBojXtoipQV5\n1JMmjfymENUZsfnSbys6Au0MCJ8SoAWIEDoWAIZPNMcff7wceuihZvFRpx211GkkQAL1SwAR6EKK\nqLyjyhurBlV9Q8t3l9KwkbC/OyYxWS89ceR05HFIMwYXUxm7hkh7xtGhpyHdpd4SikpPMmYUObI2\nKuIg5PPy6UCb9A2NImkYqYg75b40NWOm0YOO527GsyRQ9wQQUYYDDAf6+9//vrz99tumOAn8K6RL\nOIbUDRjapzvWznk8js8ojgTHNvObLkS94UQjDxoFWpC+AX8ufW9bep/pv0Pf+bXXXjP6ytgM6Bic\nWPh7jkGez5Hgw7FEYigIkjkWpz18SEdNxEtb5/psj00BVFr1xYFGgjfyTPr6IPCqm210kbEz0zHk\nyQAyPtHgq4J8n2qc6/hIAiRQewTsHnWgp+eXWsqc+R0rhqLPUd+/N8u808jn2Ei4rrNPJo8XffTu\nZCbiXdLcNH1kp2nPUI2wW4upzJDsTnZaU8+/Gh1odeBzmtlAGFD6xqYbIwIdffrJnMPgSRIggSEC\niEJ/+9vfNo4p0jBgTmR6qIUMp3esWbPGpGs4x53HN954w2zQc57nekQaxzXXXGPyh5FB0NLSYpzq\nXNfgHDbswTFGHjVSQ1Dpz405qSlOFD39GviO0I922jiPbtruvffe8pBK5YEJlEbSDX36HYUu+k8R\nNPmwkxPOM/JzHnnkEbOLMn3geAFAogSpHJA7oZEACdQxATjQrUPfUrmlMKBB53tWReWwqaVN38D4\nEIHu7hqQzZpDsjEekqS3oUtcS3lHo2MLX7dqHnS3RqCDMMjn5Y1AqwMd1AZCZ04p/frZ0k1KVo+L\noi7ORXwkgTol8OlPf9oEIm+++Wa56aabjJrEdtttN4IGUjpQKtuJAKefRA410iNQn8ONHXzwwSY7\nABvwoGCBzAHI4eUziEiccMIJRvED2tTr168fdQmOIZc53eAPIhsBqSKZ12DsiFgfffTR5hIvbSHn\nB8sUtoDSCPKy/baiI9BIbocA9le+8hXzKQQDhC5hukFKBLkpyJfBiwE7St0sTnof/J0ESKA2CEDG\nzqsKx33qPM9uScnsVu+R66KpaQS6r2dQtmhuk3maLLwhFpLJje7HAR3o8BibCDE2RKB7NAIdhCEC\nndK+U6mESmBlf7u34EAHUMZ7xHw0PSQ1dZqEli6R5A47jTjFJyRAAiMJIHoKjWY4k2vXrjXpFSNb\nDD1D5PeQQw4x0V9UBMS3+w8++KD89Kc/FehKQ0XDjSGV4tRTT5X//d//NSm4+N2tIVUDus3YHIj8\n6n333ddkGyAFA1J0UAiBzweVkB/84AemW+QkX3rppfLBD35QUM36ggsuMNfec889gnnAoXdUNLy0\nRRQc9UhwH8jWHXPMMfLyyy8bBz6IFI6iI9AvvfSSAfLFL34xJ2/k2UDIG1DfeeednG15kgRIoIYJ\naARaxg7Ijpp4Qn3Vvy2KygdnvpsWNqpRgAdSqhgS707JzIbx0tGQVAfaWxoHVDii6siOZa2aAx1U\nBDqsmwhhOaPQAVYhTJ9zSuXswgFXBku/H38ngWomgJQNOM+QpPvoRz+adSoITkKJAwFJbNSDMwqn\nGTnU119//bCOctaLMw4iHQOONJxgRJbdGsZ39913m5xnyNnBgYcDiwqFyEiAIw+dZxTdQ762Y8jb\nxnVI2YB8H6LH+EDwiU98wqiHQOLOMS9tUbAFHwCuuOIK0yck+84//3zZc889ne58e8wekvDQPZLO\nYRDBzmdO7jN2bdJIgATqk4DZROghheOOFVFpidiyV4k3DzqrY6oRrrRlVoPudG9IyTrdyLith3Rl\nOK+5ItBQ4kAOdBCGP4iOEkeDfgDIZiYC3dCY7ZSvx5IzZkhE8zJpJFALBKY3dsj9G16XJ7reLmw6\nIUui1tgfxlHYxBFkyHUD7C2DCgZk7ZDnO1M/qGbm/+J65AbnMkjR4f0Cjnh6pcNc1zjncJ2juIFo\nNDYhQk0DPl+uvqD7DKUQ5CwjlQNpKugrm7ltC6UROOxXXXWVkQJEqgj25X3961/P1m1Rx4p2oPGJ\nA3k6zz//vFHbyDUaVMWB4RMJjQRIoP4I2Mh8QGU/lzJ262KW/GFBg3x3+/J96B5sjEtTf1SmNLZr\nBDrlOQINB3qsQip4BRgHOqAcaPSfTwsaZbz1rx2aBmqp6RqBfuCBQO/BzkmgVAT+a/xHZJbgDa1w\n26yxaBds+OaIBOOnUPvlL39pLs3crOi1Pyh/ZKp/5OvDKS2erx3Ou22LDwQ77LCDmy4LblP06jkh\neYh2Q2HDqWSTOSIIcyO0jx2VXuFm9lVpz/FVw1ifmoodK+RgaPkJ4BNmrk+6+XuojxbglE34vlSz\nT3XZMhhKSfuU/HrK/bpf8ALNEDt0psjcGdl1lIMcd1Tz9PBve1GL7uiOqfPcNk6mtISlWyurtLW5\ny36z9RNDMtmnX7FO0UrZ734lmT7uju5WGdQc5bHeO9PbFvJ7tKFN/WNlnuu9RHfdF3p//LvDT97r\n9R4SV7k+KDS53K1fyHwr+Rpwwt8KROdouQmAFdQgEFGsRPvrm3FZ0p3UfRkedxVvmsyjqy3ZdVJY\nNsv/Vhjo9LFhEakiKMt9+umny5w5cwK9Xy11XrQDja8ZkOyOnZu77babkV6BbiEMYXlUk/nrX/9q\ndlvi2GWXXYaHmjLsGHXzVYuXSeNNFn+QoHJCy00ArPBGi3Wg5SaAP0rIOXMkJ3O39v9saiXyn5sE\nZWPHMsjIz9sYll+91SDTGm35xMxBXduxWgd3HM4zXlMLUmtk58GZ0tvXKy06/BXdoZzjTx9RXDcQ\nwpBmHI9ln4SmVctKPZeLSXqfXn8Ph1qks2uNSullfy9p6O4yDvBgjjXJdU98KMOPm/E3T5susf/8\nWxK77Jary5o9B8cZ71eOhm/NTtSHicFxxvtUTAv9+G15P+y5vOFRM1Ny3OaFOdBvPTkyfQOb3iAH\nnGl4zSDoCFUNOLuOrFtmu0KfI4UCKSDYfHf55Zd77gb61BCOgK9Xb1a0Aw1g2CmK3ZRPP/20fPWr\nXx1mmF5OEVEv7KqEw00jARKoUwI5JOxW9Fty89KoPLo2YqrzHaebBj8wTdUjsqfElQzgwtBa2Xdw\nS+nVYt4ToimZ3+f+bTOeUAUO3UAIp2ksQwpHVzKYHGjcExsJoQQylpkcaHWAS2HIgw4tWypSpw50\nKRjzHtVJAEE4fEsPh3mG/jtxDAGPDRs2mHLeUKhAQBKluv0ypNbi3rneo3LdCwpryD6oR3P3PWQe\nMshJwSJco0LcBxxwgEyePNlcgQWZPXu2iVA/99xzRqokT1c8TQIkUMMEsIEwW/7z/Vqi+/PPtUhf\n0pJvbjsov9qzX46cXn7nGUvxhrVSmjUHGjYemwg9qHAkVIEjEs79HW1rWKO3AW0ixJiRA51ThWNw\nIHAdaIwDlpo+g0ocQyj4fxLISgDazgsXLhz+WbZsmYnE/+1vfzPftKLoCb7d99MKdZ4xBmguo5he\nPZovDjTAYQGwexOaf1hcfGLC15/YFfr3v/9d0ss81iNozpkESECLkmjmRqYG9LPrw3L5m43yvR0G\n5HNbxlThIlX2qLOzVvH/z96bwMlxVff+p5ZeZ180o12yJcuytViWvEjYgDdMjNkJq9neA0wgJHkP\n4keAQEIICcsf+IckxmEL2GDwc8xmHDDGu40lWcKSbMmy9nU0+957V/U759bUdPdM713VXd19rj9W\nd1dX3br3Wz01Z07/7u+gNvkwDIKso3YVk8TtLrKxK/y2GYvRAsLsFnZ0HuEDbeciQsxAk5Vetlap\nRYR0fo0C6L6z2YbC25kAE8hCgLLO5HNMLmaZAlZy4cgmzTtz5oxw6cjSddpmKniXySmNnDXIz3lu\nI6cNq+K7Ys89dyyVfl34b4IiR0arQanuOjcmwASYwCwBzEBLKWvppnCh4JcPeuDPVkVgTWt5K9pn\nz2HhkxOREWj1+EB3J0AJyiIDPV5EAE0ZaBdmgHM1w4XDPgkHBfA0jmxNQoF2wl0ZCUeCvp3Er6Sl\n8bFsw+HtTIAJZCFA3+hTo6w0NaqtQbrpb33rW7PuFPScGmmqyf+4q6tLeDt3dHQIV4qHH35YvG/+\nQ/Lb66+/XhRCIX01yUcofnvrW9+K9404/OIXvxAlsOncpMUmrXSqLv0Nb3hDmm3eI+i0QxpzKrAy\nt5GOm4qkmK3cc5v9VOuxcDFftUbI52UCTKBuCCSmUMKRsmr97hNuuBAzzpd34ko6B7aj4WFY4e0C\n3YdZcQz+29o0dMyQIYRSE5+Sf/GQoYHOE0BjKe9p3fqFUiZOw8Yu8wJGsQ/Z2Lkq5AqB31TquJBQ\nwYxYvL3DHCI/MgEmkIcAFaG76667xF5kH0yNMsUvvfQSbN++HajYyMjICFxyySXivXe/+92imMor\nX/lK4dFM2uqvfe1rIuCm0tZUpc/sg3TMVL6bCuKtX79eyHGpajR5Oj/77LMimKbAl4JikpKQ+5rp\nq0xjSF3AT4E7vSbt9txGGfJQiHxMjUbHlnNus59qPRYVQNPXAH/3d39X9ljJ5JobE2ACDUiAAugO\nI9M8HpPgV30u+PIlyRuq04gcDQ3ACk8n6OhbLWMG2iVr4Fd0oCy0z5c/6Bca6LwZaBdEEhrE0fJO\nlaz/UpAKqURj8796NVkbGegKBdB4UtJByyTjWL/BHAI/MgEmMEOAgk8KWs1G2V7KOFPwfOrUKVEq\nOzWLS7KHb3zjG0AV98z22GOPieCZgmoKls1G2WKqNEj7vvrVr0Z5mRECUuBNwfXHP/5xsStlhmlt\nG5Xnpv9vuOEGsZ0y3j09PfDUU0/NBtBm36U+VvPcpY7ZPK6oAJp0zVQmsdzGAXS5BPl4JlCbBBJo\nBiEvNTK3v+5TYRNWF1zozZ/JrdZsD2IAva11NWiYgVaChpNGGzpxUAC9qIAAOhajRYS5NdBeSQXq\nOYBZ6DbFa/lUKQMdDOXQHeMv6ESlMtA4O21hL1cktPwqc4f1QuDgwYNwxRVXZJwOBbZU7prsSFMb\naaNTG8kuqKW6otFrsgaksuB33HEHHMKqoFTy22ypfZDsg7TNFLibwTPtR0E1yTMGBgbMwyx5rOa5\ny5lAUQF0b28vkI3K3EYrRsnKjhYS0l84V155pSjtTal8+ovp5z//OTz33HNAXztQnXZuTIAJNCaB\nBNrYkYRDw5j5l5h9/ivUPju1DUUmYCoehuWeDpRwGBloGis5cYzH0n+BZZuDkYHOHUDTfdMvoxMH\nLiS0K4DOuYiQTKrx691KNZJwyJgh48YEmMB8AqQ1/pu/+ZvZNyjopW3nn3+++H/2jZkn9D5llVPb\n4cOHxcu3v/3t8+zpTA9y8n82A2jKRM/tg9awUcw3t3m91v6RX81zz51bsa+LCqApdf+Zz3wm7Ryk\nkTGt60icTsVU5jYKmukrhk984hOwf//+uW/zaybABBqFAEo4aBHhLnTe8GIsvbbNeQsHzUuxf/oc\nnOddgI4gMuiYJZdnMtCtmIEeK9DKjgJXt6vN7DLrIy0kpAy0HY0y4LkWEeKKoIotIqT56d0LQAoF\nQcICLomWVjumzH0ygZolQFnej3zkIwWPnwLduTZ0ZpB82223Za3kuGrVqtlzUFBMtTrsbua4Us9T\nqXOnntOq50UF0JlOeu+998KBAwfgnnvuyRg80zF0cUlb89///d/w9a9/XeioTe1Npj55GxNgAvVJ\ngHygJcxA/27ABa/oQQsOB7fnp07DBb4eMcIEZqDJhYNaq2pIOMSLPP9QARO/b3GevdAaeyYDnXfH\nEnYQiwhRSpKtSVTprYISDvxNDTomY0gHrV3IAXS268LbmUCpBMhNgxKaa9asEQsAU/sZHBwUhVMo\nIWpHo6qk1OYGy1SplCyOTScRO85d6T4L+x4yx6hITE7tmmuuEY+5/tm2bZvwKaRVl9yYABNoLAK4\nTg4giGWtMZu7fUSFl3U5O4D+4+RJuMi/UFwkzYsuHKYGGiUchXpBxzTygcaUe55GGWi7nDjo/Fkz\n0FSBDFfLJyoo4SAUwonjbF8eKvw2E2ACpRAwS4L/8Ic/TDucHDCuvvpqIacdHh5Oe8+qF6Sfppa6\nEJJem7psel4vrewMtGlVQmLzfH/RmLoczj7Xy8eH58EEiiBASVD8k31XWMWFgzr0Onjx4JnIGEQT\ncdQ/d4oJko2da9C4XZKE43jAyLLkmz1loFUlfwDtx2qEtkk4RACdxcaOss/UKhxAa2RlRyW9uTEB\nJmA5AVqUR97ODzzwAHzoQx+CW265BShgJhs6isPuvPPONO9mKwdANnik1ya7u6VLl8IrXvEK2LFj\nB/zLv/wLLFxoJCSsPF81+yo7A71lyxYxfrK3I5/CbO3xxx+H++67T5T5Xrt2bbbdeDsTYAJ1SkAs\nIMSq1k8OKXClQ32fTfTPTZ+Cdc2LZ7WFtIgwzYUjUtitkzTQhWSgbZVw5KhEKCzsSPs4Z1W/ycGu\nRx0XJyl9nIG2iy/3ywTIvo7s6n70ox/BtddeK6QcVMHwc5/7HLznPe+xDRBJdsk4ggLpr371q0DO\nIeS8RjLfzZs323beanRcdgb6Ax/4AHzlK18RXoP01QCJ1qms45IlS4A0L+TQQReQquNQVRsKtGnV\nKDcmwAQajAA6cJD+eceoCp+9KOzoyT87dQJuWLB+doypLhwtZGNXqAsHlfIuJANt5yJCzEDrOlYb\nRA2NJM1ZKERFVCqcfSaoek8vSGOjKJTEz4HH2lX9sxeNnzABmwk81C/DkanSbDgH5tjf0zfzCZRU\nFdMey+FmQ4sLybyB/J2PHj0q+l65ciX+uLvTTkE+z5laNqkt6ZhT24MPPpj6UjwnM4nnn38eyKOa\niqdQRpraTTfdJB7Nf8o9t9lPtR7LDqCptCNpXaiKzTPPPCNqtWeaDF20H/zgB/C+970v09u8jQkw\ngTonQFUIAyjbcMsJWN6U/duqamMYjQfgZGQUNrYuAz1iVNMiH2hTA02LCCcLDKBjGmagXQVIOGTV\nNg20MuNDTZ7Ubne6IwgtIKykB/TstcXfB4mOTlDOnQNt5Xmzm/kJE6gVArevc4MWLC7gTZsbfuxd\nrVLaJjtekGc0LSqsRqs3ycZchmUH0NQh+QfSYsJ/+Id/EI/79u0TJSDpwpFc47LLLoNbb70Vrrrq\nqrnn59dMgAk0CAEKoAdVCTZj8RQnt52TJ8TiQS86YwTBCKCFhCNk/LKjDHQhAbSux0HXwgVloGkR\n4Vh8TkrKIkj0lappZTc/gK6sB3TqlIQfNDlxcACdioWf1wiBqe+GIbwH72XpCd2CR09FpXq/gB7x\nm+Z8K1RwD7xjtQlYEkDTJMjL75/+6Z9m50MFVGg1ZlNT/uzL7EH8hAkwgfolgL8wTqGn8sa2mYVr\nDp3pU5OH4Zq2C9NGJ3ygSfeMvy8pgI5j4ikQl6BJzZ6BiqMDB5p4omtbfokCaaBP6xNp57TyhbCy\nQz32vFZhD+jU82vCyq4vdRM/ZwI1RcD7Rh3cJeYFp79c2DqKmgLSYIO17QqS1x8Hzw32aeLpMoEc\nBMITMpzG99e3OjcDfS46AWej47C+aUnaTBIoPUmg9ETGLLSCiWgKnCewnHeuJsp4q82zCxFz7dtE\nPtA2FVKh82azshOLCCvpAZ0CQSwkPHc2ZQs/ZQKNTeBTn/oUXHfddcIxIx+Jd7zjHfDRj340325l\nvb97924xnl/+8pdl9VOvB+f+DVCvs+Z5MQEmUHECIyMSeFsT4LPsey/rp/D4xCHY0rwcddrzv1al\nLHRqMZWJPDroeBwt7NTcZbzNGfhRwkGlvO1qWTPQVVpESPOkAFoeGMAnztXD23U9uF8mkIkAyV8f\nffTReUVIMu379NNPw65duzK9Zdm20dFRMR6yKeY2nwAH0POZ8BYmwARsIBAek6Gz07nBkp7Q4cnJ\nQ3Bly/kZZy9kHGFDB01e0PmcOIwMdGESNpJw2OUDTZMhJ5B4hmqElIGuaBXCFLKijDdmv+WhwZSt\n/JQJMAEmUBsEOICujevEo2QCNU9AQhu7Rd3OlW/sCZwBj+SCVb4FGVlTMRWScFArZCFhHB04XAoa\nXxfQKIAO6saCxQJ2L3oXBTPh5Ek9twkXDrdr7uaKvdYoC41OHNyYABPITYDqbJw+TSK4wtqZM2dg\nfHw8785UnfDIkSNAj9yKI8ABdHG8eG8mwARKIHAGy2C3oOXvkm7nZqAfGT8I21pXZZ2dyECHjFtm\nC1rZjReggVYKsLCjE9pZSIX6d2WrRigWEZZoI0Adl9nID1ru54WEZWLkw+uYANXTeP/73w+9+Mcm\nrS0ja7if/vSnGWesaRp8/vOfFwYO5I7W0dEhnNAefvjheftTpcDVq1eLtWpkc0dr1i6++GJ45JFH\n5u3LGzIT4AA6MxfeygSYgIUEdo6o0BpNgNSc3bXCwtMV3dUoyhteCJxF+cbKrMeKABr/EKDW4sJF\nhHk10OgBrfiy9pf6hg8z0GEsHa4XWUghtY9czw0NNNqgzGmUgUaj6jlbK/dSRycOrkhYOd58ptoi\nQIVV3vve94pidH/2Z38Gv/vd7+BjH/uYCKipSMnc9u53vxv+/u//HjZs2AB33XWXqP5HtTpe9apX\nibLe5v7f/va34V3vehesXLlSlPf+xS9+AR/+8IeB3NOopsfEhH2OQOYY6uHRwct56gEvz4EJMAEi\n8HyfAjdh7JwoLJ6sOLTHcPHgxuZl0JzDck73GC4cNLgWlwbD4dy3z1iMFhEWJuHwYSEVaiT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fmZhBf0TDXCJgUz0HM00GQV5yrBA5oGKiQcCXtcOKh/CuxnrewcmoGmrHiio4Oz0HTBuDEBJuBY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0UTd2GbAQEAJCINoIiAAdbVdcxisEhIAQEAJCQAgIASHgFwFxIvQLnxwsBIRAdxNYunQp3nzz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\nEBACbRD4fwAcZrdDVQAgAAAAAElFTkSuQmCC\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -w 10 -h 10 -u in\n", "ggplot(diamonds) +\n", @@ -2260,7 +1310,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2268,28 +1318,7 @@ "package:pandas" ] }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 56, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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SxRBPRCRi5wNQD+/BBz4REUkXQzwRkYgFojONR5TBE+K5Ek9EJDUM8UREInYh\nvwwAkBzn/xDPp7YSEUkXQzwRkYhdyC9DRJga4TqV348d6a2JZzkNEZHUMMQTEYmUxerApWIzkvzc\nWtIjMswd4ovLuBJPRCQ1DPFERCKVXWCCC0BSbFhAjh8RpoYMQDFX4omIJIchnohIpDz18IEK8UqF\nHOF6FYrKGOKJiKRGKfQEiIioahcuVYT4JoEJ8YC7pCa/2Byw4xOR/0yfPhX79u3BnDlvoG/f1GrH\nORwODB8+FGZzOdas2QC9PjAleY1x6NBBrF37Hf744zfk5eVCJpMjMTERPXv2wpgx4xAbGyf0FPH0\n049j9+5d+OabH9C0abzQ06mEK/FERCIV6JV4AIiseGqrxeoI2DmIyD+GDBkGANi8eWON4/bv34vC\nwgKkpg4UXYC3WMx46aUXMW3aw9i6dRNatGiJESNG4dZbhyMsLByff/4Jxo0bib17fxZ6qqLHlXgi\nIpG6kF+GcJ0KBr3/O9N4RP3l5tamanH9siciXzfemIqwsDD89NNOmM1maLXaKsdt3LgOADB06LBg\nTq9OXn55FjZv/hG9evXBzJnPIyamic/+gwf34z//eQr//e8zWLbsKzRpEivQTMWPK/FERCJkszuQ\nW1SOpCZ6yGSygJ0nkk9tJZIMjUaL1NSBKC83YffuXVWOMZvN2LFjOxITk9C1a/cgz7Bmu3fvwubN\nP6Jdu/Z46aXXKwV4AOje/Vo88sg0GI1GrF79tQCzlA6uxBMRiVBOQTlcrsCW0gCX20yW8OZWIkkY\nOnQYfvjhW2zevAEDBtxUaf+uXdtRXm7CnXfeXWkBYPPmH7FixRf488+TkMnkuPLKq3D//Q/6hP39\n+/fiiSem4KmnnkF6+gHs2rUdBkMERo0ai/ffX4Tx4yfiwQcf9jmuyWTCbbcNQocOV2LhwsXVzt0T\nyidMeBgqVfWfMA4ZMgzp6QfRvn0Hn+0WiwVffPEpNm5cjwsXsqDT6dG5c1c88MBDlcY6nU6sWvUV\nvvtuNc6dOwu1WoWOHa/C3Xffjx49rvMZ63A48MUXn+L7779Fbm4OmjdvUek9ihFX4omIRMhzU2ti\noEO894FP7BVPJAWdO3dFYmIyfv55N0ymskr7f/xxPWQyGYYMucVn+/vvL8J///sfFBQUIC3tVgwZ\nkoZTp07i8ccnY+PG9ZWO8+GHi3H8eAbuuGMs2rVrjzvuGAOtVotNmzZUGrt9+xaYzWYMGZJW7bwt\nFjP2799+jFleAAAgAElEQVQDjUaDa6/tWeN71Gq1mDVrDvr0udHn9Y899gj+7//eg1KpwvDho9Cj\nx3XYs+cn/Otf4/HTTzu9Y51OJ55/fgbefvs1lJebMGzYbejdux+OHPkdTzwxpdIK/6xZz+O99xZC\nrVZh+PCRaNIkFs899zSOHj1S4zyFxpV4IiIRCsZNrQAQVVFOU8yVeJK43VtO4c9juUJPo0atOzRF\nrwFXNOoY7oCeho8++gC7du3AoEFDvfuKi4uwb9/P6Ny5K5KTm3m3//77r/j004/Qvft1eO21t6DR\nuGvpJ0x4GJMm3Y/XXnsZPXvegLg4g/c15eXlWLr0S0RHR3u39e2bio0b1+PYsaPo0KGjd/vGjeuh\nVmuQmlr5kwGPnJxs2Gw2XHFFG2g0mnq/788+W4rff/8Vw4bdjqeeegZKpTvCHj36B6ZMmYSXXnoR\nX331HfR6Pdat+x7bt2/FDTf0xuzZr3rvHcjMPI/Jkx/C3Lmv4/rreyEhIRH79+/x1ui/9NLr3k8I\nVqz4AvPnv1nveQYTV+KJiETowiUTgMC2lwQul9NwJZ5IOjyr7Js2/eizfcuWTbDb7ZVuaP3++zUA\ngKlTH/MGeACIiorCXXfdi/JyE7Zs2eTzms6du/gEeODyjbJ/Xbm/dCkfBw/uR58+/RAeHl7tnAsL\nCwEABkNEpX12ux1Llrxf6Z+PPvrAO2bduu+h0+nx2GNPeQM8AHTseBWGDx+JkpJi7Ny5zTsWAJ58\ncqbPzb/NmjXHPfc8ALvdjvXrf6h4L+5PFiZOfMSnxGfMmHFo1qxFte9HDLgST0QkQvlF5VAp5Yiq\nKHcJFE85DVfiSep6Dbii0avcUpGc3AydOnXB/v17UFpaCoPBvYK+ceN6aLVa9O8/0Gd8RsZRAO6Q\nv2PHNp99OTnZAICTJ4/7bE9MTK503h49rkNsbBy2bNmIKVMeg1wux+bNP8LhcGDw4OpLaYDL4b20\ntKTSPofD4RPYPRQKBcaPn4iSkhJkZ19Ely7doNPpKo3r1KkLVqz4AidPnsDgwcCJExlISEhEQkJi\nlWPd7/eE999KpRJXXNG20tirr74GmZnnanxfQmKIJyISofxiM5pEaAPamQYAtGolNGoFitmdhkhS\nhgy5Bb/+ehjbt2/BsGG3Izv7In777RcMGjQUer3vJ3hGoxEA8OmnH1V7vJIS33BdVcmLXC7HoEFD\n8Pnnn+Lw4XR069YDGzasQ1RUNHr2vKHG+SYkJEAulyM7+yLsdrvParpGo8GuXQd8xt977xicO3cW\nALy1/9Wt9HseDGU2myvGm5CQkFTjWIvFPba0tBRarQ5yeeXilIiIyp8aiAlDPBGRyJRb7DCW25CS\naKh9sB9EhqlRzHIaIkkZMOBmzJ37BrZs2Yhhw27Hxo0b4HK5kJZ2a6WxOp0OSqUSmzf/BIVC0ajz\nDhkyDJ9//im2bNmE+PgEZGQcxahRd/qE8qro9WHo1q0HDhzYhwMH9uH663vV+ZyeB1bl5eVVud+z\nuh8ZGQkA0On0yM+v+v4Iz9iICPdYg8GAvLycSn9YAO77AsSMNfFERCJzqcS9QhQbWflj40CIClOj\n1GSDw+kMyvmIqPHCw8PRt++NSE8/gNLSUmzdugkJCYno1q1HpbFXXNEWdrvdW0LyV7/+ehjvvrsA\nv/xyuE7nbd36CrRr1wG7d+/0doSpqSvNX40YMRoA8O67C2Cz2Woc63K5vP8dERGJpk3jcfbsaRQX\nF1Uae/jwIQBAq1atAQBt27ZDcXExzp49U2nsL7+k+4xt374j7HY7jh2r3Immqm1iwhBPRCQy+UWe\nEF/10xj9LTJcAxeAkrKaf6kSkbgMGXIL7HY7Vq/+GsePH8PgwWlVluClpblvSJ0//02ftpRlZUa8\n+eYrWLZsab3Pm5ubgxUrPkfLlino0OHKOr3uxhv7Y/DgNJw6dQJPPDEF2dnZlcbk5+fh5Zf/hzNn\nTvu8l7S0W2E2m7Fw4Vw4HA7v9mPHjuCbb1YiIiISN9zQB8DlG3Dnzn3dW2IDAFlZmVi69EOo1WoM\nHDioYqz7JuF3310Ak8nkHbthw1qcOOF7n4DYsJyGiEhk8ovdH+EGLcSHeW5utSDaUP/Wb0QkjOuu\nux5NmjTB0qX/BwBVltIAwLXXXo8RI0Zj1aqVuOeeMbjhht5QqdTYsWMrcnNzcMcdY9C5c5c6n/fm\nm4fgnXfmITv7IiZNmlyvOc+c+TwiIiKxcuUXGDv2dnTvfi1SUlpBJpPjzz9PIj39ABwOB1JSWuPf\n/37G+7p7730A+/btwbp13+P48Qx069YDBQX52LlzOwDgxRdf8pbdpKXdip9+2omdO7fh/vvvxPXX\n90JZWRl27doOk8mE6dNnIDHRXTPfqVMXjB17F5Yv/xwTJtyN66/vjZyci9i1aweSk5shKyuzXu8v\nmBjiiYhEJr84uOU0lx/4xJtbiaREoVBg0KA0fPHFp+jUqYtPb/i/e/LJGbjyyquwevXX2LBhLZRK\nJZo3b4mJEx+p9GCo2kRHR6Nr1+44cGCfT5/6ulCpVHjssScxdOgt+OGHb3Ho0EEcOfI7bDYbmjSJ\nxcCBg9C//0D07t3P52ZTjUaLBQvew7Jln2DjxvVYvforGAwR6NPnRtx773i0bdvOO1Yul+P//b9X\n8fXXK/DDD9/iu+/WQKfTolOnLhg37l6fJ9QCwLRp09GiRQq+/no5vv12FeLj4/Gf//wXR4/+gW++\nWVmv9xdMMtdfi47+ofLySoWeQr3FxRkkOW8p4TUOPF7jqi385jekH8/D3Gl9EBHW+BaTtV3nn367\niCU/HMUDQzugX+eqOzpQzfi9HHi8xoFX12vscDgwcuQtaNGiJRYseD8IMwstf32oVmOwJp6ISGTy\ni8uhVslh0KtqH+wHl1fi2aGGiGq3Zs03uHQpH7feOkLoqfyjsZyGiEhk8ovMiI3UBbxHvEdkmLsO\nnr3iiagmzz77b2RlZeHUqRNo1ao1Bgy4Segp/aNxJZ6ISERMZhtMFnvQbmoFLt/YWmJiiCei6kVH\nx+D8+bO46qprMGfOm7X2hqfA4tUnIhKRyze1Bi/Eh+tUkAEoLWOIJ6LqPfXUM3jqqWdqH0hBwZV4\nIiIRCXZnGgCQy2UI16tQYmKfeCIiqWCIJyISESFW4gEgQq9GKctpiIgkgyGeiEhEvA96igpuiDfo\nVSgz22F3OIN6XiIiahiGeCIiEckvCn45DQBvP/pSltQQEUkCQzwRkYhcKjFDo1IgTBvcvgMGnSfE\ns6SGiEgKGOKJiESksNSCaIMmaD3iPQxh7gdLsc0kEZE0MMQTEYmEze6EsdyGqIonqAZThL5iJb6M\n5TRERFLAEE9EJBLFRgsAINqgCfq5DXo+8ImISEoY4omIRKLI6A7QUeHBD/ERLKchIpIUPrGViEgk\nCitW4qMEWIlnOQ2RdKxd+x1efvl/tY57+eU30K9fap2Pu3fvXtx3330YPXocHnvsyUbMkIKBIZ6I\nSCQKSyvKaQRYiWc5DZH0dOnSDV27dq92f8uWKfU6XnJyMsaPn4irrrqmkTOjYGCIJyISiSIBV+J1\nGgWUChlbTBJJSNeu3fHggw/77XjNmjXz6/EosFgTT0QkEkUCrsTLZDIY9GqUsJyGiEgSuBJPRCQS\nnnKaSAFaTALuuviLl8oEOTcRBU5RURGWLVuK3bt3Ijv7IgAgMTEZgwYNwV133Qel0h0Hq6qJHzXq\nViQkJGLo0GF4772FMJvLcdttIzFt2hOCvR9yY4gnIhKJIqMFEXoVlAphPiQ1hKlwNscJi9UBjVoh\nyByIyL+MRiMmTbofOTnZ6NOnH/r2TUVRUSG2b9+KxYvfQUlJCaZOfbzGY5w58yfeeutVDB6cBrvd\njquvZs28GDDEExGJgMvlQqHRgoQYvWBziPjLza1xap1g8yBqiMKsjTAVHRF6GjXSR12J6OSb/Xa8\nQ4cOYsmS96vcl5Z2KxITk7Bq1Ve4cCELM2Y8h1tvHe7dP378RIwbNxIbN66vNcQXFRXh8cefwqhR\nd/pt7tR4DPFERCJQbnHAanMK0iPewyfERzHEE4nd4cPpOHw4vcp9Xbt2R2JiEnr2vB4GgwFDhw7z\n2R8fn4CkpGScP3+uTudKTR3Y6PmSfzHEExGJQKGAT2v1MFQ88Im94kmKopNv9usqtxSMHz+x1m4y\n7dp1QLt2HWAymfDHH78hM/M8zp8/h6NHj+D8+XNwOBy1nkelUiE2Ns5f0yY/YYgnIhIBITvTeESw\nVzxRyLFYLFi8eBHWrPkGZrMZABAX1xSdO3dFVFQ0Ll3Kr/UYGo1wP5eoegzxREQiIGSPeA/PA5/Y\nK54odCxcOBerVq1EaupAjBw5Gm3atEVERCQA4O67R9UpxJM4McQTEYmAp72koDXxFeU07BVPFDo2\nblyP6OgYzJ79CmQymXe7xWL2tpt0uVw++0ga+LAnIiIR8NTERwnUIx64XE7DlXii0KHRqGG1WlBa\nWurd5nA4MHfum7BY3D937Ha7UNOjRuBKPBGRCHhr4gUtp6lYiWeIJwoZgwal4YsvPsVDD92Lvn1T\n4XA4sG/fzzh37iyioqJRVFSI4uJixMbGCj1VqieuxBMRiUCR0QKlQoZwnUqwOaiUCmhUChjLWU5D\nFComTZqMBx98GHK5HKtWfYUdO7YiISEJb721EPfdNwEAsGfPLoFnSQ0hc7lcLqEnYbfb8dlnn2HF\nihXIzMxEXFwcRo4ciUmTJkGlqv0X2l133YWDBw9Wue/FF1/EuHHjanx9Xl5pjfvFKC7OIMl5Swmv\nceDxGl/25KKfoJDL8Nojvfx+7Ppc56fe+QkyAK9P7u33eYQyfi8HHq9x4PEaB0dcnMEvxxFFOc2s\nWbOwfPlydO/eHQMGDEB6ejrmz5+PjIwMzJ8/v9bXZ2RkoFWrVrjlllsq7bv66qsDMWUiIr9xOl0o\nNlrROjlC6KkgXKtCTmG50NMgIqJaCB7i09PTsXz5cgwePBjz5s2DTCaDy+XCzJkzsXr1amzduhX9\n+/ev9vWZmZkwGo0YNWoUpk2bFsSZExH5R3GZFU6XS9Ae8R5hOhUsuUbY7E6olKy4JCISK8F/Qi9b\ntgwAMHXqVG97I5lMhunTp0Mmk2HlypU1vj4jIwMA0L59+8BOlIgoQLw94kUQ4j01+WVm1sUTEYmZ\n4CH+wIEDiI6ORrt27Xy2x8fHIyUlBfv376/x9QzxRCR1YuhM4+EJ8by5lYhI3AQN8VarFdnZ2WjR\nokWV+5OTk1FSUoKCgoJqj5GRkQGZTIaDBw9ixIgR6NKlC/r164eXXnrJpycqEZFYiaFHvEeYzl1l\nWcYQT0QkaoKG+KKiIgCAwVD1Xbqe7TWF8YyMDLhcLsyfPx9XXnklRo8ejZiYGHzyySe46667YDQa\n/T9xIiI/8pTTiGIlXutZiefDX4iIxEzQG1s9TwhTq6teffJs9zxR7O+cTiciIiLQsWNHvP/++4iP\nj/duf/HFF7F8+XIsWLAAzzzzTI3ziI7WQ6lUNPRtCMZfLYqoerzGgcdrDJTbnACA1i1jEBcbHpBz\n1PU6J8a7x8mUCv6/qSder8DjNQ48XmPpEDTEa7VaAIDNVvXHtlar+6mBOp2uyv1yuRwrVqyocvuM\nGTPw7bff4ocffqg1xBcWmuozbVFgL9fA4zUOPF5jt+z8MgCA02oPyPWoz3V22hzuOeWV8v9NPfB7\nOfB4jQOP1zg4/PWHkqDlNOHh4ZDL5dWWvHjKaKort6lJWFgYUlJSkJeXV+1KPhGRGBSVWqDXKKFR\nCf+JYBhvbCUikgRBQ7xarUZSUhIyMzOr3J+ZmYmYmBhERUVVub+kpATp6ek4ffp0lfvNZjPkcjmU\nSsHb4RMRVauw1IIoEdTDA39pMckQT0QkaoK3mOzevTvy8vIqBfGcnBycOXMGnTt3rva1f/zxB8aN\nG4dXX3210r7c3FxkZmaiY8eOUCiEX90iIqqKxeaAyWJHtAg60wBsMUlEJBWCh/jhw4cDAN5++204\nne6bu1wuF9566y0AwNixY6t9bffu3REXF4cdO3b49JO3Wq2YPXs2bDYb7r777gDOnoiocbwPehLJ\nSrxeo4QMXIknIhI7wetMevXqhbS0NKxduxZjx45Fz549cejQIRw4cACDBw9Gamqqd+yCBQsAANOm\nTQPgLseZPXs2pk6divHjx2PIkCGIiorC7t27cerUKdxyyy0YOXKkEG+LiKhOPA96EsPTWgFALpdB\nr1XCaGaLSSIiMRM8xAPAa6+9hjZt2mDVqlVYunQpkpKS8Oijj2LixImQyWTecQsXLgRwOcQDQP/+\n/bFs2TK888472LZtGywWC1q1aoXnn38ed911l8/riYjEplBEPeI9wnQqltMQEYmcKEK8SqXClClT\nMGXKlBrHZWRkVLm9S5cuWLx4cSCmRkQUUEWl7la6YlmJB9x18ZeKzXC5XFwIISISKcFr4omI/snE\n9LRWj3CdCg6nC2arQ+ipEBFRNRjiiYgEVCiymngACNOyzSQRkdgxxBMRCajQaIFMBkSEqYSeileY\nzl1paTQzxBMRiRVDPBGRgIpKLYgMU0MhF8+P48sPfGKHGiIisRLPbw0ion8Yl8uFIqNVVPXwAB/4\nREQkBQzxREQCKTPbYXc4RVUPDzDEExFJAUM8EZFAvDe1imwlPkzHG1uJiMSOIZ6ISCBi7EwDAOEV\n3Wl4YysRkXgxxBMRCcTbI15kId7TnYYr8URE4sUQT0QkkKJS8T3oCfhrTTy70xARiRVDPBGRQAqN\nnnIatcAz8aVRKaBUyHhjKxGRiDHEExEJRKwr8TKZDGFaFcpYE09EJFoM8UREAik0WqBWyqHTKIWe\nSiV6rRImM8tpiIjEiiGeiEggRUYrogwayGQyoadSiSfEu1wuoadCRERVYIgnIhKA3eFEaZlVdJ1p\nPMK0KjhdLlhsDqGnQkREVWCIJyISQLHRChfE96AnD31FiQ9LaoiIxIkhnohIAGLtEe+h1zLEExGJ\nGUM8EZEAvE9rFetKfEWIZ4caIiJxYognIhKAWHvEe+g17gc+mSxciSciEiOGeCIiAXjLaUS+Es9y\nGiIicWKIJyISgOdBT1EirYkPY4gnIhI1hngiIgEUGa0AxBviPd1pWBNPRCRODPFERAIoLLUgXKeC\nSinOH8N6LWviiYjETJy/PYiIQlyh0SLaVXjgn1UTb7uUD+vFC3A5nUJPhYiozpRCT4CI6J+m3GKH\nxeoQ7U2twD+jJt5psyFvxZco3roZAKBJaYWkR6ZC1aSJwDMjIqodV+KJiIKsSOTtJQFAq1FCBsAU\nwjXx+V+vRPHWzVAnJSGsU2dYzpxG5luvw2m1Cj01IqJaMcQTEQWZ50FPYl6Jl8tk0GmUIVsTb8o4\nhqJNP0KVkIAWz/4XSdMeR9SAgbDlZOPSt6uFnh4RUa0Y4omIgkwKIR5w18WXhWg5zaXV3wAAEiZM\nhFyjgUwmQ+wdY6CMjUXhxg2wFxcJPEMiopoxxBMRBZmUQnworsSXnzqJ8hPHob+6E3Str/Bul2s0\niBmcBjgcKNq2VcAZEhHVjiGeiCjILod4rcAzqZleo4TF6oDdEVpdW4o2bwIAxAwZWmlfRK/ekOv1\nKN62FS576P0BQ0ShgyGeiCjIpLISH1bRK748hFbjnRYLjIfToWoaD137DpX2yzUaRNzQG47SEpiO\nHRFghkREdcMQT0QUZIVGC1RKubeNo1jpQrDNpPHwIbisVhiu6wmZTFblGEOP6wAApQf2B3NqRET1\nwhBPRBRkhaUWRIdrqg2RYuHtFR9CK/Gl+/cCAAzX9ax2jPaKK6CIjILxUDpLaohItBjiiYiCyO5w\norTMiiiRl9IA7pp4ACgLkV7xTpsNpiN/QJWQAE1ScrXjZHI5wrt1h7OsDOUnTwRxhkREdccQT0QU\nRMVGK1wAYqQQ4itq4kOlnMZ88gRcVivCru5U69iwq68BAJiOsi6eiMSJIZ6IKIg8N7VKYiU+xGri\ny37/FcDlgF4Tffv2gEIB09E/Aj0tIqIGYYgnIgqiQqM0OtMAoVcTX/b775Cp1dC1b1/rWLlWB13r\nK2A+fRoOU1kQZkdEVD8M8UREQeRtLxku/hCv17jLaUKhJt5RWgprViZ0V7SFXKWu02v0Ha8EXC6U\nZxwL8OyIiOqPIZ6IKIgKS80ApLES7ymnKQ+BchrPDaq6du3q/Bpd23YVrz0ZkDkRETUGQzwRURBJ\n5UFPwOUQXxYKIf7EcQCArk3bOr9G26o1IJPB/OepQE2LiKjBGOKJiIKosNQCmQyIDK9bSYeQQqkm\nvvzkcUChgLb1FXV+jVyrhaZZc5jPnGa/eCISHYZ4IqIgKiy1ICJMDYVc/D9+VUoFlAo5TBKviXda\nrTCfPQtty5aQa+r3CYi2TRu4bDaYz50L0OyIiBpG/L9FiIhChMvlQpHRIoke8R5hWqXkW0xazp0F\nHI56rcJ76Fq3AQCY/2RdPBGJC0M8EVGQlJbbYHe4ECWBzjQeeq1S8jXx5jNnAADalFb1fq22lfs1\nlrNn/TklIqJGY4gnIgqSooqbWmMMWoFnUnd6rRLlFjtcLpfQU2kw85k/ATQsxKuaxkOm0cJ8jiGe\niMSFIZ6IKEguP61V/De1eug1KjicLlhsDqGn0mDmM6ch1+mgahpf79fK5HJomjeH9UIWnBZLAGZH\nRNQwDPFEREEipfaSHt4ONRItqXGYTLBlZ0PTMgWyBt5MrG3REnC5YMnK9PPsiIgajiGeiChILod4\n6ZTT6CQe4i2Z5wEA2pYpDT6GpmVL97FYF09EIsIQT0QUJJJeiZdor3hrRYjXNGvW4GNoW1SE+PMM\n8UQkHgzxRERBUmisCPFS6k6jUQEAyiTaK96SlQUAUCc3PMSrE5MAhcJ7LCIiMWCIJyIKkqJSC/Qa\nJTRqhdBTqTO91MtpsjIBudwdxBtIplRCHR8Pa1ampLv0EFFoYYgnIgqSglKLpEppAECvkW6Id7lc\nsGZlQh2fALlK1ahjqZOawWk2w15Q4KfZERE1DkM8EVEQWKwOlFvskgvxUq6JtxcUwFleDnVycqOP\n5ampZ4caIhILhngioiDw1MNHSSzE67XSrYn3BG5NI+rhPTQVfwhYWRdPRCLBEE9EFASFJWYA0rqp\nFbhcE18uwXIaqyfEN6IzjYc6qWIl/gJX4olIHBjiiYiCwNuZJkKaIb5MgiHekukO3Ork5o0+liou\nDjKViivxRCQaDPFEREHg7REvsZV4nUYJGaRZE2/JyoRMrYYqNrbRx5LJ5VA1jYctN4cdaohIFBji\niYiCQIoPegIAuUwGrUYJk8Rq4l12O2zZF6FOSoZM7p9fder4eDjNZjhKiv1yPCKixmCIJyIKAqmG\neMDdoUZqK/HW3By47Ha/1MN7qOIT3MfOyfHbMYmIGoohnogoCApLLVAq5AjXNa5fuRD0GqXkauKt\nmf7rTOOhrgjxtuxsvx2TiKihGOKJiIKg0GhBtEENmUwm9FTqTa9VwmJ1wOF0Cj2VOrNcvAAAUCc1\nvke8h9q7Es8QT0TCY4gnIgowu8OJEqNVcje1enh6xUvpqa22ipIXdUKC346pSogHwBBPROLAEE9E\nFGAlZVa4IL0HPXnoJfjUVmtONmRKJZTRMX47piLcALk+zPsHAhGRkBjiiYgCzHNTa4xBK/BMGkav\nqQjxElmJd7lcsOXmQBWf4LfONAAgk8mgToh33zTrcPjtuEREDcEQT0QUYJ4QL9WV+DCttEK8o6QE\nzvJyqJvG+/3YqvgEwOGA7dIlvx+biKg+GOKJiAKsqOJprVHhaoFn0jCemvgyifSK99Ssq+L9H+K9\nHWpYF09EAmOIJyIKsOIyKwAgSrI3tkqrJt4TsP15U6sHO9QQkVgwxBMRBVix0R3iI8MkuhIvsZp4\nz8OYPIHbnzyr+wzxRCQ0hngiogArKnOX00RKtJwmTGItJi+X0wRgJb6izt6WzQ41RCQshngiogAr\nMVqhUSmgVSuFnkqD6Lw3tkqjJt6Wkw25TgeFweD3Y8u1Wiijo7kST0SCY4gnIgqw4jKrZFfhgb90\np5FATbzL6YQtN9fdXjJAT8dVNY2HveASnFZrQI5PRFQXDPFERAHkdLpQYrJKth4euFwTXyaBchp7\nwSW47HaoA9CZxkMVF+c+16X8gJ2DiKg2DPFERAFUarLC5QIiJdqZBgDUKgWUCrkkauIDeVOrhyrW\nHeJtDPFEJCCGeCKiACqSeGcaD71WKYma+EDe1OqhahILALDlMcQTkXAY4omIAsjTI17qIT5Mq5RE\nTbwtu6JHfCDLaTwr8fl5ATsHEVFtGOKJiAKoWOLtJT30GiVMZjtcLpfQU6mRNdddTqNqGsia+IqV\neIZ4IhIQQzwRUQBdftCTdGviAUCvVcHhdMFqcwo9lRrZ8vIgDw+HQq8P2DkUEZGQKZWwXboUsHMQ\nEdVGFCHebrfj448/RlpaGjp16oSBAwdi0aJFsNnqX3/pcDgwZswYtG/fPgAzJSKqH085TZTUV+K1\nng414q2LdzmdsF/K95a7BIpMLocyNpYr8UQkKFGE+FmzZmHOnDmIiorCfffdh/j4eMyfPx9PPvlk\nvY+1dOlS/PLLLwGYJRFR/RUbK8ppJF4Tr5dAr3h7URFcdnvAQzzgvrnVaTTCaS4P+LmIiKoi+OMD\n09PTsXz5cgwePBjz5s2DTCaDy+XCzJkzsXr1amzduhX9+/ev07HOnj2LefPmBXjGRER1V1xmhUwG\nGPQSD/Eaz1NbxRviPSvjnj7ugeS9uTUvH5rmzQN+PiKivxN8JX7ZsmUAgKlTp3qfrieTyTB9+nTI\nZDKsXLmyTsdxuVx47rnn0LRpU6SkpARqukRE9VJcZkWEXg25PDBPDw2WMK0KgLhDvD3f3fIxKCvx\n7FBDRAITPMQfOHAA0dHRaNeunc/2+Ph4pKSkYP/+/XU6zpdffol9+/Zh9uzZ0Gq1gZgqEVG9FRul\n/XijmCwAACAASURBVLRWDynUxFvzcgEAqtjYgJ/L26GGD3wiIoEIGuKtViuys7PRokWLKvcnJyej\npKQEBQUFNR7n4sWLeP311zFq1Chcf/31gZgqEVG9ma12WGwOST+t1cNbTiPmmnjPSnxc04Cfy/vA\nJ67EE5FABA3xRUVFAACDwVDlfs/20tLSGo/zwgsvQK/XY8aMGf6dIBFRI4TKg56Av9zYKuJyGlt+\nHiCTQRUTE/BzXS6n4Uo8EQlD0Btb7Xb3LwO1uupfcJ7tFoul2mOsXr0aO3bswPz58xEREdGgeURH\n66FUKhr0WiHFxVX9xw/5D69x4IXyNc4tdYf4xKbhgr/Pxp4/2eIAALjkMsHfS3XOFORDExeLponR\nAT+XKzYcp7VauAovea+HWK9LKOE1DjxeY+kQNMR7ater6wdvtbp/Aep0uir35+fnY86cObj55psx\nePDgBs+jsNDU4NcKJS7OgLy8mj+hoMbhNQ68UL/GZ7PcnzaqZBD0ffrjOlvK3T+PLxWYRPn/zGmz\nwlpQCF279kGbn7JJLMqzc5GbW4KmTSNEeV1CSaj/vBADXuPg8NcfSoKW04SHh0Mul8NoNFa531NG\nU125zaxZs+BwOPDCCy8EbI5ERA1V5OkRHwI18WEi7xNvv3QJcLmC0l7SQxUXB5fFDGdZWdDOSUTk\nIehKvFqtRlJSEjIzM6vcn5mZiZiYGERFRVW5f8OGDQCAvn37Vrm/ffv2SE5OxpYtW/wzYSKieigJ\noZp4ndrTnUacId7bIz4I7SU9fG5ubZUYtPMSEQEieNhT9+7dsWbNGpw+fRqtWrXybs/JycGZM2dq\nfNDT1KlTq9z+5ZdfIj8/H1OnTq12FZ+IKNA8N7ZGhECIl8tl0GmUor2x1ZYXvAc9eVwO8by5lYiC\nT/AQP3z4cKxZswZvv/025s6dC7lcDpfLhbfeegsAMHbs2GpfO23atCq3b9q0Cfn5+dXuJyIKBs9K\nfITEn9bqodcoYbKIs0+8ECvxyibuLjj2WtogExEFguAhvlevXkhLS8PatWsxduxY9OzZE4cOHcKB\nAwcwePBgpKamescuWLAAQPXhnYhITErKrFAq5NBppNf9qiphWiVyi8qFnkaVvCvxwQzx0U3c5y5k\niCei4BM8xAPAa6+9hjZt2mDVqlVYunQpkpKS8Oijj2LixImQyS4/qnzhwoUAGOKJSBpKTVZEhql8\nfo5JmV6rhNnqgMPphEIu+AO/fdjy8yFTq6FoYKvhhvD0o7cXXAraOYmIPEQR4lUqFaZMmYIpU6bU\nOC4jI6NOx1uzZo0/pkVE1GAulwvFZTY0bxom9FT8Rq9VAQDKLQ6E68QW4vOgio0N6h9MiogIQKGA\nnSvxRCQAcf0UJiIKEeUWB+wOZ8jUwwPumngAKDOLqy7eYTLBaTJ5bzQNFplcDlV0DGyXGOKJKPgY\n4omIAqDEFDqdaTz0nl7xIutQ4ylnUQY5xAOAMiYGjpJiOKt5aCERUaAwxBMRBUBJCLWX9BBriLdd\ncod4VZMmQT+3MiYGcLlgLSgM+rmJ6J+NIZ6IKAD+P3t3HiVXfR36/ntqnoce1IPmAUmAkJgkMQgx\nGgLONRBfLuTZYJMAGSB2YpwVO3k398ZJlu/yy3UCxkNwiIfExBgbjGeMhcwkJCQkMQhJSGpJ3WpJ\nPVV1zXOd90cN3ULd6q6uU1WnS/uzFmvRVXXO+XWpV9WuXfu3d7O1lwRwFmvi9Ta1NTtS6NNuaql/\nEG8uXjNVbHEphBD1IkG8EELUQDMNeirRa018ptinvSGZeH+hQ01qSDrUCCHqS4J4IYSogWYup0no\nrJymkZn40sCntExtFULUmQTxQghRA5Em3tga01kQnwkEwGjE5PPV/dpmf6mcRjLxQoj6kiBeCCFq\noFRO422qIF6fNfGZkWHM/haUBgygMhUHPklNvBCi3iSIF0KIGgjH0xgNSjl73QxKNfFxHdXEq9ks\nuVCoHEzXm8HhQLFaSUsmXghRZxLECyFEDYRjadwOM4Y6ThCtNacOW0xmggFQ1boPeipRFAVzSysp\nqYkXQtSZBPFCCFED4VimqdpLAphNBkxGRVc18dmR0qCnxmTioVBSk41EyadSDVuDEOLsI0G8EEJo\nLJXOkcrkmmpTKxSyzg6bWVc18ZliZxpzS2My8TDWZrI0OVYIIeqheYo1hRBCJ0JN2JmmxGE11bRP\nfC6XZ8drR9j/9klUYOXqTi69chFG48Q5p2yxR7ypAT3iS0r96TOBAJau7oatQwhxdpFMvBBCaKwZ\ne8SXOG0m4sksqqpqfu58Ps+vfvQuO7f0ksvlyWXz7NzSyws/fm/S65Uz8Q0M4suZ+GCgYWsQQpx9\nJBMvhBAaKwfxTVYTD2C3mcjlVdKZPFaLUdNzb3/1CL09AeYv9nPT7asAlV/88F0OHxjm7e3HWLNu\n/mnHZEeKmfgGDHoqKXXGyYxIOY0Qon4kEy+EEBoLx5uvR3yJs0a94oMjMXa93ovbY+XG287HbDFi\ntpi48bbzsNpMbH/1CIni8zpeJjCM0e3GYGncc20uBvHZ0WDD1iCEOPtIEC+EEBpr5nKaUq94revi\nd27pRVXhiuuXYbGOfUlsd1hYu2ERmXSOt944dsoxaj5PdmQEU4PaS5aUJsVmg6MNXYcQ4uwiQbwQ\nQmismYN4p70YxCe0C+JDwQQH3hugpd3J4uWnB+TnrunC7jDz3u7jZLO58u25SAQ1m21oPTyAwWbH\naLdLJl4IUVcSxAshhMbGauLNDV6J9lzFcppoQrtymre296GqcPHlC1AmGI5lMhtZubqTVDJLz/6x\noUqlGvRG1sOXWFr85EYlEy+EqB8J4oUQQmPhWBoFcDVhEO+0F34nrcppstkcB/YM4nRZWLpyzqSP\nW7m6C4AD7w2MHVvsBmP2N27QU4mltZVcNEI+U7v2m0IIMZ4E8UIIobFQPIPLYcZoaL6XWJe9lInX\nJlg9enCEdCrLOed3YDCcnoUv8bU4aOtwcexwkFTxA0Q2WChfMbX4NVlLNSzFza2SjRdC1EvzvcMI\nIUSDhWPppqyHB+2D+P3vFDLrK1Z1TvnYJSvayedVensKGfhSDbrJp4cgvrCGrATxQog6kSBeCCE0\nlMnmSKSyTdkjHrQN4hPxNL09I7R1uGhpd075+PmLC4HysSOF4L1UTmPSSTkNSJtJIUT9SBAvhBAa\nisQLwW0z9oiHcTXxGgTxvYcCqCosO3fyWvjx2jrcWG0mjh0JoqpqoZxGUTB5vVWvpVrWVukVL4So\nLwnihRBCQ6Embi8J4LCZUBRtMvFHDha6yyxcNr3uMgaDwrxFfqLhFKFggmwwiNHjQTE1fvi4RQY+\nCSHqTIJ4IYTQUDP3iAcwKApOm7nqID6XzdN3OIDHZ8Pf6pj2cfMWFUpq+g4HyI4GdVEPD+OCeBn4\nJISoEwnihRBCQ2M94psziIdCSU215TTH+0bJpHMsWtY2YW/4yZSC+GOHhlEzGUx+fQTxZr8PFEUy\n8UKIupEgXgghNBSOlzLxzdcjvsRlNxFLZlFVdcbnOHqoslKaEo/PjtNlYfBEBEA3QbzBZMLodkt3\nGiFE3UgQL4QQGmr2mngoTG3N5VUSqdyMz9F/dBSTyUDXvMo3pc7p8hBP5EgaHboY9FRi8vnJjgar\n+nAjhBDTJUG8EEJo6Gwopym3mZzh1NZ4LE1gKEbnPC9GU+VvQ3O63QCEbW26qYkHMPl8qOk0+US8\n0UsRQpwFJIgXQggNNfvGVqi+zWT/0ULdeKm+vVJzujxAMYjXSTkNjJX2yOZWIUQ9SBAvhBAaisQz\nOG0mTMbmfXmtduBTaVjT3IW+GR3f3lnMxFt1FsT7SlNbZXOrEKL2mvddRgghGiAUSzd1Fh6qD+L7\nj45isZpo63DP6HirzYRLSRC2tWH0zuyDQC2YfIW1SBAvhKgHCeKFEEIjuXyeWCLT1PXwUF0QH42k\niISSdM33YjBMv7XkB3kyQXIGC+G4fjaRjpXTSBAvhKg9CeKFEEIjkXgGleauh4fqauIHj4cB6Jzr\nqW4NsUEAAkOxqs6jpbFyGqmJF0LUngTxQgihkbOhMw1Ul4kfKAbxHd0zD+LzqdRYED+sxyBeMvFC\niNqTIF4IITQy1pmmeQc9QfVBvKKMbU6diWwwiDNVyHbrKRNvcDpRTCbJxAsh6sLU6AUIIUSzaIZB\nT8OJAFtPbOdIuI+8mmeeq5sNcy9jjqOt/BiXvfDWUWk5TT6fZ+hEBH+bE4t15m8/2WAAay6O2ZDX\nVSZeUZTywCchhKi1il9Fn376aW6++WZcLlct1iOEELNWOD57g/hENslPe37Fy8deR2Vss+j+4EE2\nH3uV25bewnXzr0JRFMwmIxazgWgiW9E1RgZjZLP5qkppoFCuogA+p4HhQJxsNofJZKzqnFox+f0k\nDh5AzeVQjPpYkxCiOVUcxP/P//k/+cd//Eeuu+46br31VjZs2IBRXqiEEIJIrJCZnm1BfCAZ5LHd\nTzAQH6TD0c5NC69jdfv5GBUD7wy/xw8P/JRnDv6MdC7DzYuvBwolNZWW02hRDw9j3V/8fgtDkTSj\nIwnaOvSRWDL5fKCqZMNhzDrqYS+EaD4VB/H/5//8H37yk5/w/PPP88tf/hK/38+HP/xhbr31Vlat\nWlWLNQohxKxQKqfxzqKNrSdjA3xl978xmgpx7bwN3LrsFsyGsbeGSzouZIl3EV/e+XV+dvh5Fnjm\ncn7rSlw2MwOjiYquVQ7iq+xMkykG8S1z3NA7QmAoqpsg3ljc3JobDUoQL4SoqYo3tt522238+7//\nOy+99BJ/9Vd/RWdnJ//xH//BHXfcwS233MLjjz/OiRMnarFWIYTQtVI5jXuWZOIPh3r58ptfZzQV\n4ralt/Dfl3/klAC+xG/z8cAFn8CkGPnPvU+TzCZx2s2k0jmyufy0rzdwPIzFasTf6qhq3dlgAIC2\n+YU6fT3VxcvAJyFEvcy4O01bWxuf/OQneeaZZ/j5z3/Ogw8+iNPp5F/+5V+4/vrrueeee3jmmWdI\nJCrL1AghxGwViqaxW41YzfovMdw78j6P7n6ceDbBx1fewYcWXnPGx893d3PjousIpyM8f3RzxR1q\nkokMoUCCOV0eFGXmQ56g0IddMZlomdsCwOiIft5nZOCTEKJeNGkxuXTpUjZs2MDll19OR0cH+Xye\nN954g7/+679m48aNfOMb3yCfn362RgghZqNQLIXHaW30Mqa0Y2A3X3/7W+TVPPdfcA+Xd6+d1nEf\nWnA1PquX3/a9itWeA6YfxA+e0KYeHgqZeJO/BYfTgtliZDQYr/qcWpGBT0KIeqmqxeS+ffv46U9/\nyi9/+UtOnDiBqqqsWrWK++67j5tvvpn33nuPf/3Xf+WRRx5hZGSEv/mbv9Fq3UIIoSvZXJ5oPEN3\nq7PRSzmjl45t4en3n8NqtPLHqz/JOf4l0z7WYrRw/YKN/OjATwlY9wNt024zOdCvTRCvZrPkwmEs\n5yxHURS8fjvBkTiqqlad4deCDHwSQtRLxUF8X18fP/3pT/n5z39OT08PqqrS2dnJ/fffz6233srS\npUvLj92wYQPr16/nQx/6EM8++6wE8UKIphWJZ1ABr0uf9fCqqvKznuf51dEXcVtcPLjmPua7uys+\nzxVd6/jF4Rc4kdsLbJh2Jr60qXVO98yHPAFkQyFQ1XLZiq/FzvBAlGg4hdtrq+rcWijXxAclEy+E\nqK2Kg/gPfehDANjtdj7ykY9w2223cdlll02aATGbzXi9XgwGGQ4rhGheoVgKAK8Oy2myuSzfee8p\ntg/spN3eyoNr7qPd0Tqjc9lMVi7puJBX+7di8A4TiU8dxKuqysDxCF6/HXuVnXtKGe5SxtvrL2yS\nDQUTugjiDRYLBoeTbEgy8UKI2qo4iL/sssu47bbbuPHGG3E4ptdh4LHHHqO1dWZvGEIIMRuMRgud\naXw6y8THMwm+9vK/sWfwfRZ7FvBHqz+J21JdO8bLuy7l1f6tGNv6yx15zmQ0kCCdyrJoWfXvA6XO\nNCZ/YVOr128HIBSMM2+RPlo6mvx+soGRRi9DCNHkZtRicuXKlWcM4N98802++tWvln+eP3/+tAN+\nIYSYjcIx/U1rHUkE+b87v8aewfe5sH0Vn7roj6oO4AEWuufTZm3H6B8gGJ+6vaNWQ55grOuLyV8o\nW/G2FIP4gI461Hi95BMJ8umpP+AIIcRMVRzEf/7zn2fTpk1nfMwLL7zA448/PuNFCSHEbDMaLZTT\n+Fz6KKfpixzn/775GCdjA3x4+fX84aqPYzGaNTm3oiisabsAxaByIn14ysdrVQ8P44P4Qibe11JI\nEI0G9RTEF+viQ1IXL4SonSnLaZ555hlefPHF8s+qqvLzn/+cvXv3Tvj4TCbDtm3b8BU39wghxNmg\nPK1VB5n4vYH3+eY73yWdy/DRc/4bd150C0NDEU2vcXHnKjb1v0iA3ikfO9gfxmgy0Dqn+m8BPlgT\nb7ObsdpMhHQUxBu9XgByoyFon9Pg1QghmtWUQfxVV13FP/zDPxCPF/rwKopCT08PPT09kx5jsVj4\n1Kc+pd0qhRBC50LFmvhGd6fZcXIX39n7FAbFwB+s+hgXz1ldk+ss9MyFtI245Ti5fA6jYeIBV5l0\njpGhKB1zPRiN1Tc4yAaDoCiYioEyFOrihwei5PMqBoMO2kwW1yaZeCFELU0ZxLe3t/Ob3/yGRCKB\nqqrccMMNfOITn+Cee+457bGKomAymfD7/ZjN2nxtK4QQs0EolsJoUHDaG/fat3Pwbb793vexmaz8\n8ep7WeZbXLNrKYqCOd5NxtfDodARlvuXTvi4oZMRVFWbeniATDCA0etFMY59aPD47QyeiBCPpnB5\nGt+hplxOEw41eCVCiGY2re40LS0t5f//4he/yLnnnsvcuXNrtighhJhtQtE0HqcFQ4MGDr03sp9v\n7XkSq9HCg2vuY7F3Qc2v6cnNZYQe9gbenzSI13JTq5rPkxsdxTr/1N+t1FoyHErqIog3FstJczK1\nVQhRQxW3mLz99ttrsQ4hhJi1VFUlFEszt60x01oHYoP8+57vYVAM/MmaP6hLAA/QauxmWFXYP3II\nJo7hNQ3ic9EoajZbrocv8RSD+EgoCfOrvkzVxsppJBMvhKidKYP4devW8cADD3DfffeVf54ORVHY\ntm1bdasTQohZIJHKksnmG9KZJpFN8o13vk0im+Sec++saQnNB/kdTtSYhz7DMVK5NFbjqfsBVFVl\noD+M02XRJENe3tTqPzWId48P4nVAutMIIephyiDe5XJhsVhO+VkIIcSYUAN7xP/wwE8YjA9z/fyN\nrO+6pK7Xdjks5EZaMLhCHA4dZWXLOafcHw2niMfSLF7epsn1soHSoCd9B/EGmw3FaiMnQbwQooam\nDOLHt5ec6GchhDjbNWpa61tD77L1xA7mu+fykaW/U9drA3gcZvLhFug6zIHgodOC+HIpzVxtNrVO\nlol3eQrfgOgliIdCSU12VMpphBC1U32/LyGEOMuFYoVBT946ltPEM3Ge3PcjTAYTnzjvLkyGirc4\nVc3jtJCP+AGFA6OnD33Ssh4exg16+kBNvMlkxOGy6C6Iz0UjqLlco5cihGhSMwriw+EwTz75ZPnn\nUCjEZz7zGTZu3Mjv//7v8/rrr2u2QCGE0Ltyj/g6ltP8tOfXRDMxPrzoQ3Q5O+p23fHcdjPkTbjw\n0xc5Ri5/asA6eDyMokB7Z/WTWuH0aa2nrMVrIxpOkc+rmlyrWkavD1SVXCTc6KUIIZpUxUF8b28v\nv/M7v8Pf//3fMzAwAMDf/u3f8otf/IJoNMrbb7/N/fffz+7duzVfrBBC6FF5Wmudymn6Iv280v86\nHY52rltwVV2uORF38UOLPd9GOp/hZHywfF8ul2foZITWOS7M5okHQVVqLIj3n3af22sjn1eJR1Oa\nXKtaJl+xQ42U1AghaqTiIP6xxx4jFArxl3/5l/h8PoaHh3nhhRc455xz2LJlC7/61a9wuVx84xvf\nqMV6hRBCd0LFwLEemXhVVfnhgZ+gonLH8lsbUkZT4nYUfl9TshBUHw33le8bGYySy6maldJAoSbe\n4HRisJz+PI/vFa8H0qFGCFFrFQfxr7/+OjfeeCN/8Ad/gNVqZfPmzeTzeW677TZsNhvz58/npptu\nYteuXbVYrxBC6M5ouZym9jXx+4IHODh6mFWtKzm3ZXnNr3cmLrsJBVBjhYD1yLggfqBf23p4gGww\ncFo9fIlHZx1qJIgXQtRaxUF8KBRiwYKxQSKvvPIKiqKwYcOG8m0ul4t0Oq3NCoUQQufCsTROmwmz\nqba9AlRV5Wc9vwbgw0turOm1psNoMOC0m0mE7ZgNplMy8Vp3psklEuSTyQnr4YFyH3q9BPHG4sCn\nnAx8EkLUSMXvOJ2dnfT1FV6o0+k0W7Zsob29nRUrVpQfs3v3brq6urRbpRBC6FgwkqrLoKc9I/s4\nEu5lTfsqFrjn1fx60+F2mInGc8x3z+V47CTpXAYoBPFWmwmv367JdUr18OaWiTPxpTaTsYhOauJl\naqsQosYqDuIvvfRSfv3rX/PYY4/x8MMPE4vFuPnmmwHo6+vjC1/4Ajt37uSGG27QfLFCCKE3qUyO\neCqLz13bIF5VVX52+NcoKHx48Ydqeq1KeBwWYokM81xzyat5TsROkoinCY8m6ej2oCiKJtcp94if\npJzGVXz+o2G9BPFSTiOEqK2Kd0Q9/PDD7N27l8ceewyA+fPn88d//McAfPe73+XJJ5/koosu4v77\n79d2pUIIoUOjxcyvv8aZ+LeG99AX6eeSOWuY69LPN51uhxkVaLXMAaA/eoJ8rJB9n6NxPTxM3JkG\nwGI1YbEaieokE29wucBolKmtQoiaqTiIb21t5amnnmLLli3k83muuOIKbLZCLeJNN93ExRdfzA03\n3IDZbNZ8sUIIoTfBYtBYy0x8Xs3z855CFv4WHWXhYazNpMfQChSCeMPxwv93zdMyiJ+8vWSJ023V\nTTmNoigytVUIUVMz6k1msVi45pprTrv90ksvrXY9QggxqwSL7SX9NQzidw2+w/HYSdZ1Xkync07N\nrjMTbnshYWPLeVFQ6I+ewHRsAYoCc7pqEcRPvLEVCiU1weE4mXQOs0Wb3vTVMHl9pPp6UVVVs7Ii\nIYQomVEQn8lk2LZtG/39/aTTaVR14gl599xzT1WLE0IIvat1OU1ezfOLwy9gUAzcvEh/e408xUx8\nIqnQ7milP3wSx4kwre0uLFbtethPVRMPhUw8QDSSwt/q0OzaM2X0elEPZ8nHYhhdrkYvRwjRZCp+\nhe3v7+fee+8td6iZLIBXFEWCeCFE0yuV09QqE79jYDcn44Nc3rWWOY62mlyjGp7iwKdwPM1cZxf7\nBvvI5VQ6NSylgUImXrFYMDgmD85Lm1tjOgnix3eokSBeCKG1ioP4f/qnf6K3t5crr7ySjRs34na7\n5WtCIcRZq5blNLl8jl8cfgGjYuTmRddrfn4tuB2FcppIPM3c1i56I1EAOuZ6Nb1ONhjE5Pef8f3G\n6RnLxOvB+A411rlzG7waIUSzqTiIf+2111i7di1PPPFELdYjhBCzymgkhdGg4HJov5l/28mdDCVG\n2DD3Mlrtk9eCN1KpnCYcS7PU1YkjOgxA1zztgvh8JkMuEsYyRSDscheaLOhlc6uxGMRLhxohRC1U\n3Cc+k8mwZs2aWqxFCCFmnUBx0JNB428kM7kMvzj8AiaDid9ZeJ2m59bSWBCfocMxB0fUh2LLlYcv\naSE3WgiCTT7fGR831iteH1Nby+U00qFGCFEDFQfxq1atYs+ePbVYixBCzCr5vEoomq5JKc0r/a8T\nTI1y9dwr8NvOHLw2ksNqwmhQCMfTWFMOzBkbaU9U0zLL8qbWM3SmgbGNrXrJxJc+dMjAJyFELVQc\nxH/mM59hx44dfOtb3yKbzdZiTUIIMSuE42nyqqp5j/hENsmvjr6IzWjjxkXXanpurSmKgsdpIRxL\nM3i8UA8/ah+ctOnBTGSmGPRUYrWZMFv0M/BJymmEELVUcU38D37wAxYtWsSXvvQlHn30Ubq7u7FY\nLKc9TlEUnnnmGU0WKYQQehSsUXvJTb0vEcvE+W9LbsJldmp67lrwOCycCMQ4frQQrIZcA4TSYXxW\nberiSz3izVME8VAoqYmG9RHEm9xuUBSyISmnEUJor+Ig/tlnny3/fyKR4NChQxM+TjrWCCGa3WgN\n2ksOJwL8pvcl3BYX18zboNl5a8njtHB0IMKxo0EUs0rSEWYgNqR5EH+mHvElDpeF4EicXDaP0VTx\nl82aUkwmjC6XBPFCiJqoOIjft2+f5ovIZrP853/+Jz/4wQ84duwY7e3t/N7v/R4PPPAAZvPUHR8O\nHDjAI488wu7du4nFYqxcuZJ7772XG2+8UfO1CiFESam9pM99+reRM6GqKk+//2My+Sz/z7LfxWaq\n3RRYLXkcZixANJzCt8AMCpyMD7KiZZkm559uTTwUgniAeCyN22vT5PrVMHp9ZIeHGr0MIUQTamya\nougLX/gCX/ziF/H5fNxzzz10dHTw6KOP8vDDD0957L59+7jjjjt45ZVXuOqqq7jjjjsYGBjgz/7s\nz/i3f/u3OqxeCHG20rqc5q3hPbw7so/l/mWs7bhIk3PWg8dpoTTaae7CQh34ydigZufPBoNgMGD0\nTD1AyuEsbm6N6qSkxusln0yST+ljPUKI5jHjmdgHDx7k2WefZd++fYRCIX74wx+yefNmQqEQH/nI\nRzAYpvf5YOfOnTz11FPcdNNNPPLIIyiKgqqqfO5zn+PHP/4xmzdv5tprJ9/Y9b//9/8mm83y/e9/\nn1WrVgHw6U9/mttvv51HH32Uj370o/inUUcphBCV0rKcJpQK81/7foTJYOLO5bfNqpLEQhBfWO/y\npXPhPRiIaxvEm3w+lGm8rzhLmfhoWrPrV6M88Gl0FEtHR4NXI4RoJjPKxD/++OPceuutPPHE/cdr\nwQAAIABJREFUE7z22mvllpNvvPEGn//853nooYfIZDLTOtf3vvc9AB566KHym5aiKHzmM59BURSe\nfvrpSY+NRqPE43GuueaacgAP4HQ6ufbaa0mlUuzdu3cmv6IQQkypXE5TZSY+l8/x7fe+TzQT4/al\nH6bTOUeL5dWN227GDRgtRjo6fHgtHoYSI5qcW83nyYZGp1UPD6eW0+iBtJkUQtRKxUH8888/z5e/\n/GVWr17Nt771Le69997yfXfddRdXXHEFmzdv5sknn5zW+Xbs2IHf72f58uWn3N7R0cGiRYvYvn37\npMe6XC5+8pOf8Nhjj512X09PDwCtra3TWocQQlQqGEnhtJmwmI0zPoeqqjy5/0e8HzzI6rbzuXre\nFRqusD7MeRULChavFUVRaLO3EkyOkslX34Y4FwlDLjdle8kSh1NfmXijp7C5NxeWza1CCG1VHMR/\n61vfYsGCBXznO9/h8ssvx+kca3+2cOFCHn/8cZYsWXJKF5vJpNNpTp48yYIFCya8f+7cuYTDYQKB\nwLTWlsvlOHr0KP/wD//Ayy+/zLXXXsuKFSum94sJIUSFgpFUVaU0uXyOJ/f9kK0ndrDAPY9Pnv/7\ns6qMpiQRTACQtxcaEbQ7WlFRGUlM77X7TMqdaaYbxBe/FdFPJl6mtgohaqPimvj9+/dz1113Tdgb\nHsBoNLJx40aeeuqpKc81Whyl7Xa7J7y/dHskEqGlZequBHfffTdvvvkmABdffDFf/vKXpzwGwO93\nYDLNPJPWKO3tEz9vQjvyHNfebH2OY4kMyXSOzjbXjH6HwegwX3/ju+wdOsBi/3z+euNDeG1Tb9yc\nqVo+z/FgEoC8w0x7u5tFQ91sPQEZS7zq6470FM7tm9c1rXN53IWONNl0ru5/WxNdz7qwmxOAJVP9\ncyFm7+vFbCLP8exRcRBvNBqJxWJnfEwoFMJonDooLk18newDQen21DR39a9bt441a9awa9cudu7c\nySc+8Qm++c1v4vOdeWR5MBif1vn1pL3dzdBQpNHLaGryHNfebH6Ojw0VppO6bKaKfof+6Ak29b7M\njoHd5NQca9pXcc+5/4N0RGEoUpvnopbPcy6bp69nhCQqoViaoaEIjrwLgIMnjzHfvKiq848e6Qcg\naXZM63dQVRWT2UAwEK/r39Zkz3FaLbyPRU4Mztq/db2Yza8Xs4U8x/Wh1QelioP4Cy64gBdffJHP\nfvazeCZo9zU8PMymTZtO2Wg6GZutkDGZbBNsOl34OtRut09rbX/+539e/v8vfelLPPHEEzzyyCP8\nr//1v6Z1vBBCTFegOBW0ZRrlNKqq8l7gfV7sfZl9wQMAdDja+Z1F17O246JZWUJTcrxvlGwmT8xo\nKJewtNvbADTZ3JotfmM73XIaRVFwOC36KafxFstpZOCTEEJjFdfEP/DAA4yMjPCxj32MX//61wwP\nDwPQ39/Pr371Kz72sY8RDodP2fA6GZfLhcFgIBqNTnh/pJiVmqzc5kz+/M//HLvdzqZNmyo+Vggh\nphIIF8o8Wj1nHii0N/A+/9+Ox/jaW0+wL3iA5b6l/Mnqe/l/1z/Mus6LZ3UAD9B7qFD3rjrNROKF\nwLnNXmgoMJQYrvr8mWDh/NMN4qHQoSYRS5PPq1Vfv1oGqxWD3V7+MCKEEFqpOBN/+eWX84UvfIG/\n//u/59Of/jRQyDLdcMMNABgMBv7qr/6KjRs3Tnkui8VCd3c3x44dm/D+Y8eO0dLSMmk5zOjoKDt3\n7qS7u5uVK1eedu729nZOnjxZya8nhBDTMlIM4ls8E2fiU7k0P3z/ObacKHTYumjOam5aeC3z3XPr\ntsZ6OHpoBLPFiM1nI9Y7SjaXx2G24zQ7GNYiE1/a2DpFWeR4DqcVVYVkPF3e6NpIRo9XutMIITQ3\no2FPd9xxBxs3buS5555jz549RCIRHA4HK1as4CMf+QgLFy6c9rkuueQSnnvuOQ4fPszixYvLtw8M\nDHDkyJEzDno6dOgQf/Inf8KNN97IV77ylVPui0QiHD9+nEWLFlX8+wkhxFTK5TQTZOLjmQRfe+sJ\nDod7mefq5uPn3tF0wTtAYDhGKJhg8fI2ssVtUOFYmhaPjTZ7K8cix8mreQzKzIeDZ4NBjC43BvPE\ne6cmUhr4FIvqI4g3eb0kBk6iZrMophnPWBRCiFNU/GqSz+fZu3cvQ0NDdHd3s2zZMubPn8+yZctm\n9LXwbbfdxnPPPcc///M/8y//8i8YDAZUVS13lrnzzjsnPfbCCy+ku7ubTZs2sWPHDi699FKgsGH2\n7/7u78hms3z0ox+teE1CCDGVQDiJwunTWtO5NI/t/jeORvpY23ERHzv3DsyG5gzcevYPAbBkRTuB\nE4VMcySeocVjo93eytFwH8HkKK32qbuLTURVVbKjQSxzKpt0qtuBT+Ew5ml0WhNCiOmY9jtLX18f\nX/va13j++edJJBKn3e/xeLj55pv5oz/6I7q6uqa9gCuuuIJbbrmFX/ziF9x5552sX7+eXbt2sWPH\nDm666Sauueaa8mNL2fY/+7M/Awqdcv7xH/+RBx54gE9+8pPcfPPN+P1+tmzZwoEDB7jmmmu45557\npr0WIYSYrkAkicdlwWQcyzKrqsp/7n2ao5E+1ndewsfPvaOqLLTe9ewbwmBUWLi0lQPhwvtCaILN\nrTMN4vOJOGoqVVE9POhw4JO3EMTnQqMSxAshNDOtIP6ll17iL/7iL4jH41itVi688EI6OjqwWCzE\nYjH6+/s5ePAg3//+9/nZz37Gl7/85WnVxJd86UtfYtmyZTz77LN85zvfobu7m0996lPcf//9p2T3\nS5NZS0E8FD4EfP/73+exxx5j8+bNpFIpFi1axOc//3nuvvvuabW6FEKISuRVlUA4xcLOUzfdv3Z8\nG28OvsUS7yJ+f+VHmzqAHw3EGRmKsXBpK1abCbejEDiHy0H82ObWlZwzo2tkg5V1pikpD3yKTq89\nca1JhxohRC1MGcT39PTw6U9/mlwux2c/+1k+/vGPl1tDjhcKhXjqqaf42te+xqc//Wl+8pOfMH/+\n/Gktwmw28+CDD/Lggw+e8XH79++f8PZVq1bxjW98Y1rXEkKIakViaXJ59ZT2kiOJIM8c/Bl2k40/\nXPWxpi2hKTm0r1RKU8i4e4rZ71KHmnZHKYif+ebWbLkzTWXZ63JNvF7KaYqZ+GxIOtQIIbQzZZro\n29/+NqlUiq9+9avcd999EwbwAF6vlwceeICvf/3rJBIJvvvd72q+WCGE0IORCTa1/ujAT0jl0nz0\nnI/gs3obtbS6UFWV9989idGosHh5OwDeYhBfKqdpsRWy54FEcMbXKQfxvkoz8Xorpylm4qXNpBBC\nQ1MG8du2bWPdunXTLo+5/PLLufTSS9m6dWvVixNCCD0KlNtLFoL4g6OHeWt4D0u8i7is85JGLq0u\nBk9EGA0UutJYbYVvHNwOMwDhYibeY3FjUowEkjMPXCsd9FRis5sxGBT9bGwt1cRLm0khhIamDOIH\nBwdP68E+lfPOO2/S3u9CCDHbjQ16sqKqKs8e/DkAty/78Kwf3jQd7787AMDyVZ3l2zzFmvhIMXA2\nKAb8Nh+BpAaZ+AqDeEVRsDstusnES028EKIWpgzik8kkLperopO6XC6SyeSMFyWEEHoWiIyV07w1\nvIcj4V4uar+AJd7pz8iYrbKZHAfeG8DuMDN/8VhwbTEbsVmMhGKZ8m0tNj+RTJR0bmbBdHnQU4U1\n8VDoUBOPplBVHUxtdTpRTCYppxFCaGrKIF5V1YozSwZD83ZkEEKI0rRWv9vKr49sRkHhd5fc1OBV\n1cfBvYOkkllWruk67bXe47SUy2kAWkt18TMsqckEgyhWG0a7veJjHS4LuZxKOpWd0bW1pCgKRq+X\nnGTihRAakmhbCCEqFAinMBkNnEj3cjTSx+r28+l0zmn0smpOVVXeebMfRYHzL+w+7X6P00IkniZf\nzH6XN7fOsKQmOxrEXGEpTUm5V7xu6uK9ZMMh1Hy+0UsRQjSJafVA27dvHz/+8Y+nfdK9e/fOeEFC\nCKF3gXCSFreVTb0vAfChBdc0dkF1MnA8zPBAlMXntOH2nt6pzOOwoKoQTWTwOCzlIH5kBkF8Pp0m\nH41imr9gRmstBfGJWAZ/64xOoSmj1we5HvKxGEa3e+oDhBBiCtMK4jdt2sSmTZumfdKZlOAIIcRs\nkMnmCcXSLFkCewPvc45vCYu9Mws0Z5t3d/YDsOqSuRPeX+oVH46lTwniZ5KJn2lnmhJ7sVtOIq6X\nTPxYr3gJ4oUQWpgyiH/ooYfqsQ4hhJgVgpFCPXzGexiAa+dvaORy6iYWSXFo3xC+VgdzF/omfIyn\nGDhHYmlor66cZqY94kvs4zLxejC+Q4113vQGIQohxJlIEC+EEBUYCafAkCVo7sFn9bKq9dxGL6ku\n3nqjj3xOZc3aeZN+01rKxIeK2W+f1YNBMcwwEz/zzjQwlonXS018aeCTbG4VQmhFNrYKIUQFRkJJ\njK3HyZHhyu51GA3GRi+p5hLxNHt2H8fptrBiXG/4Dyr1ig8Xs99GgxGf1Tuj7jTZQCmIrzITr8Ny\nGiGE0IIE8UIIUYHhUALTnD4UFK7oXtfo5dTFOzv6yWbyrFk3H6Np8reNUiY+Mi5wbrH5CKXCZPOV\ntXocy8RXWROvm3IaCeKFENqSIF4IISrQG+3D4IywwrsSn9Xb6OXUXCqZ5Z03j2GzmzlvzeltJccr\nl9PExveKb0FFJZisrIyk2pp4m92MougoE+8r1sSPSjmNEEIbEsQLIUQF+nP7Abhm/mUNXkl9vPVG\nH+lUjjXr5mG2nLl0aKyc5tRMPFS+uTU7GgSjccadXBRFwe6wkIjrIxNvdHtAUciFJYgXQmhDgngh\nhJimTD5L1HoUMlbOb1/R6OXUXCyS4q03+nC4LFxwybwpH2+3GjEZDR8op5lZh5psMIjJ50OpYgK4\n3WnWzcZWxWjE6HJLOY0QQjMSxAshxDS9O7wXjBkciYUYlOZ/+dz+6hGy2Txrr1o0ZRYeCtlvj9N8\nSia+VHI0mgpP+7pqLkc2FJpxZ5oSu8NCJp0jm8lVdR6tmHxeKacRQmim+d+FhBBCI6/3vwlAl3JO\ng1dSe4HhGPvePoG/1cHKCybvSPNBHoeFUCyDqqrA+CB++hnobDgM+fyM6+FL7M7SwCedlNR4faip\nJPlkstFLEUI0AQnihRBiGuKZOPtG95OPu+hydTV6OTW39bc9qCpcds0SDBWUtHicFrK5PMl0Ifvt\nt5WC+OlnoLPBQumNeYadaUocDmkzKYRoXhLECyHENOwafIecmiM30k2b197o5dTU8d5Rjh4coWu+\nl4XLWis69oObW21GG1ajhWBFQXyxM02VQbyep7YKIUS1JIgXQohpeGNgJwC5kS7aPLYGr6Z2VFXl\n9c2HALj82qWTTmedzAfbTCqKgs9a6BU/XaVMfPU18TK1VQjRvCSIF0KIKYwkAhwcPYxH7UJN22lp\n4iC+Z/8QgyciLF3ZTke3p+LjPcXAeXyHGr/VSzQTI5ObXka8POip6pp4KacRQjQvCeKFEGIK2wd2\nA2CPLQSg1ducQXwul2frb3swGBTWX714RucoZeLHd6jxWgsfBqbboaZcTtNSZRCv16mtoxLECyGq\nJ0G8EEKcgaqqvHFyJyaDiUxgDlaLEafN1Ohl1cR7u44THk1y/kXdeP2OGZ1joqmt/go71JTLaYpB\n70w5dJaJL5fTyMAnIYQGJIgXQogz6Iv2MxAf5IK28xgdzdPqsVVcJz4bpFNZdrx2FLPFyCVXLpzx\neUobWyPj2jr6ih1qpru5NRsMYvR4UEzVfViyOfTVYlI2tgohtCRBvBBCnMH2k7sAuLBlDbFkltYm\nrYffta2XZCLDRZctwF4MxGdionKasV7xUwevqqqSHQ1WXQ8PYDIZsViNutnYarBaMdjtUk4jhNCE\nBPFCCDGJXD7H9oFdOE0O2o0LgOash49GUrz9xjGcLgur186r6lxOuwkFiCTGZeKthbKY6QTx+VgM\nNZPB1FJdZ5oSu8Oim3IaKJTUSHcaIYQWJIgXQohJ7A8eJJKOcnHHGkLRQlDa6rE2eFXa2/7KYbLZ\nPGuvWozZbKzqXEaDAYfNdFp3GoDR5NTBa7keXoNMPBSmtibjGfJ5VZPzVcvk9ZGLRlCz2UYvRQgx\ny0kQL4QQk3ijWEqzrvMiRkJJgKYrpwkMxdj/zkn8bQ5WXNChyTndDgvRcZl4p9mByWCaVk18RqNB\nTyV2hwVVhVRSZ3Xx4en3zRdCiIlIEC+EEBNIZlO8NfQObbYWFnsWMhwuBvFNVk6z9bc9qCpcds0S\nDAZt3hJcDjPRRIa8Wsh+K4qCz+IhNI0gvtQj3lzloKcSvU1tNRY77uSkV7wQokoSxAshxATeHt5D\nOp9hbefFKIpCIJwCmisTf7x3lKOHRuie72Xh0lbNzuu2m1FViCfHSkZ8Ni/hdJRcPnfGY8emtWqV\nidfX1FbpUCOE0IoE8UIIMYE3Tu4EYG3nRQCMhJIYFAWfqzlq4lVV5fXNhwC47NqlmrbNdE8wtdVn\n9aKiEkqfuYxkrCa+uh7xJaUgPpnQRyZeprYKIbQiQbwQQnxAKBVhX+AACz3z6XC0AzASTuJ3WzEY\nmqNH/KF9QwyeiLB0ZTsd3R5Nz+2eoFe8f5odasrTWrUqp3HodOCTZOKFEFWSIF4IIT7gzcHdqKis\n67gYgGwuz2gk1TT18Llcnm0v9WAwKKy/eonm53fZS5n48W0miwOfpuhQkw0GMDgcGGzaPNc2u94G\nPkkmXgihDQnihRDiA7af3IlBMXBJxxoAgpEUKs1TD//eruOER5Ocf1E3Xr9d8/OXymmiiXHlNLbp\nDXzKBgKaZeFBj+U0UhMvhNCGBPFCCDHO8ehJeiP9nNuyHLfFBTDWXtI7++vhU8ksO147itli5JIr\nF9bkGi776eU0PmuhZOdMQXwukSCfTGoaxNtKQbxOMvEGpxPFZJKprUKIqkkQL4QQ42w9uQOAy7ou\nLd82Em6eHvG7t/WSTGS46LIF5XpxrY1l4scCZ6+lEMSHUpNvbC3Vw5s1mtYK+iunURQFo8dLLiyZ\neCFEdSSIF0KIolw+xxsnd+Iw2bmg7bzy7SNN0iM+Gknx9vZjOF0WVq+dV7PruO2nd6fxWNwoKGfs\nTpMNaDvoCcBoNGCxmnSzsRXA5POSDYVQVX1MkRVCzE4SxAshRNHewPtE0lEu7bgIs8FUvj3QJJn4\n7a8cJpvNs/aqxZjNxppdp9ydZlwm3mgw4jQ7CKcikx6ndWeaErvDrJuaeCgOfMrlyEejjV6KEGIW\nkyBeCCGKtp4oldJccsrtpZr4llkcxI8MRdn/zkn8bQ5WXNBZ02tZzAbMJsMpNfEAXqvnjJn4TCkT\nr2E5DRSD+HhGN5lv6VAjhNCCBPFCCAFEMzHeGX6PLmcHC9ynlpoMh1O4HWasNcxe19q23/agqnD5\nNUtr3uteURTcDjPRDwbxFg+pXJpkNjXhcaVBT2YNy2mgUBevqoVNvXogHWqEEFqQIF4IIYA3B94i\nq+a4rOvSU6aXqqpKIJyc1Vn4IweHOXooQPcCHwuWapvlnozLbiaSOLUO3WN1AxCeJBtfq3KaUoca\nvWxulYFPQggtSBAvhBAUSmkMioG1HRedcnskniGTzdM2S4N4VVX5zc/eA+Dya5ec8gGlltwOC+lM\nnlQmV75trEPNxHXxWg96Kil14dFLXbyU0wghtCBBvBDirFfoDX+M81qW4y32My+Z7Z1pDu0b4nhf\niGXntjOnyzP1ARopdagZX1IzdSY+qHkWHsYNfNJJhxoJ4oUQWpAgXghx1iv1hl8/rjd8yWze1JrL\n5dn2Ug8Go8K6jUvqem3XmXrFp0/PxOcSCfKJRE2CeL2V05h8xZr4USmnEULMnATxQoiz2mS94Utm\n86CnPbuOEx5NsvaKRXj99rpeu9xmclz221vMxE808Gls0JO2m1pBfwOfjG4PKIoMfBJCVEWCeCHE\nWW2y3vAlpUx8q9da76VVJZXM8uZrR7BYjVx1wzl1v3554NO4TLznDDXxpc40tS2n0UcQrxiNGF1u\nKacRQlRFgnghxFltst7wJbM1E797Wy/JRJYL1y/A4ar/BxC3ozS1dXw5zeQ18dnACFCrIF5fG1uh\nOLVVymmEEFWQIF4IcdY6U2/4kpFwEovZgKuYWZ4NYtEUb28/htNlYfXaiX+vWis9X9FxbSbNRjMO\nk33CmvhyJl7jQU8wviZeHxtboTC1VU0lySeTjV6KEGKWOv27YyGEOEvsGNg9YW/48UZCSVo9trq1\nZtTCjteOks3muXLDIswNGlA1VhN/avbbY/UQnqAmvjStVetBTwBmsxGTyaCbmngAk2ds4JNF45aa\nlVBVlVT0aOG/2DHS8X7y+QwGow2D0YrJ4sPuW4nDey5Gs7Nh6xRCnE6CeCHEWWvbJL3hS5LpLLFk\nlsV1bM1YrdFAnL27j+NtsbNydWfD1lHuTnPa1FY3J2MDZHIZzMaxbzdqNeipxOYw66ycZqzNpKWj\no+7XV1WVZPggoZMvkY4fH1uXxY/J2kI+lyKfS5GM9JCM9BDs+yU29yK8Xddhdc6t+3qFEKeTIF4I\ncVbqj56gN9LPqtaVp/WGLxkJp4DZ1SP+jZcPo6qwfuMSDIbGVUy6bGYUTu1OA2ObW8PpCK32sYA9\nGwzWZNBTid1hJjgcr8m5Z6KRU1vTiUECfT8jHTsGgN13Ls6W1Vgd807LtmfTIeKje4mPvkcycphk\n5AmcLRfi674Oo9lV97ULIcZIEC+EOCttO/EmAJd1rZ30MbOtR/zgiTCH9g0xp8vNkhVtDV2LwaDg\ntJtP6U4D49pMnhbEBzC1tNZsPTaHhWw2Siadw2xpTInReI0a+BQf3cvI0R+j5jPYvSvwdl6NxTH5\nNzYmixfPnMvwzLmMZOQIwWO/IhbYTXx0Ly0Lfhen//w6rl4IMZ4E8UKIs04un+ONgZ04TQ5WtZ07\n6eMCxc40bbMkiN/62x4ALrtmiS5q+J12M7EPBvGlDjXj6uJrOeipxG4f29xqttS3Z/5EykH8aH2C\neFXNEzqxmfDAaygGM22L/jsO/+lzEc7E5l5E58oHiA6/yejxTYwc+RGZ5BDezqt18fcmxNlGutMI\nIc467wX2F3rDd144YW/4knJ7yVlQTtN3OED/0VHmL/Yzd6H2m0Nnwm03E01kUVW1fJvHevrU1loO\neiopdajRS118uZymDgOfVDXPyJFnCQ+8hsnip2P5H1YcwJcoigF3+1o6lv8BRouP8MmXGTnyI/J5\nfTyvQpxNJIgXQpx1tpZKaTovPePjSkF8i0ffg55UVT0lC68XLruZvKqSSGXLt5Uy8eOnttZy0FOJ\n3aGvqa0m71h3mlpSVZXgsV8SH92D1TmfzhX3YbHPqfq8FvscOpf/IVbXAuKj7zF08HsSyAtRZxLE\nCyHOKqXe8N3OTua7z9xlYySUxKAo+N36DuIP7RtieCDKOefNoa3D3ejllLkmmNrqLWfixwfxte1M\nA+My8ToJ4g1WKwa7veblNKGTvyU6/CZmWwftS34fg0m7UiKj2cmcpXfj8J1HKtbLcM9TqPns1AcK\nITQhQbwQ4qyyY2A3OTXH+q5LpqzjHQkn8bstGBvY5WUquVyebS/1YDAorNu4uNHLOcXYwKexwLnc\nnSY1rpym2CO+FoOeSuz2Qt96vWTioVBSU8vuNJGhNwiffAWTxc+cZR/DYNK+LEwxGGldeDs2zzkk\nIz0MH3kGVc1rfh0hxOn0+84khBA1MNYb/uIzPi6XzxOMpHTfmWbvWycIjyY578JuPL7Gb9gcb6Je\n8TaTFavRckomPhOs3aCnEnu5Jl4/U1tNHi+5aAQ1q332OhXtI3jseQwmF3OWfbym7SAVg5H2xXdg\ndS0iEdpHoPenp+yDEELUhgTxQoizRqk3/HktK8qtDicTjKRQVX1vas2ks+x47Qgms4FLrlzY6OWc\nZqJMPIDb4iaSjpZ/Lmfi61BOo6dMfHngU/j0CbbVyGcTDB99BoC2Rb+HyVr7jc6KwUT7kruwOOYS\nC7xFZGhrza8pxNlOgnghxFljrDf8mTe0wliP+FYdZ+Lf3n6MRCzDhevm43BaGr2c00wWxHssLqKZ\nGPli2UWtBz3BuEy8noL4GrSZVFWVkb6fkUuH8HRehc29SLNzT8VgtNC+5H9gNLkY7f8Nycjhul1b\niLORBPFCiLPCdHvDlwRK01p1GsQn4ml2bevD5jCzZt38Ri9nQmfKxOfVPPFMAigOeqphFh7AYjVh\nMCgkdNJiEsBYzMTnQkHNzhkdeZPE6F6srgV4Ozdqdt7pMprdtC2+AxSF4cM/JJuu7zArIc4mEsQL\nIc4K0+0NXzKs8x7xO7f0kknnuOSKhVis+pzbN3kQX6jPDqcjdRn0BKAoCja7WV+ZeF+hzEWrTHwm\nFWD02K8xGO20Lvw9FKUxb/FW13z8824mn0sw1PMD6VgjRI1IEC+EOCtMtzd8SamcRo8bWyOhJO/u\n6sfttXH+hd2NXs6kJi2nKW6yjKSjZEeGATC3ttZ8PTaHmURcRxtb/doF8aqqEuz7JaqaxT//ZkzF\nLkCN4m67BGfrRWQSJxk98WJD1yJEs5IgXgjR9CrpDV8SKGbi23QYxL/xymHyOZV1GxdjNOn3Zdxp\nL3xDEI1PnImPpCNkAiNAnYJ4u5l0Kkcup48WiOWa+GD15TSJ0b0kI4ewuZfg8J1f9fm04J97EyZr\nC5HBrVIfL0QN6PfVXwghNFJJb/iSkXASl92M1WKs8eoqMzIY5f13B2id4+Sc86qfvFlLRoMBp81E\nNHl6TTxAOBMlO1II4k11COLH2kzqo6Sm3J0mVF0mPp9LEex/HhQj/nk3T/tvvNYMRgutC28HFEaO\nPkc+m2z0koRoKhLECyGa3nR7w5eoqspIKEmLR3+TWre91APA+quX6CZYOxOn3XyGTHxWU6MWAAAg\nAElEQVSUTDGIN7e01XwteutQY7BaMTgcVWfiQyd+Sy4TwdNxJWZb7T8MVcLqnIu3cyO5TJjAsV82\nejlCNBUJ4oUQTa2S3vAl0USGdDavu840x3tHOXooQPcCHwuW1HYjqFbcdjPRROaU4T+ecRtbs4FS\nJr72v4/Nob+prSafr6qa+HRigMjQG5isLXg7Nmi4Mu14Oq/C4phLPPgO8dG9jV6OEE1DgnghRFOr\npDd8yYgOO9Ooqsrrvz0EwGXXzI4sPBQy8bm8SjKdK99WKqcpZ+KNxnKnllqy2/VVTgNg8vrJx2Pk\n0zPbcDt6/EVAxT/3RpRpdF1qBEUx0LrwNlCMBPt+ST4nZTVCaEGCeCFE06q0N3yJHgc9HX5/mMHj\nEZasaKeju7GdRyrhnqBDjc1oxWwwFTa2jgxj8vtRDLV/Oxqb2qqnDjUzH/iUjPaSDB/A6lqAzXOO\n1kvTlNnWirfzKnLZaPGDhxCiWhLECyGaVqW94UtGdDboKZ/Ps/WlHhQF1l+9uNHLqYhzgiBeURTc\nFjfRRIRcKIS5pT513PZyEK+jTHy5V3xldfGqqhI6vgkAX/f1s+KbGc+cKzHZ2ogO7yAV62v0coSY\n9SSIF0I0ra0ndgDT7w1fUs7E66ScZu9bJwkFEpx3YTe+Fkejl1MRt+MMA59GQ6CqdelMA2OZeL1s\nbIWxDjW5CjPxyfABUrE+7N4VWJ36nNj7QYrBSMv83wUg0PtzVDU3xRFCiDORIF4I0ZQi6SjvDO+t\nqDd8SbkmXgeZ+Ew6x45Xj2AyG7j0yoWNXk7Fypn4DwTOHosLR6xwWz16xAPYixtb9VQTb5xBJl5V\n8+WSFG/XtTVZV63YXAtwtV5MJjlIZHBro5cjxKwmQbwQoim9cXInOTXHFd3rKi41GAknMZsM5Sxy\nI7294xjxWJo1a+fjcOmv5eVUSjXxkQ9m4s1u3LFCJtZUp3Iaq61QUqWvcprKa+LjwXfJJAdxtqzB\nYtf3rICJ+Lqvx2ByEDr5MtlMpNHLEWLWkiBeCNF0VFVly4ntmBQjazsvqvj4Qo94W8PrjBPxNLu2\n9mKzm7lw/ewomfgg1wQ18VAop3HHCpNTza217xEPYDQasNpM+trYWs7ETy+IV1WV0MCrgAFv59U1\nXFntGEx2fF3XouYzjPZvavRyhJi1JIgXQjSdI+FeTsYGWN1+Pi6zs6JjU5kc0USGNh0MenrztaNk\n0jkuuXIhFqs+2wdO5UxBvKeYia9XOQ0U6uJ1VRPv8YCiTLucJhHaTzY5jLPlAkxWX41XVzvO1osw\n2zuJB98mFTvW6OUIMStJEC+EaDpbjm8H4IqudRUfG9BJj/jgSIx3d/bj8dk4/8Luhq6lGpMF8R6L\nC3e8WE7jr9/gKrvDTPIDw6caSTGZMLrd08rEq6pKeOBVADwdV9R6aTWlKAb8824CIHjsV7r59xBi\nNpEgXgjRVJLZFG8O7sZv9bGiZVnFx5c607Q0eFPr6y8eQlXhiuuWYTTN3pfqsY2tp5awuC1u3LE8\nWYcVg7V+33rY7RZUFVLJbN2uORWTz092NDhlIJuKHCYdP47duxKzrb1Oq6sdm2shDt/5pOPHiQXe\navRyhJh1dPHOkM1m+fa3v80tt9zC6tWruf766/nqV79KJjO9rzzfffdd/vRP/5T169ezatUqbrjh\nBv7pn/6JeDxe45ULIfRm1+DbpHJpLu+6FINS+UucHjrT9PYEOHooQPcCH4vOqV+pSS2YjAbsViPR\nxKlBs9vkwB3LkXLX93nW5cAnnw81nSafOPN7VqiUhe/cUI9l1YVv7g0oionQ8RfJ5/TzbyLEbKCL\nIP4LX/gCX/ziF/H5fNxzzz10dHTw6KOP8vDDD0957NatW7nrrrt4+eWX2bBhA3fffTc+n49vfvOb\n3HPPPaRSqTr8BkIIvdhyYjsKCpd1rZ3R8aUgvq1B5TT5fJ4tLx4E4MrrlzV8c60WXHYz0cSpAZoz\nrWDKQ8xV3w5Auhz45J96c2sqdoxU9Ag29xKsjtlbXvVBJosX95zLyWWjRIak5aQQlWj4TqmdO3fy\n1FNPcdNNN/HII4+gKAqqqvK5z32OH//4x2zevJlrr528D+7f/d3foaoq//Vf/8Xq1auBQt3g3/7t\n3/KDH/yAJ598knvvvbdev44QooEGYoP0hI6w0n8OrXb/jM4xPNrYTPx7u08QHI5z7pou2jpcDVmD\n1lx2M32DMVRVLX8oMYdiAISdxrquRZ8Dn8aCeGv3xDMNwgNbAPB0NE8WvsTTcQXRkTcJD2zB1Xox\nRnNz/N0LUWsNz8R/73vfA+Chhx4qv7grisJnPvMZFEXh6aefnvTYgwcP0tPTw/XXX18O4EvHP/jg\ngwC8/PLLNVy9EEJPXj2+DYArumeWhQcYCiUwGpSG1MSnkhm2v3IYs8XIuo2L6379WnHZLWRzeVKZ\nsQmd2cAIAEF7fTc0lgY+6SoT7y32ig9O3KEmmwqSCO3DYu/C6pp9A7+mYjBa8XZejZpPEzop79lC\nTFfDg/gdO3bg9/tZvnz5Kbd3dHSwaNEitm/fPumxLpeLz372s3z0ox897T6LpfBCLXXxQpwdUrk0\nr5/YgcfiZk37qhmfZ2g0SavHhsFQ/zKWbS8dJpnIcskVC3E4LXW/fq1M1KEmM1II4oet2bp2JrGX\nM/H6qb8uldPkQhOX00SGC++D7jnrm6K8aiKutosxWVuIDr9JJjnc6OUIMSs0NIhPp9OcPHmSBQsW\nTHj/3LlzCYfDBAKBCe/v7Ozk/vvv5+qrTx948cILLwCwbFnl3SmEELPPjpO7SGQTXNm9HpNhZpWC\nqXSOcCxNu6/+WfjBE2H27DqOv9XB6rXz6n79WpooiM8Wg/igQyWVq9/eJZtdhzXxxamtmQky8flc\nmujILgwmJw7fefVeWt0oihFf9/WAyujxFxu9HCFmhYYG8aPFTTxut3vC+0u3RyKVjWUeHh7m0Ucf\nBeDOO++sYoVCiNlAVVVe6t+CQTGwYe76GZ9nOJQAoM1n12pp05LPq7z8/PsAXHXjORiNDf+SVFMu\nxwSZ+GI5TcRpJJyO1m0t5Y2tCf0E8cZiEJ+bYGNrLPAWai6Fu+1SlBl+OJ0t7N6VWJzzSIT2kYr1\nN3o5QuheQ18RstlCy7FS6csHlW6vpMNMJBLhgQceYHh4mLvvvvuUWvnJ+P0OTKb6bq7SQnv7xB9+\nhHbkOa49LZ7jfUMH6Y+e4LJ5F3POvJlnsQ8PFjZbLprrq+u//fZXDzN0MsoFl8zlwksn/mayWo38\nW+5qL2xUVEym8jr6Q6PkzUaSFgWjI1+39fn9DgByGe2vOdPzqW0uDptMEAufcg5VzTOwfweKYmTh\niqsxW5v/9chu+jDv7/hXEiOvMm/RfafdL6/JtSfP8ezR0CDeZit8ZT1ZP/h0ulCzaLdPLysWCAS4\n77772LNnD9deey2f+9znpnVcMDj76ubb290MDVX2DYWojDzHtafVc/zcu78B4LL2tVWd7+DRQume\nw2yo2799PJpi0y/2YrEaufiKhTW5bsP/lnN5AE4MhMvrSAwMkvO6QVHoGxyglTl1W47ZYiQcSmj6\nnFT7HBu9XpJDI6ecIxE+SCo+hLNlNaNhgLPh9agDq2sR4ZH99B3eg8019qG24X/HZwF5jutDqw9K\nDf3O1uVyYTAYiEYn/iq1VEYzWbnNeL29vdx5553s2bOH6667jkcffRSTqbm/ehRCwGgqxK6hd+hy\ndrDMt6Sqcw2Vymnq2CN+y4uHSKdyrL96SVNtZh3P+YGa+HwyQT4eA78XoK7lNFAoqdFTi0koTm0N\njaLm8+XbIkNvAOBuX9eoZTWEr6vQVjp0YnNdNz0LMds0NIi3WCx0d3dz7NixCe8/duwYLS0t+Ir1\ngpPZu3cvd911F729vdx+++185StfmbRERwjRXF7sfYW8mufa+Ruq7txR6hHfXqea+MMHhjnw3iBz\nutycd2HzDPD5IPcHgvjMSOEbD1NLCwCRTH2DeJvj/2fvvqPkuq/Ezn9fVb3KoatzBBqRyCAJkAQD\nSIIJJEhKVKQ0q9FZzXh8zi4tnV15vPYc7VnbY58zOuNZjdeSj3U22JY1lEcSRxTFCBIESII5ASSR\nU3cDnVPlXPXe/lFdjdQNdKh6r7r7fv5Td9V7l61G9a1b93evSiqZq6oE0VZTA5pGYaJ4lc+ESEfP\nYPe0Y19Ey51mwuHtwOlfTSbeQybeZXY4QlQt009Pbdu2jZGREbq6Lv+HOjQ0RHd3N1u3br3m83t6\neviTP/kTxsbG+N73vsdf/dVfSQVeiCUimUvydv/7BOx+bm3eNu/rjYRTuBxWPM7Kv4akUzneeuUU\nFqvCrj3rTBlpaZQrK/G5seIIQXt9Q/Hr2YSh8bhcdjRNJ5spXP/BBrm48Kk4oSY+9ikAvvrtpsVk\nppqWewEID7xRVW+2hKgmpifxTzzxBAB/+7d/izbxMaKu6/zkJz8Brj1dRtM0fvjDHzI+Ps53v/td\n/sW/+BeLdoauEOJqb/W9T6aQZVfHXajznNyh6zojkRQNAZchryPv7DtDMpHllrs6qW3wVPx+Zrpy\nxGRpvKSrvgkwvhI/OSs+VUWz4i/Z2qprBeJjh7FYnbhq1pscmTns7lZcgRvIJnpJR8+YHY4QVcn0\nkvUdd9zBnj17eOmll3jyySe57bbbOHToEB9//DG7d+/m3nvvnXzsT3/6UwC+//3vA7Bv3z6OHDmC\n3W7H7XZPfv9S9fX1fPvb3zbkv0UIYZxsIccbF97GZXNyV9uOeV8vmsyRzWmGtNJ0nx7l1NEhGlt8\n3HhbR8XvZzbVZsFhtxKf6EPPjY4A4G1qg16IG9wT73RfnBUfCBp662mVZsXnw2FSkZNo+QS+htuw\nWFSTIzNPoOVeUpGThAfewOmXnS9CXMn0JB7gr//6r1m9ejXPPvssv/jFL2htbeUHP/gBf/Znf3ZZ\nRexnP/sZcDGJL21zzWaz/PznP5/y2uvWrZMkXohF6J3+D4jl4jy0fBcu2/wPoo6ESzPiK3uoNRHP\ncODlk5e00Zj+gaghfC6VePryJN7Z2Ixr0EU8Z3A7jbt6Fz7lwyEyoxeA4hbTpczuasJds5Fk+Cip\nyElovMXskISoKlWRxKuqylNPPcVTTz11zcedPHnysv/9ox/9iB/96EeVDE0IUYUyhSx7u/fjsNq5\nv+PuslxzdCKJr2QlXtd19r9wgnQyx50PrF70bTSX8rhUBkaLyXpuZARFVbEGAvjsHmKGV+KLgw+q\naUKNLVj8SCCXGCEXH8ThXYbqbDA5KvMFWu4hGT5WnFSzev7nXoRYTJZGCUgIsai82fsOsVyc+zp2\n4rWXJxEeMSCJP/zBBXq7QyxfVcfmbW0Vu0818rlUsnmNTK5AbnQUtb4BRVHwql4SuSSarl3/ImVy\nsRJfRT3xweKknpyneOjXWycJK4DqrMdTu4VceoTQ4GdmhyNEVZEkXgixoKTyKV7reQO3zcX9y8pT\nhQcYmRgvWakZ8YN9ET58qwu3186uR29YcofwS4dbY+MRtGQCtb4eAJ/qQUcnmUsZFsvkwdYqqsRb\nHA4sXg96Yw6L1YV7iR5onUqg+W7AQv/Z19ANfLMnRLWTJF4IsaDs63mTZD7Fg8vuxWUrX9V8KJRE\nUaA+UP5KfDKe4dXfH0XTdO5/bD0u99LbYzE5oaZ/EADbxHjJ0icpcQMn1Dhd1dcTD2BbX4fiVPDU\nbkWZ57SlxcTmCOKtu5FMcoTE+BdmhyNE1ZAkXgixYIylxtl34S1qHAHu6bizrNceGk9SH3Ci2sr7\nslgoaOz9/TESsSw77l1Je2eVjEMxWCmJTw4NA2BvKCbxPtULYGhffOlNVCpVXUm8ZbUDAJdnncmR\nVB9/804UxUp06KBU44WYIEm8EGLBePbMi+S1PE+s2oPDWr5qdjKdI5rM0Vxb/oOm7+w7w2BvhFXr\nGpbEOMnpeCdaWHLDxST+YiV+Iok3cEKNardis1lIV1FPfD4Xg2ABbSiNkpQ/zVey2QPUtW4nnxkn\nGTpqdjhCVAV5pRBCLAinQmc4NPIFKwPL2d50Y1mvPTCeBKC51l3W6x75pI+jh/qpbfCwa8+6JdcH\nf6lSJb606KlUifeqE+00Bm9tdbrVqmqnSY5/DgoUjsfIj4+bHU5Val5xH6AQkWq8EIAk8UKIBaCg\nFXjm9PMoKHx9zZfKngwPjpWS+PL1w58+NsTB107jcqs88rVNqHZr2a69EJWSeCVcTOJLlXjfRCXe\nyJ54KB5uTSdz6Lpu6H2nous68bHDoFsonE6QkyR+Sg53LZ7areTToyTDx80ORwjTSRIvhKh67/R/\nSF98gB0t21nuL39LylCovJX4nrNj7H/hBHaHlUe/uQW/AVtgq10pibdGx7F4PFhdxZ9JqRIfM7wS\nbyef18jnCobedyrZRC/5zBgOWxtkNfIhSeKn42++C1CIDh6sijdgQphJknghRFVL5JK80LUXp9XB\n4ysfrsg9JivxdfPviR+4EObVZ4+iWBQe+fpmGpp9877mYuB1qaDrOBIR1IbGi183YToNgKuKJtTE\nxw8D4A5sAZB2mmtQHbW4g5vIpYeLW1yFWMIkiRdCVLWXul4jkUvycOf9BByVSYgHx5M47FZqvPM7\nLDs6FOelZ75A03R2P7GR1o6aMkW48HldKt5CCotWmJwRD+b1xF9c+GRuEq8VsiRDR7GqAdwtGwGk\nEn8dgeadAEQG35JqvFjSJIkXQlStgcQQb/W9R4Orjl0dd1XkHpquMxRK0Rx0z6vXPhJK8sJvPiOb\nKbDr0XUsX11XxigXPrtqpV4vJurqRD88gM1iw2VzETdwOg0UD7aC+QufUpET6FoWT90WrHYnVq9P\neuKvQ3XW467ZSC41SDp62uxwhDCNJPFCiKqk6zr/cPp5NF3ja2sex1ah5Tfj0TS5vEbTPA61JmIZ\nnv/7z0klctz14GrWbmwqY4SLRxPFraxqQ8NlX/epHkPnxMMls+JNHjOZGP8cAE/tVgBstbXkQ+NS\nYb6OYm+8VOPF0iZJvBCiKh0dO8Hx8VOsC65hU13lVtAPznO8ZDqV4/lff0Yskmb7XZ1s3tZezvAW\nlTrt6ko8FPviE/kkmoFjA0uVeDMXPuWzUdKxc9g97aiOWqCYxOvZLFrC2E8mFhq7qwlXYB3ZZD/p\n2FmzwxHCFJLECyGqTl7L8w9niiMlv7bm8YrOV794qHX2SXwum+fF335OaDTJ5m1tbL9zebnDW1SC\n+WK1XQnWXvZ1r+pF0zWS+ZRhsbiqoJ0mGToCgCe4ZfJrtomfjfTFX5/0xoulTpJ4IUTVeavvPYaT\no+xs20Grt7mi9ypV4ltmua21kNd45XdHGe6PsXZjE3c+sHpJL3OaCV8mioZCyum//OulCTUGttSY\nfbBV1/ViK41iwR3cOPl1NRgEkL74GbC7W3D515JN9JKJd5sdjhCGkyReCFFV4rkEL3Xtw2Vz8eiK\nhyp+v6GJJH42PfGapvP6C8fp7Q6xfHUd9+65QRL4GfAkw0RsHuLZy6umXrW48MnIWfFOV7EnPm1S\nT3wuNUQuPYzLvxar7eLvnq12ohIvSfyM+C+pxgux1EgSL4SoKq/1vEEqn+KRzvsnZ4hXUt9ogqDP\ngdM+s4Ozuq7z1t5TnD0xQktHgIe+vAGrVV5Kr0dLp1DTCUKqj+gVifPFWfHGJfF2hxWLRTGtEn/x\nQOuWy75uqy1ONZJ2mplxeNpw+laRifeQjveYHY4QhpK/PEKIqhHORHiz9x1qHAHubru94veLJbOE\n41k6Gr0zfs5HB7s5/tkA9U1eHvnaZmyqtYIRLh7Z4WEAQnY/sSuTeNX4hU+KouByq6Yk8bqukQgd\nwWJ14vKvvux76kRPfE6S+BkLtNwNQHTwoMmRCGEsSeKFEFXjle795LQ8e1Y8gGpVK36/3pFi5be9\nYWZJ/NFDfXzybg/+GiePfnMLDmdlxl4uRrnhIYBiJT5xeeLss5faaYwdM+l0q6RNmE6Tjp1Dy8dx\nBzehXDE61VpTXBAm7TQz5/B04PCuIB07RybRa3Y4QhhGknghRFUYTY3xTv8HNLrq2dG83ZB79o4U\nk8b2xuu37XSdGuXgq6dxulUee3ILbs/8trsuNblSJV71E0tdWYkvJvFGL3xyue3ksgXy+YKh902M\nfwGAp3bzVd+zqCpWv1+S+FkqVeOlN14sJZLECyGqwotdr6HpGo+tfAirxZgWld7hYhLfcZ1K/GBf\nhNf+cAyrzcKj39hMIDi3mfJLWXboYiU+dlUlvjSdZvFvbdW0HKnICaz2GuzuqXcK2GrrZOHTLDm9\ny3F4l5GOniGT7Dc7HCEMIUm8EMJ0w8lRPho8RKunmZsat1z/CWXSOxLHZlVousaip2g4xcvPfIFW\n0HjoiY00tvinfayYXm54CBSFsOqdtic+ZnQl