updated ReadMe
Kilian Vos
6 years ago
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Shoreline extraction from satellite images"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"This notebook shows how to download satellite images (Landsat 5,7,8 and Sentinel-2) from Google Earth Engine and apply the shoreline detection algorithm described in *Vos K., Harley M.D., Splinter K.D., Simmons J.A., Turner I.L. (in review). Capturing intra-annual to multi-decadal shoreline variability from publicly available satellite imagery, Coastal Engineering*. "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Initial settings"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"The Python packages required to run this notebook can be installed by running the following anaconda command:\n",
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"*\"conda env create -f environment.yml\"*. This will create a new enviroment with all the relevant packages installed. You will also need to sign up for Google Earth Engine (https://earthengine.google.com and go to signup) and authenticate on the computer so that python can access via your login."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import pickle\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import warnings\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"# load modules from directory\n",
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"import SDS_download, SDS_preprocess, SDS_tools, SDS_shoreline"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Download images"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Define the region of interest, the dates and the satellite missions from which you want to download images. The image will be cropped on the Google Earth Engine server and only the region of interest will be downloaded resulting in low memory allocation (~ 1 megabyte/image for 5 km of beach)."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# define the area of interest (longitude, latitude)\n",
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"polygon = [[[151.301454, -33.700754],\n",
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" [151.311453, -33.702075], \n",
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" [151.307237, -33.739761],\n",
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" [151.294220, -33.736329],\n",
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" [151.301454, -33.700754]]]\n",
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" \n",
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"# define dates of interest\n",
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"dates = ['2017-12-01','2018-01-01']\n",
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"\n",
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"# define satellite missions ('L5' --> landsat 5 , 'S2' --> Sentinel-2)\n",
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"sat_list = ['L5', 'L7', 'L8', 'S2']\n",
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"\n",
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"# give a name to the site\n",
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"sitename = 'NARRA'\n",
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"\n",
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"# download satellite images. The cropped images are saved in a '/data' subfolder. The image information is stored\n",
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"# into 'metadata.pkl'.\n",
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"# SDS_download.get_images(sitename, polygon, dates, sat_list)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Shoreline extraction"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Performs a sub-pixel resolution shoreline detection method integrating a supervised classification component that allows to map the boundary between water and sand."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# parameters and settings\n",
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"%matplotlib qt\n",
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"settings = { \n",
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" 'sitename': sitename,\n",
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" \n",
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" # general parameters:\n",
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" 'cloud_thresh': 0.5, # threshold on maximum cloud cover\n",
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" 'output_epsg': 28356, # epsg code of the desired output spatial reference system\n",
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" \n",
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" # shoreline detection parameters:\n",
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" 'min_beach_size': 20, # minimum number of connected pixels for a beach\n",
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" 'buffer_size': 7, # radius (in pixels) of disk for buffer around sandy pixels\n",
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" 'min_length_sl': 200, # minimum length of shoreline perimeter to be kept \n",
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" 'max_dist_ref': 100 , # max distance (in meters) allowed from a reference shoreline\n",
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" \n",
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" # quality control:\n",
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" 'check_detection': True # if True, shows each shoreline detection and lets the user \n",
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" # decide which shorleines are correct and which ones are false due to\n",
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" # the presence of clouds and other artefacts. \n",
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" # If set to False, shorelines are extracted from all images.\n",
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" }\n",
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"\n",
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"# load metadata structure (contains information on the downloaded satellite images and is created\n",
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"# after all images have been successfully downloaded)\n",
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"filepath = os.path.join(os.getcwd(), 'data', settings['sitename'])\n",
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"with open(os.path.join(filepath, settings['sitename'] + '_metadata' + '.pkl'), 'rb') as f:\n",
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" metadata = pickle.load(f)\n",
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" \n",
