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SO to save Plotly Express plots using a for loop and composite a PDF - two choices: single page or multi-page are covered
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "7850c4fc-7079-4d4f-af44-3f6753f1e6f6", | |
| "metadata": {}, | |
| "source": [ | |
| "for SO https://stackoverflow.com/q/79002984/8508004\n", | |
| "\n", | |
| "### 'How to save all plotly express graphs created using a for loop in a pdf' TO SINGLE-PAGE\n", | |
| "\n", | |
| "Developed in sessions started from [here](https://github.com/fomightez/3Dscatter_plot_mod_playground-binder) pressing `'launch binder'`. \n", | |
| "Go there to get started in with session that this will work in." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "71f25f62-5eb3-4589-b481-ae61e1082b71", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Collecting kaleido\n", | |
| " Downloading kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl.metadata (15 kB)\n", | |
| "Downloading kaleido-0.2.1-py2.py3-none-manylinux1_x86_64.whl (79.9 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.9/79.9 MB\u001b[0m \u001b[31m19.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n", | |
| "\u001b[?25hInstalling collected packages: kaleido\n", | |
| "Successfully installed kaleido-0.2.1\n", | |
| "Note: you may need to restart the kernel to use updated packages.\n", | |
| "Collecting pymupdf\n", | |
| " Downloading PyMuPDF-1.24.10-cp310-none-manylinux2014_x86_64.whl.metadata (3.4 kB)\n", | |
| "Collecting PyMuPDFb==1.24.10 (from pymupdf)\n", | |
| " Downloading PyMuPDFb-1.24.10-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl.metadata (1.4 kB)\n", | |
| "Downloading PyMuPDF-1.24.10-cp310-none-manylinux2014_x86_64.whl (3.5 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.5/3.5 MB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n", | |
| "\u001b[?25hDownloading PyMuPDFb-1.24.10-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (15.9 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.9/15.9 MB\u001b[0m \u001b[31m8.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n", | |
| "\u001b[?25hInstalling collected packages: PyMuPDFb, pymupdf\n", | |
| "Successfully installed PyMuPDFb-1.24.10 pymupdf-1.24.10\n", | |
| "Note: you may need to restart the kernel to use updated packages.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# for set-up to save plotly express as static image, based on https://stackoverflow.com/a/59819140/8508004\n", | |
| "%pip install kaleido\n", | |
| "# for set-up to display pdf in Jupyter cell, based on https://stackoverflow.com/a/19470377/8508004\n", | |
| "#%pip install wand # currently not using this; however, leaving as other may have success\n", | |
| "# for set-up to display pdf in Jupyter cell, based on https://stackoverflow.com/a/77874408/8508004\n", | |
| "%pip install pymupdf" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "9bcb66f5-dffc-4002-9723-d90b79b1c717", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "import plotly.io as pio\n", | |
| "import plotly.express as px\n", | |
| "import plotly.graph_objects as go\n", | |
| "\n", | |
| "np.random.seed(0)\n", | |
| "df = pd.DataFrame({'State' : np.repeat(['NY', 'TX', 'FL', 'PA'], 12),\n", | |
| " 'Month' : np.tile(pd.date_range('2023-09-01', '2024-08-01', freq = 'MS'), 4),\n", | |
| " 'Actual' : np.random.randint(1000, 1500, size = 48),\n", | |
| " 'Forecast' : np.random.randint(1000, 1500, size = 48)})\n", | |
| "\n", | |
| "df['Month'] = pd.to_datetime(df['Month'])\n", | |
| "df.set_index('Month', inplace = True)\n", | |
| "images_made = []\n", | |
| "for s in df['State'].unique():\n", | |
| " d = df.loc[df['State'] == s, ['Actual', 'Forecast']]\n", | |
| " fig = px.line(d, x = d.index, y = d.columns)\n", | |
| " fig.update_layout(title = 'Actuals vs Forecast for ' + s, template = 'plotly_dark', xaxis_title = 'Month')\n", | |
| " fig.update_xaxes(tickformat = '%Y-%B', dtick = 'M1')\n", | |
| " image_filename = \"img_file_\"+str(s)+\".png\"\n", | |
| " images_made.append(image_filename)\n", | |
| " fig.write_image(image_filename)\n", | |
| " #fig.show()\n", | |
| "\n", | |
| "'''\n", | |
| "# make them into PDF using Pillow according to https://stackoverflow.com/a/63436357/8508004\n", | |