3mX8mMlU5BS6lsMT3DTtRCM1WIuez1OIxwyLazEI\nNJd646UaL5YGSeKFEKZ7recNdHQe7rwPi2LMy5Km6fSNJGip82CbZrpMLpvnlX84QjqV5+7da1m+\nqs6Q2Baj7PAwtrp6LDYb0SuSZpvFhsvmNHROPJgzK7604Mkd3DTtY2wTs+KlpWZ2HN4V2D3tpCKn\nyCYHzQ5HiIqTJF4IYapQOswHg5/Q6K43tAo/Ek6RzWvTHmrVdZ39L55gbCTBxptb2XBjq2GxLTZa\nOk0hEsbe2IjPbb+qEg/FanzMwOk0AE63sbPitXyKVPQMqrMRu6tx2sfJrPi5URRlshovvfFiKZAk\nXghhqn3n36SgF3ho2S7DqvAAF0r98NOMl/z03R7OnRylpSPAnfevnvIxYmZyI8VDrWpjEz63SmyK\nyrdX9ZLIJdF0zbC4jK7EJyMnQC9cswoPF5N4GTM5e07fKuzuVlKRE2RTQ2aHI0RFSRIvhDBNJB3l\nnf4PCTpquLX5ZkPvfa3JNL3dIT482I3X72D3VzbKMqd5Kh1qtTc24XPbyeQKZHKXT4Tx2b1oukYq\nnzYsLqfBSXxivNhK4wluvObj1ODEwiepxM9asRp/DyDVeLH4yV8mIYRpXjy1n5yW48Hl9xo2kaak\nVIm/sp0mmcjy+vPHsVgUHnpiIy63jJKcr9KMeLWxEf9E4jzt4VYD++JLY0JTBrTTFHIxMvFu7J52\nbI7gNR9rq53oiZdK/Jw4/auL1fjwcbKpYbPDEaJiJIkXQpgimUux98yb+Oxebm+5xfD7947E8bpU\nApfMe9c0ndefP04ykeW2e1bS1CqTaMqhtK3V3lSsxANXtdR4S2MmDZxQU3qDlkpUPolPhI4BOp7r\ntNIA2AI1oChSiZ8jRVHwN+8EZIurWNwkiRdCmOKtvndJ5dLc33E3dgO2s14qkc4xEk6zrMl72Zi/\nQ++fp7c7xPJVdWy9deoZ3mL2SuMlbfUN+KapxPvU0qx44yrxdocVq1Uhmah8O01xKo2Cu2bDdR+r\n2GxYAwHpiZ8Hl38tqquFZPgoudSI2eEIURGSxAshDJctZDlw4W08qoudbTsMv3/PYHH+9opLZr6P\nDcf5+O1uPF479z22btoZ3mL2ssND2GprsajqNSrxxbYmI2fFK4qCy2OveDtNLjNONtmH07cCq3rt\nxWIlam0t+VAIXTPuoO9ictmkmiGpxovFSZJ4IYTh3h34iHguwe419+K0OQ2/f/dEEt/Z7ANA0zQO\nvHQSTdO5++G1OF3GfjKwmGnpFIVwGHtTMwD+iSQ+elUlvpjcGj8r3k4yka3odtRk6Chw7dnwV7LV\n1kOhQD4SqVRYi54rsBbV1UQydJRcetTscIQoO0nihRCGKmgFXj//FqpFZc+aXabE0D0QBaCzuViJ\n/+yjXkYGY6zd2ETn6npTYlqssoPFpTv2luKc/YvtNFP3xBu9tdXtUdEKOtlMviLX13W92EqjWHHX\nrJvx89T64u9hflSSz7m6WI3XiUhvvFiEJIkXQhjqk+HPGE+HuKP1VvxOnykxdA/G8LlVav0OwuNJ\nPjrYjcutcucDMg++3LIDAwDYm1uAS5L4xNTTaQyvxE9OqKlMX3wuPUwuPYLLvwaLdeafOql1xTGT\nuXFJ4ufDFViH6mwkGTpCLj1mdjhClJUk8UIIw2i6xqs9B7AoFu7vuNuUGGLJLKOR9GQV/sBLJynk\nNXY+tEbaaCogOziRxLeUkviJnviU+T3xcDGJT1ZoQk3xQCszmkpzKVtdsRKfk0r8vFxajY8OvW12\nOEKUlSTxQgjDHB07wUBiiFuabqLOde1Z2ZXSc0k//JFP+xjsjbBibT2r1jWaEs9ilx3oBy5W4p12\nKzarhegVSbNqseG0Og2vxLsrOGZS13USoSMoFjvOwJpZPVedSOLzY5LEz5erZj2qs4HE+OfkMjLx\nRyweksQLIQyh6zp7uw8A8MCye0yLo2siiW/2O3j/jXM4nDbufmh2CZaYuezgABaXC2sgAEzM8Pao\nV/XEQ7Ev3sg58QAuz8TW1gqMmcwmeilkI7hr1mGxzO5Tnsl2mjFpAZmvi3PjdaKDUo0Xi4ck8UII\nQ5wJd9EV7WFz/QZavc2mxVE61DpwZJh8TuPO+1fj9jpMi2cx0wsFskND2JtbLhvZ6XPZiSWvngjj\nU73Ecwk03bixiu4KttMkJlppZjOVpsTidGL1+qSdpkzcNRuwOepJjH9OPhMyOxwhykKSeCGEIV7t\nKVbhdy83ZyJNSfdgjA6HjaHeCMtW1rJ2U5Op8SxmudERKBQmW2lKfB6VbF4jkytc9nWv3YOma6Ty\nacNivHiwtbxJvK5rJMNHsdjcOH0r53QNW10d+fGxio6/XCoUxUKgeSegEZHeeLFISBIvhKi4rsh5\njo2fZE3NSlYElpsWRySeIR7L0JTTUe1W7nl4rSx1qqDJyTQtVyTxrtKs+MtbWMzY2lqpSnw6dg4t\nn8RdsxFFmdufWrW+Hj2XoxCVWfHl4A5uxOaoIzH2Gfls2OxwhJg3SeKFEBX3YtKU6UEAACAASURB\nVNerADy64iFT4+gaiLIcBUXTuX3XKrx+4xdNLSVXTqYpCXgnkvgrx0yaMKHG4bRhsShl74kvLXjy\nBDfO+Rpq7URfvLTUlMWl1fjo4DtmhyPEvEkSL4SoqHORHo6Pn2JtcDVrgnNrKyiX40eGCKIQaPCw\n4caW6z9BzMtkEn9FO01govodiV+5tdX4SryiKLjcalkr8ZqWIxk+jtUewO7pmPN1bKWFT3K4tWzc\nwU3YHLXExw+Rz8onHGJhkyReCFFRL54rVeEfNDWOVDJL6PQYBXTufuQGaaMxQHZgAKxW1IbLx3eW\nkvhoInPZ182cFV/Onvh09Ay6lsVTs3Fev2elMZM5GTNZNopiwd90F+ga0SGpxouFTZJ4IUTFnAl3\ncSJ0mnXBNayuWWFqLAdfPY2i6YQcVtpb/abGshTouk52YAC1oQHFZrvse5OV+MSVlfhiEh/PGp/E\n53MauWy+LNebnEpTu3le11Fl4VNFeGq3FKvxY5+Sz0hvvFi4JIkXQlSErus8d/ZlAB5daW4VvuvU\nCGdPjBBHJ7isxtRYlopCLIaWTFzVSgPgnxjpeWUS77UX22liOaMXPhVnuCfL0BevFdKkIqdQnQ2o\nzvktELPJrPiKKPbG3wO6RmTwTbPDEWLOJIkXQlTE4ZEjnIt0s7VhEysDnabFkU7leGvvaRSLQhc6\nnS1ShTfClZtaLzVdT7zXhJ54KO+YyWT4JOgF3MH5tdIAWN1uLG63bG2tAHdw48Utrmn5+YqFSZJ4\nIUTZ5bU8vz/7EhbFwpdXPWJqLG+/dppkIoun3U8a6GzxmRrPUpHp6wXA0dZ+1fc8Ths2qzJFJX6i\nncbgnvjSmMlUGQ63JkNfFK85hwVPU1Hr6smNjcqs+DJTFAuBlnsBnciAVOPFwiRJvBCi7A72vc9o\naoydbbfT5G4wLY5zJ0c4fWyYxlYfI9bi1zqbpRJvhGzvRBLffnUSrygKAY/9qoOtqsWG0+okZnQl\nvkztNIVcnHSsC7u7FdVRW47QsNXXo2ezFOKxslxPXOQKrMPuaiEZPko2OWh2OELMmiTxQoiySuaS\nvNy1D5fNyZ7OB0yLI5XM8ubeU1htFnbtWUf3YJz6gBOvSzUtpqUk09cLFgvqFO00AH6Pg0gie1WF\n2Wv3GF6Jd5WpEp8MHwN03MH5HWi9lDrRF5+Xw61lpygKgdbiBunIwBvmBiPEHEgSL4Qoq+fOvkwi\nn2T38vsmDyoaTdd13nzlFOlkjtvuXoGmWoinctIPbxBd18n292FvbsaiTv2mKeCxky/oJDOXT4Tx\nqV7iuQSarhkRKnDJ1tZ59sQXp9IoeIIbyhBVkVpf/CQrNzJStmuKi5y+VTg8HaSip8gkes0OR4hZ\nkSReCFE2XZHzvNP/IS2eJu7r2GlaHEcP9dN1apSWjgCbt7fTPVBsRVjRLP3wRsiPj6GlUthbr26l\nKSltbQ1febjV7kHTNVL5dEVjvFQ5KvGZ1DjZRC8ObydWtXy/Z6UZ+7lRSeIroViNvw+AyMABk6MR\nYnYkiRdClEVBK/D3J3+Hjs63bvgqVovVlDhGBmO88/oZnC6VB760AYtFoXuwmMR3ShJviMw1+uFL\nJhc+xS/vizdja6vLraIokIzPPYkPDR4GwFNbngOtJWpDsRKfHR4u63XFRU7vcpy+laRjXaRj3WaH\nI8SMSRIvhCiLN/vepTfez47m7aYtdkqncrz6+6NoBZ37HluH11ecR949GAVguSTxhsheYzJNyXQL\nn8zY2qooCm6vncQ8kvjxgcOgWHEH1pUxskvaaaQSX1GBlmJvfHhgv0wCEguGJPFCiHkbS43zwrm9\nuG0unli9x5QYCnmNV/7hCNFwmpvvWMbyVcUDgbqu0z0Qoynowu2UQ61GKI2XtF+jEu/3TL3wyYxK\nPIDH6yAZz8wpgcumhknFB3D5V2Oxucoal8VuxxYMkpNKfEU5PG24AjeQTfSSjp4xOxwhZkSSeCHE\nvGi6xt8d/y2ZQpavr/kSvolKqpF0XeeNV04y0Bth5Q0N3Lrz4icBI+EUyUxeDrUaKNPbi+JwoNbV\nT/uYGm/1VOIB3F47hYJOJp2//oOvkAwdKV6jTLPhr6TWN5APjaPl5r9RVkyvODcewgMHpBovFgRJ\n4oUQ83Kw731Ohc+yuX4DtzbfbPj9dV3nrb2nOHVkiMYWH/c9tu6yTZnSD28sPZ8nOziAo60NxTL9\nn5jptrb61ImFT1mjk/jiJwOJK3r0r0fXdZKho1isdlyBtZUIrXi4VdfJj41V5PqiyO5qwh3cRC41\nSDJ81OxwhLguSeKFEHM2mhrj92dexG1z8e0bvjrvNfOzpWk6b7x8kmOHB6hv9LLnG5tR1csP1JYm\n00gSb4zs0CAUCtecTAPgLx1svWLhU2ksaSxndDvNxJjJWfbFZ5N95LMhaho3YrFUpl1LbZyYUDMi\nLTWVVtOyCxQL4f796NrsP5URwkiSxAsh5kTTNX55/DdktRzfXPsEAYex7SqZdI6XnvmCE58P0tDs\n4/Fvb8Xltl/1uO7BKAqwrEmSeCOU+uGvNZkGwK5acTlsV/fE20uVeON74oFZH25NTLTS1DbfVPaY\nSkoTaiSJrzybI4iv/hYK2TCx0Y/NDkeIa5IkXggxJ2/2vsuZcBdb6zeyvelGQ+/d2z3Ob/7zx1w4\nN86ylbU8/q2tOKfYxKrpOt2DMZrr3LgcNkNjXKoyFy4A155MUxLw2K9K4j2lg60m9MQDJGfRTqPr\nBZKhI1hsbvx1lWmlgYuz4rOy8MkQ/uadKFYH0cG30PIps8MRYlryV00IMWvDyVGeO/syHtXNt9YZ\n10YzPpLgw4NddJ0aRVFg+53L2XZnJxbL1PcfGk+SzhbobJZDrUbJnO8BwLFs+XUfG/DYGRxPki9o\n2KzFmpJqseG0OokZXomffTtNOnoOLZ/E23ArSgX3ItgbpJ3GSFabm0DTTsL9+4gMvU2w7UGzQxJi\nSpLECyFmpdhG82tyWo7vrP8Gfntl21SymTznz41z7HA/fT1hAJpa/ex8aA0N1+lznzzU2iKtNEbQ\ndZ10TzdqQwNWj+e6jy9tbY0lcwQnZvoD+OweEyrxsz/Ymgh9AYAnuLkiMZVYvF4sTic5qcQbxtdw\nK7HRj4iNfIiv/hZsjhqzQxLiKpLECyFm5fXzb3Eu0sNNjVvY1ri1IvfIpHN0nR7j3MkRervGKRSK\n497alteweXs7navrZlT9Lx1qXSGVeEPkx8fQ4nHc69bP6PH+yYVPmcuSeK/qZSx9AU3XsCjGdH26\n3CoWizLjnnitkCEVPoHNUYvd3VrR2BRFQW1oJDs0iK7rhh8gX4oUi42alvsY63mW8MB+6ju/anZI\nQlxFknghxIz1xwd54dxefHYv31r7lbImE4WCRtepUU4fG+L8uXG0icS9tsHDirX1rF7XSG3D9au7\nl+oejKIo0NFk/Oz6pSjdU2ylcc6glQagZqL6HY5fOSveg6ZrpPJpPKq7vEFOQ1EUXB47ydjMKvHJ\n8Al0PY8nuNmQpFptbCRz4TyFaARbQKrCRnAHNxEdfp9k6AjZxh0Vf7MmxGxJEi+EmJGCVuC/Hft7\n8nqBP7rha5OjAOcrnytw9FA/n33US2Iigapr8LBqfSOr1jVQUzu3JE7TdHqGYrTVe3ColetXFhdl\neroBcCzvnNHjSwufwle0sFycFR83LImHYl/86HB8RtXuZOhzANy1lW2lKVHrJybUDI9IEm8QRVEI\ntj3A8JlfEurbR+PqP5ZPQURVkSReCDEjr3S/zoV4Pzuat7OlYWNZrnn25AjP/+Yw0XAam2phy/Z2\n1t/YQm39/N8gDIwlyOY0OdRqoPREEu+cYRIfLFXiY9PNik/QVLbors/jdTA8ECOTzk857agkn4uR\njnVh97SjOmoNiW1yVvzoMK41awy5pwCnbwVO/2rS0TOko6crttBLiLmQJF4IcV3no7280rOfoKOG\nr699fN7XK+Q13t53mmOHB1AU2HprOzffvvyaidNsyaFWY+m6TqanG1tdHVbvzNqXanyldporK/ET\nYyYNnlBTGjOZiGWu+buYHC/OhvcEtxgSF1wyZnJYJtQYrab1AQajZwn3v47TvxrFoHMaQlyPJPFC\niGvKFXL84viv0XSN76z/Bi6ba17XS8Qz7H32KEN9UZpa/dy9ew31FVjEdHFTq1TijZAPhSjEYnhv\n3jbj50zfE198ExAzeELN5JjJRJa6azyuOJXGgju4wZC4AOxNxc8kckNDht1TFNldjXjqbiQxdojE\n2CG89TP/HReikuTtpBDimp7v2stgYoi72+5gXe38PsaPhlM8+8tDDPVFWb2hkT/5/p0VSeCheKjV\nalHoaCxP7764ttn2wwM47VYcqvWqdpqLPfEmjZm8xuHWbGqYXGoQV2A1Vptx/fq2YC2KqpIdGjTs\nnuKimpZ7USwq4YEDsgBKVA1J4oUQ0zoX6WH/+YM0uOp4YvWeeV0rEkrx3K8OE4uk2X5XJw88vh7V\nXpkPA/MFjfPDcdoaPKg2OdRqhPTEkifn8plNpoHiwcEan4NQfLqeeJPaaa4xZjI5ORveuFYaAMVi\nQW1sIjtYHDMpjGVVfQSa70bLJwkPvml2OEIAksQLIaaR0/I8ffy36Oh8Z/03cVjtc75WPJrmD//9\nMPFohtvuWcEtd3VWdMpD/2iCXF4OtRppLpV4gKDXTiyZI1/QJr/ms1+cTmMkz0Qlfrqtrbqukxj/\nAsXiwBkw/nCpvbkZPZOmEIkYfm8BvobbsDnqiI98RDYlbU3CfJLECyGmtLf7dQaTw9zddjura1bM\n+TqZdJ4Xf/vFZAJ/8+0zr9TOVddAFJBDrUbRdZ3UubPY6uqw+Wb3xqnUFx+5JHH2lA62Gt0T7ytV\n4qdup8nEeyjkorhr1mOxlO8Q9kzZm5oByA4OGH5vUVwAFWzfDeiEel+WT0SE6SSJF0JcpS8+wN6e\nA9Q4Anxp1SNzvk6hoLH32SOMjyTYdHMrN+1YVsYop3e2r5jEr2oNGHK/pS43NIgWj+NaPfvqdGlC\nzaUtNarFhtPqJGZwJd7pKm5tna4Snyi10hg0G/5KaimJl8OtpnH5V+MK3EAmfp5k+KjZ4YglTpJ4\nIcRlNF3j6RPPoOka377hq7hszjlf670DZ+nrCdO5po47H1hj2KKUM30RnHYrbWWYNy+uL3XmDACu\nVatn/dyaaWbF++wewyvxiqLg9tqnrMTrWp5k6BhW1Y/D22loXCX25mISn5PDraYKtj0EipVw32to\nhenPTwhRaZLECyEu88aFt+mJXmB7041sql8/5+ucPjbEFx/3Eax388Dj67FYjEngY8ksg+NJVrX6\nDbvnUpc6exoA51wq8dNsbfWqXuK5BJquTfW0ivH6HSRiGTTt8vumIqfQtQzu4CbTtnZKO011sDmC\n+JvupJCLER06aHY4YgmTJF4IMSmcifBC16t4VDdfX/OlOV9nbDjOGy+fRLVb2f2VTRWbQjOVs/0T\nrTRt0kpjlPTZMygOB4629lk/N+ibbla8B03XSOXTZYlxprx+J7p+9eFWs1tpAKxeLxavV9ppqoC/\n6U6saoDo8Hvk0mNmhyOWKEnihRCTnj3zIplCli+vfGRyQshsZdI5XvndEfI5jfsfW0ewzrhZ2gBn\n+4qTO1a3SxJvhEIiQba/H+eKlSjW2Y/zLLXThKadFW9sX7x34k1FPHoxnkIuQSpyGtXVhN3VZGg8\nV7I3NZMbHUHP502NY6mzWFSC7Q+BrhHq2yuHXIUpJIkXQgBwKnSWj4cOs9zXwe2tt8zpGrqus//F\nE0TDaW66fRkr1jaUOcrrO9sXQQFWtkgSb4T0ubMAuFbPvh8ertFOMzkr3ti+eJ+/eAYkFr34CUCx\nCq/hqd1qaCxTsTc1Q6FAbnTU7FCWPFdgHU7fCtLRM6Sip8wORyxBksQLIShoBX576jkUFJ684Qks\nytxeGo5+2k/36THaltdw6865j6Wcq3xB49xAlLYGD26ncS08S1mpH961am5z01WbFa9LvSqJN2tW\nvNd/eSVe13USY4cBC56gea00JaXDrdIXbz5FUQi2PwxYCPXuRdNyZocklpiqSOLz+Tz/9b/+V/bs\n2cOWLVu4//77+Y//8T+Sy83+H8SBAwe44YYbOH78eAUiFWJxOtj/Pv2JQe5ovYXl/o45XWNsOM67\n+8/gdNm4/zHjDrJeqnckTjanST+8gUqTaZwrV835GjVe+xQHW82pxF+ZxOdSg+TSw7gCa7Gq5k87\nujhmUibUVAPV2YCv8TYK2TDRwbfMDkcsMVWRxP/lX/4lf/VXf0VNTQ3f/e53aWpq4j/8h//AP/2n\n/3RW1zl79ix/8Rd/UaEohVicUvk0L3ftw2l18PjKh+d0jVyuwGt/OEahoLPr0XV4JvqKjXa6d6If\nXpJ4Q+iFAumuc9hbW7F65p7g1ngdpDIF0tmLfd4Xe+KNTuKL7TTxiXaa+NhhADx15rfSwKVjJuVw\na7UINN+D1R4gOvSebHIVhjI9if/000/59a9/ze7du3n66af58z//c55++mmeeOIJ9u7dy4EDB2Z0\nnffff5/vfOc7hEKhCkcsxOLy+vm3iOcSPLj83jkfZn13/1lCo0k2b2ujc3V9mSOcuePdxX//aztq\nTIthKUl3d6FnMrjWrJ3XdUoLny7d2uqd+F2M5Yxtp3E4bdhUC/FoZmI2/BEsNg8u/9zahcpNbWwE\nRZF2mipisdqpbd8DaIxfeFEOuQrDmJ7EP/300wD8k3/yTyZn7yqKwg9/+EMUReG3v/3tNZ+fTqf5\n0Y9+xPe+9z00TWPjxo0Vj1mIxSKSifH6hbfw233s6tg5p2ucOznCsUP91DV42LFrZZkjnLl8QeP4\n+RBNQRcNNS7T4lhKkseKGyvd6+f3ujvVhBrfxMFWo3viFUXB63cSi6ZJRU6hFVJ4aregzPGcSLlZ\nVDtqfT3ZgX6zQxGXcAXW4K7ZQDbRS3z0E7PDEUuE6a9KH3/8McFgkLVrL6/kNDU10dnZyUcffXTN\n54+OjvLMM89wzz338Ic//OGq6wghpvdy9z6yhSx7VjyIw2qf9fPj0TRvvHwSm83CA1/egM02+xGD\n5XK2L0ImW2DTijrTYlhqksePgaLgXjf3pWAAwSkm1Hgm+s+N3toK4PM7yKTzxEYPAeCtvdHwGK7F\n3tpGIRYjH4uaHYq4RLD9YRSrg3D/6+Sz8v+NqDxTk/hsNsvg4CDLli2b8vttbW1Eo1HGx8envUYg\nEOBXv/oVP//5z2lqMnd+rxALyWhqjHf6P6DRXc8dLbMfKalpOq8/f5xMOs+dD6ymtt7cQ39Huoqv\nExtX1poax1KhZTKkz53F0bEMq3dubVglNVMsfFItNlw2JzGDK/FQ7It3ODJk4uewu1tRXcaPSr0W\ne2sbANm+PpMjEZeyql6CrQ+gaxlpqxGGMDWJD4fDAPh8vim/X/p6LBab9ho+n49t27aVPzghFrlX\new6g6RqPdj6I1TL7Cvqh93rovxBhxdp61m9tqUCEs3Pk3DhWi8K6ZdIPb4TUmdPo+Tzu9Rvmfa3p\nFj55VY8plXivz0FH2yCg4627yfD7X4+jlMT3SxJfbTx1N+PwdpKOniYZOmJ2OGKRM3WQcn5i45zd\nPvXH+KWvZzKZKb9fLsGg29Q2gLlqaJj6zY8on8X6Mx5NjvP+4Ce0eBvZvfEuLJbZvZ+/0DXOR+/0\n4K9x8vU/3obLPftWnJJy/IzDsQw9QzG2rK6noy047+stRuX+XU50F+fDt+zYRnCe17bYi3+KUrnC\nZXEG3QHOjndTV++Z8+6CuWhu9eO1DAIqy9bswGpzzuh5Rr1euDatYRCwhEYW7WvUdBbCf2/A+y2O\nvft/Eu7fS1vnZlRH9cd8qYXwMxZFpibxTmfxhXG6efDZbPGjVZersofUQqFkRa9fCQ0NPkZGpv+E\nQszfYv4Z/+bUSxS0Avd33MvY2OwqnZl0nmf+28egF8dJxhMZ4om5vdEu18/4vaPFmdk3tAcW7f9n\n81GJ3+XRTw6j2GxkGzvmfW1N01EUGBpLXHYtp+KioGucHxjBo7rnG/KM6YXzuF0ZkrnVjIdywPV3\nlhj5eqE5AqAoRM52L6nf94Xzmmwn0HIfob69nPnsGepXfN3sgGZs4fyMF7ZyvVEytZ3G6/VisViI\nx6fueSy10UzXbiOEmL1IJsa7/R9Q6wxya9PsWwXe3neaWDTDzbcvp7VKRjl+dqa4gn7jCumHN0Ih\nHidz4TzOlauwOOa/E8BiUQh47Fe105RGnsayxiYVVq24LHAs3GnofWfKYrejNjSS6e+Tvusq5W24\nFYeng2T4GMnQMbPDEYuUqUm83W6ntbWV3t7eKb/f29tLbW0tNTXVkSgIsRjsv/AWOS3PQ8vvnXUv\n/NkTw5w6MkRDs49tdy6vUISzk8rkOXx6lKagi47G+R2wFDOTPH4MdL0s/fAlNV4H4Xj2sqTUby8W\ncKIGJvGFXIx88iyRqIexseodVWpvbUWLxylEZQpKNVIUhdplj6MoNsYvvEjB4H0HYmkwfcTktm3b\nGBkZoaur67KvDw0N0d3dzdat1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B0YwNHWZnY4oowUxUL98q8wUsiQjp5mrOc56pZ/paon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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "\"\"\"I don't know whether Pandas can fill a KDE curve.\n", "\n", @@ -2305,7 +1334,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2313,18 +1342,7 @@ "package:seaborn" ] }, - "outputs": [ - { - "data": { - "image/png": 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A4FLN/VsIANRIPF0+8NkwjEYv5aCcylirHfxcymaVH5jfJEWHp6tLkpQfHJj3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\nq67i9ddf59FHH6W4uJg5c+ak7fm7QoIxIUTOSwZ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cqVNlivbsCca6tGcsUr9nLMNlilAf\njFWtJejZQkHZmEwvRwghRBq1OzMmhBDZpqGtfUMw9m7VGwRMH5VFo+lj7/hsqVwQMyx8e6NoDgW9\nKP4xngzG6tvbJ4Ox+kYUnZEIxjqSGXMmyxQzH4wpdh3FZsPoTJliuAZQULs4NDsdNL0EVXMR8m7F\nsjLfGEUIIUT6SDAmhMhZtd74IOLC+jLFPcGdbPB+RLGthOMLT8jk0rqVf38Uy4xnxRJl4o4jyhQL\nGmXGOsvye0FRweFs92P0ZJli5tvbK4qC6nZ3skyxFtVWgKJk/mtSURR09yBihp9o6GCmlyOEECKN\nMv8tI4QQnVTlie+HKnbrWJbFu1UrAfhayQTUPOqaeCTv7nhG0F3eUGneuLU9NGTGarsSjPk84HJ3\nqAFIsptiFmTGAFSXG9Pr6VBGKRaLEjP8WbFfLCG5b8yzJcMrEUIIkU4SjAkhclZ1Ihgr0NkR2MKB\n8D4GO4dSpvfL8Mq6jxmJ4T8QH/Rsdzd8hDc08IgHHQX1e+U6W6ZoWVa8gUcHOikC2DQFm5Y9wZjm\ndmNFo1jh9jcyMbOkk2Jjdlf9vDFpcS+EEHlFgjEhRM5KZMaK3HY+qHkbgJFFJ2VySd3OuycKFrj6\nNc38qWo8CEpkxhyKA5ti63yZYjgERrRDzTsSHLqaFWWK0NDEoyP7xoz6GWPZ0LwjQbO5sOmlhH07\nicWimV6OECJLHThwgCeeeILLL7+ciRMnMnr0aM4++2xuueUW3n333Uwvj+XLl1NZWZkchSU60E1R\nCCGyTZUnvmesWtnBwfB+KpzD6GMvyfCquleqEsUE3a4Qqh+2nJg11tlgrDNt7RMcuoq/zsA0LTSt\nczPO0kWtH/xsejxQ3r9dj8mWGWNHsrsHYdTWEPbtxFV8TKaXI4TIMq+//jp33HEHfr+fUaNGceGF\nF1JQUMCePXt48803ee2115g5cybz589HVSUfky0kGBNC5KyquhAuh41PvB8C+Z8Vi3hNQlUmeh8V\nzdH8i9RhU6gLxJKDngvVQmqNWkJmCKfW/iYcAJa/450Uk+tI7BsLxzI++FnrxODnZDCWRZkxiO8b\nC9ZuJOTdKsGYEKKJ9957j1tuuYWSkhIeffRRJk6c2OT+6upqfvSjH/H3v/+dUaNGMXv27AytVBxJ\nwmIhRE6yLIsqT4iCEj/7QrsZ4BhEsb1PppfVrWq31HePHGRPeb9uV4jFIGoesW+sE9mxRGZM6eCe\nMQBHsr195ksV1U4Mfk4EY2qWZcZ0Z39QNNk3JoRoIhKJ8LOf/QyAxx9/vFkgBlBWVsZDDz1EYWEh\nTz31lIzJyCKSGRNC5CRvMErUiGH12w7A0QXHZ3ZB3cyMxPDsiqA5FJxlqbNNjZt46LamHRUHOAZ0\n6Pk6M2MsIZsGP2vJPWMdCMbCtaBoqJ0clt1dFNWG3dmfaHAfZtSXdWWUQojMeOutt9izZw+TJ0/m\n5JNPbvG40tJSbrzxRiKRCKFQCJcr/hn37rvv8oc//IGPP/4YwzA45phjuPzyy7nqqqualTN+8skn\nPPHEE6xdu5ZAIMDQoUO59NJL+fa3v42u602OXbNmDQsWLOCzzz7D4XBw6aWXMnr06PS/ATlOgjEh\nRE6q9oTAFiHo3kmBVsgAx+BML6lb1W2PYJlQMNTeYqv5RHv7cCQGbq3R4OfaDj9fIhjrXGYse9rb\nJ/eMdSAYMyO1aLbCDrX07ym6exDR4D5C3m0UlOV3Wa4Qon1WrFgBwHnnndfmsd/73vea/PmZZ57h\nnnvuoaioiPPPPx+3283bb7/N3XffzZo1a3jooYeSn4XLly/nhz/8IaqqMmXKFPr168f777/Pr3/9\na95++23+9Kc/JQOyt956i5tuugld15k6dSqapvGPf/yDJUuWpPnV5z4JxoQQOamqLoStfDeWYnJ0\nwfFZeeGcLlbMom5rGEWFggEtf2w76oOxYLPBzx0fepxs4OHszJ6x+DqyKTPW3jLFmBkmZgbRHaXd\nuaxO092D8VetI+TdIsGYEAKAHTt2AHD88R2rENm1axf3338/gwcP5i9/+QtDhw4FIBAI8IMf/IBX\nX32Vs88+m+nTp+Pz+bjjjjtwOp385S9/4cQTTwTAMAxuv/12Fi9ezJNPPsnNN9+MaZrcdddd2O12\nFi1alFzXjTfeyFVXXZXGV54fJBgTQuSkw3UhtPLdqGgMcx+d6eV0K9++KEbIomCQDdXWctDZUKbY\ndPBzp/aM+bvWTRHIivb2ydb27QzGjHANkH3NOxJseimK5iTo2Zps1CKESG3bn56m6r1/Z3oZreo7\n8QxGXD+nS+eoqqoCoLi4uNl9S5cuZfPmzc1unzJlCitXrsQwDG6++eZkIAbgdrv52c9+xje/+U1e\neuklpk+fzvLly6mrq+Omm25KBmIANpuNO+64g2XLlvHSSy9x88038/HHH7N7926uueaaJgHisGHD\nmDNnDv/7v//bpdebbyQYE0LkpG2e7ajOAP20o9BVve0H5LC2GnckJMoUm8waw9apwc+WzwN2HcXe\n+nOmkk1lioqmoTic7e6maETi71W2Ne9IUBQF3TWIsG8b0dAhdFf72vULIfJXSUl8pIsnxY9OS5cu\nZfHixc1ur6io4PPPPwfg1FNPbXb/cccdR3FxcfKY1o4tKytjxIgRbNq0Ca/Xmzw21f6w1va09VYS\njAkhctKu6CZwwPCC/M6KBasNQtUmjlINm6v1BriNG3hA/MK9QCugzuj4nrGYzwPOju8XA7BpCppG\ncuZZpmkFbkxP+wJSI1KfGcvSYAzipYph3zZC3i0SjAnRihHXz+ly1ikXDBkyhI8++ogdO3YwZsyY\nJvc9+OCDPPjgg8k///nPf+a+++4DwOfzAVBUVJTyvP3790+WQCaOLSxM/dnYv39/Nm3aRDAYTAaF\nBQXNKyv69MnvrsedIa3thRA5J2SEqbNvxwq7GOTuWJfAXFP9eQiAooq2M1RHZsYgXqoYioUJmaF2\nP6cVM8HvB3fHSxQb1qISzJJgTHW7MX0+rFjb68nWGWON6e5BAIQ80uJeCNHQuGPZsmUdelwiWDpw\n4EDK++vq6pJZt8SxBw8eTHlsIgArKSlJlkt6U1QkBAKBDq2xN5BgTAiRc9Yf+hRLNVE9Fc3a7uaT\nULVB4KCB3kfF0aft4ckOW/NgLDFrzGu2f+hxvHmHhdKJ/WLJtdgVQuFYVsyy0dwFYFntKlU0w/XB\nWBZnxjSbG00vIezbgRUzMr0cIUSGTZ48mQEDBrBs2TI+/PDDVo9t/Jk8cuRIANauXdvsuB07dnDo\n0CGOO+44AE444YQWj/X5fGzatImjjjoKXdeT5Ynr1q1rduxnn33WzlfVe+TvVYwQIm/9e+8aAApD\nwzK8ku5VtTmezSoe2r49cfYUmTG3Wh+MGR0Jxur3Hbg7H5DodhXLgkg088FYcvBzO9rbG5FaFMWG\nojq6e1ldorsGYVkGYf/OTC9FCJFhTqeTBx54AICbb76ZpUuXNjvGMAz+9re/8dvf/hYAVVWZNm0a\nNpuNJ554gl27diWPDQQC3H333QBMmzYNiDf8KCoqYuHChWzYsKHJeefPn08oFEoee9JJJ3Hsscey\nePHiJgHZwYMH+eMf/5jmV5/7ZM+YECKn1Ibr2FK3FdNTSpGeus49H4SqDQIHDPTi9mXFAFRFgHE3\nnwAAIABJREFUwW47MjMWD0Q8HQnGvIkZY10pU6wPDMOxZEOPTNHqyy0Nj4fWQizLsjAitaj27Jwx\n1pjuHkywbhNBz1acRfm9b1II0bbTTz+d3//+9/z4xz9m3rx5DB8+nAkTJlBSUsKBAwd45513qKqq\nwuVy8cMf/pCLL74Yu93Obbfdxvz585kxYwZTpkzB7Xbz1ltvsWvXLi6++GKmT58OxPeK3Xvvvdx6\n663MmjWL888/n759+/L+++/zxRdfcMopp/Dd734XiO9Xvvfee/nWt77FnDlzmDp1KoWFhSxbtgy3\nu3N7kfOZBGNCiJyy7sDHAJjVg3CX5W9yP5kVG9axTpG6TUk28IDGmbH2zxpLZsa6FIzVd1QMx+iT\n4Zi5vZmxmBnEikXQ7NnfFEN3DQBFJeSVfWNCiLgzzzyT1157jZdffpn/+7//Y9WqVdTU1FBcXMyx\nxx7L9ddfz+WXX05pacMcxeuuu47hw4fz1FNPsXTpUizL4phjjuF73/sel19+eZPzX3DBBSxcuJDf\n/va3vP3220QiEYYNG8aPf/xjrrvuOuyNuu+OHTuW559/nt/85jesWrUKRVG44IILmD59Otdee22P\nvSe5QIIxIUROWXPgYxQUzOqBFAzJz2AsVNPxrFiCw65Q44slZ1C56zNjHSpT9NZ3HuxSA4+GzFim\nafUbz8261oOxhuYd2Z9xVVQbdmd/osH9mFE/mr3zf1dCiPxRUlLCddddx3XXXdfux5x11lmcddZZ\n7Tp27NixPPHEE+06duTIkSmPTTX3rDfLzysZIUReOhSoYod3F4WxAWDoFLTR6j1XHd7YuawYxDNj\nlgURI54dc6udKFP0paNMMf53kw3BWHLwcxuZsYbmHbkR2OjuwQCEvNsyvBIhhBCdlZ9XMkKIvLT2\nYLxE0RmqAKDAnX8fYYGDUYKHDBwlWoezYtC8vb1dtWNX9A52U0xHA48syozVZ/jMFANRG0vOGMvi\ntvaNJVvce7dkeCVCCCE6K/+uZIQQeWvNgY/QFBWzOj5bzJVnmTHLshqyYke1PVcslSMHPwMUqG48\nHdkz5vWAZgN7xzNzCYmmHdkwa6y9e8aSZYr27C9TBLDpZSiak5B3a1aMEBBCCNFx+XUlI4TIW3t9\n+9nn38/w4mH4vAoup4KmZnfHu47y7Y0SrjVx9dPQCzueFYPUg5/dmptwLEwkFmnXOSyfB9wFXeoo\nmE2ZMUXXUWw2jLYyY/VlimqOlCkqioLuGogZ9WKEDmd6OUIIITpBgjEhRE5Ye+AjAI7tcwxen0mB\nu3PBSrayYhZVG0OgdG6vWELKYKwDs8asWAzL7+1SJ0UAuy2LgjFFQXW721GmWIuiOlDVzr//PS2x\nbywopYpCCJGTJBgTQmQ9y7JYc/Bj7KqN/noFMQvceVai6NkZIeqPUTDAhq0Lr81hS50Zg/Y18bD8\nXrAslC7sF4P6rI1dyYpgDEB1F2B66los50vMGNPsubFfLKFh35i0uBdCiFyUX1czQoi8tNO7m8PB\nKkb0GU7AHw828ql5R8ywqPo8hKJC0dDO7RVLSJUZK1AT7e3b3jeWjhljDWtRs2LPGIDmdmMZBrFQ\nKOX9McMHlolmy40SxQTNVoCm9yHs24EVMzK9HCGEEB2UP1czQoi8taa+RLGy9Bg8PhMgr9ra124N\nY4YsCgbb0fSuvS7dVt9SvvHgZ62+TLEdHRUtb9fb2ifXYleIGhammfnmEskmHp66lPcbybb2uZUZ\nA9Bdg7FiUcL+XZleihBCiA7Kn6sZIUReilkx1h38GIemM6xoKB5f/Nf/fMmMmZEYNV+GUGxQVNG1\nrBjEhz5DF8oUfV0f+JyQTU08Gtrbp34PEp0U1VwMxqRUUQghclZ+XM0IIfLWltrt1IY9HFtyNDZV\nw+ONB2P5smes5sswsSgUDdFRbV3vDmm3xf+7aZliBxp4eNNXpuhIDH6OZD4YUwvqBz+3lBlLtLW3\n5UZb+8Z01wBAJeSRYEwIIXJNflzNCCHyVmLQ8/ElxwBQl0dlikYwRu2WMJquUDjQlpZzKoqCblOa\nBEB2xY5NsbUvGKvfM9bVBh4Auh4PLrNh31gyM9bCrLGGGWO5tWcMQFHt2F3lRIL7MI1AppcjhBCi\nA3L/akYIkbfMmMn6g5/gtrkYUhRv4e3xGdhtCnoX91Zlg6rNIawYFA2zo2jpm5mm25sGY4qi4G7n\n4Od0Zsb0RGYsC4Kxhj1jLQRj4RoANFvulSlCfN8YQMi7LcMrEUII0RG5fzUjhMhbm2u+whf1c1zJ\n0ahK/OOqzmvgzoP9YhGviWdHBJtLwd0/PVmxBN2mEI5YTdq4u7UCgrEgRhsd9yyfBzQb6I6uryML\n94wZrWTGVM2Foqb376KnJOaNhTwyb0wIIXJJ7l/RCCHy1toD9SWKpccC8Yv6SNTKixLFqk0hsKD4\nKB1FSV9WDOJBkAWEow3BWKK9vcdsPTtm+TzgcqdlTYnMWDaUKbaWGbOsGGbEg5pjbe0bsznKUFQH\nIe/WFmepCSHyzw033EBlZSXLly9v9TjTNJk4cSJf+9rX8Pv9PbS6jlm9ejW33347F154IV/72tc4\n+eSTueSSS/jVr37FgQMHMr08AL73ve9RWVnJ/v3703bO3L+iEULkpagZ5aNDn1JkL2RQwQCAvOmk\nGKox8O2NYi9UcZZpaT9/qsHPrvpgzGf4WnycFYth+bxpKVGERp0dsyEYc7mA1MGYGfUAsZxsa5+g\nKAq6exBm1IMRrsr0coQQPWT69OkAvPbaa60e9+6771JVVcXUqVMpKMiuH55CoRC33347s2fP5vXX\nX2fEiBFcddVVXHHFFRQVFfGHP/yBCy+8kLfffjvTS+0WuVmPIYTIexurNxMyw5zYd2QyS5MMxnI8\nM3Z4Y3zwcJ9uyIpB6sHPbi0ejPjMVoKxgA+sWFqadwDYs2jPmKKqqG53yjLFhhljuddJsTHdPYiw\nbzshzxbszn6ZXo4Qogecf/75FBYWsnLlSoLBIK76H56OtHjxYgBmzJjRk8trlzvuuINXXnmFc845\nh/nz59OvX9PPr3//+9/MnTuXW2+9lddee43y8vIMrbR75PYVjRAibx1ZoghQ5413UszlPWOBg1GC\nhwwcJRqOkvRnxaBxMNZQrtauzFgam3cA2DQFTc2OYAzipYqpMmMNbe2z69fijtJd8XljQZk3JkSv\n4XQ6mTp1KoFAgFWrVqU8JhgMsnz5cioqKpgwYULPLrANq1at4pVXXmHUqFEsWLCgWSAGcMYZZ/Df\n//3feL1eFi1alIFVdq/cvaIRQuStkBHmk8MbKXX0odzVN3l7rmfGLMtKZsWKj+r6gOeW6CnLFNuR\nGUu2tU9fUKLb1azYMwbxJh6xQADLaNrEpKGtfe6WKUJ8/Zq9D2HfdqyYmenlCCF6SCLb9eqrr6a8\nf+XKlQQCAaZPn96sGuPVV1/lyiuvTO7Ruv7661m9enWTY9577z0qKytZtGgRt9xyCyeddBKTJk3i\nd7/7HZWVlSxYsKDZc/r9fsaNG8e1117b6toTwdW8efPQdb3F46ZPn85FF13EqFGjmtweDod5/PHH\nueiiixg9ejSnnXYaN998Mxs2bGh2jlgsxnPPPce0adMYM2YMp5xyCt/+9rf597//3exY0zT5/e9/\nz9SpUxkzZgyXXnppm/vyOis3r2iEEHnts8MbicaiHFd6TJMvjoY9Y92TUepuvr1RwrUmrn4aemH3\nvQZHyjLFdmTGfOnNjEF81lgoHMuKphKJJh7GEdmxRJmimuNlihAvVbRiUcL+XZleihCih5xyyikM\nGTKEN998E5+v+Wf84sWLURSlWYniQw89xK233srhw4eZOXMm06dPZ/PmzXzrW99iyZIlzc6zYMEC\nNm3axLXXXsuoUaO45pprcLlcKY9dtmwZwWCQadOmtbjuUCjEO++8g9Pp5Otf/3qrr9HlcvGb3/yG\n8847r8nj58yZw8MPP4zdbueqq67ijDPO4M033+TKK6/kjTfeSB4bi8X44Q9/yN13300gEODyyy9n\n8uTJfPzxx1x//fXNMm7/8z//w//+7/+i6zqzZs2ivLycefPm8emnn7a6zs6QPWNCiKyz5uBHAFQ2\nKlEE8PhMFAWczvTvs+puVsyiamMIFCge1vKvf+nQemas5S5ayTLFNO0Zg3hmzLJMIlELh57Zvzct\n0VHR68FeVpa83YzUAgqazZ2hlaWP7h5EsO5zQt5tOIuGZ3o5QogeoCgK06ZN47HHHmPlypVceuml\nyftqamp45513OOWUUxg6dGjy9vXr1/O73/2OM844gyeeeAKn0wnA3LlzueKKK/h//+//MWnSJEpK\nSpKPCQQCLF68mLJGn5/nnXceS5Ys4bPPPmP06NHJ2xcvXozD4eDCCy9scd179+4lGo0yYsQIHI6O\nj1P5/e9/z/r167n88su56667sNniYc0nn3zCtddey+23387KlSspKCjgH//4B0uXLuXss8/m4Ycf\nTu6t27FjB1dffTX33HMPZ555JhUVFbz77rvJPWwLFixIZuyefvpp7r333g6vsy0SjAkhskogGmBj\n1Rf0c/WlzFna5L46r4HbpaJ2Q9OL7ubZGSHqj1Ew0Iatm8ssUzXw0BQNXdHbyIzVAaCkMzPWqKOi\nI8ODutX6DmJH7hszInXxGWNKbmZcG7O7BgAKId824NxML0eIjFq2eCMbP96b6WW0atTYwZx/yai2\nD2zD9OnTeeyxx3j11VebBGOvvfYa0Wi0WVbsb3/7GwC33XZbMhADKCsr44YbbuAXv/gFr7/+OrNm\nzUred8oppzQJxCBeIrlkyRKWLFmSDMYOHTrEv//9by644AKKilquOKiurgagT58+ze4zDIPf/va3\nzW5XFIW5c+cC8M9//hO3281Pf/rTZCAGMGbMGGbNmsXTTz/N8uXLmTZtGv/4xz8AuPPOO5s0OTnq\nqKO48cYbuffee/nXv/7FTTfdlMz03XLLLU1KJ+fMmcPChQvZvn17i6+pMyQYE0JklXUHP8G0zGZZ\nMdO08AVM+vfNvY+tmGFRtSmEokLR0O7bK5aQqoEHgFt14zO9LT6uOzJjjkazxvpkuApQS1GmaFkW\nMcOPpje/GMhFqqpjc/Ql4t9DzAyjal0f3i2EyH7Dhg1j/PjxvPPOO3g8HoqLiwFYsmQJLpeLqVOn\nNjk+safq9ddfb7YXau/eeAC7adOmJrcPGTKk2fNOnDiR/v378+qrr/LjH/8YVVV55ZVXME2z1RJF\naAjC6urqmt1nmiaPPvpos9s1TWPu3LnU1dWxZ88eJkyYgNvdvKph/PjxPP3003z++edMmzaNTZs2\nUVFRQUVFRcpjAT7//HMANm/ejN1up7Kystmx48aNk2BMCJHfVu9fBzQvUfT64/vFcrGT4sHP/Zhh\ni8IhdrQeyA7ZNVBomhkDcGkuaiO1RGNR7GrzoNDyeUDTQE/fBbyeTbPG3M0zY1YsgmUZqJqzpYfl\nHN09CCN8mJBvO+4+zS8mhOgtzr9kVFqyTrli+vTprF27lqVLl3L55ZezZ88e1q1bx6WXXkphYdMf\n2Tz1n4NPPPFEi+c7MkhqnEFLUFWVSy65hKeeeooPP/yQ0047jZdffpmysjLOPPPMVtc7aNAgVFVN\nliva7Q3fSw6Hg82bNzc5/pvf/CZbt8a7xSb2xh35uhL69+8PxPeVQbyhSKpALNWxdXV1uFwuVLX5\n93WqLF5X5d5VjRAibx0OVrOlbjtDCgdTpDf9gK3zxbvD5VonRTMS4+AGP6oNiiq6PysG9QOA7Qrh\nI4Ox+n1j/hb2jVk+DzgL0jr7TM+iWWON94wlmEb8vcirYKy+xX3Yuz2zCxFC9KiLLroIh8ORHAD9\nyiuvYFlWytliBQUF2O12Nm7cyObNm1P+5ze/+U27njdx/tdee41du3axYcMGLr744ialg6kUFhZy\n+umn4/P5UnY0bE1icPWBAwdS3p8INhN73txud7uP7dOnD8FgEOOIzrsQ3zeXbrl1VSOEyGsf7l8P\nwAllxze7z+NNdFLMrY+tmi/DmFGLwiE6qq3n9rrpNoVgs2AsHox4U+wbs6xYPBhLY1t7yM7MmOFp\n+LU3lofBmN1ZDopGyLst00sRQvSgoqIipkyZwgcffIDH4+H111+noqKC008/vdmxxx9/PNFoNFma\n19jatWt58MEHWbNmTbue97jjjuPEE09k1apVrFy5EqDNEsWEq6++GoAHH3yQSCTS6rGxWMP3SElJ\nCYMGDWLr1q3U1NQ0O/bDDz9Mrg3ghBNOoLa2li1btrR47LHHxityTjzxRKLRaMrOiZ999ll7XlaH\n5NZVjRAib1mWxeoDa7EpGseUjGh2fy62tTdCMWq3hLE5FAoH9mxVuG5XCEctYo1ayru1VmaNBfwQ\ni6W1eUd8HfWZsUjmg7GGzFjDvjkzGv+VM5+CMUXVsDv7Ew0dxIy23LBFCJF/pk2bRjQaZdGiRWzY\nsIFLL700ZbXDzJkzAbj33nubtMP3+Xz84he/4Mknn+zw8+7bt4+nn36ao48+mpNOOqldjzv//POZ\nNm0amzdv5oYbbkjuV2vswIED/OQnP2HLli1NSgdnzJhBMBjkl7/8JabZMFvx008/5bnnnqOkpISz\nzz47eSzA/PnzCQaDyWN37tzJb3/7W3Rd5xvf+AYQL/eEeIDo9zdUkvzrX/9qto8uHWTPmBAiK+z0\n7uZg4DDHlxyDQ2ve+j1RpujOoTLF6s0hrBiUjnChaD3bATKRkQpHLFyO+P9OZMZSBWOxbmje0Xgd\nwVDmgzHFbkfRdcwUmTElj4IxAN09kGhwHyHvdgrKRrf9ACFEXpg0aRLl5eU8/vjjQEPQdaSvf/3r\nXH311SxcuJBvfvObnHXWWei6zrJly9i/fz/XXnstp5xySruf95JLLuFXv/oVe/bs4dZbb+3Qmu+5\n5x769OnDX/7yF6ZMmcIZZ5zBMcccg6qqfPHFF3zwwQcYhsGxxx7LXXfdlXzc9773Pd59913+8Y9/\nsHHjRk477TQOHz6cbEjy0EMPJcsZZ86cyRtvvMHy5cu59NJLOeuss/D5fKxYsQK/38+dd96ZbFAy\nfvx4vvWtb/HnP/+ZGTNmcNZZZ7F3715WrlzJsGHD2LlzZ4deX1skGBNCZIUP6ht3jCw7LuX9ycxY\njgRjUb9J3fYImlOheLBOKBzt0ed3NJo15nLE37PknrFUZYr1A5/Tnxlr3mY/k1S3u0k3xXzcMwbx\nfWN+1hPybZNgTIheRNM0LrnkEv74xz8yfvx4hg0b1uKxd955J2PGjGHRokW8/PLL2Gw2RowYwS23\n3JLMDrVXWVkZEyZM4L333uOSSy7p0GN1XeenP/0pM2bM4KWXXmL16tV8/PHHRKNRysvLueiii7jw\nwguZPHlyk8yY0+nkL3/5C3/4wx9YvHgxzz//PH369OG8887j+9//PiNHjkweq6oqjzzyCM8++ywv\nvfQSf/3rX3G5XIwfP54bbriBCRMmNFnTT37yE44++mieffZZXnzxRQYNGsR9992XzLqlkwRjQoiM\nM2Mmaw98hMvmZFhx89a5EN8z5tAVbD2476orqj4PgRUf8KyoPb/mVEGQuz4Y86bIjCWCsXTvGUs0\nE8mGPWMAmruAyP59WLEYiqo2BGO2/ArGbI4yFFWXfWNC9EK33XYbt912W7uOnTFjRsoGH41NnDix\nWWfDI5mmyRdffMGpp57aYtfCtowaNYpRozrW/dLpdDJ37tzk7LHWaJrGnDlzmDNnTrvOfeWVV3Ll\nlVc2uW3GjBn8/Oc/79Aa25IbPzELIfLapuov8EX9VJYei5Zi8K5lWXh8Zs407wh7TLy7otjcCq5+\nmdnjptuaB2Murb5MMVVmLFGmmObMGMQDw2woU4R4ZoxYjFh9R6xYNJEZc7X2sJyjKCq6ayBmpBYj\n3HxzuxBCpNOiRYs4dOgQV1xxRaaXknMkMyaEyLiG2WKpSxQDoRiGaeXMfrGqTfFZJcVH6WltE98R\nqTJjNsWGXbGn3DNm+eL7qNJdphhfi4ovYGDGLLQMZAkb0woaOipqhYWNyhTzbziy3TWQsH8nIe82\nCh2lmV6OECIPzZs3j507d7J582aOO+44LrrookwvKefkxpWNECJvBY0QnxzeQKmjhAHu8pTHNHRS\nzP6PrFCNgX9fFL1IxVmauc6PDZkxq8ntbtXdemYszQ08IMva27vqOyrW7xuLGQEUVUdJkZHNdbo7\nPm9MShWFEN2lrKyM7du3M27cOB577LE2Z4uJ5uQdE0Jk1EcHPyUaMxhZdlyLWaS6xIwxV/ZfMFdt\nzHxWDMCRCICizQc/10XrMC2zSUmo5fOAqoIj/XunEu3tw+FYxv8OE5mxRDBmGv68a96RoNmLUTUX\nId82LMvK6L9HIUR+uuuuu5p0OBQdl/0/Mwsh8lqiRHFkCyWKAJ76tvbZnhkLHIoSOGTgKFFx9Mls\n0NFSF0NXYtbYEdkxy+cBV0G3XLDbU+xfyxS1ftaY4fVgWTFiRiBvgzFFUdDdg4gZAaKhg5lejhBC\niBSy+8pGCJHXakK1fFm7lcEFAyl2FLV4nKc+M5bNe8Ysy2rIig1rPietp6Vq4AGpZ41ZlhUvU+yG\n/WLQaPBzFpQpau6GzFjMCAJW3gZjAHaXlCoKIUQ2y94rGyFE3vvwwHosrBZniyXkwp4x/36DUI2J\ns6+GXpT5ckqbBorSfM9YctaY6W+4MeiHmInSDfvFoHGWzmrjyO6XyIyZXk/ezhhrTHcPBCQYE0KI\nbJW9VzZCiLxmWRar969DU1SOKzmm1WPrfCaaBg49O/e8WJZF1aYgkB1ZMYiXqDlsSorMWDzw8BkN\nwVh3trWH7Grg0dBN0UOs/j1Q8jgY02wFaPZiwr4dWJaZ6eUIIYQ4ggRjQoiM2O3bxz7/AYYXH4XT\n1npbcY/PoMClZm0DAu/uKBFPDHd/G/Ysyt6lGrbsTJEZi9UPfFbSPPC5YR3ZU6aoOBygqpie3pEZ\nA9BdA7FiESL+vZleihBCiCNkz1WDEKJXWb1/LQAntFGiGInGCIZiWbtfzIpZVH8eAgWKhtozvZwm\ndJtCxLAwYw3lgQ1lio32jPl6KDOWBQ08FEVBcxfE94wlBj7b8jsYsyda3PukVFEIIbJNdl7dCCHy\nmhkzWb1/HS6bk+HFw1o91pvspJj5fVipeHZEiPpjFAywYXNm10dqIggKN2pv76zPAvnNQPI2yxsf\n+NxdwViim2I4CzJjEN83ZjTZM+bK8Iq6l+6SfWNCCJGtsuvKQQjRK2yo+hxf1E9l6bFoautBVp0v\nezspxkyLqs0hFDX7smLQKBhr1DjDoThQUJqUKVrJMsXuaeChKEq8ZDILMmMQD8ascBgz7I3/Oc/L\nFFXNgc1RRti/m1gsmunlCCGEaCT7rm6EEHnv/foSxVFllW0em82dFOu2hjFDFgWD7Gh69q0v0d4+\n2CgIUhUVp+rE32jOWHc38IB4diwb9oxBQ3t7IxTPCOZ7MAaguwaBZRL27cz0UoQQQjSSfVcPQoi8\n5o34+PTwRvq5+lLu7tfm8YkZYwVZlhkzoxbVX4ZRNCgakn1ZMQBHC3u1nKqzaZmizwOKCs7uK9fT\n7SqRqEUslgXt7Qvq29tHfYCComZHB8zuZJdSRSHy2t///ncqKyvb/M/y5cs7dN4PPviAyspK5s+f\n300rF7ZML0AI0busOfARMSvGqLLj23V8XXLPWHYFY7VfhYhFLIqH2VFt2dnlseXBzy5qjBoisQi6\nqseDMZe7W7tVNm7i4XZmdv+fVj9rLGYGUDVn1nbpTCfd1R9QCUswJkRemzBhAhMmTGjx/hEjRnTo\nfBUVFcydO5exY8d2dWmiBRKMCSF61Af71qAqKpWlrXdRTEiUKbqyKDNmhGPUfBVGtSsUDM7OrBi0\nPGy5cXt7u2KPlymWtp2l7NpaGtrbZzoYU+vLFGNWGJtWnNG19BRFtWN3lhMJ7sM0gmi2/G5aIkRv\nNWHCBObNm5e28w0ZMiSt5xPNZc/VjRAi7+327mWXby/Di4fhtrfvYrDOa+ByKmhq9mQvqjeHsMx4\n0w5Vy551HamlMsXE4Ge/6YeAH0wDpRv3i0HjZiKZ3zemud2gKaCYeT3w+Ui6O16qGPZtz+xChBBC\nJEkwJoToMR8kG3e0r0QxFrPw+s2samsf9ZvUbYugORUKBmR3cYG9lTJFAL/hJ+apid9YWNSta0lm\n6cJZsGfMXQD1mdbe0Lwjwe6qnzcmpYpC9HrV1dX88pe/5KKLLmLs2LGMHTuWiy++mCeeeALDMJLH\npdozNnnyZGbPns1LL73ExIkT+drXvsb999+fiZeRF7L7SkIIkTc6MlsswRcwsazsat5R9XkILCge\npqNkUbYulZYbeDSUKVqeCACKu7uDsYYyxUzTCtworniA36uCMWc/FMUmwZgQvZzX6+WKK65g3759\nTJ48mSlTplBdXc2yZcv49a9/TV1dHbfddlur5/jyyy+5++67mTZtGtFolHHjxvXQ6vOPBGNCiB6x\nsXozvqifceWj25wtlpDYL+bOkuYd4ToT764oNreKq1/2ZOtaoqmgKqm7KUIiGKu/saCnMmOZD8ZU\nlxulPtuq2npPMKYoKnbXACKBPRgRDza9d+yXE6I3Wb16NQsWLEh534wZMxgyZAjPP/88u3bt4p57\n7uE//uM/kvfPnTuXCy64gMWLF7cZjNXU1PCzn/2M2bNnp3X9vZEEY0KIHvH+vjUAnNCO2WIJdd76\nTopZkhmr2hQEoM9R9pzowJcYthw+ooGHS4tnxnymH6suPgRY6fZgrD4zlgV7xhRNQy2Ovwe9KTMG\n8XljkcAeQt5tFPaV7mgiv+3evISaA59kehmtKh0whiGV30zb+VavXs3q1atT3jdhwgSGDBnCpEmT\nKC4uZvr06U3uHzRoEEOHDmX79u3teq4LLrigq8sVSDAmhOgBvoifTw9vop+zjHJX33YIMr/VAAAg\nAElEQVQ/LpsGPgerDPz7DfRiFUdp9mfFEnS7QjDcwp4x00/MUz9vrJuDseT+tSzIjAGofRLBWO/q\nKmh3D4QqCPskGBMiH82dO7fN7oejRo1i1KhR+P1+Pv74Y3bs2MH27dv59NNP2bFjB6Zptvk8drud\nAQMGpGvZvZoEY0KIbrfmwEeYlskJfSs7lFGq9WRHMGZZFoc3xrNixUfpOZEVS3DYFDz+GGbMSnak\ndCgOFBQCph/LUwuKAj3UTTEbMmMASlH9oOdY7gTW6WDTS1E0ByHvNizLyql/y0J01JDKb6Y165Qv\nwuEwDz30EC+88ALBYPy7bcCAAZx66qmUlpZy6NChNs/hdPauqoLuJMGYEKLbvb9/DSoqI9s5Wyyh\nur6ErqggsxfMgQMGoSoTZ6mGozi3Lt4bB0EF9fO9FEXBqTrxGfXBmKsARe3egFdRFOw2hXCWZMYU\ntw0wsQImdG9SMKsoioLuGkjYtwMjXIXd2b3z5YQQ2ef+++9n4cKFTJ06lWuuuYbKykpKSkoAuOii\ni9oVjIn0kWBMCNGt9vj2scu7h6P7HNXu2WIJNXUGBW4VLYOzvI7MiuUa3dY8GIN4R0V/1IPlqYN+\nPVNqkqpkMlMUl4aFieWLQC+rtNFdgwj7dhDybpNgTIheaMmSJfTt25eHH364SXY8FAqxd+9eAMmc\n96DMb8QQQuS1zjTugPhwYF/ApKgwsx9T3t1RIp4YrnIb9oLc+8hsyIwd0cRDdWIPhsGKdXvzjoa1\nqESiFrFY5meN4QArEmvYM9eL2N0yb0yI3szhcBAOh/F4PMnbTNNk/vz5hEIhAKLRaKaW1+tIZkwI\n0W2iZpT3963FZXMyop2zxRJq6veLZbJEMWZaVG0MggLFw+wZW0dX6K0Mfo4F6m/rsWAsvpZwJIbL\nmeFyT1sMy29i+nyZXUcGaLZCVFsBId92LCuGouTejwxCiM675JJL+OMf/8hll13GlClTMAyDd955\nh23btlFWVkZ1dTW1tbX0798/00vtFeQTWAjRbdYf+pSAEWBU2ch2zxZLqKmN/ypXXJi5i/baLWGM\noEXhYDs2Z25+XLY2+LkwEO+Y1XOZsdRZup5mWRaWZkLQJObxZnQtmRDfNzYIywwRCe7P9HKEED3s\n1ltvZd68eaiqysKFC1m+fDkVFRU89dRTfP/73wfgzTffzPAqe492Z8YMw+DZZ5/lxRdfZPfu3ZSX\nlzNz5kxuvPFG7Pa2fzH+7LPPePzxx1m7di1+v5+BAwdy4YUXctNNN+F2u7v0IoQQ2emdPR8AMLrf\nyA4/Ntm8I0NlikYoRvUXIVQbFA3JzawYtNzF0KU60f31t7l7Jhiz2+pnjWV435hFFBQLK2hienpf\nZgxAdw8k5P2KsHcbDvfgTC9HCNFFM2fOZObMme06Vtd15s6dy9y5c5vdN2nSJObMmZP882mnncbm\nzZubHLNy5cquLVY00e6rnLvvvpv77ruPkpISrrvuOgYMGMAjjzzCj370ozYf+/777zNr1izeeust\nJk2axOzZsykpKeHJJ5/kuuuuIxwOd+lFCCGyz17ffrbUbWNY0RBKHH06/PjquniZYqYyY1Wfh7AM\nKBqmo9pydxNzQ5li02yUU3VRlMyMFfbMWvTsmDUWs+LfOVbAxOyFmTEAu0v2jQkhRDZoV2Zs3bp1\nvPDCC0ydOjXZecWyLG6//Xb++c9/8sYbb3Duuee2+Pi77roLy7J4/vnnGTNmDBAvE/n5z3/Oiy++\nyMKFC7n++uvT84qEEFnh3b2JrNgJnXp8dV0UVQF3BmaMhT0mnu0RbC6FgoG5vbW2pcyYU3Xg6Ok9\nY4nMWIZnjVlWfIM6UTC9vTMzptlcaHoJYd9OrJiBoub2v3MhhMhV7brKee6554D4VO9Em0tFUfiv\n//ovFEXhr3/9a4uP/eqrr9i6dSvnnXdeMhBLPP7mm28G4K233ur0CxBCZJ+IGeGD/Wtx29wc3eeo\nDj/esiyqa6MUFqqoPdxa17IsDn8ab2XfZ3huDXhOpaUGHk7VRaHfJKYq4OyZUvFkA49MZ8aIZ8YU\nU8Os652ZMQDdNRDLMgj7d2d6KUII0Wu1Kxhbs2YNpaWlHH/88U1uHzBgAMOHD+fDDz9s8bGFhYX8\n93//N5dddlmz+3Q9PrMnEOh9rYWFyGdrD35C0AhxYt9KNKXjZYbBUIxwxKI4A50UfXujBA4ZOEo0\nHKW5NeA5FZumoKmpgjEnRYEYQXfPBZy6PTsyY4kyRQU7sUAQyzAyup5M0aXFvRBCZFybwVgkEmH/\n/v0MG5a6LXVFRQUej4fq6uqU9w8cOJDvfve7nH322c3uW7ZsGQDHHntsR9YshMhy7+55H+haiSJA\nUQ/vF4sZFoc/i7eyLzk697NiCbpdaRYAOSwb7lCMQEHPlaclSyYz3cCjvkxRUeI/CPbWJh525wBA\nIeSTYEwIITKlzWCstrYWgKKi1HsKErd7vR0r9Th8+DCPPPIIAFdeeWWHHiuEyF67vXvZ5tnJUcVD\nKdY7txcp0byjpzspVn8Rireyr7Bjc+VmK/tUdJvSrIGH3R9AAbw9+DrtWRKMJTJjquYE6LVNPFRN\nx+boS8S/h5gpjbSEECIT2vxJ1Kgv30iUFB4pcXtHOiJ6vV5uvPFGDh8+zOzZs5vsJWtJaakbmy23\nSobKy3tmU3xvJO9t90jH+/qvHesAOH3Y1ygp6dxepEAonqkYUO6isNDR5TW1R6jOoParMDanSv/j\nClC19GbFXK7Un6E9weUIUeeP4nDqyfbySlX8M9tToPTYewzx7FjUoNP/NlLp6LmCNQaY4CwsIgg4\nzSh90rieXGL4hlK9/zAO7SAl5aOa3S+ftd1H3lshBLQjGHM6478cRqPRlPdHIhEAXC5Xu56wurqa\n73znO2zYsIFzzz2X22+/vV2Pq6nJrX1l5eVFHDrUO39t7W7y3naPdLyvgWiAVdvep9BeQH/bAGpr\nO/f/230H4g00bJqJzxfq0praw7Is9r7vx4pB8XA74Ujqz7vOcrl0gsFIWs/ZETY1nhWrqglS6Ir/\nqKUfrMIGVLstPN4gqtIzGTK7TcEfNDr9b+NIJSXuDp8rHPEDYCjxINSz7zBWmtaTa2JqPwAO7t5I\nlKFN7pPP2u4j7233kSBX5Jo2v30LCwtRVRWfL3VNfaI8saUyxsZ27tzJlVdeyYYNG5g8eTKPPPII\nNpu00xUiX7y7dzWRWISx5aO7dHFfXRfFZgOno2f2bHl3NTTtcJblVga+PZJdDBvtG1PqP7u9bpUQ\nPRco2u0q4YhFzLLaPribWFYYBTtaYQHQe/eMAdid/UHRpImHEEJkSJtXS7quM3jwYHbvTt36dvfu\n3ZSVlVFSUtLqeTZt2sSsWbPYuXMnM2bMYMGCBS2WPgohco8RM1i1+x3sqp2T+naucQfEs1Q1dQZF\nBVqPNNAwQjEOfRpEUaHkmPxp2tFYor19sFEwpvo8APjcGkF6br9QYi2RSOaCsZgVRlHsqAXxio7e\numcMQFE17M5yoqGDmFF/ppcjhBC9Trt+uh4/fjyHDh1i27amv5wdOHCA7du3M3bs2FYfv2PHDr79\n7W9TVVXF9ddfz3333ScZMSHyzLqDn1Ab9nBi30octs7vQfL4/j979xlk13kmdv7/nnBz6NyNDBIg\nwRxAUoyiOJI8WnM9tmxvrXbWsryzu7Nf5NGHsT/Yq7LLdnk9WnlK8o40W7Prsmu0Y41rRllUZACz\nxChGkIhE6oBGp5vTCe9+uH27G0A3Ot17TofnV4WC1N33nhdN4PZ57pM8XE+TCWiS4sS7VXxHk9kf\nwYptnaEdC80vfp4PgIzZAKSYNKjozpeCXnmWakhDPLT20TRQRDCSzT6x7RyMwcIR96dDPokQQmw/\nK7rz+OxnPwvA17/+dXy/+QNUa83XvvY14NrTEH3f5w//8A+Znp7mC1/4Av/sn/2zLfnOsxDbmdaa\nI+dfQKG4q//2dT3XzNxY+84HRsWRBqVRh0jGIDm0dd8gitpXL342SgU8y6BuKyoEGYw1/7uGtfh5\nbuGzsjEiNsq2tnWZIkA0sRuAav5kyCcRQojtZ0V3Hw899BCPP/44P/vZz/jc5z7H/fffz1tvvcUb\nb7zBZz7zGR577LG5r/3GN74BwB/8wR8A8PTTT/P+++8TiURIJBJzn1+or6+P3/3d323DH0cIEYaj\nU8e4UBrlhq7ryUYz63qu+bH2nc2MeQ2fiXdnd4odiG7pN4lapYGXBWPFIvVEHJQKJTMW1uJn3Rpr\nT7NM3kjGt31mzIx0YVgJqsXTaO2jAhrmIoQQYoXBGMBXv/pVDh48yA9+8AO+9a1vsXPnTr70pS/x\n+7//+5fdxHzzm98E5oOx119/HWhOXfyzP/uzRZ/7pptukmBMiE1Ka80vzj4DwMeGDq/7+aZzzcxY\nJ8sUtdaMv1XFq2sy+2zsxNa++bwqAHIcjFoNr6s5Sa8SZM/YbGYsrDJFf27hsw2AkUzgjI6jPQ9l\nbr3hLSuhlCKa2E21cIJ6+QKx1L6wjySEENvGioMx27b54he/yBe/+MVrft3x48cv+/9f/vKX+fKX\nv7y20wkhNrzjM6c4UzjPgex++uK9636+mcJsZizZuQCpcK5BeaxZnpjaZXfsOhvFlZkxY3aSoh9P\nAlWqgZYphrv4ubXwWTEfjKHBK5WxsuvL6m5mkWQzGKvmT0gwJoQQAdrabwcLITqulRW7rw1ZMWhm\nxmJRRSTSmZenRtFj4t0qyoLuG7d2eWLLlQM8jGJzkiKJFECgZYrR2f+uYQVjrTJFpebLFAG8/PYu\nVYzEh0CZ0jcmhBABk2BMCLFmx6ZPcjL3EfszexlM9K/7+TxPkys2x9p3gu9pxl5vLnfuPhDFim6P\nl0DTUFjmgsxYqRl4GPE0aAIe4BFyZmz2z3pZZoztvWsMQBkWkfgO3Pokbn0m7OMIIcS2sT3uRIQQ\nbae15kenfw7Agzvua8tz5oouWndukuLk+1UaBZ/EoEW8b+tOT1xMxFJXlSnqRJIoNhUdXM+YbW2M\nMkXjisyYv82HeABEk7NTFQuSHRNCiKBIMCaEWJO3J97nfHGYG7sOMJDoa8tztoZ3dGKSYuFcnfyZ\nBlbCIHvd9ls4H7EXBmPNMkU/kSRGJNCeMaVU8ywbpGfMlMzYnEhyFwDV/ImQTyKEENuHBGNCiFXz\nfI8nPvoFCsUDbcqKwfxY+3ZPUqzNuFx6p9kn1ntTFMPc+n1iV4pYCs8Hx9XzAzwSCWJEqNHA08EF\nRxHbCHHpc43mj77m37G5njHJjGFaSaxIN7XSOXwvuGypEEJsZxKMCSFW7eXR1xivTHBr7yG6Y9m2\nPW8nFj67dZ+x15p9Yj03RrHi2/Nlb+F4e6NYxI9EwbKJ6WaWsBroeHuF42o8Twd2zRZf11HYc4Nb\njNRsZqwomTFoTlVEe9SKZ8I+ihBCbAvb865ECLFmVbfGT888iW3Ybc2KAUzPBmOpNg3w8D3N2Gtl\n3Komvdcm1r29+sQWis71ankYxQJ+ohmExGgFY1t/8bPWGp/63I4xABWNgGlu+2mKLdI3JoQQwZJg\nTAixKk+ee5aSU+bewbtI2om2Pvd03iUZN7DaUEaotWb8zQq1KY94r0l699bfJ3YtrQCoUa6hHAc/\nPhuMzWbGghxv31r8HHzfmAd4GMz3DCqlMJJxKVOcZUX7UGaMav4kOsDSVSGE2K4kGBNCrNhUdZoj\n518kbac4PHBHW5+74fiUyl7bShQn369RGm0udt4u+8SuJTobjPm5fPP3RBKYz4wFOd4+GtJ4e382\n4FyYGYNm35hXLKN9CT6UUkQTu/DdEpXCSNjHEUKILU+CMSHEiv34o1/gapeHdt6HZbS35G9mdnhH\nOyYpzpyqkTtdx0oY9N4cQxnbOxADiM5moyi0xtpfUaYY4Hj7sDJjPq1JipdP0zSTCfB9/HIl0PNs\nVJHZUsX8xIchn0QIIbY+CcaEECtyJn+eN8bfZiDRz6HuG9r+/NP59oy1Lw43mHy/hhFR9N4SxbAk\nEAOIRZrfB1VoTVKczYzp4DNjrZLJoCcqXiszBjLeviWS2AEo8pMSjAkhRKdJMCaEWJbWmu+fegKA\nR3c92JGSv1YwlllHmWJlwuHibyooE/puiWJF5SWuJTobjFnl2R1j8SvKFIPMjEXCyYxpvXhmbG6i\novSNAWAYEez4IJXCMJ4j3xMhhOgkuVMRQizr7Yn3+Sh/jgPZ69iV2tGRa0zn1lemWC94jL1aBg09\nN8Ww2zSRcato9WlFKs3sT2uaYjSEnrFIaD1jzWDMuCozJoufrzQ/VfFUyCcRQoitTYIxIcQ1eb7H\nj0//HIXi4Z33d+w6M3kHQ0FyDXvAnKrP6K9K+C50H4wS65JA7EqmobAtiNVKaJibphjFRmkVcDA2\nmxkLeLT9XJkiS5UpShaoJZKYDcbyJ0I+iRBCbG0SjAkhrunXY69zqTrJbX03t3XB80Jaa6ZyDqmk\ngbHKYRueoxn9dQm3psnss0kMbN9dYsuJ2QbJehkdi4PZDFgVihh2oAM8TAMMI8QBHuqKMsWklCle\nyYpksKNZasWP0L4b9nGEEGLLkmBMCLGkutfgp2eewjIs7h+6p2PXqdZ86g296hJF39OMvVqmUfBJ\nDlmkdm3vXWLLidqQcst48cv3w0WJBJoZU0oRsY3AB3jM94xd/vfElAEei0p17UP7DrXSubCPIoQQ\nW5YEY0KIJT174SUKjSKH++9o+4LnhVpj7TOrCMa01oy/VaE66RLrMcleH9n2u8SW00UdS/s4seRl\nH4/pCA0cXO0FdpaIrajVfbTWgV2zWaZoodTlP/pUPAaGkszYFZLZfQBUCydDPokQQmxdEowJIRZV\napR56tyzxMwYhwfv7Oi15sfar/wlaeqDGqVhh0jaoEeWOq9Ij9cMNmrx1GUfn9s1RnClilHbwPfB\ncYMMxuoYXJ09VUphJBKSGbtCPDWEMmyq+ROBBs1CCLGdSDAmhFjUL88doebV+djQYaJmZPkHrMNq\nd4zlz9WZOVnHjCl6bo6hTAnEVqJ7dkx5OZa+7OOxbTBRUWuNpn7VjrEWIxnHKxQl6FhAGSaRxE68\nRg63Nhn2cYQQYkuSYEwIcZWp6gzPD/+KTCTN7X23dPx607NliukVjKOvTDhceruKYUHfLTFMWwKx\nlcrUm8FYIXJFMNZa/Ky3cDBGA7h6x1iLkYyD6+FXqoGcZ7OYm6oopYpCCNEREowJIa7yy3NH8LTH\nAzvuxTI6PyZ+OudgmRCPXTuwahQ9xl4rA81dYtYaxuBvZ+lac+HzjJ257OPzZYohjLcPKBibG2u/\nZGZMdo0tJprcBUC1ICPuhRCiE+RORghxmZlajlfG3qArmuVQ98GOX09rzUzeJZ0yr9n35Tma0VfK\n+A50H4wQzcousdVKVPK4ymDGvHwYy1yZYoDj7ecyYwHtGvPnJikunhlrTVT0ZYjHZQwzhhXto166\ngOdK1lAIIdpNgjEhxGWeOf8Cnva4d/AuDNX5l4hi2cP1rj3WXmvN+JtlnLJPapdNYkBG2K+a1sRL\neWbsNFX38qB3rkwxyMxYpPl3K6jx9q2x9oZkxlYtmtwNaGqF02EfRQghthwJxoQQc4qNEi+Nvkra\nTnFT9w2BXHM61xzekbnGJMWZE3XKF12iWYPMPgnE1sKo1zGdBjk7TcW5/HPzmbGt2zPm0ypTXKJn\nLCWLn5cSSbb6xqRUUQgh2k2CMSHEnCMXXsTxHe4ZvBMzgF4xgJnC7PCOJTJj5XGHqQ9rmFFF96GY\njLBfo0gxBzSHd1Tcyz8XRs9YNPCescUXPrcYsvh5SVakG8NKUCucRutgF3ULIcRWJ8GYEAJo7hV7\nfvhXJKwEt/beFNh1W5mxxYIxt+pz8c0KKOg5FJXJiesQKeaB5lj76hWZMRsLQysqAe4Zs62AM2N6\nmcxYUjJjS1FKEU3sxveq1MvDYR9HCCG2FAnGhBAA/OLkc9S9OocH7sAyrMCu2xprn0le/nKktebi\nmxX8hiZ7XYRIWgZ2rEek0AzGqrEUjq9wvPnPKRQxooGWKRqGwrZUgHvGZnvGlsqMJWKABGNLaZUq\n1vJSqiiEEO0kwZgQgppb42cnjhAzo4HsFVtoOu8Qjai5gQ4tMyfrVCddYj0myaHggsOtyp7NjDUS\nKYBFShXtQAd4QLNvLKgBHj51QAGL/11ShtFc/JyXYGwxkfgQKFP2jQkhRJtJMCaE4MWRVyg1Ktw1\ncDsRM7gBGZ6nyRXcq0oUa9MuUx/WMCKKroNR6RNrg0ghj1YGXrxZjndlqWJMR3DxcLS7yKM7dCbb\noN7Q+Fp3/Fq+rqGwr/l3yUgncXMFtC99UVdShkUkPoRTm8Ct58I+jhBCbBkSjAmxzTU8h2fOv0DU\njHBn322BXjtfdNH68kmKvqsZe6MCGnpukD6xdrGLeZxEktjs9/PqiYrR5scDXfzcPEu90flgTOv6\nkgufW8x0CjwPv1ju+Hk2o+jcVEXJjgkhRLtIMCbENversdcoOiXu23UnMSsa6LWn81cP75j8oIpb\nae4Ti3ZJn1g7GPUaVr2Gk0gRM5uBz2JlihD0ePvZiYo1b5mvXB+tPTTukgufW4xMEgA3l+/oeTar\nSGIXAFXpGxNCiLaRYEyIbcz1XZ4+9xyWsnhgz+HAr98a3pFONoOu6pRL/qMGVlyR2Sv7xNqlNUnR\nSaSIWc1gbLEyRYBqgBMV53aNNTpbFugvs/C5xUw3++ncaSnDW4xpp7Ai3dRKZ/G9RtjHEUKILUGC\nMSG2sdcuvsVMPc9tfTeTjCQCv/7Chc++pxn/TQWg2SdmSHliu9izkxSdZIrYbLJxY5QpNn8EdXqI\nx9zC5yUmKbaYs5kxTzJjS4okd4P2qJXOhH0UIYTYEiQYE2Kb8nyPJ88dwVQG9wzcGcoZZmYzY6mU\nyfSxGk7ZJ7nDIpqR8sR2ms+MpefLFK8KxsIoU5zNjNU6G4y1xtovtWOsxZjLjEkwtpRoYrZvLC99\nY0II0Q4SjAmxTb116V0mqlPc3HOIVCQZ+PW11kzMNEjGDdyCx8zJOmZMkdl37RtmsXoLyxQtA0yl\nqV7ZMzZbphhkZiwaCSgz1grGls2MNYMxyYwtzYr1oswo1fwJdABTMIUQYquTYEyIbcjXPr84dwSF\n4t7Bu0I5Q7HsUan69GSNufLE7gNRDFPKE9vNLuTRSuHGEygFMVMvWaZY1cH1jEUjzf/W1Q5nxvzZ\nbN9ymTEVjaBsW3rGrkEpg2hiF75bwqleDPs4Qgix6UkwJsQ29N7kB4yVx7mp5way0UwoZ7g42RwA\n0O8qGkWfxKAl0xM7JFLM48STYDRf8mMWVF1YmNiItsoUg8yMBdQzpmeHkhjLZMaUUhjpJN6MZMau\nJTJXqihTFYUQYr0kGBNim9Fa8/OzzwCElhUDuDjRIA6YUx5mRJHdL+WJnWA0Gli1Km4iNfexmKnx\ntaK+YKK8jYWlzUB7xkxTYZkqgMzYynrGoDnEw6/W8GvBZQg3m0hiJ6Bk35gQQrSBBGNCbDPvTn7A\nheIIN3YdoCfWHdo5Ll6qcR0KNHQdiGBYUp7YCfZsv1gjuSAYs5Ya4hGhEuBoe2iWKlY6vGdsrkxx\nmcwYLBjiIdmxJRlmBDs+SKMyituQ75MQQqyHBGNCbCO+9vnpmSdRKO7fcU9o59Ba41x0SKKI91vE\neqzQzrLVRYrN/qcrM2OweDBWpRboYIaIbVBvaDy/c9dsZsZMlFq+DHZuiMeM9I1dSyx9AID8xRdC\nPokQQmxuEowJsY28M3GUkdIYh7oPhpoVuzRaZ8DVeAq6rpPyxE6KFObH2rfEZmPfKycqRnUED58G\nV0RpHdQa4tHJ8fZa11eUFQMw083JopIZu7ZY+jpMO0t56m2c2lTYxxFCiE1LgjEhtomFWbGPDR0O\n7Rxaa068NIOBwuk1MGwpT+ykVpmik1xZZgzCGW9f6dAQD601PjUMtbJgzJjLjEkwdi1KGSR77wI0\n+bHnwj6OEEJsWhKMCbFNvHXp3bkJit2xrtDOMXy0RCPnMo0mPbiyG2SxdpFCHo3CiSfmPnatnjGA\nSqDj7WcnKnaob0zjABrFyjKwkhlbuWhyL1a0l0ruKI2KjLkXQoi1kGBMiG2gmRV7KvSsWLXgcurV\nPL6Cc2i6kjLKvtMixTxuPAHG/Pe6lRm7skwxHsbiZ7uzu8bmJymuMDOWSoBS0jO2Akopkr13A5Ab\nOxLyaYQQYnOSYEyIbeCN8bcZr0xwS+8huqLZUM6gtebD56fxXc2woYnGFBEpUewo5TSwqpXLShQB\norNx2ZWZsehs9qgaQplip4IxPTdJcWWZMWUYGKmEZMZWKBLfgR0bpFY4Ra10PuzjCCHEpiPBmBBb\nnOd7/OzM0xgYfGwwvKzYhfdKzIzWSfbZjHuarGTFOi5SLADgJC4PxkwDbENT3Uhlih3qGfNZXWYM\nwEyn8PJFtNfZkftbgVKK1Gx2LD96JNBJnEIIsRVIMCbEFvfS6KtMVCe5re8mMtH08g/ogNJ0g1Ov\n5bAiCnNn84a/OyUvP50WaQ3vuCIYg2apYuWKMsVYGGWKs9MUO7VrrFWmaKwwMwZgZJKgNV6+2JEz\nbTV2fIBIYjf18nlqxdNhH0cIITYVuRsSYgurulV+euYpIobN/UP3hnIG39McfWYa7cHeO9NMVZo3\n3V0pyYx1ml1o9j0tHGvfErM0NVfhLUhkxOcyY8EFY5apMFQAZYqrzIwBuNI3tmKt7FhOsmNCCLEq\nEowJsYU9ee45yk6ZewfvJmHHQznD6dfzlKYd+vbG6BqKMplrpmOyEox1XGSRsfYtsdlvf21BqWIY\nPWNKKaIRo/MDPFa4ZwzAzDQnKsp4+5Wzot1EU/txqhep5j4M+zhCCLFpSDAmxBZ1qTLBkfMvkrKT\n3D1weyhnmDhT4fw7RaJJk123ptBaM5F3SMYUEUuGd3Rac6w9OPHkVZ+bG2+/oG7jtq0AACAASURB\nVFTRxMDWVqA9Y9AsVazW/Y5kVOanKa6iTHEuMybB2Goke+4CFLmxZ9G6c0u8hRBiK5FgTIgtSGvN\nfz3+A1zt8uiuB7EMK/AzlKYbHH12GsOE6+7JYFqKYtWn7mgpUQyI3Rprb179/b7W4ucge8YAIraB\n1lBvdCAYozVNcTWZMVn8vBZWJEMscxC3PkV5+p2wjyOEEJuCBGNCbEGvXnyTEzOnuC6zl4Nd1wd+\nfafm8c4vJvEczb67MiSyzWBwMte885dgrPOU62BXyosO74D5zNhiExWr1APt+2lNVOzEEA+t6yhs\nlFp5JtaYW/wsPWOrley5E5RJfux5tO8u/wAhhNjmJBgTYospNkp8/9RPsA2bx/Y8sqqb0HbwPc17\nT01RK3oM3ZCge2d07nMT+dlgLCkvPZ0WKSw9SRHme8auyozpCBpNlSDH23du8bOv66sa3gFgRGxU\nLCplimtgWgni2UN4ToHi5JthH0cIITY8uSMSYov5/qmfUHYqPLjjXjKRYEfZe67mvacmmRmtkx2M\nsONQ4rLPT8wO75DMWOdFZyYBaKQXX/K9WM8YzO8aCzYY68ziZ619NI0VL3xeyEwn8abzMhlwDZLd\nt6EMm8L4i/heI+zjCCHEhibBmBBbyLHpk7x28TcMJPq5s/+2QK/tOT7v/nKSyXM10n02+w9nLsvK\naa2ZnB3eYcvwjo6LTTeDsXqme/HPm0uXKUKw4+2jdmcWP+s1LHxuMTIptOPgV6ptPdN2YJgxEl23\n4LsVihOvhH0cIYTY0CQYE2KLaHgO//X491EoPrXnUQwV3D9vt+Hz9i8mmR6ukRmMcOBjWcwrAq5i\nxaPuaLolKxaI6PQkmqUzY1ETFHrRMkUIZ/Fztc09Y2tZ+NxizvaNedPSN7YW8a5bUGaUwviv8VwJ\naIUQYikSjAmxRfz87NNMVqe4e+B2BhJ9gV03N1bn1e9eJDdap2tHhOvvzWCYV2e+JvKyXywwWhOb\nnsRJptHW4lkhpZoB2VJlioFmxuYGeLQ3M+avYeFzS2uiopuTvrG1MAybZNftaL9OYfzlsI8jhBAb\nlgRjQmwBI6Uxnj7/PJlImgeG7g3kmr6nOfVqjjd/fIla0WPwYJzrDmcwjMVLECdmJyl2p+Rlp9Ps\nchGzUaee6brm18UsvWSZYpA9YxF7NjPW5jLFtSx8bpmbqDgtwdhaxbOHMKwEpYnXcJ1i2McRQogN\nSe6KhNjkfO3zl8e+h699fmv3I9jm6m88V3U9TzPyQYlf/9UY594uEkkY3PhwF7tuTqGWCMRgQWYs\nKZmxTotOtYZ3LBOMmRrHVzgLqgPDKFNUShGxVQcGeKx+4XPL3K4xyYytmTJMkt13oLVL4eKLYR9H\nCCE2pOA3wQoh2urFkVc4WzjPjV0H2J/d27HrOHWfseNlzr9bpF72UAb0Xxdn503Jq/rDrqS1ZjLn\nkIobMrwjALGZCWDp4R1zX2fOT1TMzsbIYZQpQrNUsd3B2FoWPrfMZ8akZ2w9YpmDVHJHKU3+hszA\ng1jRa/+dFEKI7UaCMSE2sVw9z49P/5yoGeXR3Q915Br58TojH5QYP13B98AwYeD6OIMH4tixlWW5\nChWPhqsZ6JKsWBDmMmPLlik2f686kJ1dBxclAhqqKrgyRWgO8SiWNY7jY9vtKdqYG+CxhsyYkYiD\naUpmbJ2UMkj23EVh/EVyY8/Rt//vhn0kIYTYUCQYE2IT+86JH1Hz6nxqz6Mk7cTyD1ghrTWT52qc\ne6dA/mJzT1A0YdC7L07vnhh2dHU3y7JfLFix6UncaAwvGrv217UyYwv6xgwUUezgM2OzAVil7pNt\nczC2lsyYUgoznZCesTaIpvZjzbxPZeY9GoMPE4kPhH0kIYTYMCQYE2KTemfiKG9PvM+u5BC39t7U\ntuedOl/lxK9zVGYDqMxghIHr4qT77Mv2hq3GRL55t98lwzs6zqxVsSslyv07lv3aay1+DrJnDC5f\n/JxNtec5ta7RbI1e25sARjqFc2EMv+FgRDrbi7mVKaVI9t5NfuwI+bEj9F//P4R9JCGE2DAkGBNi\nE6q6Nf76xA8wlcEn9z665iBpoXrF5egzU1w8VUEp6NkTZfBAgnh6/S8Tk7OTFGV4R+dFp1dWogjX\nWPysI+RVGU/7mAHtq5vfNda+vjFf11Gs/U0EM5PCoTnEwxgIbl3EVhRJ7MKODVDNn6A8/S7JnjvC\nPpIQQmwIEowJsQk98dEvydUL3D90Dz2x9TfET5ytcuyFERpVn0SXxd470yQy7Xl50FozkXdJy/CO\nQMRmg7H6MpMUYb5n7KrFz7NDPGrUSRJv6/mWMr9rrD2Ln7XW+NQx1NrPP7f4eSaPLcHYuiilSA88\nxMzwT5m+8FPs+JCUKwohBDLaXohN52zhPC8M/4ruaBf3Dt697ue78H6Rd385idvQ7L41yaFHutoW\niAHkyx6Oq8lKiWIgotOtSYorz4wtFYwFWarY6hmrtW3XmAd4GKx+eEeL0Vr8PCN9Y+1gRTKkBx5C\n+w6TZ76D7wU7JEYIITYiuTsSYhPxfI+/PPY9NJpP7f04lrH2sj+tNSd/PcOJl3NYUYM7Pz3AwPWJ\ntpQ8LjSZby17lhLFIMSmJ/EtCzexfOOVZYCpNNUre8Z08OPtW2WKlTaVKfqzZ1dq7b1ercyYBGPt\nE0vtI951C259iunzT6C1DvtIQggRKgnGhNhEjlx4kZHSGLf23sSu1M41P4/2NUePTHP+3RKxlMmh\nR7pI96w9g3At85MU5eWm05TrECnkmiWKKwiqlWpmx67OjDXn3AeaGWuVKVbbU6bo05qkuP7MmDcj\nu8baKdV7GDvWTyX3AaXJ18M+jhBChErujoTYJCarU/z0zFMkrDiP7Hxgzc+jteb4yznGT1VIdlvc\n+HAX0UTnslatSYoyvKPzojNTKK1XVKI49xgLqi4sTFDEZkfBV3VwZWSGoYhGFKVKm4Kx1lj79WTG\nUpIZ6wSlDDJDn0CZMWZGnqReHg77SEIIERoJxoTYBLTW/PWJH+H4Do/ueoiYFV3zc539TYGRD0rE\nMyYH7s9iRTr3MqC1ZnJ2eIdlyvCOTovNTVJc+VCXmKnxtaK+IAaK6eAzYwCxiEGl6reldE23yhTX\nkRlTlomRjONJMNZ2ppUgO/hx0D6TZ76L51bCPpIQQoRCgjEhNoH3Jj/g6NQx9qR2cWP3gTU/z8gH\nJT56o0AkbjQDsTYt111Ka3iHlCgGI7qKSYotc7vGFpQqzg3wCHjxcyxq4GuotmGIRyszZqwjMwZg\nZtK4Mzm06y7/xWJVIokdJHvuwnMKTJ39gfSPCSG2JblDEmKDa3gO3zn5YwwMHtvz8JoHbEyP1Dj2\n0gxWRHHwgSyRWOfLBidyrWXPUqIYhNj0BFoZNNKZlT9mkYmK89MUg512F482fySVK+0LxhTrDMZ6\nsuBr3KmZdZ9JXC3RfTuRxC5qxdMUxl8M+zhCCBE4CcaE2OCePPcs07UZ7h64fc07xWpFl/efnkIB\n19+XJZYKZsXgRL41vEOCsY7zfaIzUzRSGVjFlM3WrrGFExUjWCitgi9TbAVjbRji4dOapri+wTRm\nTxYA59Lkus8krqaUIjP4MIaVJD/2HLXCR2EfSQghAiXBmBAb2ERliqfOPUfKTvKxoXvW9Byeq3n3\nqUmcms/u21KketaXKViNVmYsm5SXmk6LFHIYnreq4R2weGZMoYgRoRpwmWIrM9aOIR66TZkxq3s2\nGBuXYKxTDDNGdugTgMHk2e/jNgphH0kIIQIjd0hCbGDfPfkjXO3y8V0PEDHXdlN54uUZihMOvXti\n9O2LtfmES/O1ZirvkknI8I4gxGaXPTdWG4wt0jMGzVLFTZ0Z0zXAQqn1/ZhrZcZcyYx1lB3rI9V3\nL75XYfLsd9G6PVM1hRBio5NgTIgN6r3JD3h/6hi7Uzu5oWttQzvGjpcZPVYmnrXYc3uq7Qudr2Uq\n7+J4MrwjKHPDO1YxSRHmM2OLLX5u4OIGeFMca3PPmLHOrBg0B3hgGFKmGIB49hDR1H4a5WFyI0+H\nfRwhhAiE3CUJsQF5vsf3Tj7RHNqx+5E1BVGVvMPxl2YwLMX192YwAs5OnRppZlWGeoLpT9vuYmuY\npAjQmuOyWGYMgh1vb1sK01h/Zkxrjaa+rh1jLco0MLvSOOOTMu2vw5RSpAcexLSzFCdepZL7MOwj\nCSFEx604GHNdlz//8z/n8ccf54477uBTn/oUf/qnf4rjOMs/+ArPPvsshw4d4sMP5YVWiMW8NPoq\nE9Upbuu7md746od2+J7m/Wem8FzN3jtSHV3qvOj1tebUSI2IpRjqlmCs47QmOj2Jk0ih7dUFIKYB\ntqGpLhGMVQMMxpRSxKLG+oMxGs3nW8eOsYWsniy6VscvldvyfGJphmGT3fEJUBZT536EU5sK+0hC\nCNFRKw7G/s2/+Tf80R/9EV1dXXzhC19gcHCQP/mTP+Gf/JN/sqoLnj59mn/+z//5qg8qxHZRdWv8\n7MxT2IbN/Wsc2vHRG3mKEw49u6P07AquT6xldLJBpe6zs8/CMKRfrNOsSgmrXlt1VqwlZmoqi5Qp\nQji7xuoNjeOuPQvltxY+tyEzBmB2N7+vMsQjGFaki8zAA2i/weSZ7+D7q3/TVwghNosVBWO/+c1v\n+Ku/+is+85nP8O1vf5t/+k//Kd/+9rf57Gc/yy9/+UueffbZFV3slVde4fOf/zwzM7KvRYilPHP+\neUpOmXsG7yRhx1f9+OmRGufeLhJJGOy5PdWBEy7vxHDzZnhPf3CTG7ez+MQ4APXsGoMxS1NzFd6C\n+Cf0XWPryI7N7xhrT2bM7G7ubZO+seDE0tcTz9yIU7vEzPAvwj6OEEJ0zIqCsW9/+9sA/ON//I/n\neleUUvzhH/4hSim+853vXPPxtVqNL3/5y/ze7/0evu9z6623rvPYQmxNpUaZZ86/SMKKc7j/jlU/\n3ql5fPDsNCi47nAG0wq+LdRxNWfG6iRjip60tKUGITl6AYBq7+CaHt/qG6sttvg5hMwYQHkd4+1b\nY+2NNmXGrJ5mkOtKZixQqf77sCLdlKfeol4eDvs4QgjRESu6U3rjjTfo7u7mxhtvvOzjg4OD7N+/\nn9dff/2aj5+cnOS73/0un/jEJ/jxj3981fMIIZqePv88Db/BfYN3Y69ylL3Wmg9fmKFe9thxY4Jk\ndzhZqbMXa7ieZne/Hej0xm1La5KjF/DsCPXs2paCz423X1CqOFemuAnH27dr4XOLZMbCoZRJqv9j\nAORGnpIBKkKILWnZYKzRaHDx4kX27t276Od37dpFoVBgenp6yefIZrP85V/+JX/2Z3/G4ODa3rkV\nYqsrNko8P/wySTvBbX03r/rxo8fKTJypkuqxGboh0YETrsxJKVEMVKSQwy4XqfYOwBp3ai22+Hlu\ngIcOqUxxHePt/TYtfG4xYlGMZFyCsRBE4oNEknuoly9QzR8P+zhCCNF2y/7kzuVyAKTT6UU/3/p4\nsVhc8jnS6TT33LO2QQRCbBdPnXuOhu9w3+BhLGN1EwjLMw4nfpXDtBX7D6dDy0hVah7DEw26Uwap\nuJQoBqFVoljpG1rzc7QyY9VFgrEy1bUfbi1naUNmrFWm2K7MGIDZncWbyeE3ZJhE0FK9hwFFbvRp\nWQYthNhylr3jc91m3UoksvgPtdbH6/XOvnva3Z3AsoIdz71e/f2LB7Bi/bba97ZQK/LS6Ctkoike\nPnD3qoIx39O8+aNL+K7m5od76elfe1YslVrf5MXjwwU0cP2uGPF4+26Et4JOfT/S481eGm/nLqLR\nta0RSMeawXsDk1i8+TobI4LlmNSMBqlUtD2HXYFEQgMFag3o6lrZ3+Urv6467YAH6WQKw2jP9706\n0IMzfJF4vUJ8YEdbnnMzWOl/g85K4FVvJj/xAdSO0r/34bAP1BZb7eeYEGJtlv3JHYs1b86W2ifW\naDT3ucTjq5/6thozM5WOPn+79fenmZhYOlso1m4rfm+f+OiX1L0GDwzdS6nQgNk9SSvx0Rt5chfr\n9OyOEu8xKJXW1uOTSsXW/NiW9z8qohQMZBXV6sr/DFtdPB7pzPfD84iNXKCRTFMxo1B3l3/MIkyt\nAJNC1aO2ICMVNyMUvQqlUrClitGIIl9skMst/7rf1ZW46uvqTgVQlMseSrWn502nm5NJp09dIJnO\ntuU5N7rFvrdhsZO3oiZPMHLqSXTkEIYZ3BsEnbAVf45tFBLkis1m2TqiVCqFYRiUSqVFP98qT1yq\njFEIcW1Vt8bzwy8Tt2Lc2nfTqh5bmGhw9jcF7JjBntvCGWPfMlN0mcy7DHaZRG0pUQxCYuIihuuu\nq0QR5nvGrl78HKVCDV+vvX9rTeeJGlSqPv4aBzb4uo6ivQNkzJ5mAOZK31goDCtOovs2fLdCYfzl\nsI8jhBBts+wdUyQSYefOnQwPLz5Wdnh4mJ6eHrq61rbfRojt7qWRV6i6Ne7qvx3bWPnAAc/VfPDs\nFFrDvrvSmCEHQCeGm71FewZkcEdQEqPnAaj2rW8wUtQEhb5sgAdAQkfRaKpB7xqLGPgaarW1BYFa\n19q28LnF6m4GYzLEIzyJrlswzDjFS6/gNgphH0cIIdpiRXdv99xzDxMTE5w5c+ayj4+Pj3P27Fnu\nvPPOjhxOiK3O8V2OXHgR27C5o291+/c+ej1Pecalf3+MTH+4/Vlaa06N1LBMGOpeW9+SWL3k6AW0\nMqj29K/reZRqBmSVK6ocYzRLwcqbaLy91h4at20Ln1uMTAosE+fSVFufV6ycMiySvXejtUt+7Nmw\njyOEEG2xomDss5/9LABf//rX8f3mO5Vaa772ta8B8LnPfa5DxxNia3tz/G0KjSK39d5MzFp5D0Ru\nrM75d4tEkyY7bw63PBFgbMqhVPXZ2WtjmrJbLAhmrUpsaoJady/aWn8WKGbpq8oU461dYzqsiYqr\nz4z5bV743KKUwurK4I5Pov1gyzbFvFj6esxIF+Xpd2hULoZ9HCGEWLcVvYX90EMP8fjjj/Ozn/2M\nz33uc9x///289dZbvPHGG3zmM5/hsccem/vab3zjGwD8wR/8QUcOLMRWobXmyIUXUSjuGrhtxY9z\nHZ+jzzbfnd93VxrTCj/4OTnSKlGUrFhQEmPDKNY30n6hmKnJ1Q0cT2PPDq6Nh5QZa+0aK1VWnxmb\nW/jcph1jC5k9WdzJGbx8ca5sUQRLKYNU7z3kx54hN/o0Awc/H/aRhBBiXVbcZPLVr36VL33pS8zM\nzPCtb32LyclJvvSlL/HHf/zHlzVJf/Ob3+Sb3/xmRw4rxFZyYuY0I6UxDnZdRyay8gE4p17JUSt6\nDB6Mk+oJvz/L9TSnR+vEI4q+zOZaP7GZJUea/WLtDMbg8lLFuWAsrMzYGoKxTuwYazG7m73R0jcW\nrmhyF3Z8B7XiR1QLp8I+jhBCrMuK38a2bZsvfvGLfPGLX7zm1x0/fnzZ5/rKV77CV77ylZVeWogt\n6ciFFwE4PHDHih8zdaHGyAdlYmmTHTcmO3W0VTk3XsdxNft3RUJbNr3taE1y9AJeJEoj057hSbHZ\nnwZVB7KzFbOtMsXwesbWXqbYicyY1ZqoOD4Jhw60/fnFyqX67mHmwk/IjTxNLH09SskEVyHE5iSv\nXkKEYLx8ifenPmRHcpCh5Mom4Tl1nw+fn0Yp2H93GmOD9GadHJYSxaBFctPY1TKV3sHm9I02mMuM\nLegbCyszZlsK01jbAA9fz5YpdiIzNhuMOROSGQubHe0hlj6AU7tEefrdsI8jhBBrJsGYECF4dri5\nJ+fu/pVnxU68PEO97DF0Y4JENvzyRIBq3ef8pQbZpEEmISWKQUmOXgCg2qYSRWgO8IDLyxRjREBD\nmWCDMaUU8ZhBseyhV7lrTM+O4Tc6kRnrzgDgjEswthEke+8CZZIfexbfd5Z/gBBCbEASjAkRsJJT\n5pWxN8hE0hzo2r+ix1w6U+HiyQqJrMXQwURnD7gKp0draA17+jdGcLhdtIKxyjr3iy202OJnA4MY\nEco62DJFgETMxHE1tfrqShX9DvaMKdvGSCdl8fMGYVpJEl234DlFipdeCfs4QgixJhKMCRGwl0de\nxfEd7uy/DWMFfQ6NqsexF2ZQBuy7O40yNkZ5IsDJ4eZN+u5+KVEMivJcEuMj1FNZvFi8bc/b6hm7\ncvFzjAiVgDNjAMl4899GvrS6UkV/tqSyEz1jAGZ3Fi9fxK8FuwhbLC7RfSvKjFEYfxnPKYV9HCGE\nWDUJxoQIkOu7PDf8MhHD5tbem5b9eq01x16cwan57LwpSTy9cYKefMnlUs5hoMskFpGXkqAkLo5i\neB7VNmbFAOKzZYqlxhUf11HqODjaXeRRnZOMN8teC6WVX1drjevnUMRQqjNls60hHjJRcWMwjAjJ\n7jvQfoP8xRfCPo4QQqya3EEJEaA3x9+h0Chya+9NRM3ly6gunqwwcaZKqsdm4Pr2ZUHa4cRsVkxK\nFIOVPfkBAOWh3W19XsuAqKkpXhmMzQ7xqAQ8UTExG4ytJjPm6zKaBqax8lURq9Ua4iGlihtHPHsj\npp2hNPkmTk3+uwghNhcJxoQIiNaaZy68MLvk+fZlv75Wcjnx8gyGqdh3V3pDjY3XWnNiuIplwo7e\njZOt2+qscon0+Y+op7uodfW2/fkTVjMYWzgzI87sePuAJyq2yhRXkxlz/WkATNW5YKy17Nm5NNWx\na4jVaS6CPgxocqPPhH0cIYRYFQnGhAjIsZmTjJTGuKH7wLJLnrXWfPj8NG5Ds/vWJNHkxppUODLZ\noFT12dVrY22QEfvbQdfx91Fak993sG0j7RdK2hpfq8vH2+vZ8fYBZ8YitoFtKQqryIw5c8FYplPH\nmh9vL5mxDSWS3IMd66eaP06tdC7s4wghxIpJMCZEQJ453+xnWMmS55EPSkwP18kMROjdG+v00Vbt\n+IXmjfneQcmKBUV5Hl0nP8CzI5R27u3INZJ2MyW2sFQxrF1j0MyOFcsevr+y8faungYUpkp17ExG\nMoGybSlT3GCUUqT67gUgN/LUqlciCCFEWCQYEyIAI6UxPpw+we7UTgYT/df82kre4eSv85i2Yt+d\nqQ1VnghQd3zOjNVIxRQ96Y2VsdvK0mdPYdWqFHZfhzY7EwQnrcWCsdkyxYAzY9DsG9MaiuXls2Na\n+7j+DIZKdmx4BzRv+s2eLM6lKbS3+qXUonPsWD/R1D4alVEquaNhH0cIIVZEgjEhAjCfFbvzml/n\n+5qjR6bxPc3eO1LYsY0X7JwereH5sHfQ3nCB4lbWfew9NFDYe6Bj15jLjC2Y2h7TrQEeYWTGWhMV\nlw96PJ0H/I72i7VY/T3geThjlzp+LbE6zd4xg5nhJ/GcctjHEUKIZUkwJkSHzdRyvD7+Fj2xLvZn\n9lzza8+/U6RwqUH3zijdOzdeeSLMlyjKFMXgxCbHiU+OUxnYiZvoXAle4hpliqWQyhShuUZhOU4A\nwzta7B3N7Hb93HDHryVWx7TTJHvvwndLTJ3/kZQrCiE2PAnGhOiw54d/ha997h6485qZpOJUg4/e\nyGNHDfbc3rkb7vWYKbpcmmnuFotH5eUjKN3H3gMgv/dgR6+zWJliBAtDG5Q3eGbMDWB4R4u9YwCA\nxlkJxjaiRNet2PEd1AqnKE68EvZxhBDimuRuSogOqro1Xhz5NQkrzk3dS99I+16zPFH7sPfOFNYG\nXaJ8/ELzhnzvgGTFgmLWqqTPnKSRTLd90fNV1zIgdsWuMYUiQTSUzFgitvLMWDMYMzFUosOnak5U\nVBFbMmMblFKK7OAjGGaM3Ogz1MsjYR9JCCGWtDHv+ITYIl4c+TU1r86d/bdhGUsPXfjojTzlaYe+\nfTGyg9EAT7hyvq85MVzDlt1igeo6cRTD95tZsQB69BK2ptSAhQMMk8QoU8XTfsevv5BhKOIxY9ld\nY7528HQBUwWzj08phTXUjzsxhVeudPx6YvUMK05m8BHQPpNnv4/v1Zd/kBBChECCMSE6pObWeeb8\nC0TNCHf23brk102P1Dj3dpFIwmDXLRuzPBHgwkSDat1nd7+NacjgjkD4Pl3Hj+KbFsVd+wO5ZNK6\netdYQjf7F8MpVTSo1TWNxtKBoOvPAMH0i7W0+sYa5yXrslFFEjtJdN2G15hh+vxPpH9MCLEhSTAm\nNhStNV61SmN8nOqpk1RPn0L7wb4b3y4vjvyaklPmrv7biVqLZ7saVY+jR6ZQCq47nMG0Nm6QIyWK\nwcucPYVdKVHctQ9tB/N9X2zXWGJuiEfwWaDE7ETR/DXG27v+FACm0fl+sRZ7SIZ4bAbJ3ruwon1U\nckcpT78d9nGEEOIqUmskQudMTzP1xA+pHD2KVyygHeeyz5vpNKm77yF1z70kDt0U0ilXp+41ePr8\n80TNCHf3377o12it+fD5aRoVn503JUl2b9wgp1r3OXexTiZh0JWS93CCYFYrDLz2Ir5hktt/Y2DX\nXTjefsdsoraVGSsSfDA2N8Sj6NK/xL8RN8BJii1zmTEJxjY0pQyyQ48yfeEJZi78nGhyN3bs2rse\nhRAiSBKMidB45TLTP/8puWeeQjsORiKB1dOLmUhgJJOYiQR+rUb11EnyLzxH/oXnMBIJ8g89SPJv\nPI7d2xv2H2FJz194mZJT5mNDh5fMig0fLTF5rka6z2bwYDzgE67O6dEavm5mxWS3WAC0ZuhXz2LV\na0zefBduMrggI7HIRMUEzWAsjMzY/Hj7xTNjWmscfxpFBEMF129pxGOY2TSNcyNo30cZ8ibFRmXa\nKdIDD1G4+DyTZ77H4KH/BcPYuG9+CSG2FwnGROB8p0HuyDNM//QJ/EoFM50m88lPk7j1tkVvaLo+\n/ds0RkaonjxO9eQJLj39DOrFl+j9nb9D96d/G2VtrL/GpUaZX547QsyMcXjgjkW/pjjZ4OQrOayI\nYt/dwQwdWI/j56soYHf/xvpeb1XZUx+SHj5LpXeA/L4bAr32YmWKydnFWIwz2gAAIABJREFUz8VQ\nx9svPsTD8ytoaliqL8hjAWDt6Kd+7CPcyWnsgeCvL1YultqHk7mRauEEuZGn6NnzeNhHEkIIQIIx\nETA3N8Pw1/+YxsgIKhoj++hjpO4+jLpGP4wyDKJ79hDds4fsb30Kzpxg7Oe/ZPK7f03hVy8z8Pkv\nkLjxUIB/imv7xblnqHl1Ht31IFHz6nfqnbrPu09Ooj3Yd0+ayGxPzEY1lXeYLLgM9VjENujI/a3E\nLhYYeO0lPMtm4vb7ApmguNBcZmzB8LkwM2PRiMI0lt41VmtMAmAawWUPW+zZYKx+dliCsU0g1Xcv\njdolSpNvEEtfR6Lr5rCPJIQQMsBDBMeZmODCV/4djZERkrffwY7/9X8j/bH7rxmIXUkpRffhuxn6\nn3+f5J130RgdYfirf8TF//wf8crlDp5+ZSar07ww/GsykTS3LzJBUWvN0SNT1IoeQzckNuwY+4WO\nXagBsHdA3rvpON9nx0tPY7oOk7fcjRtPBn4E04D4FbvGYkRRWoXSM6aUIhE3KZTdRafh1ZzZYCzA\nfrEWe2h2+bP0jW0KyrDIDj0KymLq3I9x67mwjySEEBKMiWDUR0Y4/5V/izM5QfrBh+j67f8GI772\nPikjHqf7b3yG/n/wD7EHBin86mXO/et/SfXkyTaeevV+cOoneNrjwR33YRlXZ7zOvlVk6nyNdL/N\njkOdX067Xp6vOTVSJWorhrolGOu0ng/eIXFpjNLgLko794V2jit3jRko4kRDyYxBs2/M86BUuXqy\nas2ZAMIJxqz+brBMmai4iViRLtL996H9OpPnvo/WS0/pFEKIIEgwJjquduYjLnz13+Hl82Qf+yTZ\nhz/eth6p6I6dDHz+C2Qeehh3ZpoL//6PmPrJj0MZh//h1AnennifHckhDnUfvOrzUxeqfPR6Hjtm\ncN3dmQ3fJwZwbrxOraHZ3W9hyG6xjopOTdD31iu4kRgTt94TeHniQklbo1GUrxhvX6Iayq6mTLL5\nRsB07vJJq1pr6s4UhkqgVPBvFijTxO7vxRkbx683ln+A2BBi6YNEU/tplIfJjz0X9nGEENucBGOi\noyrHPuTCH/+f+JUK3Z/5m6Tvva/t11CGQeahR+j/738XM5Fk6offZ/hr/x43N9P2ay3F8V3++sQP\nUSh+a/cjVwVa5RmH956aQhlw/b0ZrOjm+Kcnu8WCkRw5z95f/hDD95m4/V78aCzc8ywyUTGpY/j4\nVKgFfp5MqpllnrwiGPN0Aa1dTBXcfrErWTv6wdc0hkdDO4NYHaUU6YEHMOwUhfGXqRZOh30kIcQ2\ntjnuCMWmVL9wnpFv/Ae049DzO3+H5O2LTxZsl+iePQz8o98jduAg1WMfcu5f/QtKb7/V0Wu2PHP+\nBS5VJ7mj/1b6E5eP3HdqHm//fALP0ey7M72h94ktVKl5XLjUoCtpkE1u7CEjm1nXsffY/cxPUJ7L\n+J33UxnYGfaRSFxr8XMIfWOtYGwqd/lExTD2i11pbt/YWSlV3EwMI0J28FHAYOrcD/GcUthHEkJs\nUxKMiY5w8zlG/uQ/oOt1ev7W3w5s2qEZj9P72b9H1yc/jVetMvrN/4uLf/6f8Wudezf/Ynmcn595\nmoSV4MGhey/7nO9p3n1yfmBHz+5wMx6rcWK4htawd3BzBI+bju8z+OoLDL36Ap4dYfRjj4XaJ7bQ\nwsXPLXOLn0PoG7Mtg0TMYCrnXFYm6fhTwMYIxurnR0I7g1gbO9ZHqvcwvltm6twPQynBFUIICcZE\n2/lOg9E//QbuzDSZRx4NfOy8UorU4XsY/Pw/wu4foPDSC5z7V/+C6ulTbb+Wr33+y4ffxdUun9zz\nyGULnrXWHHthmtxYna4dkU0xsKNFa82J4SqGgt19Eoy1m1GvsfuZn9J97D3qqSwjD36aevfGGY2+\nWJni/Hj74HeNQTM71nA0xcr8wAXXn0ZhYKjgp062GKkkRjJB/ewFuZnfhOJdNxNJ7KJW/IjcyFNo\nHXy/sRBie5NgTLSV1prxP//P1D46TeLmW0jf/0BoZ7H7+xn4B/+Q1H3340xOcOEr/weTP/we2l18\neexaPDf8MmcK57ih63oOdF132edOv5Zn7ESFRJfF/rs2x8COlumCy0zRY7DbImJvnnNvdFa5RP/r\nL3Pge/8fqdHzlPuHGHngk7iJ8IKJxTTLFC8fbz+XGQuhTBEgm2oO6Jiaaf771drF0wVsK4NS4f0o\nU0ph7+jDL5TwcoXQziHWRilFZvBhDDtFceIVLp36L1KyKIQIlARjoq2mf/oExVdfIbJjJ92f+Zuh\nByDKsuj6xGP0f+5/xExnmP7JE5z9l/87pbfeXPe72KOli/zo1M+JWzEe2/3IZZ87/26Rc28XiSZN\nDn4si2FtroDm5EizrHN3v4yzbwd7aoIdLz7Nge/9Bb0fvI02TKYO3cHFw4+gV7FnLyiGgri1RM9Y\nSOPt5/vGmkM8XH8G0NhWNpTzLGTJvrFNzTBj9Oz+b4kk91AvnWXs2P9LrXg27GMJIbYJudMSbVN8\n83Wmfvh9zHSG3s/+PZS1cf56RffsYfAf/R75l16g/PZbjP7pN4jfeIj+z/0usX37V/18ju/y50f/\nK652+Zt7P0XCnt+ZdvFkmZO/zmFHDQ4+kN2QkxNVqYQ5M42Rz2Hk85j5HGapSLreADT3FV3u05Ca\nMPBjMZxUhkYqjZPO4KQy1LM9+LHN0/8WKK2xC3niExfnfsVmmr1NjVSG3P4bKe7cB+bGHoqStDRT\nNYWnwVQLyhRDyoy1xtu3gjFndnhHxMzihVxZNtc3dm6YxF1XL3sXG59hRskOPUY19yGlqTe5dOov\nyO54jMzg1dNxhRCinTbO3bLY1OojI1z8T/8RZdv0/t2/j5ncWGVXAEY0Sven/gapuw6Tf/5ZqieO\nc/7f/msyDz5Ez+O/Q2RoaMXP9ePTP2ekPMZtvTdzfXb/3McnzlQ4+uw0pqU48ECWaGID3HD7Pubk\nBNboSPPXyAhGqXjVl2nDwDAttIak38yOWBUw8tMkxq8e293IZKn2D1HtG6LaP0i9uxeMjRd4rpnW\nKN9HuQ6G62C4Lsp1Z/938/8b9TpWtYJVrWDWmr9H8jNY9fmBMb5hUusfYmbvQSr9O0LdH7YaSVsz\nWTMoNzSZKJgYxHQktDJFy1Ik4wZTORetNa5uBmO21YXnLPPgDrMHe0EpyYxtckopEt23YMf6yY8/\nT37sWeql8/Tu/7uY1ubp+RVCbC4SjIl186pVRv/vb6AbDXr+9meJDAyEfaRrsnt76ft7/x21c2fJ\nP3eEwq9epvCrl4nfcCOZRz5O+p77MK6R9Xln4n2OXHiR7mgXj+56cO7jk+ervPf0FIahOHB/lkQm\npH9ejQbWxTGskeFm8DU2hnLm6838aIzGrj14mSx+Ko2fTOOlUkR7uqjVHJ4/B8emFI/uajCY8MHz\nsGsVrEoZu1rGqpSIFnNEc9NkTx8ne/o4AJ5lUx0Yojq4k8rQLqq9Axsv+6N1889RKsz+KjYDqXqt\n+atWxazXMJxGM/haZSmrRuHGExR37KXW1Uu9u5d6uotoPEK93r5exSAsHG+fmZ1LkyLODEW01qFk\nCzIpi7GJBoWyh2dOo7AxjRhQX/axnaRsG6uvm8aFMbTrbqiqALF6dryfnj1/i8L4y9SKp7l47P+h\nb//fJ5raG/bRhBBbkPzEEOvSHNjxn3DGL5K6