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"# [OPTIONAL] saves .jpg files of the preprocessed images (cloud mask and pansharpening/down-sampling) \n",
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"#SDS_preprocess.preprocess_all_images(metadata, settings)\n",
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"\n",
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"# [OPTIONAL] to avoid false detections and identify obvious outliers there is the option to\n",
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"# create a reference shoreline position (manually clicking on a satellite image)\n",
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"settings['refsl'] = SDS_preprocess.get_reference_sl(metadata, settings)\n",
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"\n",
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"# extract shorelines from all images. Saves out.pkl which contains the shoreline coordinates for each date in the spatial\n",
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"# reference system specified in settings['output_epsg']. Save the output in a file called 'out.pkl'.\n",
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"out = SDS_shoreline.extract_shorelines(metadata, settings)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Plot the shorelines"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"plt.figure()\n",
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"plt.axis('equal')\n",
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"plt.xlabel('Eastings [m]')\n",
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"plt.ylabel('Northings [m]')\n",
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"plt.title('Shorelines')\n",
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"for satname in out.keys():\n",
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" if satname == 'meta':\n",
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" continue\n",
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" for i in range(len(out[satname]['shoreline'])):\n",
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" sl = out[satname]['shoreline'][i]\n",
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" date = out[satname]['timestamp'][i]\n",
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" plt.plot(sl[:,0], sl[:,1], '-', label=date.strftime('%d-%m-%Y'))\n",
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"plt.legend()"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.6.4"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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@ -0,0 +1,203 @@
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# This file may be used to create an environment using:
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# $ conda create --name <env> --file <this file>
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# platform: win-64
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@EXPLICIT
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https://conda.anaconda.org/anaconda/win-64/ca-certificates-2018.03.07-0.tar.bz2
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https://repo.continuum.io/pkgs/main/win-64/icc_rt-2017.0.4-h97af966_0.tar.bz2
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https://repo.continuum.io/pkgs/main/win-64/intel-openmp-2018.0.0-hd92c6cd_8.tar.bz2
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https://repo.anaconda.com/pkgs/free/win-64/libgdal-1.11.2-1.tar.bz2
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https://repo.continuum.io/pkgs/main/win-64/pandoc-1.19.2.1-hb2460c7_1.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/vs2015_runtime-15.5.2-3.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/winpty-0.4.3-4.tar.bz2
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https://repo.continuum.io/pkgs/main/win-64/mkl-2018.0.1-h2108138_4.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/vc-14.1-h21ff451_3.tar.bz2
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https://repo.anaconda.com/pkgs/main/win-64/bzip2-1.0.6-hfa6e2cd_5.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/expat-2.2.5-he025d50_0.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/geos-3.6.2-h9ef7328_2.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/icu-58.2-ha66f8fd_1.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/jpeg-9b-hb83a4c4_2.tar.bz2
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https://repo.continuum.io/pkgs/main/win-64/libiconv-1.15-h1df5818_7.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/libwebp-1.0.0-hfa6e2cd_1.tar.bz2
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https://repo.continuum.io/pkgs/main/win-64/nodejs-8.9.3-hd6b2f15_0.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/openssl-1.0.2p-hfa6e2cd_0.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/proj4-4.9.3-hcf24537_7.tar.bz2
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https://repo.continuum.io/pkgs/main/win-64/python-3.6.4-h6538335_1.tar.bz2
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https://repo.anaconda.com/pkgs/main/win-64/sqlite-3.24.0-h7602738_0.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/tk-8.6.8-hfa6e2cd_0.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/xerces-c-3.2.1-h27bfe9a_0.tar.bz2
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https://repo.continuum.io/pkgs/main/win-64/xz-5.2.3-h7c615d8_2.tar.bz2
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https://conda.anaconda.org/anaconda/win-64/yaml-0.1.7-hc54c509_2.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/zlib-1.2.11-h8395fce_2.tar.bz2
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||||
https://repo.anaconda.com/pkgs/main/win-64/affine-2.2.0-py36_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/alabaster-0.7.10-py36hcd07829_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/asn1crypto-0.24.0-py36_0.tar.bz2
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||||
https://repo.anaconda.com/pkgs/main/win-64/attrs-17.4.0-py36_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/backports-1.0-py36h81696a8_1.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/certifi-2018.8.24-py36_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/chardet-3.0.4-py36h420ce6e_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/click-6.7-py36hec8c647_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/cloudpickle-0.5.2-py36_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/colorama-0.3.9-py36h029ae33_0.tar.bz2
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||||