| "from PIL import Image\n", | |
| "composite_image = Image.open(images_made[0]).convert(\"RGB\") #start what will be composite after rest appended\n", | |
| "images_to_append = [Image.open(x).convert(\"RGB\") for x in images_made[1:]]\n", | |
| "composite_image.save(\"composite_of_plots.pdf\", save_all=True, append_images=images_to_append)\n", | |
| "'''\n", | |
| "# make them into single page PDF using Pillow based on https://stackoverflow.com/a/59042517/8508004\n", | |
| "from PIL import Image\n", | |
| "# get images \n", | |
| "#img1 = Image.open('image1.png')\n", | |
| "#img2 = Image.open('image2.png')\n", | |
| "#img3 = Image.open('image3.png')\n", | |
| "#img4 = Image.open('image4.png')\n", | |
| "images = [Image.open(x) for x in images_made]\n", | |
| "\n", | |
| "# get width and height\n", | |
| "#w1, h1 = img1.size\n", | |
| "#w2, h2 = img2.size\n", | |
| "#w3, h3 = img3.size\n", | |
| "#w4, h4 = img4.size\n", | |
| "images_width_height_specs = [(x.size) for x in images]\n", | |
| "\n", | |
| "# to calculate size of new image \n", | |
| "#w = max(w1, w2, w3, w4)\n", | |
| "#h = max(h1, h2, h3, h4)\n", | |
| "w_each = [x[0] for x in images_width_height_specs]\n", | |
| "w = max(w_each)\n", | |
| "h_each = [x[1] for x in images_width_height_specs]\n", | |
| "h = max(h_each)\n", | |
| "\n", | |
| "# create big empty image with place for images\n", | |
| "composite_image = Image.new('RGB', (w, h*4))\n", | |
| "\n", | |
| "# put images on new_image\n", | |
| "composite_image.paste(images[0], (0, 0))\n", | |
| "for idx,x in enumerate(images):\n", | |
| " composite_image.paste(x, (0, h*idx))\n", | |
| "#new_image.paste(img3, (0, h))\n", | |
| "#new_image.paste(img4, (w, h))\n", | |
| "\n", | |
| "# save it\n", | |
| "composite_image.save('composite_as_image.png')\n", | |
| "#composite_image.save(\"composite_of_plots.pdf\", save_all=True, append_images=images_to_append)\n", | |
| "composite_image.save(\"composite_of_plots.pdf\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "aac270c6-f8ee-4456-9815-8d8a9e54bb00", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "composite_of_plots.pdf\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "ls *.pdf" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "3e74c987-7707-4bb3-b44c-70f852da2d40", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "#DISPLAY OUTPUT PDF IN CELL HERE, based on https://stackoverflow.com/a/19470377/8508004\n", | |
| "#from wand.image import Image as WImage\n", | |
| "#img = WImage(filename='composite_of_plots.pdf')\n", | |
| "#img\n", | |
| "# Note that gave me `PolicyError: attempt to perform an operation not allowed by the security policy `PDF' @ error/constitute.c/IsCoderAuthorized/426` when I tried it in September 2024\n", | |
| "# And so I switched to using approach below to Show PDF in Jupyter" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "ac078788-c5f7-43c3-8a2f-a0d906c55770", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 700x700 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "#DISPLAY OUTPUT PDF IN CELL HERE, https://stackoverflow.com/a/77874408/8508004\n", | |
| "from PIL import Image\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import pymupdf\n", | |
| "\n", | |
| "your_path = \"composite_of_plots.pdf\"\n", | |
| "doc = pymupdf.open(your_path)\n", | |
| "MAX_PAGES = 1\n", | |
| "\n", | |
| "zoom = 2 # to increase the resolution\n", | |
| "mat = pymupdf.Matrix(zoom, zoom)\n", | |
| "\n", | |
| "for i, page in enumerate(doc):\n", | |
| " pix = page.get_pixmap(matrix=mat)\n", | |
| " img = Image.frombytes(\"RGB\", [pix.width, pix.height], pix.samples)\n", | |
| "\n", | |
| " # display images\n", | |
| " plt.figure(figsize=(7,7), facecolor=\"w\")\n", | |
| " plt.xticks(color=\"white\")\n", | |
| " plt.yticks(color=\"white\")\n", | |
| " plt.tick_params(bottom = False)\n", | |
| " plt.tick_params(left = False)\n", | |
| " plt.imshow(img)\n", | |
| " if i > MAX_PAGES - 1:\n", | |
| " break" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "eda81f6b-ab6a-4997-b9fa-0ef1067d5f06", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3 (ipykernel)", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.10.14" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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