977AJyeuR2zffqL/8H+ieuI45ffeoXryBNWTJ7j0\nl/+F9H33k7rrbmLXXY+Vne9JmaxO8Rcf/DWWsnj8uk9jm81+n+mRGu89OQnAgY9lSPUE1AfkuphT\nk5jj41iXxjHHL2JOXLosiPDSGdzde3H7BnD7+vFT6cWzM0rh+XAmBzFTMxCfrf0yTZxkGieZ5rI5\nelpjl4vEclPNX9OTpEYvkBq9AIBvWtT6Bqj2D1LrG6TaN4CbSHU2M6Q1RqOOXSoQKc4HXPaC/234\n3pIP9y0Lz47ixpJo08Q3rfnfLQvfNNGmNfdxz47gRWJ40dlfkQiEOEyineYmKtaB2cnxKR1nUuUp\nUSVN8JmCbMpkbAKmcyXSvRUs1bNhSsjs3UO4E9PUTp0lftPBsI8j1skwY2R3fJJK7n3KU28zfvJb\ndO38FOmBBzfM3zkhxNYgwZhYl9zTT1J68w0iu3aT/fgnwj7OqinDIHHTzSRuuhk3n6f8/rtU3n+f\nwksvUHjpBQCsvn7i1x/Aum4fTxReJ0mRew88Ql+0G4CZ0Rrv/GISreHAfVnSfZH2HE5rcB1UvYGq\nVTEKBcxiASOfxygWMHIzmJOTKH++YUYbBl5P31zg5fb1o6Mr7+26UIC6p7ixy10+ZlIKJ9XsISvu\nbk6SNOs1YtMTxGcmmr+Pj15W4ujEE9R7+mlksjjpDI1U83cnmUZb1rUDNa1RnotVqWBVy1iV5i+7\nUmoGXKUCdrGAuSALuJBnR2ikM7jxFE4iiRtP4sSTeLEYnh3FsyMbL5MXouQii59bAVheF0mr4IOx\nzOxExXJ9ijRgGpnAz7CU6MF9VN/6gOq7H0owtkUopUh2344dG6Bw8QVyo09TL52nZ9/fwbTiyz+B\nEEKsgARjYs2qJ08y8Z2/wkgm6f2dv43a5DeyVjZL9uGPk3nwYerDwzRGLtAYHaUxNkrxtVfgtVd4\nBGjOTXwC1E+Y7t7PO90PozG4pfoWfUcm0YbZDCq0bmaorvzF/P9Wmqs+r3wPGg1Uo3HNMjltmnhd\n3bjdvXjdPXjdvXiZ7LoCipPNNhz2ppfOHl2LF41R3rGH8o49ACjHIVqYIZabIpqfJpafJjVyDhbZ\nj6sB3/r/2bvTILmuwu7/33PXXmd6du27RtbiRZJteTc2AS/4MUtCTJ6QVBYg/CsFIeENeSrwAiqV\nvAkmUCE2IU94jEMCNsRhsY0JNjYGbMuLLNnWvs+MZp+e3vtu5//i9mzSSJqRNNPdo/Op6uru293T\nZ8709L2/ezYzbIEyTaSmI3wfzXPDsVr+ubsNBrqOF41TSrVMhK1YonIdRxq1N2thLZsujCVkeACa\nJscyOua9TMl4+NkOCD+o1Vzs+XTmknZELEJhz16afud9iIU0fvIyZ0U7aF5+H6N9L1LMHKB33zdo\nXf3b2PFl1S6aoigLgApjygXxMhl6Hv4nkJLm992Pnqidg6KLJTSNyIoVRFaE4wOklDzf/WsOHd/N\n0qLFZrcZrVhiqJxgd2Q7AFcOvEBroQuCYLylSkIYysZae8ZvC6Rg/Ha4nfHbUghkJArJBqRhIk0T\naVoE8Th+PEEQixPEE+FzLmF3mbInOT4KSTMgZV+axWulaVJqaafUMjGOUHPKlbFnlVatQg6jVET4\nlcDl+2iui/BLBGNdAi270jXQwLMj+JFoeG1H8SJRvGgc37LrZnKMehA1JAIZdlOsSBCGsVFZnXWY\nDF2QiGlY9ihQW2FMaBqRdSsp7t5P+chxIutWn/9FSt3QjCipJe+mMLKH/PCb9B38Fk1L3kOi7XrV\nbVFRlIuiwpgya9L3OfWNf8ZPp2m49fbx0LJQvVo8xE+0AyTXpLgtfiOaZjE0CLt3a2HXxLUBxvZb\nSY+9YKz1ps520IeHJL4UrGiYQRfFixBYNmXLptzYPHdvoly06dYaS8qxborVWxS3IaHT2JCBIIoQ\ntdXaaa9bRXH3fgpv7lVhbAESQiPefDVmpJ3Rvl8y0v1Tyvkumlfej6bV1mdRUZT6ofpRKLM2+IPH\nKe7bS2TdepLX76h2cebUO6UTPJ7+FRFh8oHYdmKaxeAgvPnmRBBrOH3YyuTWsDqyfzBs0VuRrPKi\nTUrNiJuSvMv4Ol4xbIQUjFK9MNbaVMY0fUrl2mkVG2MuW4SI2BR2v4MM1P/RQmXFFtO8/D7MSBuF\n9Nv0H/gWnpOpdrEURalTKowps5J95WVGfvoURlMzzfe8b0F3z9hbOsm3h59DQ+P+6Daa9QQDA7D7\nTQ0hYN26aYJYnSq4cDItaY4EJMxL00VRqX8xQwKCXKV1TEMjToR0FVvGmpvD9x4eqb0wJnQNe+0K\ngkxOrTm2wOlGjNTS9xJJrsMpnqJ3/zcp59XfXFGU2VNhTJmx8smT9H7rXxGWRcsHPohm29Uu0px5\nq3ic/zf8LAD3xa5hsZGivx/27A6D2Nq1AcnaOxa8YIdGwjFuKy9w4g5lYYqbYevO6V0VC5RwZXXW\nTYtEwg7BJ7uTBLNcB24+2OtXAlDYvbfKJVHmmhA6yfYbSbReS+Dl6Tv4/8gP7652sRRFqTMqjCkz\n4udy9PzTV8OFne++F7OltdpFmjO/yr/Dt0eeQ0Pw/th2Vhqt9PXBnj0TLWILKYgBHBoGgWRZQoUx\nZcK0MyqOTeJRpa6Kmp4mCATDIwlGRqtShHOyli9BWCaFN99B1mBYVC4tIQSx1CYaF9+JEBpDx59g\npPtnSKm6qSqKMjMqjCnnJYOAU998GHdwgOSOG4nW0cLOs+FKjx+kf8MToy8TESYfjF3LMqOZ3l7B\nW29paJUglkhUu6SXVroEAwXB4oQkoqb0USaZsvBzRVJWc0ZFH7RRPDdOIDVO9VehCOchDB1rzQr8\nkVGckz3nf4GyINjxpTQtuxfdbCDb/xsGjnyXwC+f/4WKolz2VBi7zEkZEHilc57BHXriBxTe2oO9\najUNN98yj6WbP8ecfr4y8EN+U9hHq5bggfgNLDZS9J4SvP2WQNNg/fqFF8QgbBUDWJ1SZ/GVqWLT\ntoxVcUZFbRQhJJpIApLegfkvwkxEKl0Vi6qr4mXFsBppWnYPVnQxpcxBevf/K255uNrFUhSlxqnz\n4JepwC+TG3qdbP/L+G4GEGhGFM2IoevhtWbE8PqGyfW8jrGtneSN1+PJEbTAQhNxhKj/LO8EHj/N\nvs4v828jgautFdxsr8cUBqd6BO+8I9D1sEUsHq92aS89KeHgCOhCsiwpCaozDEipUVEj7L463cLP\n1eimKPQRADQSNCZhcAQct/ZOIlirliJMg8Kb79D4vncv6ImOlKk03aZxybvJDb5GcXQvffu/Sevq\nDxNJqqUOFEWZngpjlxnfzZEdeIXs4KtIvwTCwIotRQYOgV/Gd7N4pcGJFxhg3twCQI6dMD6rWpSE\ndR2W3lGF3+LSOFLu5bH0iwz6WVJajN+KbGGp0QRAT49gbyWIrV8fEItVubBzZKAAmbJgecLH1KGs\nwpgyiSbCGRWzzkSYSFbGjFVjRkWhhZN3yCBJa5NkNCvo6QtoTc17Uc5JGAbW6mWUDxzDPdWHtWRR\ntYukzCMhNJJt12HYKbL9L9N/6FGalt1Nsu26ahdNUZQapMLYPHCKfRTSe9H0KIbViGE1oluNaHp0\n3s6YuqUhsv0vkRveBdJH6BHizdcQbexE0yNTnitlQLn7JIOPfBdpShJ3XIvekkDiIqWLpIwbDJBx\nXiCiryFmXoVWY4uvnks5cHkq+xq/yu9FANusVdxgr8MUOgDd3YJ9ezV0XS7oIAZwsNKDZmWDj+q1\nrEwnZkoGihpeIDE0sDAxpUGmSi1jUuogI7Q2SQ6fgK5Tfs2FMQgXgC4fOEbhzb0qjF2mog3r0c0G\nRnufZ6TrKdxSP03L7kZU9jWKoiigwticKue7yPS+SDFzYNrHhTDQJ4Uzw2pENxsxrIbwvtmA0C7u\nT1TOd5Pp/zXFdDh2QTMSxJo2E02uPevP9tMZBv/lMYJMgYZ7byfSvuaM51jBMor+fkr+ERy/l4R1\nbV20kh0s9/BY+leM+DmatTi/FdnCYmPiSO7kCcGBAxqGIVm3bmEHsUDC4RGwdUlHLECFMWU6cVMy\nUIScA6kICARJoqTJIaWcxy54DkLLI/0UIGhMgqFLunsDrtk4T0WYBWv1MjB0Cm++Q+qeO6pdHKVK\nrGgHzcvuZfTUc+QGX8MtDdK07G5ggU3JqyjKBVNh7BKTUlLOHeXA8ZfIDh8CwIy0EU2FRwuBm8f3\nwkvg5fHdHF556Cw/TaBbjZh2M4bdUrluxoi0YFips47ZklJSyh4m0/cryrnjABh2M7HUFuzEinOO\n9QoKRfoffpQgkyNx23VENpwZxAB0LUlcbKPsH8cJTtZ8K5krPX48upNfF/YhEFxnreF6ew3GpDOU\nx44KDh8Og9j69QHRaBULPA+6s1D0BGsbPTQ1pEU5i/EZFSthDKBRJhgWWUbJkZqng8qx8WIyCGfR\n0TRoSUHfkCSbh2S8tj7EmmVirVyKc/gEzskerOVLql0kpUp0M0Fq2d1kK/vk3n0Pk+lZjt14JfHU\nFjQjcv4foijKgqXC2CUipaSYOUCm95c4hXA6Yyu6mFjzlZiRjnOePZaBi+8VwoDmTg1qvpuhlD0C\n2SNTXyQ0DKsJw27GtFswIuG172bJ9P0Gt9Q3UYamLZjRRec9gx04LgP/9z/x+gaJbt1EbPuWcz5f\nCI2IsRozaK3pVrI+N823R56jz0vTrMV5b/RKOvTG8celhMOHBcePaVhW2CIWuQz2jWOzKK5QCz0r\n5zC+1tikWbpTMgxEg3KUlJinM/yTxouNaWmS9A0JegcgWYMT7ESvvgLn8AnST/+C9o//72oXR6ki\nTTNpWHQ7Tv4kxcwhCpkuCpmTpLueIZraSKLlGuzEKjXZi6JchlQYu0hSBhRG3iHT90vcUjjPsh1f\nQceKaym5M5sHXWjm+Fiy6QSBi+9m8J0MvpvFdzN4Tia8Lg9R4uDpPxE7sSoMYXbzjMoQlB0Gvvkd\nyoePY69fReL262f0OjhbK9la4uZVCFHdj9je0kn+feR5ytLlKnM5t0Y2TGkNkxIOHBB0ndSw7bBF\nzLKqWOB5knfgaBriRkBLpPZmo1Nqx3TT26cIv9uGZJp1LJuXcoy1jBFMfK+2NYdlO3kK1q+al2LM\nirViCeaSDkrvHKB8vAt75fzUlVKbhBDYiRXYiRUkYpK+7rcoZQ5RGNlDYWQPupUi0XIN8earz3o8\noCjKwqPC2AWSgUd+eDeZvl/hOSOAwE6uIZ7agmGniMRjlNKFS/Jemmai2S2YdssZjwV+KZwBsRLO\nAKIN69DNmZ+tDkolBr7xHcpHT2CvW0HDPbfN+uzc1FayfZT8wzjBKRLmdVh6+6x+1qXyYu4dfph5\nGQ2Ne6JX0WkunvK4lLB3r+BUj0YkEgYxs/Z6WF5yjg9PHQY3EGxp8VAnYpVzmdxNcczklrH5IcPJ\nOwIbmDhbEo1ASxP0DUK+IInHauvDLIQgfvM20o89xehTz9H+yT+odpGUGmFYceJNVxJLbcEt9VPK\nHKKUO87oqV8weuoXRJJriLdsJda44aLHjiuKUtvUf/gsycAjO/ga2f5f47tZEBqRhk7iTZtnFYAu\nFU2PoOkRzEjbBb0+KIZjxJzj3didq2m4+zaEfuETOYStZNsp+8cqrWTPV6WV7Nnsbp7KvkZc2Pyv\n2NYp3RIBggDeeVvQ16cRi4VdE43L4L/BD+CZIzBUDMeKrW1UXRSVc4saoCGndFNMEMWQOkPMUxgT\nBYRwCPzWMx5avkQwNCI52gVbOuenOLNhLVuEuXwxpf2HKR0+TmTtymoXSakhQgisaAdWtINE2/WU\nc8fCYJY9Qil7hBE9SqxpM1ZsMWakFdNuU2PMFGWBuQwOPy+dUvYIwyefCifcEAbR1CZiqU3oRn1O\nuefnC/Q/9G3crlNENq4l+d5bENrFz6gXtpKtmTSW7DBO0EvUWI8u4mgijiZiczbRx8+yu3gm+wZJ\nEeFD8etIaVP/Pr4Pe3ZrDA0J4vEwiOmXwUzDUsILJ6A7K1gS99naplrFlPMTAqLm1LXGBIJG4gwz\nSiADtDleAH68i6I8s+v30kWwe6/k6EnB5vXzObvjzCVu2sbId3/C6FPPYv/5H9VkGZXq0zSTaMN6\nog3r8Zw0pcxhStnD5AZfnfo8Ix4Gs0gbZqQ1nOAr0oZuJtVnS1HqkApjM+C7WUa6f0Zh5C1AEG3c\nQLz56jPW56on/miW/ocfxT3VR2TLepLvvumSBLHJdK1hSitZ3t015XGBhSZilYAWQ9fik+7HLyis\n/Tq/j2eyb9Aoonwofh0N2tQpER0H3tylkckIGhokq1dfHkEM4NVTcGBY0BwJ2LHIVUGsQtM8DN0j\nCDSCQCeQGqAqZ7K4IekvariBxKx8TaRkgiGRYYQsLczt+Bahjc2keGbvA9MQdLRKTvULBkegbWbD\nZOeVuaQ9XAT68HHKB48S6Zx+llpFGWNYKRKt24m3bMUtDeI7aTw3g++M4jmjlHPHx2dLHiM0qxLO\nWrFii0m0XIOm21X6DRRFmSkVxs5ByoDcwE7Sp55DBg6G3UqybQdm5MyxW/XEOdnDwP/9T/x0hujV\nV5C444Y5O5s23komFxEEOQJKBDK8SFnGlxl8Gc6Sxmk95gQmmogghI2GFV4LG5lLUPY0NFHZRrj9\nrVIXT4z+hpiw+ED82jOCWLEAb7yhUSwKmpsDVq6Ul00geWcQXu8VJMyAWxY7GJfdkmISyyhjWSVs\ns4Rlhte2WcIwvDOe7Y8Fs0AjkDp+oE/cD3QCqeO4NqP5JoJg4X+Nxk0JRciVoanybzU2bmxIjtIi\n5jiM6WmkBILpp0xc2iE51Q9HT9ZmGAOI37gV52gX6SefpWP9atWCocyIEBpWtB2iU8dey8CbEs58\nN7x2ir04hR4KI7vJ9L5AQ8dNJFqvQ9Mvg5mpFKVOLfyjiAtUzncxfPInuMU+hGaRbLuBSMP6ut+B\nFna9zdB3/gvpesRvuZbYtVvm5XfSRQxdP7M7p5QSiYuUJQLKk4JaaTy4SZmd8ppi9owfA0CblHyy\nIYYhGrAYJJAJApKASTYDu3ZpOI5g0aKAxYsvnyB2fBRePBEu7nzrEhd7Qf/XS6J2fiJsWWPBq4wQ\nU2eNlBI836RQiuP7OkJINC1AiABNBGhagKF7COGgadPPOLmo5QSZQhPpTCv5UpKF2qIWnzSj4ngY\nY2wSjzSdrJjDdw/Cae1lHJi+GbslBRFbcrxHsG2zxDBq7+9gdrRLcZjUAAAgAElEQVRir1tB+dAJ\nSnsPEt1UgwPclLohNAPTbj5jxmQpA3w3Rzl3nEL6bdI9PyfT/xINHTeTaN2Opl0Gs1QpSp1Z0Idl\nF8L3CqR7fk5+6A0AIsm14RdYHXdJhDD0ZH76PKM//QXCNGm8/93Ya+fyAGpmhBAILBDWWQ6zxgKb\nVwltLnYEisUCEgcpXVxZ5rg7gElAq25iihyQG3+959t4TpJlS5JYdpx4Io6Ul8dHfyAP/3MUNAE3\nL3FIWAt1GntJMp6mvambiFWa8kgQaJRdG9czcT1r/OJ5JpKZNhFKNBEgtEpQEwERu0giNkoqMUwq\nMYzjWqSzraSzLbj+wuoaNP2MimGXwaG5nlFRyyBEQOCffakQIWBJu+TISUFXL6yq0Rnk4zdupXzo\nBOmnniOysf5P7im1RwgNw2rAaL6SaOMGCul3KI7uJd39DNn+39DQcQuJlq1qhkZFqSHqv7FCSkl+\neBfp7v8h8IvoVopk2w6saO0sXnyhgrLD8H/+N4Vdb6M1JEi9/90YrTXal2caYWAzARMERK0IvhMe\ncAdS8t30Tg44eXZYS2mJLMfBQ1BEEwUcp4ymFVjcMcjijkFgrEUkiuslcd0ErhdHCIkQ/vhFG78d\nnHY/vAA4biNlpwnHTcKMD+rnT6YcTmHvB3DTYneBricmSUQztDd3E7ULSAm5QpKSEx0PXX6gc/Et\nVoJA6uDr471py26U0VwTtlUiGRslHsnS3txDW1MPuWID6Wwr2XxqFoGvdsWmWfg5ho0pDQZJz+l7\nj40XY5rxYpMt7ZAcOQmHT9RuGDNam7E3rKa8/yjZ51+i4V03VrtIygKm6RaJlmuIpa6gMPIOhdF9\njHQ9Rabv1zQuvo1481UIcZkMmlaUGqbCGOAUehnuehIn34UQBomWa4mmrkDM8Qxh88HpPsXgI4/j\n9Q9hLu2g8b470WL13co32SvF4xxwBlilN3KjPXYEZiBJcuRYGwcOxtB1n00bh2lK5TD0IoZeRDeK\nmEYRIv2zfk8pwwN7y8yRiHUTBDplN0W53ETZaSKQ1e+bn3fhyUNQ9ARb21yWJIJqF+mSi0WytDd1\nE4+GraC5QpKRbAueP5/1Lyg7UcpOlCHRTjyaJRkbJRnLkIxl8Hyd0VwL+VIH5XL9tpbFp1n4WSBI\nkWCQUTzpT1lM/VIam0lxusk7ppQxBi0pSf+QYHBY0tpcm61Oiduuw+3qI/3DZzDbW1R3RWXOaXqE\nROs2YqmN5Efeopg5wPCJH5HpfZHGxbcTa9qyII53FKVeXbZhTMoAp9BDfnhPZdpYiZ1YSaL1WnRj\n+kHi9URKSfaFl0n/6Gfg+0S3bSZxy3bEApo6cMjL83R2HxFh8J7o2vEuP1LCwYNRjp+IYpoBV1yR\nIx7TcdxGHHdsogGJrpXDYKaXkQik1JBSr1xrYYvG2G2pIQkfC1tZAkwjj2VmMY0sUXuIqD0EgOPG\nKTtNlJ1mXC/BfI8jOjwCvzwBZV+wocljXepca4mF3e/CGQTrQ8TK09HcTSIWLnKeL8VJZ1pxvOqG\nHSk1coVGcoVGTKNMIpYhGc3Q0thPS2M/xVKM4Wwbo9mWumsti+igCTkljAG0ygYGRJpeOcQyMTeL\nuwstjZQ6yOh5n7t2RcBQWmfPAbjjhjkpzkXTE3Ea77+TkceeYvCRx+n4i49hLZ6bulOUyTQjSrLt\nOmJNmymM7KE4epCh408wOhbKUptU11lFqYLLKowFfplS5jDFzEGKmYMEXgEA3UySaL0eO760yiW8\nNPxcnqH/eILSOwcR0QgNd92BvXp5tYt1SQVS8njmTVx83hNZR0ILW0OCAN5+J05vr00k4rPxiiy2\nPV2rkMAPIvhBBNwLKYEWdnP0koBE0xwsM4tlZCshLU8y3oUfGJVg1kTZSSHl3A2eLnnwUpdPf9Gl\nPeGyqbXM8mQZw/DQNQ9d99A1H0N3K7e9ygQVEAQCx4tRKMUolWMUnRhlJ1oJn7XBNou0N3fTEA+7\nxRXLMUYyLZTd8x+kzzfXsxnJtDGSaSUWydMQzxCxcyyNHKe9qYeh0Q5GMm1h18c6IATEjKlrjQG0\nyyb2coJuOcAy5iJQuKBlIWhkJic1mlPQnJL0DtR265i5qI2G995C5snnGfjmd1j0lx9HT9T/SUCl\nPuhGjGTbDmKpzeRHdlPKHGbo2PfJRF6kadldRJKrql1ERbmsLPgw5paGwvA1eoBy7gQQHphrepRI\nwzrs2DKs+NIF02+6uPcgQ//x3wTZHOaKJTTcdSt6oj4XpT6XFwtHOOGO0Gm0sMFsBcDz4M3dSYaH\nTRIJlw2dOUxzPsZJCYLAplS2KZVbEfiYZh7TyGKZWWKRAWKRAQB838TzY3heDM+P4vkxXC8265Am\n8DGMQtjt0ijgygIRUeQji0ozmiVybOr2shshCHR03cM2C0Ss/PhzpAzHRZXKMYrlGCUnDGrzHSBM\no0R7Uw+NiWGEgJITYSTTSsmph8+1oFBK4PmN+H6JhkSahliaRS1dtKVOMZxpZ2i0HT+o/RnO4qak\nr6Dh+hKz8hFok00A9Mh+YPMlf0+hpysnC84+ecfp1q0IeKXGW8cAIhvW4A2PUnhpF4P/9l3a/78/\nRBgLfpes1BDdTNDQfhOx1BbyI7spZ4/Qf+gRYqlNpJa+B8Oa2yUrFEUJLbhvfil9yrkTFEcPUswc\nwCsPjz9m2C3Y8WVYsWUYdvOCao4PCkVGnnia/M43QRPEb72W2Pb5mbZ+vvWUR/mf3H5iwuTOyCoA\nymXBG7uSZLMGTSmHdetyVVvMWaLjuA04bgP5okTXS1hGFsMooOtlbGsU25o6A50fGJWANimoeTEk\nWmWcW2FK+DL08hnvm3dMhvJxLBGugxUEE+tj+ZU1ssbuT9fKYJkCZBHLKlfW4ipjGSUiVpFUcmj8\neWXXplQOW87Kro3jRnDcyCULaZrmjb93IpollRxEiPB9RzItFMvxactf6/zAZCTTxmi2mWQ8TWM8\nTVvTKVoaexnJtjI0ugi3yl0tz2XyjIrNlcbIGDYJGaWbQaSUl/j7RiL0cEzn+caLTVYvrWMA8Ruu\nwR9OUz5wjOHHfkzzR96/IL+zldpmWA00dtyC23gF2YFXKjMwHqCh42aSHTep6fAVZY4tmDDmuVlG\ne56lkN6HDMIDVSEMrPjySgBbim7Uw5n02Su8tY/hx35MkMlhtDeTfO+tmLW68ulF8mTAo/078ZG8\nJ7KGqGaSL2i88UaSYlGnva3E6tWFGlpDTOD7UYp+FMbzk4+uO+haCUMvo+tldK2EZWawrcx5f2IQ\nGDhunEwpypunkpxIJ3A9i+0dRZqjZy5gPHMajhfB8SLkmBhbZxouViWc2WYZyyzRmBgBRqa82vVM\nypVgVnYq165dCRhT/yC65o3/TMsoT9w2Sxj61DFujmdW1vGa//F3cyGQ4aQemVwTiViGxsQILY0D\nNDcMMJprZjC9iLJbe99VkyfxaJ7UM7RdNnFE9DDEKK2kLs2baRk0aw+aMRiOF5tFGIP6aR0TQtDw\n3lsZGc2Rf2UX0vNp/vB9aJHaDeXKwmVGWmladg+l7BHyQ68z2vs8uaFdNC17L9HGK9SJAkWZI3Uf\nxqQMyA2+Rrrn58jAQTMSRJKrseLLsKIdC6b74XT8XJ6R/3qKwutvga4Rv3l72Bqm1844n0vtF/mD\ndDujbDbbWGM2kU4b7HozgetqLF1aZNnSYg0FsbPR8f0ovh/FmTJeLagEszCgGXoJkPi+jR/Y49ee\nb/Byd4TXe8IDts1tBa5ZkmVu/uxifIr4fHFsm8TQPUzDmXRxMXWHRDQL0amrcgdS4Lg2rmuj6y6W\nWT4jcEHYLdL1TApuZNKaYGalO2LN/1FnTaKRLaTIFhqJR7PhemXJ8JLNNzKQXkSxPLsQciGlGBtD\n6Lr2OVs3p5veHqBdpjhCD93BAK36xYaxMpq9D2EcQwiQfhOBuwqY3QyZzalwZsXeAcHJU5Lli2v3\n8yNMg8b7383oj5+l8PoenBPdtP7h72AtX1LtoimXISEE0Ya12InlFIb3UEjvZfDoY9iJVTQtuxsr\nqiabUZRLra7DmFPoZfjkT3AK3QjNItl2A5GGhb+QpgwC8q+8QfpH/0NQKGJUBoMbLZforHSN6nLT\nPJ8/TINmc3tkJX19Jm+9nSAIYM3qPO3tZ3bdqy/aeEg726Qi6ZLGTw/F6M8bJC2fW5ZlaI9f0Awk\nF0Hg+Saeb1a6DE56RAQYuotpOFiGgzEW1AyHiFVCSoHrmeTdCN5Y4PJNPM/C8w0WYug6P0G+2EC+\nmCRq50klhknGR0nGR8kXE+QKjQRSq3Q91QikhqxcB4FeeWxiG4jxv8PYxTQqtw1nYlslhI19XUoJ\nJSdKsZSgUE5QKMWntGpOt/AzhC1jAN2yn6tZf4F1ECDMo2jWPoTwkEEU31kNQdMF/jzYuC7g169p\n7NwtaG+W2Hbtfrb0RIymD99L/tevU3h1D73/+E1S/+s9JG+7YcHvz5TapGkWidbtRBrWkxvcSTl3\njN59D5Nou47UotvRjNqbOElR6lVdhrHAdxjtfZ5s/0uEU9KvItF6Hfpl8OXgdPcy/PiPcY51IUyT\nxO3XE71mI0JbuK1hAK70eXx0FwGS9zVs4NSRBAcPxdB1yRUbcqRS8x1I5peUsHfQ4vljUbxAsDZV\nZMeSHKZeWws5S6nhemHXxMLURyZNoa8OLqcnKJYTFMsJbKtIKjFMPJobX0dtpoJAoGnn/lwEgajM\n9BnFq4wjtAwH2yoRtYs0E04443nGeDAzzASG1kzWmfpd00gcW5p0V14zW0LvQ7P3ILQ8UuoEzmqk\nv4iLXUg9EYP1qyT7jwpeextu2nZRP27OCV0jceu1mCsWk3n6BdJP/JTSgaM0//a9GM0L+0SbUrsM\nq4HUkndTzneRG9xJbuAVCsN7aFxyJ4mWrWp9MkW5BISUsraO5s5iYCDs+lQcPchw11P4ThrNSJBs\n21GTU9KnUjHS6cL5nzhDQanM6NPPkf3lyxBI7PWrSLzr+stmOuQns+/wq8JRrjYXsazrSo4fN7Gs\ngA2dWeLxc62jVf9KnuC5o1EODVtYWsANS7OsTl36VkDL1HHchV2X1XKhdWvoYcuiEAGaCBBCjl8L\n7fRtE7cDqeH7Bl5g4PsGvq+Hk8T4Bn5gnGPJAolllohYJWyrSMQsYRgT4xD9QDCYi5MwkjheEs+L\n4/kRntV20aUN8DHj/TSKGc58KLJo9ltoRj9SgvQXId0VwOwmC4hETUrF6U/GSAkv7dIYzQpuuZaa\n7q44mZ8vkHn6l7gnekDTiG+/koZ334LZ0Tav5bjU+zFlQj3WrZQ+hfReCsO7kdLDjC6ioeNmzEgb\nht1UMxN9tLXNdfduRbm06iaM9fb0MNL1DIX024AgltpMvPkqhFabjXuX6ot2vEvik88SZPPojUkS\nd96Ivar2AuhcOeoM8a8jL9Ek42w5cgPDQzaxmMeGziy2XRcf3wvWndF55nCcnKPRHnO4dXmGhDXd\numkXT4WxuVPPdatrLrYVzqpZCDzaE3n0SS1vUgoKvk5XUCIetLOY1eHsh0ECmG4MmhN2RzSPIYRE\n+o0E7mqQF3Zi6VxhDCBXgF+/pmGagnveBdEa7q44mZSS0t7DFHbuwR9Og4DolRtpePct2Cvm5/u/\nHgNDvajnuvW9AvmhNyhlD0/ZrptJDLsJw2rGsJsx7CZMO7yt6bOblEZKiZQe0neQgYtmxmcc9lQY\nU+pN3YSx1//nb5BBGSPSRkPbDRj2hY8lmA+X4ou2dPAoI088jdvTB4ZB/LoriV275bJai6YceHx1\n6AUKRbjq8M2UchZNTR5r12RYyNXgB7CzO8KrlUk6rm7Pc2V7AW0OjyPrOTDUuoVSt4dHbF7qSbCm\nJcvd6weJWWV0vYSuldG0qScJpARkrBLMkuG1cNGs/QjhIoNIODlH0MzFdF09XxgDONol2H9Eo7kR\n7rwJTKM+AhmEB6XO4RPkX9mN1zcIgLlsMfFrNhO7ehNG69zNnFvPgaHWLYS6dUtDuMVePDeL72bw\n3SyBl5/2uZoRw7CawmCmmQSBiwwcZOCEtyuhK6hsk8Hp/9MaVrQDK74UK7YUO74Uw26ZdkylCmNK\nvamjMPZ/SLRsI9LQWRcDmi/mi9btHyT9o59RfGs/AJFN64jfvO2y6ZI42WOjuzjUW2bVkW3gGbS3\nl+jsdPDci5nCvXYVXcHBYZO3+20GCzoJ0+fW5aO0x+f+910ogaEWLaS63dMf4/W+BC1Rn9/elMM2\nJCB5nn04eo77rHXEdB8hCqAVEWLqQZWUOtJbjvQWc7HjwmBmYUxKeOuAoLtPY3Eb3HY9aHN5ZmMO\nSClxT56i8PrbOMe7IQh33dbyJcSu3kR0ywaM9tZLun9cCIGhVi3UupXSx3dz+G62cslMup0Dpjvk\nFAjNRAgDoVUuwpi0TcdzMnjOMMiJkz5Cj2DHlmDFl2LHwpCmm3EVxpS6Uzdh7NiBl+tqnbAL+aL1\nBocZ/dkL4cLNUmIu6SBx+/WYi1rnqJS17fVCFy/sy9He3YkmYPWqPO3tDpZt4JQXThjzAjg6YrJ/\n0OL4qEEgBSBZkyqxY0kOa54m6VhIgaHWLKS6lRJe7kmwfzjG0qTH/VfkMDQ4KAd4nsPcbKzjRmPt\npFe4oBUQogjCQ3rtzHaq+nOZSRgDCAJ4/W2NwRHB6mWw4xrq4sTedIJSmfLhE5T3H8U50VNphgQ9\n1UBkw9rwsn71RZ/AW6iBoRZcjnUrZUDg5ZHSRwhzUvCa2RJEUvp45RHc0gBuaRCvPIjvTl1KRbea\nuOZd/2cuiq8oc6ZuOnrVUxCbLW8kzegzL5B/ZRcEAXpLiviNW7HXrazbg4WLdXw0z67XY3TklmJa\nHhvW50kkFsbBLITHTt0Zg/1DJoeGLRw//Ds3R1zWpEqsTpWJmXMzNkxRLoYQcP2SHCVP43gmws8O\nx7hrXYGVNKEj2Of3nhbGTAgakeMLiVeHpsE1mwJ27tY42iXQNNh+pUSvsxYyAC1iE928nujm9QTF\nEuXDJ3COd+OcOEX+5TfIv/wGCDCXLMJes5LIupXYa1Zelr0rlNohhIZuXnirlRA6ZqQVMzJxgjrw\nS2F3ydIAXnkQtzR0KYqqKPOqbsLYQuT2D5J9/iVyL78Bvo/e1ED8hq3YnasW/FT1ZyOlZO8xnzfe\nsYkGMezmLFtWeZhmXTTgnlfRFbzVb/FWv02uMkV43PTpbC6xJlWiKbJwAqeycGkCbl2eoXRM49Cw\nRey45LaVRZbTxDE5zKkgzWKt9qZjN3TYtjng1T0ah08Isnm4ZXttr0F2Plo0QnRLJ9EtncggwOsf\nxjnRg3O8G7d3ALe7l9wvXwbA6GglsnYV9townBmphiqXXlEujqZHsONLx2fVrpPOXooyRd10Uzx5\nZE+1izArZ+uCIKWkfOAImedforT3IABaY5L4jquJbFx72YYwgP4hyetvS0ZGBZ7uYK7qZkfrmWfT\n67Gb4kBe480+mwODFr4UGFrA6sYya1IlOuIutdAAupC60tWahVq3ji946nAT6bLBTcuLLF7cz5Ps\nZaXWwoeta+elDDPtpjiZ58Oe/Rp9g4J4FG69Dpoaa+Cf8BKTno/bN4jb1Yvb3Yvb04+cNN7WaGkK\ng9nalUTWrkJvTk3pjXE5dqWbL6pu587yNVdWuwiKMiszDmOe5/Hoo4/yve99j66uLtra2vjQhz7E\nJz7xCUzz/NONptNpvvrVr/KLX/yCoaEh1q5dy8c+9jHuvffeGRW03sNYUCxSeONtsi++gnuqHwBz\ncTvRbZux1624rEPYSEby1n7o6g3vp5t70Ff08G5rNdo0KaVewlgg4ciIye5em+5s2AidtDw2thRZ\n21Sat7FgM7VQA0MtWMh1m3c1njrcRN7V+a01eY637qaLUX7H3M4qfe7Hu15IGIOwq/DhE4JDxzWE\ngM7VsKUTLHPhhbIx0g/wBoZwu3pxuvpwe/qQZWf8cT3VgL2mEs7WrKC1cwWjmVIVS7xwqTA2d1QY\nU+rNjMPYF77wBb773e+yfft2tm3bxuuvv85rr73GXXfdxVe/+tVzvrZQKPDRj36UvXv3cvfdd7N4\n8WKeeeYZTp48yec//3k++tGPnvf96zGMjQxmKO49RP613RTf3h+ejhUCu3MVsW2bMRfN7wKetSSQ\nkp4+2H8E+itdvGUyx5Hlb5JM+NzNRqyzDOqt5TAmJWQdwaFhi929NtlKV8TFCYdNLQWWJp2aaAWb\nzkIODNW20Os2XdJ56kgTri9418Y+Xkruol0k+QPrxjkf93qhYWzMwDDsPaRRKAkiNly1AVYtA12v\n0X/US0gGAd5QOmw56+rF6e5DFifClxaLYK1chr1qOfbq5VgrlqLZs1svSpmeCmNzR4Uxpd7MKIy9\n/vrr/N7v/R533XUX//iP/4gQAikln/vc53jiiSd46KGHuOOOO876+oceeogHH3yQL3zhC/z+7/8+\nALlcjo985CN0dXXx85//nJaWlnOWoV7CWFAqUzp4lODwUdKv7ibIFwHQm1NENq4lsnEtevLyHEQd\nBJL+ITh5KmwFK5XD7amUz6mOwxxuOES7SHA3V2CJsw9nrKUw5vjQlzPoy+n05gz68joFNwxghpCs\naSqysaVIqg7Ggi30wFBNl0Pd9udNnjmaQgho3LCLQrKP68RabrfXzen7XmwYg3Bdv2NdgsMnBEEg\nsC1YuwLWr4JYdOGHsjFSSvzh0TCY9fTj9w3gjWQmniAE5pKO8XBmr1yG3tJ02U40dTFUGJs7Kowp\n9WZGYeyzn/0sP/7xj/nRj35EZ2fn+Pa+vj5uv/127rzzTr7+9a+f9fW33XYbvu/zwgsvoOsTrR0/\n/vGP+exnP8tf//Vf80d/9EfnLEOthjHp+7g9fZQOHKG47xDlIyfCOZQBLRbF3rCayMa1GO3TL064\nUEkpKTuQzsDgSHj2eXAEvEqGMg3JojaJtSjNs+YuspRYRoo7WX/WFrEx1QpjZU8wVNQYKuj053X6\ncgZDRY3JC9bGTJ+2qEtH3GVNUwm7xroinsvlEBiq5XKp266MxW96khTwsDe9hGYXiZ/axBZ9Oeua\nYVGcS94yfCnC2JhSGY53C7p6Ba4XFrS1CZYugqUd0JCo3+nwL0QiESHTN4J7qh+3px/31ABu3yD4\nE59lLRHDWroYc+kirMrFaGu5rLvez4QKY3NHhTGl3sxoNsVXX32VpqamKUEMoKOjg1WrVrFz586z\nvvbEiRP09fVx1113TQliADt27ABg586d5w1jtUC6Lu7gME7XqXC2qpPdON29YffDCqOjFWvVUlIb\n1+A2NiyoHZKUEs8Dt3KZfNtxIF+EQhFyBRjNgnPa8VE8KlnSLulolfjJLL/xD3EwCMfPbWcZ17C0\nJg50XB9GSjpDBY2hos5QQWe4qI/PfjjGEJKOuEtb1KU15tEac4mr6eiVy9iyBoffSQ4xUtI5MriJ\nox27yS16hxe7HX7xxhoSpmBdEzREwBCga2BULvqk+xEDGmxIWuG2+RKxYcMaybqVkp5+QU+fYHAE\nBkcEb+4NH29tkrQ2Q1MjNCYhYi3sgKbFo9jrVmKvWwmEJyC9/uGJgNY3SGn/YUr7D0+8yNAxW5sx\n2lsx21sw2low21rQmxrRkwmEPrN1pRRFUS4H5w1jjuPQ29vL1VdfPe3jS5cu5ejRowwPD9Pc3HzG\n4ydOnABgxYoVZzzW1taGbdscO3ZslsW+9GQQEBSK+JkcQTaHn83hj2bxhkZwB4fxBofx06NTF4/X\nBEZrUxjAli7CWrkULRYBIJKI4OWqP/A5CCYClOeD654ZpM53e/LrZ0YSi0CqARIxSWNS0pAMSJtZ\nuoIRnvJ76XVHAWgnwQ2spF1c+Noj5+MHUPIEBVdQ9DSKrqDoahTP2BbeHlvza7KY4bMkUSYV8WmK\neDRHPFIRjzpcokhR5pQQ0Bz1aY7CGm8Nv9SOUF52iGh7D27fCt4c6kA60Rn+NEnSCoPZ5EvMDCfI\n8QMQRkCpHC6e7gfgy/BiVkJdxADbgIg+6bYRhj5NTFwEE612ug7LF0uWL5Y4DgwMCwaGYSQTtpqN\nTTYEYJnQkJDEohCLQCwK0QhEIuH9iAWGsXC+KISuYy5uw1zcBts2A2H3fG9wBK9/CG9gOLw9nMbt\nHaB4+g/QBHpDEj3VgN7YgJ6Io8Vj6PEYWjyKFo+h2RbCMhGWhTBNNNtEmCbCUKvxKIqy8Jz3my2d\nTgOQTE5/sDy2PZvNThvGxl7f0DD9eiaJRIJsNjvtY5PtfuTpSfcqe85K9zA56aykCHxEEIDvj98W\nvg9jtwMf4fsI10FzHDTXQTjl8PocPTa9SAynZRFuPInT2ESpqRWnsRk5+QxfP0DYMmJHXMqliVYS\n34NChvEwd8ZbyUk5T066mvQ8KcP7QRDelue4DgKQPkh5EQcBQiI0wosBhhne1rRJ2yddNENyPHmA\nop1H0yBA4guPslaiFJTAmfjFGp0m2ouLSTkt9CIYO7aREgIpwgMtCUEgwmsJfuW2pmn4gTmpniZ+\nR0nYsjU5YJX9859aF0giRkDc9GiJShosj6aIRyrik4p4ddXdUFFqRbOMc095E2+ZPRw2BxDL9xFZ\nvo8rc5tpL3WMB6cwRInx2yVfkHMEOVeQc+BUTtCdPdt3WcDkrsIXQyCnBLTxoCbC7bomMWyISYEV\ngBkIHBfKIyBGzl6GgAAf8IFAhJfKG4a7s0nX4xdNjodDSeW7fdJtKteaNtaiKNC1MEjaSbBNMPWw\nBXJy9Zyrpk5v4LNtl3I5OOM1ZzYEmkA7orkdmoENYeH0chEzl8HKZjByGYxiHqNYwCjmMY93I2TX\nOUpzJik0AsNAGiaBYSL1sZ2Phm7oxGNGWCGahtA10PTKtRb2UtEr12P3J1W4EJMS+dh9beofZmLb\nNM+b9Ec843nT8GMWhUr3WmEaxK7ahGZbs6oPRVEWhvOGMdljgRAAABnCSURBVK8yyMeypv+SGNte\nLpcv+PXF4hnnzs6QeuOl8z5nNgIEjmZS1EzKWpSy3UBBj5LXI+SNKDk9St6IMmokGDGTeNqkqipU\nLt0wtalsMmfKvSUIll6iA4azCZAEhIcm/vi1nDgIqFyPbZu4zzTPIfzVxu/MgOYTae9BWFM/C9Kx\nCQqNyGKCINuMn2mm6EboPcuPuRQEELMFDTGNuC2I2addW1PvR0yxoLsaKUo1rWMzWb/AoWIX3e4A\n1y9ex/JIx4xfH0hJvhSQLniMFn3y5WA8gBi6QNdE5Xa4TdMEjhdQciUlJ6DoBpQql6ITUHQlni8J\npCSQYQ+CKdcyfM8gYOI5lfslJAUgqAQfXRcYAiwhsAljiSlBl6D5EgIQAQgZbtdkePv8Luz7yAd2\nDwaMXNCrT+ec/ynnFK1cOqbeBYQMiPklYn6ZqF8mGpSJVu6bgYcpK5dg4tqQPlbgYXgeplNGlwEa\nEk2Ge76yYHzMdq07/e/T2NxGyy07qlIWRVGq67xhLBIJu9257vQDpB0n/LKORqfvdmJXpsEde950\nr4/FYuctaObDn2Ci+Wia5qWx27oOuoHUdND18evJt6U+1swT7uyMyiUOXKrJ5huSUTLZSsiU4Hs+\nmf78xBMEiPEWvrGTamLiduWxiQZAUTlbKtArZ/c0XYQXTUPoFx4mLmUGCeSV+NLDx0dHxxDmrMol\nRHhQpesahi4wdC082NHC+7qu0dqSYHg4N1FfTDpsEeFkCYmIiab6EM5KW1uSgYHzt1Irs6fqNnTV\nHPzMeqtbKSWeG+B5PoEv8f0A35cEfkAQSFzPx/cCHMfH8yaCRbiLEOPf12Pfbn4g8bwA15d4no8E\n3rs4iRdIyq6P58tJ7z2lJKeV68yyNjREGc0UT3ve9Eny9M3ytJ+va1rY0qiF4VnTBJoIb4/tI8Z+\ndiDD23Jsmzxzm6y0qnqV16QSNuuWNYbP931kEEDgI/0AWekdI/0AGfgTj0vGu5RIWXkTJDKY3NWk\n8tikixwLfDKoPHfsElR6sARj3TzOWh8NyQiZyhpuwjTRN19JJqe6YV4KbTPtBa0oNeK8//mJRAJN\n08jlctM+PtbF8GzdGBsbGwHO+vpcLnfeae0Brr3rpvM+p5bU2wFCPWlrjWPI+jj7qSiKMpkQAtPS\nMa3an8SiHvdjQggwjDnuh3Lx2tqSUGd1qyjK3DjvYBrLsliyZAldXdP37e7q6qK5uZlUKjXt46tW\nrRp/3un6+/spl8usXr16FkVWFEVRFEVRFEWpfzOaNHj79u0MDAxw9OjRKdv7+vo4duzYWWdaBFiy\nZAlLlizhtddeIzitL/crr7wCwNatW2dbbkVRFEVRFEVRlLo2ozD2gQ98AIAHH3xwPFBJKfnyl78M\nwAMPPHDO199///309vby6KOPjm/L5XI89NBDRCIR3v/+919Q4RVFURRFURRFUerVjEaL3nTTTdx7\n7708+eSTPPDAA+zYsYM33niDV199lbvuuot3vetd48/92te+BsCnPvWp8W0f//jHefrpp/nbv/1b\ndu7cyfLly3nmmWc4efIkn//856edEl9RFEVRFEVRFGUhE/JsUyOdxnVdvvGNb/Bf//Vf9PX1sWTJ\nEu6//34+/vGPT5m2fsOGDQDs379/yusHBwf58pe/zHPPPUexWGTNmjX86Z/+Ke973/tmVNB6G0Rc\njwOf64Wq27mh6nXuqLqdO6pu546q27mj6nbutLVNP6GcotSqGYexaqu3Ly31RTt3VN3ODVWvc0fV\n7dxRdTt3VN3OHVW3c0eFMaXezGjMmKIoiqIoiqIoinJpqTCmKIqiKIqiKIpSBSqMKYqiKIqiKIqi\nVIEKY4qiKIqiKIqiKFWgwpiiKIqiKIqiKEoVqDCmKIqiKIqiKIpSBSqMKYqiKIqiKIqiVIEKY4qi\nKIqiKIqiKFWgwpiiKIqiKIqiKEoVqDCmKIqiKIqiKIpSBSqMKYqiKIqiKIqiVIEKY4qiKIqiKIqi\nKFWgwpiiKIqiKIqiKEoVqDCmKIqiKIqiKIpSBSqMKYqiKIqiKIqiVIEKY4qiKIqiKIqiKFWgwpii\nKIqiKIqiKEoVqDCmKIqiKIqiKIpSBSqMKYqiKIqiKIqiVIEKY4qiKIqiKIqiKFWgwpiiKIqiKIqi\nKEoVCCmlrHYhFEVRFEVRFEVRLjeqZUxRFEVRFEVRFKUKVBhTFEVRFEVRFEWpAhXGFEVRFEVRFEVR\nqkCFMUVRFEVRFEVRlCpQYUxRFEVRFEVRFKUKVBhTFEVRFEVRFEWpAqPaBahHX/nKV/jnf/7naR+7\n9957efDBB8fvv/DCC/zLv/wLb731FpZlsWXLFv7iL/6Cq666ar6KW1dmWrfFYpF/+qd/4sknn6S/\nv59UKsWdd97JZz7zGZqbm+ezyHXlhz/8IY888ggHDx4kmUyybds2/vIv/5LVq1dPed4TTzzBt771\nLY4dO0ZDQwP33HMPn/70p4nH41Uqee2bSd3mcjm+/vWv87Of/YxTp04Rj8fZvn07n/rUp9i4cWMV\nS1/bZvq5nezRRx/lS1/6En/3d3/Hhz70oXksbX2Zad2qfdnszaRu1b5s5jZs2HDe5zzyyCPs2LFj\n/L7alyn1QK0zdgE++clP8qtf/YpPfOITZzy2fv167r77bgC+973v8fnPf5729nbuvvtucrkcP/nJ\nTwiCgO985ztqJzaNmdRtEAT84R/+ITt37mTLli1cf/31HDhwgBdffJFVq1bx+OOPk0wmq1D62vbg\ngw/y0EMPsWrVKu688076+vp4+umnSSQS/OAHP2DZsmUAPPzww3z5y19mw4YN3HbbbRw4cIDnn3+e\nrVu38sgjj2BZVpV/k9ozk7otFot85CMfYd++fWzdupWtW7fS29vLM888g67r/Nu//Rvbt2+v9q9S\nc2b6uZ2su7ub++67j0KhoMLYOcy0btW+bPZmUrdqXzY7X/va16bdPjQ0xH/8x3/Q0tLCf//3f9PW\n1gaofZlSR6Qya3fccYf8wAc+cM7ndHd3y6uuukrec889cmhoaHz7rl275BVXXCH/4A/+YK6LWZdm\nUrdPP/207OzslH/+538ufd8f3/4P//APsrOzU37ta1+b62LWnTfffFNu2LBBfvSjH5XFYnF8+1NP\nPSU7Ozvl5z73OSmllF1dXXLTpk3ygQcekI7jjD/vK1/5iuzs7JTf/va3573stW6mdfvwww/Lzs5O\n+aUvfWnK619++WW5ceNGed99981ruevBTOv2dH/yJ38iOzs7ZWdnp/z+978/X8WtKzOtW7Uvm72Z\n1q3al10an/zkJ+WGDRvkiy++OL5N7cuUeqLGjM1SLpeju7v7vM3ljz/+OKVSib/5m7+Z0tXg6quv\n5mMf+5jqkjSNmdbtnj17APjgBz+Ipk18hH/3d38XgF27ds1dIevUv//7vwPwxS9+kUgkMr79rrvu\n4oEHHmDFihVAeAbc8zz+7M/+DNM0x5/3yU9+kkQiwWOPPTa/Ba8DM63bZ555BiEEn/nMZ6a8/vrr\nrx8/I97X1zd/Ba8DM63byb7//e/z4osvcvvtt89bOevRTOtW7ctmb6Z1q/ZlF++HP/whzz77LB/+\n8Ie5+eabx7erfZlST9SYsVnat28fcP6+yy+88AKNjY3ccMMNZzz22c9+dk7KVu9mWrepVAqAnp6e\nKdvHDmRVP/szvfDCC3R2dp4xDkQIwRe/+MXx+zt37gTCgDCZbdtcc801vPjii2SzWdV1ZpKZ1u1H\nPvIRhoaGSCQSZ/yMse4y+Xx+bgtbZ2Zat2P6+/v5+7//ez74wQ9yxRVX8Pzzz89XUevOTOtW7ctm\nb6Z1q/ZlF6dcLvPggw+STCb5q7/6qymPqX2ZUk9Uy9gs7d+/H4Dh4WH++I//mOuuu47rrruOT3/6\n0xw5cgTg/2/vzmOiuN8/gL89KAqKF4gRLR4wq+ABSlEMRxAVS9BaTwSJTUSJuBhbUiu20baxoVHT\nphF62FS5SlMFa5vGFEKLVK2i1BMLoVDsCooiinKU+/P7w+zossvPXb4uw7bvV0ICMx8+++yT0Ydn\nZz4zEEKgvLwckyZNQk1NDd566y3MnTsXHh4e2LBhA4qLi5V8C32WMbkFgNDQUAwdOhRJSUnIz89H\nU1MTioqKsHv3blhZWSEiIkKpt9An1dbW4v79+3B1dUV5eTnUajW8vLwwe/ZsbN26FTdv3pTHajQa\n2NvbG1zc7OTkBACoqKjotdj7OlNyu3LlSkRHR+vNcf/+fRQWFsLGxsbg+qf/KlNyq/Xee+/BysoK\nO3bsUCBiy2FsblnLTGfKccta9r/JyMjArVu3EBUVhREjRujsYy0jS8JmzETahuHQoUMYMmQIVq1a\nhRkzZiA7OxurV69GcXEx6uvr0dTUhJaWFqxatQqXL19GaGgoAgICcPbsWYSHh8uXJ9ATxuQWAMaM\nGYP09HSMGjUKmzZtgqenJ1asWIG7d+8iOTkZM2fOVPJt9Dl3794F8PjT1lWrVqGqqgorVqzArFmz\nkJ2djTVr1qCqqgoAUFdX1+0nhdrtDQ0NvRO4BTAlt93Zt28fGhsb8corr3BB+VNMze2JEyeQm5uL\nd955Rz7jQIYZm1vWMtOZctyylvVcR0cHUlNTYWtri/DwcL39rGVkUZRetGZp3n33XREYGCjOnTun\ns/37778XkiSJZcuWierqannx+Pr163UW8Obm5srjSJcxuRVCiMbGRhETEyMkSRKRkZHiww8/FNHR\n0UKlUomXX35ZVFVVKRF+n1VYWCgfj9u3bxft7e3yvtTUVCFJkoiJiRFCCKFSqcSSJUsMzqNd+PzL\nL7/0StyWwJTcGpKUlCQkSRKBgYGirq6uN0K2GKbktra2VsydO1dER0fLYw4fPswbeHTD2NyylpnO\nlOOWtazncnJyhCRJIiEhweB+1jKyJGzGnqOIiAghSZIoKCiQ/zMuLi7WG7du3TohSZKoqKjo/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turq6NGvWLJ177rk64ogjCnqfq666Sn/605902mmn6Z//+Z/LtFoAQFS8wVbh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\niEhcc8yfP39+Z1dCRFqWmJjIqFGj8Hq9nV0Vkcum+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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "\"\"\"`+ xlim(55, 70)` results in an error.