https://repo.anaconda.com/pkgs/main/win-64/cssselect-1.0.3-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/dask-core-0.17.0-py36_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/decorator-4.2.1-py36_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/docutils-0.14-py36h6012d8f_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/entrypoints-0.2.3-py36hfd66bb0_2.tar.bz2
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||||
https://repo.anaconda.com/pkgs/main/win-64/freexl-1.0.5-hfa6e2cd_0.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/hdf4-4.2.13-h712560f_2.tar.bz2
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||||
https://repo.anaconda.com/pkgs/main/win-64/hdf5-1.10.2-hac2f561_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/heapdict-1.0.0-py36_2.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/idna-2.6-py36h148d497_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/imagesize-0.7.1-py36he29f638_0.tar.bz2
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https://repo.continuum.io/pkgs/main/win-64/ipython_genutils-0.2.0-py36h3c5d0ee_0.tar.bz2
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||||
https://repo.anaconda.com/pkgs/main/win-64/jmespath-0.9.3-py36h0745840_0.tar.bz2
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||||
https://repo.anaconda.com/pkgs/main/win-64/kiwisolver-1.0.1-py36h12c3424_0.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/krb5-1.16.1-h038dc86_6.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/lazy-object-proxy-1.3.1-py36hd1c21d2_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/libboost-1.65.1-he51fdeb_4.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/libpng-1.6.34-h79bbb47_0.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/libprotobuf-3.6.0-h1a1b453_0.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/libssh2-1.8.0-hd619d38_4.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/libtiff-4.0.9-h36446d0_2.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/libxml2-2.9.8-hadb2253_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/locket-0.2.0-py36hfed976d_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/free/win-64/markdown-2.6.9-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/markupsafe-1.0-py36h0e26971_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/mccabe-0.6.1-py36hb41005a_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/mistune-0.8.3-py36_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/msgpack-python-0.5.1-py36he980bc4_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/numpy-1.14.1-py36hb69e940_2.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/olefile-0.45.1-py36_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/pandocfilters-1.4.2-py36h3ef6317_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/parso-0.1.1-py36hae3edee_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/pickleshare-0.7.4-py36h9de030f_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/psutil-5.4.3-py36hfa6e2cd_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/pycodestyle-2.3.1-py36h7cc55cd_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/pycparser-2.18-py36hd053e01_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/pyparsing-2.2.0-py36h785a196_1.tar.bz2
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||||
https://repo.anaconda.com/pkgs/main/win-64/pyshp-1.2.12-py36h9b5cf0b_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/pytz-2018.3-py36_0.tar.bz2
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||||
https://conda.anaconda.org/anaconda/win-64/pywin32-223-py36hfa6e2cd_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/pywinpty-0.5-py36h6538335_1.tar.bz2
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||||
https://conda.anaconda.org/conda-forge/win-64/pyyaml-3.12-py36_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/pyzmq-16.0.3-py36he714bf5_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/qtpy-1.3.1-py36hb8717c5_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/rope-0.10.7-py36had63a69_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/send2trash-1.4.2-py36_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/simplegeneric-0.8.1-py36_2.tar.bz2
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||||
https://repo.anaconda.com/pkgs/main/win-64/sip-4.19.8-py36h6538335_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/six-1.11.0-py36h4db2310_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/snowballstemmer-1.2.1-py36h763602f_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/sortedcontainers-1.5.9-py36_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/sphinxcontrib-1.0-py36hbbac3d2_1.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/tblib-1.3.2-py36h30f5020_0.tar.bz2
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||||
https://repo.continuum.io/pkgs/main/win-64/testpath-0.3.1-py36h2698cfe_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/toolz-0.9.0-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/tornado-4.5.3-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/typing-3.6.2-py36hb035bda_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/wcwidth-0.1.7-py36h3d5aa90_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/webencodings-0.5.1-py36h67c50ae_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/werkzeug-0.14.1-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/win_inet_pton-1.0.1-py36he67d7fd_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/wincertstore-0.2-py36h7fe50ca_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/wrapt-1.10.11-py36he5f5981_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/babel-2.5.3-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/free/win-64/backports.weakref-1.0rc1-py36_0.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/boost-cpp-1.65.1-hfa6e2cd_4.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/cffi-1.11.4-py36hfa6e2cd_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/cftime-1.0.0b1-py36h452e1ab_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/free/win-64/click-plugins-1.0.3-py36_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/free/win-64/cligj-0.4.0-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/cycler-0.10.0-py36h009560c_0.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/freetype-2.8-h51f8f2c_1.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/geotiff-1.4.2-hd5bfa41_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/free/win-64/html5lib-0.9999999-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/jedi-0.11.1-py36_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/kealib-1.4.7-hf7dd379_6.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/keyring-13.2.1-py36_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/libcurl-7.60.0-hc4dcbb0_0.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/libpq-10.5-h5fe2233_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/libspatialite-4.3.0a-h383548d_18.