{ "cells": [ { "cell_type": "markdown", "id": "15a171a6", "metadata": {}, "source": [ "[![image](https://raw.githubusercontent.com/visual-layer/visuallayer/main/imgs/vl_horizontal_logo.png)](https://www.visual-layer.com)" ] }, { "cell_type": "markdown", "id": "bb47b0bf-bda6-4a50-a7f8-b0b5ec672b4d", "metadata": {}, "source": [ "# Use fastdup to cluster heatmaps of user GPS movements\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/visual-layer/fastdup/blob/main/examples/heatmaps.ipynb)\n", "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/visual-layer/fastdup/blob/main/examples/heatmaps.ipynb)\n", "\n", "In this tutorial we learn how to cluster heatmaps, look at their labels and find anomalies in heatmaps. As an example heatmaps are generate by GPS coordinates of taxi data in NY. However there are multiple other use cases which produce heatmaps where fastdup can be used.\n" ] }, { "cell_type": "markdown", "id": "99516834-fbfe-4f82-a929-11653ae0ca86", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 29, "id": "0e0f745a-9eea-4408-a943-4f8e7b3b74d3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mDEPRECATION: Configuring installation scheme with distutils config files is deprecated and will no longer work in the near future. If you are using a Homebrew or Linuxbrew Python, please see discussion at https://github.com/Homebrew/homebrew-core/issues/76621\u001b[0m\u001b[33m\n", "\u001b[0mRequirement already satisfied: selenium in /Users/dannybickson/homebrew/lib/python3.8/site-packages (4.8.3)\n", "Requirement already satisfied: trio~=0.17 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from selenium) (0.22.0)\n", "Requirement already satisfied: certifi>=2021.10.8 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from selenium) (2022.12.7)\n", "Requirement already satisfied: trio-websocket~=0.9 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from selenium) (0.10.2)\n", "Requirement already satisfied: urllib3[socks]~=1.26 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from selenium) (1.26.15)\n", "Requirement already satisfied: attrs>=19.2.0 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from trio~=0.17->selenium) (22.2.0)\n", "Requirement already satisfied: sniffio in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from trio~=0.17->selenium) (1.3.0)\n", "Requirement already satisfied: idna in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from trio~=0.17->selenium) (3.4)\n", "Requirement already satisfied: sortedcontainers in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from trio~=0.17->selenium) (2.4.0)\n", "Requirement already satisfied: async-generator>=1.9 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from trio~=0.17->selenium) (1.10)\n", "Requirement already satisfied: outcome in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from trio~=0.17->selenium) (1.2.0)\n", "Requirement already satisfied: exceptiongroup>=1.0.0rc9 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from trio~=0.17->selenium) (1.1.1)\n", "Requirement already satisfied: wsproto>=0.14 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from trio-websocket~=0.9->selenium) (1.2.0)\n", "Requirement already satisfied: PySocks!=1.5.7,<2.0,>=1.5.6 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from urllib3[socks]~=1.26->selenium) (1.7.1)\n", "Requirement already satisfied: h11<1,>=0.9.0 in /Users/dannybickson/homebrew/lib/python3.8/site-packages (from wsproto>=0.14->trio-websocket~=0.9->selenium) (0.14.0)\n", "\u001b[33mDEPRECATION: Configuring installation scheme with distutils config files is deprecated and will no longer work in the near future. If you are using a Homebrew or Linuxbrew Python, please see discussion at https://github.com/Homebrew/homebrew-core/issues/76621\u001b[0m\u001b[33m\n", "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "#Install those two packages\n", "#pip install folium\n", "%pip install selenium" ] }, { "cell_type": "code", "execution_count": 30, "id": "c98ac6d3-32fa-490a-b1ad-35198996438d", "metadata": {}, "outputs": [], "source": [ "import folium\n", "from folium.plugins import HeatMap\n", "import random" ] }, { "cell_type": "markdown", "id": "4afe829e-9656-42d1-b7fa-4fc2e9538764", "metadata": {}, "source": [ "Download Kaggle New York's taxi fare prediction test.csv dataset from https://www.kaggle.com/competitions/new-york-city-taxi-fare-prediction/data" ] }, { "cell_type": "code", "execution_count": 32, "id": "f2d64467-a635-492c-b062-6ca408f7a65d", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "df = pd.read_csv('test.csv')" ] }, { "cell_type": "code", "execution_count": 33, "id": "c2e03576-f5ae-40a8-8136-448807fdd5e6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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keypickup_datetimepickup_longitudepickup_latitudedropoff_longitudedropoff_latitudepassenger_count