\"\"\"\n", "(ggplot(diamonds) +\n", @@ -2378,7 +1375,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2386,18 +1383,7 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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dNaqrR8Y10qAUXiNV02S5UHhNVnAH03WV8Ipb1sRtaw90b47IED+u8DpYHy28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RHXkIjYBDzisbNvcGMa4tGx9fMSYTsQN+/9mSvuhVr304/MnHrThWJYjPtS8BqI2s6dO7F7927c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\nBEiABEiABEiABCxH4P8DF295t9//KEcAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = FF.create_distplot(\n", " [diamonds['depth'][diamonds['cut'] == c].values for c in diamonds.cut.unique()], \n", @@ -2408,12 +1394,12 @@ "for d in fig['data']:\n", " d.update({'fill' : 'tozeroy'})\n", "\n", - "py.image.ishow(fig)" + "fig.show(renderer=\"png\")" ] }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2421,15 +1407,7 @@ "package:ggplot" ] }, - "outputs": [ - { - "data": { - "image/png": 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sk76LgAiIgAiIgAg0m4BcOJrd/n2tPcIYC3QooKMWaHydiYP7RtSFA188XDiKENBYoD/9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MlzEtZ/xBg+sFjvCQhoxFlYzlHmSf+WBTqeKOVL2USfAV4KTejFn9l1K6PoTJ8+vbID0WxfkvIm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\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "%%R -i ts -w 10 -h 10 -u in \n", "ggplot(ts) + aes(date, value) + geom_line()" @@ -2437,7 +1415,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2445,28 +1423,7 @@ "package:plotnine" ] }, - "outputs": [ - { - "data": { - "image/png": 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NPp/H0aNHccEFFwAAZmZmDFnhqMbpdCKZTCKZTMLtdjf0vWwaJyIiIrNg4CDd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\nr68vLteM8Pl84vqiBpajR48Wn5vNZmzYsAHPPfccHA4HTCYTCw5GteT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r27O8vKzaBcfW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\ntvbPTOOk8RR9/PHHsNvtuOqqqwAA7e3tAICqqqq4bW02G1wuF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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "(ggplot(ts) \n", " + aes(\"date\", \"value\") \n", @@ -2475,7 +1432,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2483,35 +1440,14 @@ "package:pandas" ] }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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ReZo/LtC2Xfze334H//1/f7fnYyMiIiIaJgbqIdr0N0GJ9lD3UuEdFSOyKLFb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\nXQOIndawnrdu3ar58+fLYrHoN7/5TchyFCDe4vZfp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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ts.set_index('date')['value'].plot()" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": { "tags": [ "ex", @@ -2519,32 +1455,16 @@ "package:plotly" ] }, - "outputs": [ - { - "data": { - "image/png": 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8cFiDhDdcM31MbPPqmJbMnthjgRuAN1bCXAsAeHOVO7IxAK8fdgDw+mMHAK8/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ggggAACCGQXIPBmN2MNBBBAAAEEEEAAgYAECLwBVRZFRQABBBBAAAEEEMguQODNbsYaCCCAAAII\nIIAAAgEJEHgDqiyKigACCCCAAAIIIJBd4F+tmngQArgYfgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = {'data' : [{\n", - " 'type' : 'scatter',\n", + "outputs": [], + "source": [ + "fig = go.Figure(layout={'xaxis' : { 'title' : 'date'}})\n", + "scatter = go.Scatter({\n", " 'mode' :'lines',\n", " 'x' : ts.date,\n", " 'y' : ts.value\n", - "}],\n", - " 'layout' : {\n", - " 'xaxis' : {\n", - " 'title' : 'date'\n", - " }\n", - " }}\n", - "\n", - "py.image.ishow(fig)" + "})\n", + "fig.add_trace(scatter)\n", + "fig.show(renderer=\"png\")" ] } ], diff --git a/environment.yml b/environment.yml index 9609f83..72f49d0 100644 --- a/environment.yml +++ b/environment.yml @@ -6,4 +6,6 @@ dependencies: - python>=3.6 - pip - mro-base - - r-ggplot2 \ No newline at end of file + - r-ggplot2 + - plotly + - plotly-orca diff --git a/requirements.txt b/requirements.txt index 4403dcc..755e1ec 100644 --- a/requirements.txt +++ b/requirements.txt @@ -5,7 +5,6 @@ ipython pandas jupyter seaborn -plotly plotnine jinja2 jinja2-highlight From 97c0a0620f0292216a844e5d002b3ae4a978f4ce Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 13:52:15 -0500 Subject: [PATCH 047/113] fix orca --- .travis/install_conda.sh | 2 +- environment.yml | 2 +- requirements.txt | 3 ++- 3 files changed, 4 insertions(+), 3 deletions(-) diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh index b215c02..0efecc5 100644 --- a/.travis/install_conda.sh +++ b/.travis/install_conda.sh @@ -7,4 +7,4 @@ $HOME/miniconda/bin/conda update -q conda $HOME/miniconda/bin/conda info -a $HOME/miniconda/bin/conda install --quiet pip readline r-essentials $HOME/miniconda/bin/conda install --quiet --channel r rpy2 -$HOME/miniconda/bin/conda install --quiet plotly plotly-orca +$HOME/miniconda/bin/conda install --quiet -c plotly plotly-orca diff --git a/environment.yml b/environment.yml index 72f49d0..9e71f78 100644 --- a/environment.yml +++ b/environment.yml @@ -2,10 +2,10 @@ name: pythonplot channels: - r - defaults + - plotly dependencies: - python>=3.6 - pip - mro-base - r-ggplot2 - - plotly - plotly-orca diff --git a/requirements.txt b/requirements.txt index 755e1ec..e9dddab 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,6 +14,7 @@ boto3 pytest chart-studio statsmodels==0.10.0rc2 --pre -rpy2 +rpy2s +plotly tzlocal simplegeneric From 0b3dceb3b4374b3a4cfcf13009b46043c6b6d4b4 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 13:55:50 -0500 Subject: [PATCH 048/113] fix typo --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index e9dddab..25a0fff 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,7 +14,7 @@ boto3 pytest chart-studio statsmodels==0.10.0rc2 --pre -rpy2s +rpy2 plotly tzlocal simplegeneric From 4c24e02a2d62dcdfee2312620950986049c3bc34 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 14:15:13 -0500 Subject: [PATCH 049/113] save artifacts --- .travis.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.travis.yml b/.travis.yml index c19c15a..59c175b 100644 --- a/.travis.yml +++ b/.travis.yml @@ -19,3 +19,5 @@ deploy: skip_cleanup: true on: all_branches: true +addons: + artifacts: true From f84571bac6e7d19d837aea23fa6f232ef23cb6fa Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 14:29:11 -0500 Subject: [PATCH 050/113] don't test on travis --- Makefile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Makefile b/Makefile index e2fb968..80afa27 100644 --- a/Makefile +++ b/Makefile @@ -10,7 +10,7 @@ clean: rm -f *.pyc rm -f .Rhistory -travis: test render +travis: render plotly_auth: python ./.travis/authenticate_plotly.py From 442b57f1f55fd082a06e9bf3d0801957bbcee83b Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 14:35:49 -0500 Subject: [PATCH 051/113] install psutil --- requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements.txt b/requirements.txt index 25a0fff..4eeecab 100644 --- a/requirements.txt +++ b/requirements.txt @@ -15,6 +15,7 @@ pytest chart-studio statsmodels==0.10.0rc2 --pre rpy2 +psutil plotly tzlocal simplegeneric From 8b8451e4757fd00b139b7cd23a162daa8e5983e8 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 14:59:43 -0500 Subject: [PATCH 052/113] try to fix orca --- .travis.yml | 6 +++++- .travis/install_conda.sh | 7 ++++--- .travis/orca | 2 ++ 3 files changed, 11 insertions(+), 4 deletions(-) create mode 100755 .travis/orca diff --git a/.travis.yml b/.travis.yml index 59c175b..81b76fe 100644 --- a/.travis.yml +++ b/.travis.yml @@ -4,10 +4,14 @@ python: notifications: email: true before_install: - - export PATH="$HOME/miniconda/bin:$PATH" + - export PATH="./.travis:$HOME/miniconda/bin:$PATH" - sudo apt-get -qq update - bash .travis/install_conda.sh install: "pip install --quiet -r requirements.txt" +before_script: + - "export DISPLAY=:99.0" + - "sh -e /etc/init.d/xvfb start" + - sleep 3 # give xvfb some time to start script: make travis after_script: - echo "Rendered notebook http://nbviewer.jupyter.org/urls/s3.amazonaws.com/pythonplotbuilds/tdhopper/pythonplot.com/$TRAVIS_BUILD_NUMBER/$TRAVIS_JOB_NUMBER/Examples.$(git log -1 --pretty=format:'%h').ipynb" diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh index 0efecc5..dcb0e81 100644 --- a/.travis/install_conda.sh +++ b/.travis/install_conda.sh @@ -5,6 +5,7 @@ hash -r $HOME/miniconda/bin/conda config --set always_yes yes --set changeps1 no $HOME/miniconda/bin/conda update -q conda $HOME/miniconda/bin/conda info -a -$HOME/miniconda/bin/conda install --quiet pip readline r-essentials -$HOME/miniconda/bin/conda install --quiet --channel r rpy2 -$HOME/miniconda/bin/conda install --quiet -c plotly plotly-orca +conda install --quiet pip readline r-essentials +conda install --quiet --channel r rpy2 +wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage +chmod +x orca.AppImage diff --git a/.travis/orca b/.travis/orca new file mode 100755 index 0000000..7d54224 --- /dev/null +++ b/.travis/orca @@ -0,0 +1,2 @@ +#!/bin/bash +xvfb-run -a ./orca.AppImage "$@" From dbf2e99fad5d790fe9b69c3b39223b5488f44c5a Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 15:04:06 -0500 Subject: [PATCH 053/113] try again --- .travis.yml | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/.travis.yml b/.travis.yml index 81b76fe..83db610 100644 --- a/.travis.yml +++ b/.travis.yml @@ -8,10 +8,9 @@ before_install: - sudo apt-get -qq update - bash .travis/install_conda.sh install: "pip install --quiet -r requirements.txt" -before_script: - - "export DISPLAY=:99.0" - - "sh -e /etc/init.d/xvfb start" - - sleep 3 # give xvfb some time to start +dist: xenial +services: + - xvfb script: make travis after_script: - echo "Rendered notebook http://nbviewer.jupyter.org/urls/s3.amazonaws.com/pythonplotbuilds/tdhopper/pythonplot.com/$TRAVIS_BUILD_NUMBER/$TRAVIS_JOB_NUMBER/Examples.$(git log -1 --pretty=format:'%h').ipynb" From c6cc7fe0bb352e52346104b7f27df3674003a7bc Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 28 Dec 2019 15:16:34 -0500 Subject: [PATCH 054/113] try again --- Examples.ipynb | 1513 +++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 1502 insertions(+), 11 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 2bed04c..478dd4b 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -1063,7 +1063,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": { "tags": [ "ex", @@ -1071,25 +1071,1516 @@ "package:plotly" ] }, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "mode": "markers", + "name": "compact", + "type": "scatter", + "x": [ + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "'''Plotly's builtin smoothing function is very weak'''\n", "\n", "traces = []\n", "for cls in mpg['class'].unique():\n", - " traces.append({\n", - " 'type' : 'scatter',\n", + " traces.append(go.Scatter({\n", " 'mode' : 'markers',\n", " 'x' : mpg.displ[mpg['class'] == cls],\n", " 'y' : mpg.hwy[mpg['class'] == cls],\n", " 'name' : cls\n", - " })\n", + " }))\n", "\n", " \n", "subcompact = mpg[mpg['class'] == 'subcompact'].sort_values(by='displ')\n", "\n", - "traces.append({\n", - " 'type' : 'scatter',\n", + "traces.append(go.Scatter({\n", " 'mode' : 'lines',\n", " 'x' : subcompact.displ,\n", " 'y' : subcompact.hwy,\n", @@ -1098,9 +2589,9 @@ " 'shape' : 'spline',\n", " 'smoothing' : 1.3\n", " }\n", - "})\n", + "}))\n", " \n", - "fig = {\n", + "fig = go.Figure(**{\n", " 'data' : traces,\n", " 'layout' : {\n", " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", @@ -1111,8 +2602,8 @@ " 'title' : 'Highway MPG'\n", " }\n", " }\n", - "}\n", - "import plotly.graph_objects as go\n" + "})\n", + "fig.show(renderer='png')\n" ] }, { From 1b648cf3174992a519447d68acd4a0666649ae7f Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 13:59:52 -0500 Subject: [PATCH 055/113] fewer abbreviations and square plotly --- Examples.ipynb | 1602 ++---------------------------------------------- 1 file changed, 62 insertions(+), 1540 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 478dd4b..ee13afe 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -10,29 +10,44 @@ "\n", "import pandas as pd\n", "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", + "from matplotlib import pyplot\n", "from plotnine import *\n", "import numpy as np\n", "\n", - "import plotly.figure_factory as FF\n", - "import plotly.graph_objects as go\n", + "from plotly import figure_factory\n", + "from plotly import graph_objects\n", + "import plotly.io as pio\n", "\n", "from IPython.display import Image\n", "\n", "%load_ext rpy2.ipython\n", "\n", "from pylab import rcParams\n", + "\n", "size = 20\n", - "params = {'legend.fontsize': size,\n", - " 'figure.figsize': (15, 5),\n", - " 'axes.labelsize': size, \n", - " 'axes.titlesize':size, \n", - " 'xtick.labelsize':size, \n", - " 'ytick.labelsize':size, \n", - " 'axes.titlesize':1.5*size, \n", - " 'figure.figsize': (12, 12)}\n", + "params = {\n", + " \"legend.fontsize\": size,\n", + " \"figure.figsize\": (15, 5),\n", + " \"axes.labelsize\": size,\n", + " \"axes.titlesize\": size,\n", + " \"xtick.labelsize\": size,\n", + " \"ytick.labelsize\": size,\n", + " \"axes.titlesize\": 1.5 * size,\n", + " \"figure.figsize\": (12, 12),\n", + "}\n", "rcParams.update(params)\n", - "theme_update(figure_size=(9, 9), title=element_text(size=size), text=element_text(size=.6*size)) # for plotnine" + "theme_update(\n", + " figure_size=(9, 9),\n", + " title=element_text(size=size),\n", + " text=element_text(size=0.6 * size),\n", + ") # for plotnine\n", + "\n", + "\n", + "fig = graph_objects.Figure(layout = dict(width=10, height=10))\n", + "\n", + "templated_fig = pio.to_templated(fig)\n", + "pio.templates['my_template'] = templated_fig.layout.template\n", + "pio.templates.default = 'my_template'" ] }, { @@ -260,8 +275,8 @@ "outputs": [], "source": [ "mpgGrouped = mpg.groupby('manufacturer').size()\n", - "fig = go.Figure(layout={'title' : 'Number of Cars by Make'})\n", - "bar = go.Bar({\n", + "fig = graph_objects.Figure(layout={'title' : 'Number of Cars by Make'})\n", + "bar = graph_objects.Bar({\n", " 'type' : 'bar',\n", " 'x' : mpgGrouped.values.tolist(),\n", " 'y' : mpgGrouped.index.tolist(),\n", @@ -309,7 +324,7 @@ }, "outputs": [], "source": [ - "plt.hist('cty', bins=12, data=mpg);" + "pyplot.hist('cty', bins=12, data=mpg);" ] }, { @@ -360,8 +375,8 @@ }, "outputs": [], "source": [ - "fig = go.Figure()\n", - "hist = go.Histogram({\n", + "fig = graph_objects.Figure()\n", + "hist = graph_objects.Histogram({\n", " 'type' : 'histogram',\n", " 'x' : mpg['cty'],\n", "})\n", @@ -449,7 +464,7 @@ }, "outputs": [], "source": [ - "fig = go.Figure(layout={\n", + "fig = graph_objects.Figure(layout={\n", " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", " 'xaxis' : {\n", " 'title' : 'Engine Displacement in Liters'\n", @@ -458,7 +473,7 @@ " 'title' : 'Highway MPG'\n", " }\n", "})\n", - "scatter = go.Scatter({\n", + "scatter = graph_objects.Scatter({\n", " 'type' : 'scatter',\n", " 'mode' : 'markers',\n", " 'x' : mpg.displ,\n", @@ -555,7 +570,7 @@ "preds['displ'] = mpg.displ\n", "preds = preds.sort_values(by='displ')\n", "\n", - "fig = go.Figure(layout={\n", + "fig = graph_objects.Figure(layout={\n", " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", " 'xaxis' : {\n", " 'title' : 'Engine Displacement in Liters'\n", @@ -564,20 +579,20 @@ " 'title' : 'Highway MPG'\n", " }\n", "})\n", - "p1 = go.Scatter(**{\n", + "p1 = graph_objects.Scatter(**{\n", " 'mode' : 'markers',\n", " 'x' : mpg.displ,\n", " 'y' : mpg.hwy,\n", " 'name' : 'Points'\n", "})\n", - "p2 = go.Scatter({\n", + "p2 = graph_objects.Scatter({\n", " 'mode' : 'lines',\n", " 'x' : preds['displ'],\n", " 'y' : preds['Predicted Value'],\n", " 'name' : 'Regression',\n", "})\n", "#Add a lower bound for the confidence interval, white\n", - "p3 = go.Scatter({\n", + "p3 = graph_objects.Scatter({\n", " 'mode' : 'lines',\n", " 'x' : preds['displ'],\n", " 'y' : preds['Mean ci 95% low'],\n", @@ -588,7 +603,7 @@ " }\n", "})\n", "# Upper bound for the confidence band, transparent but with fill\n", - "p4 = go.Scatter( {\n", + "p4 = graph_objects.Scatter( {\n", " 'type' : 'scatter',\n", " 'mode' : 'lines',\n", " 'x' : preds['displ'],\n", @@ -648,7 +663,7 @@ }, "outputs": [], "source": [ - "fig, ax = plt.subplots()\n", + "fig, ax = pyplot.subplots()\n", "for c, df in mpg.groupby('class'):\n", " ax.scatter(df['displ'], df['hwy'], label=c)\n", "ax.legend()\n", @@ -673,7 +688,7 @@ "You have to set the size in the size with `size=` in `FacetGrid`\"\"\"\n", "(sns\n", " .FacetGrid(mpg, hue=\"class\", size=10)\n", - " .map(plt.scatter, \"displ\", \"hwy\")\n", + " .map(pyplot.scatter, \"displ\", \"hwy\")\n", " .add_legend()\n", " .set(\n", " title=\"Engine Displacement in Liters vs Highway MPG\",\n", @@ -717,7 +732,7 @@ "traces = []\n", "for cls in mpg[\"class\"].unique():\n", " traces.append(\n", - " go.Scatter(\n", + " graph_objects.Scatter(\n", " {\n", " \"mode\": \"markers\",\n", " \"x\": mpg.displ[mpg[\"class\"] == cls],\n", @@ -726,7 +741,7 @@ " }\n", " )\n", " )\n", - "fig = go.Figure(\n", + "fig = graph_objects.Figure(\n", " layout={\n", " \"title\": \"Engine Displacement in Liters vs Highway MPG\",\n", " \"xaxis\": {\"title\": \"Engine Displacement in Liters\",},\n", @@ -816,7 +831,7 @@ "outputs": [], "source": [ "traces = [\n", - " go.Scatter(\n", + " graph_objects.Scatter(\n", " {\n", " \"mode\": \"markers\",\n", " \"x\": mpg.cty,\n", @@ -827,7 +842,7 @@ " )\n", "]\n", "\n", - "fig = go.Figure(\n", + "fig = graph_objects.Figure(\n", " **{\n", " \"data\": traces,\n", " \"layout\": {\n", @@ -884,7 +899,7 @@ " col_wrap=4, \n", " aspect=.5, \n", " size=6)\n", - " .map(plt.scatter, \"displ\", \"hwy\", s=20)\n", + " .map(pyplot.scatter, \"displ\", \"hwy\", s=20)\n", " .fig.subplots_adjust(wspace=.2, hspace=.2)\n", ");" ] @@ -919,7 +934,7 @@ }, "outputs": [], "source": [ - "fig = FF.create_facet_grid(df=mpg, x=\"displ\", y=\"cty\", facet_col=\"class\")\n", + "fig = figure_factory.create_facet_grid(df=mpg, x=\"displ\", y=\"cty\", facet_col=\"class\")\n", "fig.show(renderer=\"png\")" ] }, @@ -967,7 +982,7 @@ " row=\"drv\", \n", " aspect=.9, \n", " size=4)\n", - " .map(plt.scatter, \"displ\", \"hwy\", s=20)\n", + " .map(pyplot.scatter, \"displ\", \"hwy\", s=20)\n", " .fig.subplots_adjust(wspace=.02, hspace=.02)\n", ");" ] @@ -1002,7 +1017,7 @@ }, "outputs": [], "source": [ - 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"text": "Engine Displacement in Liters vs Highway MPG" - }, - "xaxis": { - "title": { - "text": "Engine Displacement in Liters" - } - }, - "yaxis": { - "title": { - "text": "Highway MPG" - } - } - } - }, - "text/html": [ - "
\n", - " \n", - " \n", - "
\n", - " \n", - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "'''Plotly's builtin smoothing function is very weak'''\n", "\n", "traces = []\n", "for cls in mpg['class'].unique():\n", - " traces.append(go.Scatter({\n", + " traces.append(graph_objects.Scatter({\n", " 'mode' : 'markers',\n", " 'x' : mpg.displ[mpg['class'] == cls],\n", " 'y' : mpg.hwy[mpg['class'] == cls],\n", @@ -2580,7 +1102,7 @@ " \n", "subcompact = mpg[mpg['class'] == 'subcompact'].sort_values(by='displ')\n", "\n", - "traces.append(go.Scatter({\n", + "traces.append(graph_objects.Scatter({\n", " 'mode' : 'lines',\n", " 'x' : subcompact.displ,\n", " 'y' : subcompact.hwy,\n", @@ -2591,7 +1113,7 @@ " }\n", "}))\n", " \n", - "fig = go.Figure(**{\n", + "fig = graph_objects.Figure(**{\n", " 'data' : traces,\n", " 'layout' : {\n", " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n", @@ -2676,12 +1198,12 @@ "traces = []\n", "newDiamond = diamonds.groupby(['cut','clarity']).size().unstack()\n", "for c in newDiamond.columns:\n", - " traces.append(go.Bar({\n", + " traces.append(graph_objects.Bar({\n", " 'x' : newDiamond.index,\n", " 'y' : newDiamond[c],\n", " 'name' : c\n", " }))\n", - "fig = go.Figure(**{\n", + "fig = graph_objects.Figure(**{\n", " 'data' : traces,\n", " 'layout' : {\n", " 'barmode' : 'stack',\n", @@ -2763,12 +1285,12 @@ "traces = []\n", "newDiamond = diamonds.groupby(['cut','clarity']).size().unstack()\n", "for c in newDiamond.columns:\n", - " traces.append(go.Bar({\n", + " traces.append(graph_objects.Bar({\n", " 'x' : newDiamond.index,\n", " 'y' : newDiamond[c],\n", " 'name' : c\n", " }))\n", - "fig = go.Figure(**{\n", + "fig = graph_objects.Figure(**{\n", " 'data' : traces,\n", " 'layout' : {\n", " 'barmode' : 'group',\n", @@ -2815,7 +1337,7 @@ "\n", "This requires using some Matplotlib to get them to stack and to have a legend.\n", "\"\"\"\n", - "fig, ax = plt.subplots()\n", + "fig, ax = pyplot.subplots()\n", "ax.set_xlim(55, 70)\n", "for cut in diamonds['cut'].unique():\n", " s = diamonds[diamonds[\"cut\"] == cut]['depth']\n", @@ -2876,7 +1398,7 @@ }, "outputs": [], "source": [ - "fig = FF.create_distplot(\n", + "fig = figure_factory.create_distplot(\n", " [diamonds['depth'][diamonds['cut'] == c].values for c in diamonds.cut.unique()], \n", " diamonds.cut.unique(), \n", " show_hist=False,\n", @@ -2948,8 +1470,8 @@ }, "outputs": [], "source": [ - "fig = go.Figure(layout={'xaxis' : { 'title' : 'date'}})\n", - "scatter = go.Scatter({\n", + "fig = graph_objects.Figure(layout={'xaxis' : { 'title' : 'date'}})\n", + "scatter = graph_objects.Scatter({\n", " 'mode' :'lines',\n", " 'x' : ts.date,\n", " 'y' : ts.value\n", From 4528dc106e18db798b84c2ee663a9995f01ee3c6 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 14:20:48 -0500 Subject: [PATCH 056/113] another attempt at plotly shape --- Examples.ipynb | 23 +++++++++++++++++++---- 1 file changed, 19 insertions(+), 4 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index ee13afe..4490154 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -20,8 +20,6 @@ "\n", "from IPython.display import Image\n", "\n", - "%load_ext rpy2.ipython\n", - "\n", "from pylab import rcParams\n", "\n", "size = 20\n", @@ -43,13 +41,22 @@ ") # for plotnine\n", "\n", "\n", - "fig = graph_objects.Figure(layout = dict(width=10, height=10))\n", + "fig = graph_objects.Figure(layout = dict(width=100, height=100))\n", "\n", "templated_fig = pio.to_templated(fig)\n", "pio.templates['my_template'] = templated_fig.layout.template\n", "pio.templates.default = 'my_template'" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext rpy2.ipython" + ] + }, { "cell_type": "code", "execution_count": null, @@ -62,6 +69,13 @@ "theme_set(theme_grey(base_size = 24))" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "markdown", "metadata": {}, @@ -266,6 +280,7 @@ "cell_type": "code", "execution_count": null, "metadata": { + "scrolled": true, "tags": [ "ex", "name:bar-counts", @@ -284,7 +299,7 @@ " \n", " })\n", "fig.add_trace(bar)\n", - "fig.show(renderer='png')" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { From 1cb291ea3a9bb9941d326d108a4f05f34b47afb8 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 14:30:11 -0500 Subject: [PATCH 057/113] fix plotly aspect ratios --- Examples.ipynb | 25 ++++++++++++------------- render.py | 2 +- 2 files changed, 13 insertions(+), 14 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 4490154..5072454 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -396,7 +396,7 @@ " 'x' : mpg['cty'],\n", "})\n", "fig.add_trace(hist)\n", - "fig.show(renderer='png')" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -495,7 +495,7 @@ " 'y' : mpg.hwy \n", "})\n", "fig.add_trace(scatter)\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -634,7 +634,7 @@ "fig.add_trace(p2)\n", "fig.add_trace(p3)\n", "fig.add_trace(p4)\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -764,7 +764,7 @@ " },\n", " data=traces,\n", ")\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -867,7 +867,7 @@ " },\n", " }\n", ")\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -950,7 +950,7 @@ "outputs": [], "source": [ "fig = figure_factory.create_facet_grid(df=mpg, x=\"displ\", y=\"cty\", facet_col=\"class\")\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -1037,7 +1037,7 @@ " y = 'cty',\n", " facet_col = 'cyl',\n", " facet_row = 'drv')\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -1140,7 +1140,7 @@ " }\n", " }\n", "})\n", - "fig.show(renderer='png')\n" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -1227,7 +1227,7 @@ " }, \n", " }\n", "})\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -1314,7 +1314,7 @@ " }, \n", " }\n", "})\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -1421,8 +1421,7 @@ " )\n", "for d in fig['data']:\n", " d.update({'fill' : 'tozeroy'})\n", - "\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -1492,7 +1491,7 @@ " 'y' : ts.value\n", "})\n", "fig.add_trace(scatter)\n", - "fig.show(renderer=\"png\")" + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] } ], diff --git a/render.py b/render.py index d589cac..68b02c1 100644 --- a/render.py +++ b/render.py @@ -67,7 +67,7 @@ def image_from_cell(cell): def source_from_cell(cell): source = "".join(cell['source']).strip() source = source.replace(";", "") - source = source.replace("Image(export_png(p))", "") # remove bokeh render + source = re.sub(r"^Image\(.*\)", "", source) # remove bokeh render if "%%R" in source: source = '\n'.join(source.split('\n')[1:]) else: From 2332cbdde74d534b172edd66a1a0c11f7ea7d877 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 14:36:47 -0500 Subject: [PATCH 058/113] try to remove render again --- render.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/render.py b/render.py index 68b02c1..71084c2 100644 --- a/render.py +++ b/render.py @@ -67,7 +67,7 @@ def image_from_cell(cell): def source_from_cell(cell): source = "".join(cell['source']).strip() source = source.replace(";", "") - source = re.sub(r"^Image\(.*\)", "", source) # remove bokeh render + source = re.sub(r"\bImage\(.*\)", "", source) # remove bokeh render if "%%R" in source: source = '\n'.join(source.split('\n')[1:]) else: From 2c0b77580a21080e69d6746a0b04c96d5994b017 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 14:43:30 -0500 Subject: [PATCH 059/113] rescale image --- Examples.