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/libxslt-1.1.32-hf6f1972_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/networkx-2.1-py36_0.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/openjpeg-2.3.0-h5ec785f_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/packaging-16.8-py36ha0986f6_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/partd-0.3.8-py36hc8e763b_0.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/protobuf-3.6.0-py36he025d50_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/pysocks-1.6.7-py36h698d350_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/python-dateutil-2.6.1-py36h509ddcb_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/pywavelets-0.5.2-py36hc649158_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/qt-5.9.6-vc14h62aca36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/qtawesome-0.4.4-py36h5aa48f6_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/scipy-1.0.0-py36h1260518_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/setuptools-38.4.0-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/shapely-1.6.4-py36h2a969d5_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/snuggs-1.4.1-py36hd271b8d_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/sphinxcontrib-websupport-1.0.1-py36hb5e5916_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/terminado-0.8.1-py36_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/traitlets-4.3.2-py36h096827d_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/zict-0.1.3-py36h2d8e73e_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/astroid-1.6.1-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/free/win-64/bleach-1.5.0-py36_0.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/boost-1.66.0-py36_vc14_1.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/botocore-1.10.4-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/cryptography-2.1.4-py36he1d7878_0.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/curl-7.60.0-h7602738_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/distributed-1.21.0-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/isort-4.2.15-py36h6198cc5_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/jinja2-2.10-py36h292fed1_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/jsonschema-2.6.0-py36h7636477_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/jupyter_core-4.4.0-py36h56e9d50_0.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/lxml-4.1.1-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/pandas-0.22.0-py36h6538335_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/patsy-0.5.0-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/pillow-5.0.0-py36h0738816_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/pyflakes-1.6.0-py36h0b975d6_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/pygments-2.2.0-py36hb010967_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/free/win-64/pyproj-1.9.5.1-py36_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/pyqt-5.9.2-py36h1aa27d4_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/scikit-learn-0.19.1-py36h53aea1b_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/wheel-0.30.0-py36h6c3ec14_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/bokeh-0.12.14-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/imageio-2.3.0-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/jupyter_client-5.2.2-py36_0.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/libkml-1.3.0-vc14_6.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/libnetcdf-4.6.1-h62daf8c_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/matplotlib-2.2.2-py36h153e9ff_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/nbformat-4.4.0-py36h3a5bc1b_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/pip-9.0.3-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/prompt_toolkit-1.0.15-py36h60b8f86_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/pylint-1.8.2-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/pyopenssl-17.5.0-py36h5b7d817_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/s3transfer-0.1.13-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/statsmodels-0.8.0-py36h6189b4c_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/free/win-64/tensorflow-1.2.1-py36_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/boto3-1.7.4-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/dask-0.17.0-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/ipython-6.2.1-py36h9cf0123_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/nbconvert-5.3.1-py36h8dc0fde_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/netcdf4-1.4.0-py36hbfe741f_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/urllib3-1.22-py36h276f60a_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/ipykernel-4.8.0-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/requests-2.18.4-py36h4371aae_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/scikit-image-0.13.1-py36hfa6e2cd_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/jupyter_console-5.2.0-py36h6d89b47_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/notebook-5.4.0-py36_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/owslib-0.16.0-py36_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/pyepsg-0.3.2-py36h6c744c8_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/qtconsole-4.3.1-py36h99a29a9_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/sphinx-1.6.6-py36_0.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/spyder-kernels-0.2.4-py36_0.tar.bz2
|
||||
https://repo.anaconda.com/pkgs/main/win-64/cartopy-0.16.0-py36hbd42bde_0.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/jupyter_contrib_core-0.3.3-py36_1.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/jupyterlab_launcher-0.10.3-py36_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/numpydoc-0.7.0-py36ha25429e_0.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/widgetsnbextension-3.1.0-py36_0.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/ipywidgets-7.1.1-py36_0.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/jupyter_highlight_selected_word-0.1.0-py36_0.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/jupyter_latex_envs-1.3.8.2-py36_1.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/jupyter_nbextensions_configurator-0.4.0-py36_0.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/jupyterlab-0.31.5-py36_1.tar.bz2
|
||||
https://conda.anaconda.org/anaconda/win-64/spyder-3.3.1-py36_1.tar.bz2
|
||||
https://repo.continuum.io/pkgs/main/win-64/jupyter-1.0.0-py36_4.tar.bz2
|
||||
https://conda.anaconda.org/conda-forge/win-64/jupyter_contrib_nbextensions-0.4.0-py36_0.tar.bz2
|
||||
Loading…
Reference in New Issue