From 6c61c27b517e5c9b0e048957b6c1a2b44b007351 Mon Sep 17 00:00:00 2001 From: LSYS Date: Sun, 21 Jan 2024 10:45:28 +0800 Subject: [PATCH] Update readme for mplot (#99) --- README.md | 11 +++- examples/readme-examples.ipynb | 96 +++++++---------------------- examples/test-multmodel-sleep.ipynb | 2 +- 3 files changed, 31 insertions(+), 78 deletions(-) diff --git a/README.md b/README.md index 04755e7..1475612 100644 --- a/README.md +++ b/README.md @@ -261,6 +261,8 @@ fp.forestplot(df, # the dataframe with results data ## Multi-models[![](https://raw.githubusercontent.com/LSYS/forestplot/main/docs/images/pin.svg)](#multi-models) +For coefficient plots where each variable can have multiple estimates (each `model` has one). + ```python import forestplot as fp @@ -293,15 +295,18 @@ fp.mforestplot( xlabel="Coefficient (95% CI)", modellabels=["Have young kids", "Full sample"], xticks=[-1200, -600, 0, 600], + mcolor=["#CC6677", "#4477AA"], # Additional kwargs for customizations **{ "markersize": 30, - # override default vertical space between models - "offset": 0.4, + # override default vertical offset between models (0.0 to 1.0) + "offset": 0.35, + "xlinestyle": (0, (10, 5)), # long dash for x-reference line + "xlinecolor": ".8", # gray color for x-reference line }, ) ``` -

+

Please note: This module is still experimental. See [this jupyter notebook](https://nbviewer.org/github/LSYS/forestplot/blob/mplot-dev/examples/test-multmodel-sleep.ipynb) for more examples and tweaks. diff --git a/examples/readme-examples.ipynb b/examples/readme-examples.ipynb index 9a6498e..4451a14 100644 --- a/examples/readme-examples.ipynb +++ b/examples/readme-examples.ipynb @@ -14,8 +14,8 @@ "id": "57283b99", "metadata": { "ExecuteTime": { - "end_time": "2024-01-15T04:58:29.716817Z", - "start_time": "2024-01-15T04:58:22.478611Z" + "end_time": "2024-01-15T07:29:18.922609Z", + "start_time": "2024-01-15T07:29:17.164612Z" }, "code_folding": [], "scrolled": true @@ -371,8 +371,8 @@ "id": "0ad20902", "metadata": { "ExecuteTime": { - "end_time": "2024-01-14T05:53:40.072978Z", - "start_time": "2024-01-14T05:53:39.803989Z" + "end_time": "2024-01-15T07:29:19.224609Z", + "start_time": "2024-01-15T07:29:18.925612Z" }, "scrolled": false }, @@ -420,8 +420,8 @@ "id": "9bba37e1", "metadata": { "ExecuteTime": { - "end_time": "2024-01-14T05:53:40.404981Z", - "start_time": "2024-01-14T05:53:40.073980Z" + "end_time": "2024-01-15T07:29:19.598611Z", + "start_time": "2024-01-15T07:29:19.228611Z" }, "code_folding": [] }, @@ -478,8 +478,8 @@ "id": "54e05f72", "metadata": { "ExecuteTime": { - "end_time": "2024-01-14T05:53:40.816978Z", - "start_time": "2024-01-14T05:53:40.406979Z" + "end_time": "2024-01-15T07:29:20.086610Z", + "start_time": "2024-01-15T07:29:19.602610Z" } }, "outputs": [ @@ -539,8 +539,8 @@ "id": "26f2f462", "metadata": { "ExecuteTime": { - "end_time": "2024-01-14T05:53:41.214991Z", - "start_time": "2024-01-14T05:53:40.817980Z" + "end_time": "2024-01-15T07:29:20.542611Z", + "start_time": "2024-01-15T07:29:20.090611Z" } }, "outputs": [ @@ -591,8 +591,8 @@ "id": "fb38d94e", "metadata": { "ExecuteTime": { - "end_time": "2024-01-14T05:53:41.406992Z", - "start_time": "2024-01-14T05:53:41.215991Z" + "end_time": "2024-01-15T07:29:20.798609Z", + "start_time": "2024-01-15T07:29:20.548613Z" } }, "outputs": [ @@ -641,8 +641,8 @@ "id": "60ed7bcf", "metadata": { "ExecuteTime": { - "end_time": "2024-01-14T05:53:41.884980Z", - "start_time": "2024-01-14T05:53:41.408981Z" + "end_time": "2024-01-15T07:29:21.350609Z", + "start_time": "2024-01-15T07:29:20.801611Z" }, "scrolled": false }, @@ -707,12 +707,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "id": "2df54662", "metadata": { "ExecuteTime": { - "end_time": "2024-01-15T04:58:36.082902Z", - "start_time": "2024-01-15T04:58:36.017778Z" + "end_time": "2024-01-15T07:29:21.382609Z", + "start_time": "2024-01-15T07:29:21.355611Z" } }, "outputs": [ @@ -813,7 +813,7 @@ "4 -246.185715 76.592491 all other factors =1 if black " ] }, - "execution_count": 2, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -827,64 +827,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "id": "e6cc8f4f", "metadata": { "ExecuteTime": { - "end_time": "2024-01-14T05:56:27.184472Z", - "start_time": "2024-01-14T05:56:26.762954Z" - } - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fp.mforestplot(\n", - " dataframe=df_mmodel,\n", - " estimate=\"coef\",\n", - " ll=\"ll\",\n", - " hl=\"hl\",\n", - " varlabel=\"label\",\n", - " capitalize=\"capitalize\",\n", - " model_col=\"model\",\n", - " color_alt_rows=True,\n", - " groupvar=\"group\",\n", - " table=True,\n", - " rightannote=[\"var\", \"group\"],\n", - " right_annoteheaders=[\"Source\", \"Group\"],\n", - " xlabel=\"Coefficient (95% CI)\",\n", - " modellabels=[\"Have young kids\", \"Full sample\"],\n", - " xticks=[-1200, -600, 0, 600],\n", - " mcolor=[\"#CC6677\", \"#4477AA\"],\n", - " # Additional kwargs for customizations\n", - " **{\n", - " \"markersize\": 30,\n", - " # override default vertical offset between models (0.0 to 1.0)\n", - " \"offset\": 0.35, \n", - " \"xlinestyle\": (0, (10, 5)), # long dash for x-reference line\n", - " \"xlinecolor\": \".8\", # gray color for x-reference line\n", - " },\n", - ")\n", - "save_mpl_fig(\"multimodel\")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "60fcff20", - "metadata": { - "ExecuteTime": { - "end_time": "2024-01-15T04:58:41.027368Z", - "start_time": "2024-01-15T04:58:40.015195Z" + "end_time": "2024-01-15T07:29:21.886609Z", + "start_time": "2024-01-15T07:29:21.386610Z" } }, "outputs": [ @@ -969,7 +917,7 @@ "height": "calc(100% - 180px)", "left": "10px", "top": "150px", - "width": "227.5px" + "width": "165px" }, "toc_section_display": true, "toc_window_display": true diff --git a/examples/test-multmodel-sleep.ipynb b/examples/test-multmodel-sleep.ipynb index dc65c11..a99acb2 100644 --- a/examples/test-multmodel-sleep.ipynb +++ b/examples/test-multmodel-sleep.ipynb @@ -2222,7 +2222,7 @@ "id": "a66d80ba", "metadata": {}, "source": [ - "## Moneyshot" + "## Camera ready" ] }, {