02015-01-27 13:08:24.00000022015-01-27 13:08:24 UTC-73.97332040.763805-73.98143040.7438351
12015-01-27 13:08:24.00000032015-01-27 13:08:24 UTC-73.98686240.719383-73.99888640.7392011
22011-10-08 11:53:44.00000022011-10-08 11:53:44 UTC-73.98252440.751260-73.97965440.7461391
32012-12-01 21:12:12.00000022012-12-01 21:12:12 UTC-73.98116040.767807-73.99044840.7516351
42012-12-01 21:12:12.00000032012-12-01 21:12:12 UTC-73.96604640.789775-73.98856540.7444271
\n", "
" ], "text/plain": [ " key pickup_datetime pickup_longitude \\\n", "0 2015-01-27 13:08:24.0000002 2015-01-27 13:08:24 UTC -73.973320 \n", "1 2015-01-27 13:08:24.0000003 2015-01-27 13:08:24 UTC -73.986862 \n", "2 2011-10-08 11:53:44.0000002 2011-10-08 11:53:44 UTC -73.982524 \n", "3 2012-12-01 21:12:12.0000002 2012-12-01 21:12:12 UTC -73.981160 \n", "4 2012-12-01 21:12:12.0000003 2012-12-01 21:12:12 UTC -73.966046 \n", "\n", " pickup_latitude dropoff_longitude dropoff_latitude passenger_count \n", "0 40.763805 -73.981430 40.743835 1 \n", "1 40.719383 -73.998886 40.739201 1 \n", "2 40.751260 -73.979654 40.746139 1 \n", "3 40.767807 -73.990448 40.751635 1 \n", "4 40.789775 -73.988565 40.744427 1 " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 8, "id": "467d46c6-f3df-4d9b-b255-7cac529fa469", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9914" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df)" ] }, { "cell_type": "code", "execution_count": 9, "id": "7cb4edbe-7ffb-4318-aa78-ee77af36801b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/dannybickson/Documents/image_captioning\n" ] } ], "source": [ "pwd=!pwd\n", "pwd=pwd[0]\n", "print(pwd)" ] }, { "cell_type": "markdown", "id": "42fb2ec6-c80a-418b-8905-fb4cf262fa1a", "metadata": {}, "source": [ "## Generate similated data of two types: either real taxi GPS coordinates or random noise." ] }, { "cell_type": "code", "execution_count": 22, "id": "abfe3dfc-2b0d-444c-8025-394b0c25485b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [03:03<00:00, 1.84s/it]\n" ] } ], "source": [ "import folium\n", "from folium.plugins import HeatMap\n", "import random\n", "from tqdm import tqdm\n", "import numpy as np\n", "\n", "# Generate some random GPS coordinates for people moving around\n", "coordinates = df[[ 'pickup_longitude','pickup_latitude']].to_numpy()\n", "drop_coordinates = df[[ 'dropoff_longitude','dropoff_latitude']].to_numpy()\n", "\n", "# Define the range of the number of points to sample\n", "min_n_points = 70\n", "max_n_points = 100\n", "\n", "# Define the number of times to repeat the process\n", "n_repeats = 100\n", "!rm -fr heatmaps\n", "!mkdir -p heatmaps\n", "labels = []\n", "filenames = []\n", "\n", "for i in tqdm(range(n_repeats)):\n", " \n", " # Choose a random number of points to sample\n", " n_points = random.randint(min_n_points, max_n_points)\n", " # Sample n_points from the coordinates\n", " \n", " \n", " if i % 2 == 0:\n", " sampled_coordinates = random.sample(list(coordinates), n_points)\n", " label = \"pickup\"\n", " else:\n", " sampled_coordinates = random.sample(list(drop_coordinates), n_points)\n", " label = \"dropoff\"\n", " \n", " \n", " if i % 10 == 0:\n", " sampled_coordinates = np.array(sampled_coordinates) # Convert back to 2xn numpy matrix\n", "\n", " # Modify longitude values with Gaussian noise\n", " mean_lon = np.mean(sampled_coordinates[:, 1]) # Mean longitude value\n", " std_dev = 0.0 # Standard deviation of Gaussian noise\n", " gaussian_noise = np.random.normal(0, std_dev, len(sampled_coordinates)) # Generate Gaussian noise\n", " sampled_coordinates[:, 1] = mean_lon + gaussian_noise # Modify longitude values\n", " sampled_coordinates = list(sampled_coordinates)\n", " label = \"noise\"\n", "\n", " # Create a unique filename for the map\n", " filename = f\"heatmaps/map_{i}.png\"\n", " \n", " # Create a folium map centered at the first coordinate in the sampled points\n", " m = folium.Map(location=sampled_coordinates[0], zoom_start=12)\n", "\n", " # Add a heatmap layer for the sampled GPS coordinates\n", " HeatMap(sampled_coordinates).add_to(m)\n", "\n", " # Save the folium map as an HTML file\n", " #m.save(filename)\n", " #m.screenshot(filename)\n", " \n", " m.save('map.html')\n", " labels.append(label)\n", " filenames.append(filename)\n", "\n", " # Use selenium and chromedriver to take a screenshot of the HTML file and save it as a PNG image\n", " from selenium import webdriver\n", " from selenium.webdriver.chrome.options import Options\n", "\n", " options = Options()\n", " options.add_argument('--headless')\n", " driver = webdriver.Chrome(options=options)\n", " driver.get('file://' + pwd + '/map.html')\n", " driver.save_screenshot(filename)\n", " driver.quit()" ] }, { "cell_type": "markdown", "id": "578fc8ae-3c19-43b4-a266-57f039b8a292", "metadata": {}, "source": [ "## Now look a the generated heatmaps" ] }, { "cell_type": "code", "execution_count": 42, "id": "16ca68c7-3bf9-4970-a5a3-ddb5385c83dd", "metadata": {}, "outputs": [], "source": [ "files=!find heatmaps -name '*.png'" ] }, { "cell_type": "code", "execution_count": 45, "id": "304c6cb9-4153-4242-a9f0-746ec6c1ad34", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import fastdup\n", "ret = fastdup.generate_sprite_image(files, 48, \".