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Examples.ipynb b/Examples.ipynb index 5072454..4dc61d0 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -1037,7 +1037,7 @@ " y = 'cty',\n", " facet_col = 'cyl',\n", " facet_row = 'drv')\n", - "Image(fig.to_image(format=\"png\", width=900, height=900))" + "Image(fig.to_image(format=\"png\", width=900, height=900, scale=2))" ] }, { From 0f0a1a315693102836d863caac45e7612d8eb1a5 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 14:55:35 -0500 Subject: [PATCH 060/113] nits --- Examples.ipynb | 30 +++++++++++++++++------------- 1 file changed, 17 insertions(+), 13 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 4dc61d0..bbe3695 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -1032,12 +1032,14 @@ }, "outputs": [], "source": [ - "fig = figure_factory.create_facet_grid(df=mpg,\n", - " x ='displ',\n", - " y = 'cty',\n", - " facet_col = 'cyl',\n", - " facet_row = 'drv')\n", - "Image(fig.to_image(format=\"png\", width=900, height=900, scale=2))" + "fig = figure_factory.create_facet_grid(\n", + " df=mpg, \n", + " x=\"displ\", \n", + " y=\"cty\", \n", + " facet_col=\"cyl\", \n", + " facet_row=\"drv\"\n", + ")\n", + "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, { @@ -1414,13 +1416,15 @@ "outputs": [], "source": [ "fig = figure_factory.create_distplot(\n", - " [diamonds['depth'][diamonds['cut'] == c].values for c in diamonds.cut.unique()], \n", - " diamonds.cut.unique(), \n", - " show_hist=False,\n", - " show_rug=False\n", - " )\n", - "for d in fig['data']:\n", - " d.update({'fill' : 'tozeroy'})\n", + " [diamonds[\"depth\"][diamonds[\"cut\"] == c].values \n", + " for c in diamonds.cut.unique()\n", + " ],\n", + " diamonds.cut.unique(),\n", + " show_hist=False,\n", + " show_rug=False,\n", + ")\n", + "for d in fig[\"data\"]:\n", + " d.update({\"fill\": \"tozeroy\"})\n", "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, From 4ef0b9d914010bb006928d3a7e6292af5c0d0b7f Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 15:07:52 -0500 Subject: [PATCH 061/113] setup for altair --- render.py | 2 +- requirements.txt | 2 +- tests/test_plots.py | 48 ++++++++++++++++++++++++++++----------------- 3 files changed, 32 insertions(+), 20 deletions(-) diff --git a/render.py b/render.py index 71084c2..98fab92 100644 --- a/render.py +++ b/render.py @@ -21,8 +21,8 @@ "matplotlib": "Matplotlib", "seaborn": "Seaborn", "plotnine": "plotnine", - "bokeh": "Bokeh", "plotly": "plotly", + "altair": "Altair", "ggplot": "ggplot2 (R)", } diff --git a/requirements.txt b/requirements.txt index 4eeecab..6d4637e 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,3 @@ -bokeh selenium pillow ipython @@ -19,3 +18,4 @@ psutil plotly tzlocal simplegeneric +altair diff --git a/tests/test_plots.py b/tests/test_plots.py index 29b48b9..04c00e4 100644 --- a/tests/test_plots.py +++ b/tests/test_plots.py @@ -1,26 +1,38 @@ import render -defined_plots = {'bar-counts': ['pandas', 'plotnine', 'ggplot', 'plotly', ], - 'dodged-bar-chart': ['pandas', 'plotnine', 'ggplot', 'plotly', ], - 'scatter-plot': ['pandas', 'plotnine', 'ggplot', 'plotly', ], - 'scatter-plot-with-colors': ['matplotlib', - 'seaborn', - 'plotnine', - 'ggplot', - 'plotly', ], - 'scatter-plot-with-facet': ['seaborn', 'plotnine', 'ggplot', 'plotly', ], - 'scatter-plot-with-facets': ['seaborn', 'plotnine', 'ggplot', 'plotly', ], - 'scatter-plot-with-size': ['pandas', 'plotnine', 'ggplot', 'plotly', ], - 'scatter-with-regression': ['seaborn', 'plotnine', 'ggplot', 'plotly', ], - 'simple-histogram': ['pandas', 'matplotlib', 'plotnine', 'ggplot', 'plotly', ], - 'stacked-bar-chart': ['pandas', 'plotnine', 'ggplot', 'plotly', ], - 'stacked-kde': ['pandas', 'seaborn', 'plotnine', 'ggplot', 'plotly', ], - 'stacked-smooth-line-and-scatter': ['plotnine', 'ggplot', 'plotly', ], - 'timeseries': ['pandas', 'plotnine', 'ggplot', 'plotly', ]} +defined_plots = { + "bar-counts": ["pandas", "plotnine", "ggplot", "plotly", "altair",], + "dodged-bar-chart": ["pandas", "plotnine", "ggplot", "plotly", "altair",], + "scatter-plot": ["pandas", "plotnine", "ggplot", "plotly", "altair",], + "scatter-plot-with-colors": [ + "matplotlib", + "seaborn", + "plotnine", + "ggplot", + "plotly", + "altair", + ], + "scatter-plot-with-facet": ["seaborn", "plotnine", "ggplot", "plotly", "altair",], + "scatter-plot-with-facets": ["seaborn", "plotnine", "ggplot", "plotly", "altair",], + "scatter-plot-with-size": ["pandas", "plotnine", "ggplot", "plotly", "altair",], + "scatter-with-regression": ["seaborn", "plotnine", "ggplot", "plotly",], + "simple-histogram": [ + "pandas", + "matplotlib", + "plotnine", + "ggplot", + "plotly", + "altair", + ], + "stacked-bar-chart": ["pandas", "plotnine", "ggplot", "plotly", "altair",], + "stacked-kde": ["pandas", "seaborn", "plotnine", "ggplot", "plotly", "altair",], + "stacked-smooth-line-and-scatter": ["plotnine", "ggplot", "plotly", "altair",], + "timeseries": ["pandas", "plotnine", "ggplot", "plotly", "altair",], +} def test_exist(): plots = render.extract_cells("Examples.ipynb") for name, slug in plots: - names = [d['package-slug'] for d in plots[(name, slug)]] + names = [d["package-slug"] for d in plots[(name, slug)]] assert set(names) == set(defined_plots[slug]) From 815bf87b37c53e8910f487ae2f51e71d51e7cefc Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 15:13:32 -0500 Subject: [PATCH 062/113] try altair --- .travis.yml | 1 + Examples.ipynb | 35 +++++++++++++++++++++++++++++++++++ netlify_deploy.sh | 5 ++--- requirements.txt | 1 + 4 files changed, 39 insertions(+), 3 deletions(-) diff --git a/.travis.yml b/.travis.yml index 83db610..c42e825 100644 --- a/.travis.yml +++ b/.travis.yml @@ -24,3 +24,4 @@ deploy: all_branches: true addons: artifacts: true + chrome: stable diff --git a/Examples.ipynb b/Examples.ipynb index bbe3695..ccf8840 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -8,6 +8,7 @@ "source": [ "%matplotlib inline\n", "\n", + "import altair\n", "import pandas as pd\n", "import seaborn as sns\n", "from matplotlib import pyplot\n", @@ -302,6 +303,40 @@ "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from io import BytesIO\n", + "\n", + "def render_altair(chart):\n", + " b = BytesIO()\n", + " chart.save(b, scale_factor=2.0)\n", + " return b" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:bar-counts", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "chart = (\n", + " altair.Chart(mpg, title=\"Number of Cars by Make\")\n", + " .mark_bar()\n", + " .encode(x=\"count()\", y=alt.Y(\"manufacturer\"))\n", + ")\n", + "Image(render_altair(chart))" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/netlify_deploy.sh b/netlify_deploy.sh index 3d9d5b0..6c294f5 100755 --- a/netlify_deploy.sh +++ b/netlify_deploy.sh @@ -1,17 +1,16 @@ #!/bin/bash -if [ $TRAVIS_BRANCH = "foo" ]; then +if [ $TRAVIS_BRANCH = "master" ]; then netlify deploy \ --auth $NETLIFY_AUTH_TOKEN \ --site $NETLIFY_SITE_ID \ --dir ./web \ --prod \ --message "Production deploy from Travis CI" -else +else netlify deploy \ --auth $NETLIFY_AUTH_TOKEN \ --site $NETLIFY_SITE_ID \ --dir ./web \ --message "Preview deploy from Travis CI" \ - --prod fi diff --git a/requirements.txt b/requirements.txt index 6d4637e..44159dd 100644 --- a/requirements.txt +++ b/requirements.txt @@ -19,3 +19,4 @@ plotly tzlocal simplegeneric altair +selenium From b67d48342e56bd6edb7a5cf6cfc9b3bf50d2dbf7 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 15:18:16 -0500 Subject: [PATCH 063/113] fix typo --- Examples.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Examples.ipynb b/Examples.ipynb index ccf8840..9847abb 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -332,7 +332,7 @@ "chart = (\n", " altair.Chart(mpg, title=\"Number of Cars by Make\")\n", " .mark_bar()\n", - " .encode(x=\"count()\", y=alt.Y(\"manufacturer\"))\n", + " .encode(x=\"count()\", y=altair.Y(\"manufacturer\"))\n", ")\n", "Image(render_altair(chart))" ] From 3c0f2bf01f34486ecfadac0668ea75fbdd575003 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 15:25:49 -0500 Subject: [PATCH 064/113] add filename --- Examples.ipynb | 1 + 1 file changed, 1 insertion(+) diff --git a/Examples.ipynb b/Examples.ipynb index 9847abb..2c547e4 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -313,6 +313,7 @@ "\n", "def render_altair(chart):\n", " b = BytesIO()\n", + " b.name = \"x.png\"\n", " chart.save(b, scale_factor=2.0)\n", " return b" ] From f3c7123e27e0ebfa375f7f809d80c1ca824dca97 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 15:33:39 -0500 Subject: [PATCH 065/113] specify format --- Examples.ipynb | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 2c547e4..9ad0087 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -313,8 +313,7 @@ "\n", "def render_altair(chart):\n", " b = BytesIO()\n", - " b.name = \"x.png\"\n", - " chart.save(b, scale_factor=2.0)\n", + " chart.save(b, scale_factor=2.0, format='png')\n", " return b" ] }, From d936a8b6ef15f2ad0df2285b379bbec4d1d9e9e3 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 15:38:36 -0500 Subject: [PATCH 066/113] use firefox for altair --- Examples.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Examples.ipynb b/Examples.ipynb index 9ad0087..327d3b2 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -313,7 +313,7 @@ "\n", "def render_altair(chart):\n", " b = BytesIO()\n", - " chart.save(b, scale_factor=2.0, format='png')\n", + " chart.save(b, scale_factor=2.0, format='png', webdriver='firefox')\n", " return b" ] }, From e6ecf8b972a7d93ddafd687b1f186b8dbd54d702 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 15:44:47 -0500 Subject: [PATCH 067/113] install geckodriver --- .travis.yml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index c42e825..5de56ae 100644 --- a/.travis.yml +++ b/.travis.yml @@ -24,4 +24,6 @@ deploy: all_branches: true addons: artifacts: true - chrome: stable + apt: + packages: + firefox-geckodriver From 392ea2b6bc5442745b79d066cd5df810ccd34e05 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 15:49:36 -0500 Subject: [PATCH 068/113] read bytes --- Examples.ipynb | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/Examples.ipynb b/Examples.ipynb index 327d3b2..d7b15aa 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -314,7 +314,8 @@ "def render_altair(chart):\n", " b = BytesIO()\n", " chart.save(b, scale_factor=2.0, format='png', webdriver='firefox')\n", - " return b" + " b.seek(0)\n", + " return b.read()" ] }, { From 3381b4c5945808a9ed792c90122a7cf42e5cab8c Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 15:57:09 -0500 Subject: [PATCH 069/113] remove end of line --- netlify_deploy.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/netlify_deploy.sh b/netlify_deploy.sh index 6c294f5..4096afc 100755 --- a/netlify_deploy.sh +++ b/netlify_deploy.sh @@ -12,5 +12,5 @@ else --auth $NETLIFY_AUTH_TOKEN \ --site $NETLIFY_SITE_ID \ --dir ./web \ - --message "Preview deploy from Travis CI" \ + --message "Preview deploy from Travis CI" fi From 5c5f68c01a2e437b758f6c3c4a2e40867f5ff547 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Wed, 1 Jan 2020 19:49:01 -0500 Subject: [PATCH 070/113] Add altair example Co-authored-by: salbaroudi Co-authored-by: Roy Keyes --- Examples.ipynb | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/Examples.ipynb b/Examples.ipynb index d7b15aa..361a125 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -435,6 +435,27 @@ "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:simple-histogram", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "data = altair.X(\"cty\", bin=altair.Bin(step=2))\n", + "chart = (altair \\\n", + " .Chart(mpg) \\\n", + " .mark_bar() \\\n", + " .encode(data, y=\"count()\")\n", + ")\n", + "Image(render_altair(chart))" + ] + }, { "cell_type": "markdown", "metadata": {}, From a57848d3746e5b494afc9dee490741c94cea84be Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 2 Jan 2020 07:47:05 -0500 Subject: [PATCH 071/113] Add altair examples and attempt altair cell magic Co-authored-by: salbaroudi Co-authored-by: Roy Keyes --- Examples.ipynb | 304 +++++++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 283 insertions(+), 21 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 361a125..8246f9a 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -18,6 +18,7 @@ "from plotly import figure_factory\n", "from plotly import graph_objects\n", "import plotly.io as pio\n", + "from IPython.core.magic import Magics, magics_class, cell_magic\n", "\n", "from IPython.display import Image\n", "\n", @@ -49,6 +50,52 @@ "pio.templates.default = 'my_template'" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from io import BytesIO\n", + "\n", + "def render_altair(chart):\n", + " b = BytesIO()\n", + " chart.save(b, scale_factor=2.0, format='png', webdriver='firefox')\n", + " b.seek(0)\n", + " return b.read()\n", + "\n", + "\n", + "import ast\n", + "\n", + "def exec_then_eval(code, shell):\n", + " block = ast.parse(code, mode='exec')\n", + "\n", + " # assumes last node is an expression\n", + " last = ast.Expression(block.body.pop().value)\n", + "\n", + " _globals, _locals = {}, {}\n", + " shell.ex(compile(block, '', mode='exec'))\n", + " return shell.ev(compile(last, '', mode='eval'))\n", + "\n", + "@magics_class\n", + "class AltairMagic(Magics):\n", + " @cell_magic\n", + " def altair(self, line, cell):\n", + " render_altair(exec_then_eval(cell, self.shell))\n", + " return line, cell\n", + " \n", + "\n", + " @cell_magic\n", + " def o(self, line, cell):\n", + " self.shell.ex(cell)\n", + " print(Out.keys())\n", + " return self\n", + "\n", + "\n", + "ip = get_ipython()\n", + "ip.register_magics(AltairMagic)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -303,21 +350,6 @@ "Image(fig.to_image(format=\"png\", width=900, height=900))" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from io import BytesIO\n", - "\n", - "def render_altair(chart):\n", - " b = BytesIO()\n", - " chart.save(b, scale_factor=2.0, format='png', webdriver='firefox')\n", - " b.seek(0)\n", - " return b.read()" - ] - }, { "cell_type": "code", "execution_count": null, @@ -330,12 +362,12 @@ }, "outputs": [], "source": [ - "chart = (\n", + "%%altair\n", + "(\n", " altair.Chart(mpg, title=\"Number of Cars by Make\")\n", " .mark_bar()\n", " .encode(x=\"count()\", y=altair.Y(\"manufacturer\"))\n", - ")\n", - "Image(render_altair(chart))" + ")" ] }, { @@ -447,13 +479,14 @@ }, "outputs": [], "source": [ + "%%altair\n", "data = altair.X(\"cty\", bin=altair.Bin(step=2))\n", - "chart = (altair \\\n", + "(\n", + " altair \\\n", " .Chart(mpg) \\\n", " .mark_bar() \\\n", " .encode(data, y=\"count()\")\n", - ")\n", - "Image(render_altair(chart))" + ")" ] }, { @@ -524,6 +557,24 @@ " ylab(\"Highway MPG\"))" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:scatter-plot", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%altair altair.Chart(mpg).mark_circle().encode(\n", + " altair.X(\"displ\", title=\"Engine Displacement in Liters\",),\n", + " altair.Y(\"hwy\", title=\"Highway Miles per Gallon\",),\n", + ").properties(title=\"Engine Displacement in Liters\")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -744,6 +795,29 @@ "ax.set_ylabel('Highway MPG');" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:scatter-plot-with-colors", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%altair (\n", + " altair.Chart(mpg, title=\"Engine Displacement in Liters vs Highway MPG\",)\n", + " .mark_circle()\n", + " .encode(\n", + " altair.X(\"displ\", title=\"Engine Displacament in Liters\",),\n", + " altair.Y(\"hwy\", title=\"Highway MPG\"),\n", + " color=\"class\",\n", + " )\n", + ")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -849,6 +923,30 @@ " geom_point(alpha=.5)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:scatter-plot-with-size", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%altair\n", + "(\n", + " altair.Chart(mpg, title=\"Engine Displacement in Liters vs Highway MPG\",)\n", + " .mark_circle(opacity=0.3)\n", + " .encode(\n", + " x=altair.X(\"cty\", axis=altair.Axis(title=\"City MPG\"),),\n", + " y=altair.Y(\"hwy\", axis=altair.Axis(title=\"Highway MPG\"),),\n", + " size=\"cyl\",\n", + " )\n", + ")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -934,6 +1032,25 @@ "#### Scatter Plot with Single Facet" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:scatter-plot-with-facet", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%altair altair.Chart(mpg).mark_circle().encode(\n", + " x=altair.X(\"displ\"), \n", + " y=altair.Y(\"hwy\"), \n", + " facet=altair.Facet(\"class:O\", columns=4),\n", + ").properties(width=200, height=300)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1036,6 +1153,29 @@ " facet_grid(drv ~ cyl)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:scatter-plot-with-facets", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%altair (altair \\\n", + " .Chart(mpg) \\\n", + " .mark_circle() \\\n", + " .encode(x=\"displ\", y=\"hwy\",) \\\n", + " .properties(\n", + " width=100, height=150\n", + " ) \\\n", + " .facet(column=\"cyl\", row=\"drv\")\n", + ")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1128,6 +1268,43 @@ " method = 'loess')" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:stacked-smooth-line-and-scatter", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%%altair\n", + "scatter = (\n", + " altair.Chart(mpg, \n", + " title=\"Engine Displacement in Liters vs Highway MPG\",)\n", + " .mark_circle()\n", + " .encode(\n", + " x=altair.X(\"displ\", \n", + " axis=altair.Axis(title=\"Engine Displacament in Liters\"),),\n", + " y=altair.Y(\"hwy\", \n", + " axis=altair.Axis(title=\"Highway MPG\"),),\n", + " color=\"class\",\n", + " )\n", + ")\n", + "\n", + "line = (\n", + " altair.Chart(mpg[mpg[\"class\"] == \"subcompact\"])\n", + " .transform_loess(\"displ\", \"hwy\")\n", + " .mark_line()\n", + " .encode(x=altair.X(\"displ\"), \n", + " y=altair.Y(\"hwy\"))\n", + ")\n", + "\n", + "scatter + line" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1237,6 +1414,25 @@ " geom_bar())" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:stacked-bar-chart", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%%altair\n", + "altair.data_transformers.disable_max_rows()\n", + "altair.Chart(diamonds).mark_bar().encode(\n", + " x=\"cut\", y=\"count(cut)\", color=\"clarity\"\n", + ").properties(width=300)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1307,6 +1503,28 @@ " geom_bar(position = \"dodge\")" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "name:dodged-bar-chart", + "ex", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%%altair\n", + "altair.data_transformers.disable_max_rows()\n", + "altair.Chart(diamonds).mark_bar().encode(\n", + " x=\"clarity\",\n", + " y=\"count(cut)\",\n", + " color=\"clarity\",\n", + " column=\"cut\",\n", + ").properties(width=100)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1460,6 +1678,33 @@ " geom_density(alpha=0.1))" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:stacked-kde", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%%altair\n", + "altair.data_transformers.disable_max_rows()\n", + "altair.Chart(diamonds).transform_density(\n", + " \"depth\",\n", + " as_=[\"depth\", \"density\"],\n", + " groupby=[\"cut\"],\n", + " extent=[55, 70],\n", + ").mark_area(fillOpacity=0.3,).encode(\n", + " x=\"depth\",\n", + " y=\"density:Q\",\n", + " color=\"cut\",\n", + " stroke=\"cut\",\n", + ")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1554,6 +1799,23 @@ "fig.add_trace(scatter)\n", "Image(fig.to_image(format=\"png\", width=900, height=900))" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [ + "ex", + "name:timeseries", + "package:altair" + ] + }, + "outputs": [], + "source": [ + "%altair altair.Chart(ts).mark_line().encode(\n", + " x=\"date\", y=\"value\"\n", + ")" + ] } ], "metadata": { From aab788cddf22aa0e7e676220cbdde4a95e29b97c Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 2 Jan 2020 08:41:27 -0500 Subject: [PATCH 072/113] fix magic --- Examples.ipynb | 27 ++++++++++++--------------- 1 file changed, 12 insertions(+), 15 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 8246f9a..6fa3231 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -81,15 +81,7 @@ "class AltairMagic(Magics):\n", " @cell_magic\n", " def altair(self, line, cell):\n", - " render_altair(exec_then_eval(cell, self.shell))\n", - " return line, cell\n", - " \n", - "\n", - " @cell_magic\n", - " def o(self, line, cell):\n", - " self.shell.ex(cell)\n", - " print(Out.keys())\n", - " return self\n", + " return Image(render_altair(exec_then_eval(cell, self.shell)))\n", "\n", "\n", "ip = get_ipython()\n", @@ -569,7 +561,8 @@ }, "outputs": [], "source": [ - "%altair altair.Chart(mpg).mark_circle().encode(\n", + "%%altair \n", + "altair.Chart(mpg).mark_circle().encode(\n", " altair.X(\"displ\", title=\"Engine Displacement in Liters\",),\n", " altair.Y(\"hwy\", title=\"Highway Miles per Gallon\",),\n", ").properties(title=\"Engine Displacement in Liters\")" @@ -807,7 +800,8 @@ }, "outputs": [], "source": [ - "%altair (\n", + "%%altair \n", + "(\n", " altair.Chart(mpg, title=\"Engine Displacement in Liters vs Highway MPG\",)\n", " .mark_circle()\n", " .encode(\n", @@ -935,7 +929,7 @@ }, "outputs": [], "source": [ - "%altair\n", + "%%altair\n", "(\n", " altair.Chart(mpg, title=\"Engine Displacement in Liters vs Highway MPG\",)\n", " .mark_circle(opacity=0.3)\n", @@ -1044,7 +1038,8 @@ }, "outputs": [], "source": [ - "%altair altair.Chart(mpg).mark_circle().encode(\n", + "%%altair \n", + "altair.Chart(mpg).mark_circle().encode(\n", " x=altair.X(\"displ\"), \n", " y=altair.Y(\"hwy\"), \n", " facet=altair.Facet(\"class:O\", columns=4),\n", @@ -1165,7 +1160,8 @@ }, "outputs": [], "source": [ - "%altair (altair \\\n", + "%%altair \n", + "(altair \\\n", " .Chart(mpg) \\\n", " .mark_circle() \\\n", " .encode(x=\"displ\", y=\"hwy\",) \\\n", @@ -1812,7 +1808,8 @@ }, "outputs": [], "source": [ - "%altair altair.Chart(ts).mark_line().encode(\n", + "%%altair \n", + "altair.Chart(ts).mark_line().encode(\n", " x=\"date\", y=\"value\"\n", ")" ] From 3c857cf80b8ec4632447624cac7575df54b0436a Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 2 Jan 2020 11:00:47 -0500 Subject: [PATCH 073/113] remove altair magic --- render.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/render.py b/render.py index 98fab92..7d06749 100644 --- a/render.py +++ b/render.py @@ -70,6 +70,8 @@ def source_from_cell(cell): source = re.sub(r"\bImage\(.*\)", "", source) # remove bokeh render if "%%R" in source: source = '\n'.join(source.split('\n')[1:]) + if "%%altair" in source: + source = '\n'.join(source.split('\n')[1:]) else: source = source.replace('"', "'") if source.startswith('"""') or source.startswith("'''"): From c6889824f6b8529c91b64634f38563242dda9985 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 2 Jan 2020 11:04:45 -0500 Subject: [PATCH 074/113] remove backslashes --- Examples.ipynb | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 6fa3231..b6933ff 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -474,9 +474,9 @@ "%%altair\n", "data = altair.X(\"cty\", bin=altair.Bin(step=2))\n", "(\n", - " altair \\\n", - " .Chart(mpg) \\\n", - " .mark_bar() \\\n", + " altair\n", + " .Chart(mpg)\n", + " .mark_bar()\n", " .encode(data, y=\"count()\")\n", ")" ] @@ -1161,13 +1161,13 @@ "outputs": [], "source": [ "%%altair \n", - "(altair \\\n", - " .Chart(mpg) \\\n", - " .mark_circle() \\\n", - " .encode(x=\"displ\", y=\"hwy\",) \\\n", + "(altair\n", + " .Chart(mpg)\n", + " .mark_circle()\n", + " .encode(x=\"displ\", y=\"hwy\",)\n", " .properties(\n", " width=100, height=150\n", - " ) \\\n", + " )\n", " .facet(column=\"cyl\", row=\"drv\")\n", ")" ] From aed7a5228c718d10d158b474c898c47808479ba1 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 2 Jan 2020 12:13:50 -0500 Subject: [PATCH 075/113] update altair formatting --- Examples.ipynb | 115 +++++++++++++++++++++++++++++++++---------------- 1 file changed, 78 insertions(+), 37 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index b6933ff..f6c6822 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -8,7 +8,7 @@ "source": [ "%matplotlib inline\n", "\n", - "import altair\n", + "import altair as alt\n", "import pandas as pd\n", "import seaborn as sns\n", "from matplotlib import pyplot\n", @@ -356,9 +356,13 @@ "source": [ "%%altair\n", "(\n", - " altair.Chart(mpg, title=\"Number of Cars by Make\")\n", + " alt.Chart(\n", + " mpg, title=\"Number of Cars by Make\"\n", + " )\n", " .mark_bar()\n", - " .encode(x=\"count()\", y=altair.Y(\"manufacturer\"))\n", + " .encode(\n", + " x=\"count()\", y=alt.Y(\"manufacturer\")\n", + " )\n", ")" ] }, @@ -472,12 +476,13 @@ "outputs": [], "source": [ "%%altair\n", - "data = altair.X(\"cty\", bin=altair.Bin(step=2))\n", "(\n", - " altair\n", - " .Chart(mpg)\n", + " alt.Chart(mpg)\n", " .mark_bar()\n", - " .encode(data, y=\"count()\")\n", + " .encode(\n", + " alt.X(\"cty\", bin=alt.Bin(step=2)),\n", + " y=\"count()\",\n", + " )\n", ")" ] }, @@ -562,10 +567,18 @@ "outputs": [], "source": [ "%%altair \n", - "altair.Chart(mpg).mark_circle().encode(\n", - " altair.X(\"displ\", title=\"Engine Displacement in Liters\",),\n", - " altair.Y(\"hwy\", title=\"Highway Miles per Gallon\",),\n", - ").properties(title=\"Engine Displacement in Liters\")" + "alt.Chart(mpg).mark_circle().encode(\n", + " alt.X(\n", + " \"displ\",\n", + " title=\"Engine Displacement in Liters\",\n", + " ),\n", + " alt.Y(\n", + " \"hwy\",\n", + " title=\"Highway Miles per Gallon\",\n", + " ),\n", + ").properties(\n", + " title=\"Engine Displacement in Liters\"\n", + ")" ] }, { @@ -802,11 +815,17 @@ "source": [ "%%altair \n", "(\n", - " altair.Chart(mpg, title=\"Engine Displacement in Liters vs Highway MPG\",)\n", + " alt.Chart(\n", + " mpg,\n", + " title=\"Engine Displacement in Liters vs Highway MPG\",\n", + " )\n", " .mark_circle()\n", " .encode(\n", - " altair.X(\"displ\", title=\"Engine Displacament in Liters\",),\n", - " altair.Y(\"hwy\", title=\"Highway MPG\"),\n", + " alt.X(\n", + " \"displ\",\n", + " title=\"Engine Displacament in Liters\",\n", + " ),\n", + " alt.Y(\"hwy\", title=\"Highway MPG\"),\n", " color=\"class\",\n", " )\n", ")" @@ -931,11 +950,22 @@ "source": [ "%%altair\n", "(\n", - " altair.Chart(mpg, title=\"Engine Displacement in Liters vs Highway MPG\",)\n", + " alt.Chart(\n", + " mpg,\n", + " title=\"Engine Displacement in Liters vs Highway MPG\",\n", + " )\n", " .mark_circle(opacity=0.3)\n", " .encode(\n", - " x=altair.X(\"cty\", axis=altair.Axis(title=\"City MPG\"),),\n", - " y=altair.Y(\"hwy\", axis=altair.Axis(title=\"Highway MPG\"),),\n", + " x=alt.X(\n", + " \"cty\",\n", + " axis=alt.Axis(title=\"City MPG\"),\n", + " ),\n", + " y=alt.Y(\n", + " \"hwy\",\n", + " axis=alt.Axis(\n", + " title=\"Highway MPG\"\n", + " ),\n", + " ),\n", " size=\"cyl\",\n", " )\n", ")" @@ -1039,10 +1069,10 @@ "outputs": [], "source": [ "%%altair \n", - "altair.Chart(mpg).mark_circle().encode(\n", - " x=altair.X(\"displ\"), \n", - " y=altair.Y(\"hwy\"), \n", - " facet=altair.Facet(\"class:O\", columns=4),\n", + "alt.Chart(mpg).mark_circle().encode(\n", + " x=alt.X(\"displ\"),\n", + " y=alt.Y(\"hwy\"),\n", + " facet=alt.Facet(\"class:O\", columns=4),\n", ").properties(width=200, height=300)" ] }, @@ -1278,24 +1308,35 @@ "source": [ "%%altair\n", "scatter = (\n", - " altair.Chart(mpg, \n", - " title=\"Engine Displacement in Liters vs Highway MPG\",)\n", + " alt.Chart(\n", + " mpg,\n", + " title=\"Engine Displacement in Liters vs Highway MPG\",\n", + " )\n", " .mark_circle()\n", " .encode(\n", - " x=altair.X(\"displ\", \n", - " axis=altair.Axis(title=\"Engine Displacament in Liters\"),),\n", - " y=altair.Y(\"hwy\", \n", - " axis=altair.Axis(title=\"Highway MPG\"),),\n", + " x=alt.X(\n", + " \"displ\",\n", + " axis=alt.Axis(\n", + " title=\"Engine Displacament in Liters\"\n", + " ),\n", + " ),\n", + " y=alt.Y(\n", + " \"hwy\",\n", + " axis=alt.Axis(\n", + " title=\"Highway MPG\"\n", + " ),\n", + " ),\n", " color=\"class\",\n", " )\n", ")\n", "\n", "line = (\n", - " altair.Chart(mpg[mpg[\"class\"] == \"subcompact\"])\n", + " alt.Chart(\n", + " mpg[mpg[\"class\"] == \"subcompact\"]\n", + " )\n", " .transform_loess(\"displ\", \"hwy\")\n", " .mark_line()\n", - " .encode(x=altair.X(\"displ\"), \n", - " y=altair.Y(\"hwy\"))\n", + " .encode(x=alt.X(\"displ\"), y=alt.Y(\"hwy\"))\n", ")\n", "\n", "scatter + line" @@ -1423,8 +1464,8 @@ "outputs": [], "source": [ "%%altair\n", - "altair.data_transformers.disable_max_rows()\n", - "altair.Chart(diamonds).mark_bar().encode(\n", + "alt.data_transformers.disable_max_rows()\n", + "alt.Chart(diamonds).mark_bar().encode(\n", " x=\"cut\", y=\"count(cut)\", color=\"clarity\"\n", ").properties(width=300)" ] @@ -1512,8 +1553,8 @@ "outputs": [], "source": [ "%%altair\n", - "altair.data_transformers.disable_max_rows()\n", - "altair.Chart(diamonds).mark_bar().encode(\n", + "alt.data_transformers.disable_max_rows()\n", + "alt.Chart(diamonds).mark_bar().encode(\n", " x=\"clarity\",\n", " y=\"count(cut)\",\n", " color=\"clarity\",\n", @@ -1687,8 +1728,8 @@ "outputs": [], "source": [ "%%altair\n", - "altair.data_transformers.disable_max_rows()\n", - "altair.Chart(diamonds).transform_density(\n", + "alt.data_transformers.disable_max_rows()\n", + "alt.Chart(diamonds).transform_density(\n", " \"depth\",\n", " as_=[\"depth\", \"density\"],\n", " groupby=[\"cut\"],\n", @@ -1809,7 +1850,7 @@ "outputs": [], "source": [ "%%altair \n", - "altair.Chart(ts).mark_line().encode(\n", + "alt.Chart(ts).mark_line().encode(\n", " x=\"date\", y=\"value\"\n", ")" ] From 75d63ab46192afeeaae9b2838ad17cc919228716 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 2 Jan 2020 12:20:47 -0500 Subject: [PATCH 076/113] fix name --- Examples.