\")[0]\n", "from IPython.display import Image\n", "Image(filename=ret)\n", "\n" ] }, { "cell_type": "markdown", "id": "67213b0d-0270-42d2-9cdc-02d77547e897", "metadata": {}, "source": [ "# Build fastdup model to cluster heatmaps together" ] }, { "cell_type": "code", "execution_count": 23, "id": "4868a9dd-f120-4b77-adc8-a91fe4d28875", "metadata": {}, "outputs": [], "source": [ "import fastdup\n", "fd = fastdup.create(input_dir='heatmaps', work_dir='heat_out')" ] }, { "cell_type": "code", "execution_count": 24, "id": "91d0b181-ea27-4562-bb5e-74bebd381736", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FastDup Software, (C) copyright 2022 Dr. Amir Alush and Dr. Danny Bickson.\n", "\n", " ########################################################################################\n", "\n", "Dataset Analysis Summary: \n", "\n", " Dataset contains 100 images\n", " Valid images are 100.00% (100) of the data, invalid are 0.00% (0) of the data\n", " Similarity: 37.00% (37) belong to 9 similarity clusters (components).\n", " 63.00% (63) images do not belong to any similarity cluster.\n", " Largest cluster has 32 (32.00%) images.\n", " For a detailed analysis, use `.connected_components()`\n", "(similarity threshold used is 0.9, connected component threshold used is 0.94).\n", "\n", " Outliers: 7.00% (7) of images are possible outliers, and fall in the bottom 5.00% of similarity values.\n", " For a detailed list of outliers, use `.outliers()`.\n" ] } ], "source": [ "fd.run(overwrite=True, cc_threshold=0.94)" ] }, { "cell_type": "markdown", "id": "584fd66b-6c30-4351-80cb-73937936f10a", "metadata": {}, "source": [ "## Plot heatmaps together" ] }, { "cell_type": "code", "execution_count": 26, "id": "7ae666a0-dc10-4efc-9dc4-d6e0e1ebe306", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 15/15 [00:02<00:00, 5.75it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Finished OK. Components are stored as image files heat_out/galleries/components_[index].jpg\n", "Stored components visual view in heat_out/galleries/components.html\n", "Execution time in seconds 2.7\n" ] }, { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " Components Report\n", " \n", " \n", "\n", "\n", "\n", "
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Components Report

Showing groups of similar images

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Info
component1
num_images16
mean_distance0.9463
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Label
dropoff10
pickup6
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Info
component2
num_images13
mean_distance0.9651
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Label
dropoff11
pickup2
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Info
component3
num_images8
mean_distance0.9471
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Label
pickup6
dropoff2
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Info
component6
num_images8
mean_distance0.9494
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Label
dropoff6
pickup2
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Info
component10
num_images6
mean_distance0.9521
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Label
dropoff3
pickup3
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Info
component0
num_images5
mean_distance0.9668
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Label
noise5
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Info
component11
num_images3
mean_distance0.9427
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Label
pickup2
dropoff1
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Info
component4
num_images2
mean_distance0.971
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Label
pickup2
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Info
component12
num_images2
mean_distance0.9729
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Label
dropoff2
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Info
component13
num_images2
mean_distance0.9554
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Label
dropoff1
pickup1
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Info
component18
num_images2
mean_distance0.9657
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Label
pickup2
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Info
component20
num_images2
mean_distance0.951
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Label
pickup2
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Info
component22
num_images2
mean_distance0.9631
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Label
noise2
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Info
component27
num_images2
mean_distance0.9804
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Label
dropoff1
pickup1
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Info
component32
num_images2
mean_distance0.9497
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Label
dropoff1
pickup1
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\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cdf = fastdup.find_top_components('heat_out')\n", "labels_df = pd.DataFrame({'filename':filenames, 'label':labels})\n", "label_dict = pd.Series(labels_df.label.values,index=labels_df.filename).to_dict()\n", "cdf['label'] = cdf['files'].apply(lambda x: [label_dict[y] for y in x])\n", "fd.vis.component_gallery(load_crops=False, sort_by='comp_size', external_df=cdf, label_col='label', ascending=True)\n" ] }, { "cell_type": "markdown", "id": "b9a3db64-a050-4f50-afe2-e229d1698670", "metadata": {}, "source": [ "## Analyze outliers" ] }, { "cell_type": "code", "execution_count": 27, "id": "109754c3-c21c-4413-bb71-70ad95d1412c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 7/7 [00:00<00:00, 7336.36it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Stored outliers visual view in heat_out/galleries/outliers.html\n" ] }, { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " Outliers Report\n", " \n", " \n", "\n", "\n", "\n", "
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Outliers Report

Showing image outliers, one per row

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Info
Distance0.868424
Path/map_73.png
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Info
Distance0.875606
Path/map_2.png
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Info
Distance0.889466
Path/map_64.png
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Info
Distance0.90339
Path/map_81.png
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Info
Distance0.903729
Path/map_80.png
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Info
Distance0.925763
Path/map_53.png
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Info
Distance0.927949
Path/map_30.png
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\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fd.vis.outliers_gallery()" ] }, { "cell_type": "markdown", "id": "e7619ca2-3253-43c3-9af0-80b4fc9cbf35", "metadata": {}, "source": [ "## Wrap Up\n", "\n", "Next, feel free to check out other tutorials -\n", "\n", "+ ⚡ [**Quickstart**](https://nbviewer.org/github/visual-layer/fastdup/blob/main/examples/quick-dataset-analysis.ipynb): Learn how to install fastdup, load a dataset and analyze it for potential issues such as duplicates/near-duplicates, broken images, outliers, dark/bright/blurry images, and view visually similar image clusters. If you're new, start here!\n", "+ 🧹 [**Clean Image Folder**](https://nbviewer.org/github/visual-layer/fastdup/blob/main/examples/cleaning-image-dataset.ipynb): Learn how to analyze and clean a folder of images from potential issues and export a list of problematic files for further action. If you have an unorganized folder of images, this is a good place to start.\n", "+ 🖼 [**Analyze Image Classification Dataset**](https://nbviewer.org/github/visual-layer/fastdup/blob/main/examples/analyzing-image-classification-dataset.ipynb): Learn how to load a labeled image classification dataset and analyze for potential issues. If you have labeled ImageNet-style folder structure, have a go!\n", "+ 🎁 [**Analyze Object Detection Dataset**](https://nbviewer.org/github/visual-layer/fastdup/blob/main/examples/analyzing-object-detection-dataset.ipynb): Learn how to load bounding box annotations for object detection and analyze for potential issues. If you have a COCO-style labeled object detection dataset, give this example a try. " ] }, { "cell_type": "markdown", "id": "24abd08b", "metadata": {}, "source": [ "\n", "## VL Profiler\n", "If you prefer a no-code platform to inspect and visualize your dataset, [**try our free cloud product VL Profiler**](https://app.visual-layer.com) - VL Profiler is our first no-code commercial product that lets you visualize and inspect your dataset in your browser. \n", "\n", "[Sign up](https://app.visual-layer.com) now, it's free.\n", "\n", "[![image](https://raw.githubusercontent.com/visual-layer/fastdup/main/gallery/vl_profiler_promo.svg)](https://app.visual-layer.com)\n", "\n", "As usual, feedback is welcome! \n", "\n", "Questions? Drop by our [Slack channel](https://visualdatabase.slack.com/join/shared_invite/zt-19jaydbjn-lNDEDkgvSI1QwbTXSY6dlA#/shared-invite/email) or open an issue on [GitHub](https://github.com/visual-layer/fastdup/issues)." ] }, { "cell_type": "markdown", "id": "8f706960", "metadata": {}, "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": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 5 }