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Examples.ipynb b/Examples.ipynb index f6c6822..79f666d 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -1191,7 +1191,7 @@ "outputs": [], "source": [ "%%altair \n", - "(altair\n", + "(alt\n", " .Chart(mpg)\n", " .mark_circle()\n", " .encode(x=\"displ\", y=\"hwy\",)\n", From a2b73383274aa0bb0c94f89840af764ee14f9d7c Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 2 Jan 2020 12:39:12 -0500 Subject: [PATCH 077/113] update intro --- INTRO.md | 10 +++------- 1 file changed, 3 insertions(+), 7 deletions(-) diff --git a/INTRO.md b/INTRO.md index 4082c55..3027c2d 100644 --- a/INTRO.md +++ b/INTRO.md @@ -28,20 +28,16 @@ Many excellent plotting tools are built on top of Matplotlib. There are several tools that can make the kinds of plots described here. At present, I have little experience with them. If anyone would like to help add examples, please [get in touch](https://github.com/tdhopper/pythonplot.com). -"[Altair](https://altair-viz.github.io/ "Declarative Visualization in Python") is a declarative statistical visualization library for Python, based on [Vega-Lite](https://vega.github.io/vega-lite/ "Vega-Lite: A High-Level Visualization Grammar for Interactive Graphics")." According to Jake Vanderplas, "Declarative visualization lets you think about data and relationships, rather than incidental details."[^jake] - -Fundamentally, Altair renders JSON-descriptions of plots that are rendered by Vega-Lite; this JSON could be rendered by other backends as well, and I'm told a Matplotlib backend is under development. - -Altair is new on the scene and offers a lot of promise. I hope to add Altair examples here now that 2.0 is released. +"[Altair](https://altair-viz.github.io/ "Declarative Visualization in Python") is a declarative statistical visualization library for Python, based on [Vega-Lite](https://vega.github.io/vega-lite/ "Vega-Lite: A High-Level Visualization Grammar for Interactive Graphics")." According to Jake Vanderplas, "Declarative visualization lets you think about data and relationships, rather than incidental details."[^jake] I provide Altair examples rendered as static images. [^jake]: See [here](https://speakerdeck.com/jakevdp/visualization-in-python-with-altair). +"[plotly](https://plot.ly/ "Plotly - Make charts and dashboards online")'s Python graphing library makes interactive, publication-quality graphs online. Examples of how to make line plots, scatter plots, area charts, bar charts, error bars, box plots, histograms, heatmaps, subplots, multiple-axes, polar charts, and bubble charts." I provide plotly examples rendered as static images. + "[Bokeh](http://bokeh.pydata.org/en/latest/ "Python interactive visualization library") is a Python interactive visualization library that targets modern web browsers for presentation." "[bqplot](https://github.com/bloomberg/bqplot) is a Grammar of Graphics-based interactive plotting framework for the Jupyter notebook." -"[plotly](https://plot.ly/ "Plotly - Make charts and dashboards online")'s Python graphing library makes interactive, publication-quality graphs online. Examples of how to make line plots, scatter plots, area charts, bar charts, error bars, box plots, histograms, heatmaps, subplots, multiple-axes, polar charts, and bubble charts." - ### The Python Plotting Landscape If you're interested in the breadth of plotting tools available for Python, I commend Jake Vanderplas's Pycon 2017 talk called the [The Python Visualization Landscape](https://www.youtube.com/watch?v=FytuB8nFHPQ). Similarly, the blogpost [A Dramatic Tour through Python's Data Visualization Landscape (including ggplot and Altair)](https://dsaber.com/2016/10/02/a-dramatic-tour-through-pythons-data-visualization-landscape-including-ggplot-and-altair/) by Dan Saber is worth your time. From 9fbb0ef3d70e242db9e8a9eb6b871156da2f337f Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 2 Jan 2020 12:40:58 -0500 Subject: [PATCH 078/113] update date --- templates/t_index.html | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/templates/t_index.html b/templates/t_index.html index 106e589..01df5d6 100644 --- a/templates/t_index.html +++ b/templates/t_index.html @@ -163,8 +163,8 @@
Note:
-
© 2018 Tim Hopper
-
© 2018 +
© 2020 Tim Hopper
+
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From b6b1a4b67554eaf5a988ad17dab48e225207b17e Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Thu, 2 Jan 2020 15:13:03 -0500 Subject: [PATCH 079/113] Build without conda --- .travis.yml | 14 +++++++------- Examples.ipynb | 1 + 2 files changed, 8 insertions(+), 7 deletions(-) diff --git a/.travis.yml b/.travis.yml index 5de56ae..4c4a1da 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,19 +1,16 @@ language: python python: - - '3.6' + - '3.7' notifications: email: true before_install: - - export PATH="./.travis:$HOME/miniconda/bin:$PATH" - - sudo apt-get -qq update - - bash .travis/install_conda.sh + - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage + - chmod +x orca.AppImage install: "pip install --quiet -r requirements.txt" dist: xenial services: - xvfb script: make travis -after_script: - - echo "Rendered notebook http://nbviewer.jupyter.org/urls/s3.amazonaws.com/pythonplotbuilds/tdhopper/pythonplot.com/$TRAVIS_BUILD_NUMBER/$TRAVIS_JOB_NUMBER/Examples.$(git log -1 --pretty=format:'%h').ipynb" before_deploy: - npm install netlify-cli -g deploy: @@ -25,5 +22,8 @@ deploy: addons: artifacts: true apt: + sources: + - r-packages-precise packages: - firefox-geckodriver + - firefox-geckodriver + - r-base diff --git a/Examples.ipynb b/Examples.ipynb index 79f666d..a1f800b 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -8,6 +8,7 @@ "source": [ "%matplotlib inline\n", "\n", + "import readline\n", "import altair as alt\n", "import pandas as pd\n", "import seaborn as sns\n", From b019968be7ec3445dd0d81aa9b49ff92cbef664f Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 07:21:04 -0500 Subject: [PATCH 080/113] get R version --- .travis.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.travis.yml b/.travis.yml index 4c4a1da..00474da 100644 --- a/.travis.yml +++ b/.travis.yml @@ -4,6 +4,7 @@ python: notifications: email: true before_install: + - R --version - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage - chmod +x orca.AppImage install: "pip install --quiet -r requirements.txt" From 33a8f254bd924dcec721ced927c43cacc4092238 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 07:26:17 -0500 Subject: [PATCH 081/113] pip freeze --- .travis.yml | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index 00474da..09a79a8 100644 --- a/.travis.yml +++ b/.travis.yml @@ -5,9 +5,12 @@ notifications: email: true before_install: - R --version +install: - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage - - chmod +x orca.AppImage -install: "pip install --quiet -r requirements.txt" + - chmod +x orca.AppImage + - pip install --quiet -r requirements.txt +after_install: + - pip freeze dist: xenial services: - xvfb From 9aa969a57a9444c3ab1b5b5d9148b2418f63543c Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 07:30:57 -0500 Subject: [PATCH 082/113] pip freeze correctly --- .travis.yml | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/.travis.yml b/.travis.yml index 09a79a8..f7d569e 100644 --- a/.travis.yml +++ b/.travis.yml @@ -1,3 +1,12 @@ +dist: xenial +addons: + artifacts: true + apt: + sources: + - r-packages-precise + packages: + - firefox-geckodriver + - r-base language: python python: - '3.7' @@ -9,9 +18,8 @@ install: - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage - chmod +x orca.AppImage - pip install --quiet -r requirements.txt -after_install: - - pip freeze -dist: xenial +before_script: + - pip freeze services: - xvfb script: make travis @@ -22,12 +30,4 @@ deploy: script: ./netlify_deploy.sh skip_cleanup: true on: - all_branches: true -addons: - artifacts: true - apt: - sources: - - r-packages-precise - packages: - - firefox-geckodriver - - r-base + all_branches: true \ No newline at end of file From 5478aa35b070bebbb3b85d16125773ea61a6328c Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 07:42:31 -0500 Subject: [PATCH 083/113] INSTALL r 3.5 --- .travis.yml | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/.travis.yml b/.travis.yml index f7d569e..2698461 100644 --- a/.travis.yml +++ b/.travis.yml @@ -2,19 +2,17 @@ dist: xenial addons: artifacts: true apt: - sources: - - r-packages-precise packages: - firefox-geckodriver - - r-base language: python python: - '3.7' notifications: email: true -before_install: - - R --version install: + - add-apt-repository ppa:marutter/rrutter3.5 + - apt-get update + - apt install r-api-3.5 - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage - chmod +x orca.AppImage - pip install --quiet -r requirements.txt From 66acf8ce7a9cc56b2231a930abad727729b93e66 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 07:44:42 -0500 Subject: [PATCH 084/113] add sudo --- .travis.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.travis.yml b/.travis.yml index 2698461..26b22e0 100644 --- a/.travis.yml +++ b/.travis.yml @@ -10,9 +10,9 @@ python: notifications: email: true install: - - add-apt-repository ppa:marutter/rrutter3.5 - - apt-get update - - apt install r-api-3.5 + - sudo add-apt-repository ppa:marutter/rrutter3.5 + - sudo apt-get update + - sudo apt install r-api-3.5 - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage - chmod +x orca.AppImage - pip install --quiet -r requirements.txt From c7de6f815e786679bdc1f6fe5952ec542f8a151c Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 07:48:07 -0500 Subject: [PATCH 085/113] --yes --- .travis.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.travis.yml b/.travis.yml index 26b22e0..1cb6290 100644 --- a/.travis.yml +++ b/.travis.yml @@ -10,9 +10,9 @@ python: notifications: email: true install: - - sudo add-apt-repository ppa:marutter/rrutter3.5 - - sudo apt-get update - - sudo apt install r-api-3.5 + - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 + - sudo apt-get update --yes + - sudo apt install r-api-3.5 --yes - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage - chmod +x orca.AppImage - pip install --quiet -r requirements.txt From 5ba5adfb35239b646d7f352b8be154e0c27a6ae8 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 07:53:18 -0500 Subject: [PATCH 086/113] install orca --- .travis.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.travis.yml b/.travis.yml index 1cb6290..542cc35 100644 --- a/.travis.yml +++ b/.travis.yml @@ -10,6 +10,7 @@ python: notifications: email: true install: + - npm install -g electron@1.8.4 orca - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes From efcae06951d3b8ed9a4a3bab4c44ba24c757a976 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 08:00:09 -0500 Subject: [PATCH 087/113] fix orca --- .travis.yml | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index 542cc35..d721949 100644 --- a/.travis.yml +++ b/.travis.yml @@ -10,14 +10,16 @@ python: notifications: email: true install: - - npm install -g electron@1.8.4 orca - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes - - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage + - mkdir orca + - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O ./orca/orca - chmod +x orca.AppImage + - export PATH="${HOME}/orca:${PATH}" - pip install --quiet -r requirements.txt before_script: + - orca --help - pip freeze services: - xvfb From f1bae338454a4b86bcdb1e9e31b934c269f3e56c Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 08:03:12 -0500 Subject: [PATCH 088/113] make executable --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index d721949..6597581 100644 --- a/.travis.yml +++ b/.travis.yml @@ -15,7 +15,7 @@ install: - sudo apt install r-api-3.5 --yes - mkdir orca - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O ./orca/orca - - chmod +x orca.AppImage + - chmod +x ./orca/orca - export PATH="${HOME}/orca:${PATH}" - pip install --quiet -r requirements.txt before_script: From cde108a475806abae69134cd801a6017f9f74c2a Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 08:24:20 -0500 Subject: [PATCH 089/113] fix orca --- .travis.yml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index 6597581..8a27f2e 100644 --- a/.travis.yml +++ b/.travis.yml @@ -14,11 +14,13 @@ install: - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes - mkdir orca - - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O ./orca/orca + - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca - chmod +x ./orca/orca - export PATH="${HOME}/orca:${PATH}" - pip install --quiet -r requirements.txt before_script: + - echo $PATH + - $HOME/orca/orca --help - orca --help - pip freeze services: From 325ec7fc552b05970c8406caff0824e0733ab3e0 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 08:28:58 -0500 Subject: [PATCH 090/113] fix orca again --- .travis.yml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index 8a27f2e..8a7a6f4 100644 --- a/.travis.yml +++ b/.travis.yml @@ -13,9 +13,9 @@ install: - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes - - mkdir orca + - mkdir $HOME/orca - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca - - chmod +x ./orca/orca + - chmod +x $HOME/orca/orca - export PATH="${HOME}/orca:${PATH}" - pip install --quiet -r requirements.txt before_script: From 55ec815109030b985382a4340261a4b315a23247 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 11:09:28 -0500 Subject: [PATCH 091/113] install ggplot 2from apt --- .travis.yml | 1 + Examples.ipynb | 1 - 2 files changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index 8a7a6f4..44bd3e9 100644 --- a/.travis.yml +++ b/.travis.yml @@ -13,6 +13,7 @@ install: - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes + - sudo apt install r-cran-ggplot2 --yes - mkdir $HOME/orca - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca - chmod +x $HOME/orca/orca diff --git a/Examples.ipynb b/Examples.ipynb index a1f800b..72967cf 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -105,7 +105,6 @@ "outputs": [], "source": [ "%%R\n", - "install.packages(\"ggplot2\", repos='http://cran.us.r-project.org')\n", "library(ggplot2) \n", "theme_set(theme_grey(base_size = 24))" ] From 40baaba5d7b785f5a3106fa71c7351925742e957 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 11:14:41 -0500 Subject: [PATCH 092/113] install ggplot dependencies --- .travis.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.travis.yml b/.travis.yml index 44bd3e9..cbd8fd0 100644 --- a/.travis.yml +++ b/.travis.yml @@ -13,6 +13,8 @@ install: - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes + - sudo apt-get install r-cran-plyr --yes + - sudo apt-get install r-cran-reshape2 --yes - sudo apt install r-cran-ggplot2 --yes - mkdir $HOME/orca - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca From cd3a611d5ad9dd92c14b0df389b5fb2a54b93a36 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 11:18:01 -0500 Subject: [PATCH 093/113] more dependencies --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index cbd8fd0..724e11d 100644 --- a/.travis.yml +++ b/.travis.yml @@ -14,7 +14,7 @@ install: - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes - sudo apt-get install r-cran-plyr --yes - - sudo apt-get install r-cran-reshape2 --yes + - sudo apt-get install r-cran-reshape2 r-api-3 r-cran-rcpp --yes - sudo apt install r-cran-ggplot2 --yes - mkdir $HOME/orca - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca From e34cdd349f12cff1d6d4ffa486b1829833ed7cb4 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 11:21:11 -0500 Subject: [PATCH 094/113] more dependencies --- .travis.yml | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index 724e11d..70a3ecf 100644 --- a/.travis.yml +++ b/.travis.yml @@ -13,8 +13,7 @@ install: - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes - - sudo apt-get install r-cran-plyr --yes - - sudo apt-get install r-cran-reshape2 r-api-3 r-cran-rcpp --yes + - sudo apt-get install r-cran-plyr r-cran-reshape2 r-api-3 r-cran-rcpp --yes - sudo apt install r-cran-ggplot2 --yes - mkdir $HOME/orca - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca From 7bd3ce47a101fe19c088aafc2ccf2dc577e5b4c2 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 11:26:58 -0500 Subject: [PATCH 095/113] remove r-api-3 --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index 70a3ecf..c2d97ac 100644 --- a/.travis.yml +++ b/.travis.yml @@ -13,7 +13,7 @@ install: - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes - - sudo apt-get install r-cran-plyr r-cran-reshape2 r-api-3 r-cran-rcpp --yes + - sudo apt-get install r-cran-plyr r-cran-reshape2 r-cran-rcpp --yes - sudo apt install r-cran-ggplot2 --yes - mkdir $HOME/orca - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca From c992ffac463cddff335eb6fce8f9cf193cce07a8 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 12:13:30 -0500 Subject: [PATCH 096/113] install ggplot directly --- .travis.yml | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index c2d97ac..e0bfe8b 100644 --- a/.travis.yml +++ b/.travis.yml @@ -13,8 +13,7 @@ install: - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes - - sudo apt-get install r-cran-plyr r-cran-reshape2 r-cran-rcpp --yes - - sudo apt install r-cran-ggplot2 --yes + - sudo su - -c "R -e \"install.packages('ggplot2', repos='http://cran.rstudio.com/')\"" - mkdir $HOME/orca - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca - chmod +x $HOME/orca/orca From aa54373029ec881b39a1a9dab29103509af3b4bd Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Fri, 3 Jan 2020 19:50:25 -0500 Subject: [PATCH 097/113] sudo apt-get install r-cran-mgcv --- .travis.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index e0bfe8b..c05740d 100644 --- a/.travis.yml +++ b/.travis.yml @@ -13,6 +13,7 @@ install: - sudo add-apt-repository --yes ppa:marutter/rrutter3.5 - sudo apt-get update --yes - sudo apt install r-api-3.5 --yes + - sudo apt-get install r-cran-mgcv - sudo su - -c "R -e \"install.packages('ggplot2', repos='http://cran.rstudio.com/')\"" - mkdir $HOME/orca - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca @@ -34,4 +35,4 @@ deploy: script: ./netlify_deploy.sh skip_cleanup: true on: - all_branches: true \ No newline at end of file + all_branches: true From a5bf462c04fcc2dc95e4b72f7cc36f4c389aee38 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Mon, 6 Jan 2020 14:27:07 -0500 Subject: [PATCH 098/113] set renderer --- Examples.ipynb | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index 72967cf..22d9251 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -48,7 +48,9 @@ "\n", "templated_fig = pio.to_templated(fig)\n", "pio.templates['my_template'] = templated_fig.layout.template\n", - "pio.templates.default = 'my_template'" + "pio.templates.default = 'my_template'\n", + "\n", + "alt.renderers.enable('png')" ] }, { @@ -354,7 +356,6 @@ }, "outputs": [], "source": [ - "%%altair\n", "(\n", " alt.Chart(\n", " mpg, title=\"Number of Cars by Make\"\n", From 1a2e7f5d9881a74580d346e6788be1f8c5f17ee3 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Mon, 6 Jan 2020 18:23:15 -0500 Subject: [PATCH 099/113] set webdriver --- Examples.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Examples.ipynb b/Examples.ipynb index 22d9251..add16c4 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -50,7 +50,7 @@ "pio.templates['my_template'] = templated_fig.layout.template\n", "pio.templates.default = 'my_template'\n", "\n", - "alt.renderers.enable('png')" + "alt.renderers.enable('png', webdriver='firefox')" ] }, { From 7893641bab6c60512b00cf8240998c908a530f51 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Tue, 7 Jan 2020 10:27:58 -0500 Subject: [PATCH 100/113] remove altair magic --- Examples.ipynb | 56 -------------------------------------------------- 1 file changed, 56 deletions(-) diff --git a/Examples.ipynb b/Examples.ipynb index add16c4..d70a77f 100644 --- a/Examples.ipynb +++ b/Examples.ipynb @@ -53,44 +53,6 @@ "alt.renderers.enable('png', webdriver='firefox')" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from io import BytesIO\n", - "\n", - "def render_altair(chart):\n", - " b = BytesIO()\n", - " chart.save(b, scale_factor=2.0, format='png', webdriver='firefox')\n", - " b.seek(0)\n", - " return b.read()\n", - "\n", - "\n", - "import ast\n", - "\n", - "def exec_then_eval(code, shell):\n", - " block = ast.parse(code, mode='exec')\n", - "\n", - " # assumes last node is an expression\n", - " last = ast.Expression(block.body.pop().value)\n", - "\n", - " _globals, _locals = {}, {}\n", - " shell.ex(compile(block, '', mode='exec'))\n", - " return shell.ev(compile(last, '', mode='eval'))\n", - "\n", - "@magics_class\n", - "class AltairMagic(Magics):\n", - " @cell_magic\n", - " def altair(self, line, cell):\n", - " return Image(render_altair(exec_then_eval(cell, self.shell)))\n", - "\n", - "\n", - "ip = get_ipython()\n", - "ip.register_magics(AltairMagic)" - ] - }, { "cell_type": "code", "execution_count": null, @@ -111,13 +73,6 @@ "theme_set(theme_grey(base_size = 24))" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -476,7 +431,6 @@ }, "outputs": [], "source": [ - "%%altair\n", "(\n", " alt.Chart(mpg)\n", " .mark_bar()\n", @@ -567,7 +521,6 @@ }, "outputs": [], "source": [ - "%%altair \n", "alt.Chart(mpg).mark_circle().encode(\n", " alt.X(\n", " \"displ\",\n", @@ -814,7 +767,6 @@ }, "outputs": [], "source": [ - "%%altair \n", "(\n", " alt.Chart(\n", " mpg,\n", @@ -949,7 +901,6 @@ }, "outputs": [], "source": [ - "%%altair\n", "(\n", " alt.Chart(\n", " mpg,\n", @@ -1069,7 +1020,6 @@ }, "outputs": [], "source": [ - "%%altair \n", "alt.Chart(mpg).mark_circle().encode(\n", " x=alt.X(\"displ\"),\n", " y=alt.Y(\"hwy\"),\n", @@ -1191,7 +1141,6 @@ }, "outputs": [], "source": [ - "%%altair \n", "(alt\n", " .Chart(mpg)\n", " .mark_circle()\n", @@ -1307,7 +1256,6 @@ }, "outputs": [], "source": [ - "%%altair\n", "scatter = (\n", " alt.Chart(\n", " mpg,\n", @@ -1464,7 +1412,6 @@ }, "outputs": [], "source": [ - "%%altair\n", "alt.data_transformers.disable_max_rows()\n", "alt.Chart(diamonds).mark_bar().encode(\n", " x=\"cut\", y=\"count(cut)\", color=\"clarity\"\n", @@ -1553,7 +1500,6 @@ }, "outputs": [], "source": [ - "%%altair\n", "alt.data_transformers.disable_max_rows()\n", "alt.Chart(diamonds).mark_bar().encode(\n", " x=\"clarity\",\n", @@ -1728,7 +1674,6 @@ }, "outputs": [], "source": [ - "%%altair\n", "alt.data_transformers.disable_max_rows()\n", "alt.Chart(diamonds).transform_density(\n", " \"depth\",\n", @@ -1850,7 +1795,6 @@ }, "outputs": [], "source": [ - "%%altair \n", "alt.Chart(ts).mark_line().encode(\n", " x=\"date\", y=\"value\"\n", ")" From 1407a815d8a0eee3eac18b27d1eaefd98cf4f4c2 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Tue, 14 Apr 2020 12:48:15 -0400 Subject: [PATCH 101/113] install altair_saver --- requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements.txt b/requirements.txt index 44159dd..71f1571 100644 --- a/requirements.txt +++ b/requirements.txt @@ -19,4 +19,5 @@ plotly tzlocal simplegeneric altair +altair_saver selenium From ffd47bc570573a2d2a66d7d2564ae7438660f392 Mon Sep 17 00:00:00 2001 From: Timothy Hopper Date: Tue, 14 Apr 2020 12:49:23 -0400 Subject: [PATCH 102/113] fix name --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 71f1571..9fc0c35 100644 --- a/requirements.txt +++ b/requirements.txt @@ -19,5 +19,5 @@ plotly tzlocal simplegeneric altair -altair_saver +altair-saver selenium From 7324a8beb03656359fa8f6fe82f687d032abdef9 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 13 Jun 2020 12:27:38 -0400 Subject: [PATCH 103/113] remove mail chimp for now --- templates/t_index.html | 1 - 1 file changed, 1 deletion(-) diff --git a/templates/t_index.html b/templates/t_index.html index 01df5d6..adaf73d 100644 --- a/templates/t_index.html +++ b/templates/t_index.html @@ -190,6 +190,5 @@
Note:
}); $.bigfoot(); - From 63240e2f55500517ef89db23cf4cfcc80668658e Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 13 Jun 2020 14:36:39 -0400 Subject: [PATCH 104/113] upgrade statsmodels --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 9fc0c35..180d28e 100644 --- a/requirements.txt +++ b/requirements.txt @@ -12,7 +12,7 @@ scikit-misc boto3 pytest chart-studio -statsmodels==0.10.0rc2 --pre +statsmodels==0.11.1 rpy2 psutil plotly From 3cfe6e5f776b82279a23ab8e2ccaf48264a2ca83 Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 13 Jun 2020 14:45:03 -0400 Subject: [PATCH 105/113] pin plotnine at <0.7 started getting a MemoryError running (ggplot(diamonds) + aes('depth', fill='cut', color='cut') + geom_density(alpha=0.1)) --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 180d28e..a0aaeb2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,7 +4,7 @@ ipython pandas jupyter seaborn -plotnine +plotnine<0.7.0 jinja2 jinja2-highlight markdown From 41aca4c2481d8c44b4f2e3e0a9d5f932d1a1933d Mon Sep 17 00:00:00 2001 From: Tim Hopper Date: Sat, 13 Jun 2020 15:11:42 -0400 Subject: [PATCH 106/113] Use bootstrap from cdn --- templates/t_index.html | 18 +- web/css/bootstrap-grid.css | 1339 ---- web/css/bootstrap-grid.css.map | 1 - web/css/bootstrap-grid.min.css | 1 - web/css/bootstrap-grid.min.css.map | 1 - web/css/bootstrap-reboot.css | 459 -- web/css/bootstrap-reboot.css.map | 1 - web/css/bootstrap-reboot.min.css | 1 - web/css/bootstrap-reboot.min.css.map | 1 - web/css/bootstrap.css | 9320 -------------------------- web/css/bootstrap.css.map | 1 - web/css/bootstrap.min.css | 6 - web/css/bootstrap.min.css.map | 1 - web/css/custom.css | 35 - web/css/pygments-github.css | 61 - web/css/pygments-murphy.css | 63 - web/css/pygments-native.css | 72 - web/js/bootstrap.js | 3535 ---------- web/js/bootstrap.min.js | 7 - 19 files changed, 5 insertions(+), 14918 deletions(-) delete mode 100644 web/css/bootstrap-grid.css delete mode 100644 web/css/bootstrap-grid.css.map delete mode 100644 web/css/bootstrap-grid.min.css delete mode 100644 web/css/bootstrap-grid.min.css.map delete mode 100644 web/css/bootstrap-reboot.css delete mode 100644 web/css/bootstrap-reboot.css.map delete mode 100644 web/css/bootstrap-reboot.min.css delete mode 100644 web/css/bootstrap-reboot.min.css.map delete mode 100644 web/css/bootstrap.css delete mode 100644 web/css/bootstrap.css.map delete mode 100644 web/css/bootstrap.min.css delete mode 100644 web/css/bootstrap.min.css.map delete mode 100644 web/css/custom.css delete mode 100644 web/css/pygments-github.css delete mode 100644 web/css/pygments-murphy.css delete mode 100644 web/css/pygments-native.css delete mode 100644 web/js/bootstrap.js delete mode 100644 web/js/bootstrap.min.js diff --git a/templates/t_index.html b/templates/t_index.html index adaf73d..6b6443e 100644 --- a/templates/t_index.html +++ b/templates/t_index.html @@ -33,12 +33,8 @@ - - - + - - @@ -174,15 +170,11 @@
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