# Notebook from Adka28/Segmenting-and-Clustering
Path: Segmenting and Clustering Neighborhoods in Toronto_3.ipynb

# Analysis of Neighborhoods in the city of Toronto_____no_output_____#### Analysis provides complete view on the geographic distribution of the Neighborhoods divided by the coordinates system.
_____no_output_____Technical design of the project includes these parts:

1. Web scraping for obtain postal codes of each Neighborhood in the city of Toronto
2. Preparation and cleaning data
3. Get longitude and latitude of each Neighborhood
4. Segmentation and clustering with K-Means algorithm
5. Creating a map of Toronto with clustered and colorized Neighborhoods _____no_output_____### 1. Web scraping for obtain postal codes of each Neighborhood in the city of Toronto_____no_output_____

# libraries to handel scraping, requests, data analysis, data vectorizing and random number generation

!pip install bs4
from bs4 import BeautifulSoup
import requests
import pandas as pd
import numpy as np
import random
from sklearn.cluster import KMeans

print('Libraries imported.')/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/secretstorage/dhcrypto.py:16: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
  from cryptography.utils import int_from_bytes
/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/secretstorage/util.py:25: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
  from cryptography.utils import int_from_bytes
Requirement already satisfied: bs4 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (0.0.1)
Requirement already satisfied: beautifulsoup4 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from bs4) (4.9.1)
Requirement already satisfied: soupsieve>1.2 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from beautifulsoup4->bs4) (2.0.1)
Libraries imported.
# Retreiving the URL and creating a Beautiful soup object**
wikiscrap = requests.get('https://en.wikipedia.org/wiki/List_of_postal_codes_of_Canada:_M').text
soup = BeautifulSoup(wikiscrap,'lxml')
print(soup.title)<title>List of postal codes of Canada: M - Wikipedia</title>
# Creating a list, finding table, creating dictionary with PostalCode, Borough and Neighborhood
# Postal code need to contain upto 3 characters, next split ,strip and replace functions,then append to the list and print it

tabToronto = []
tableToronto = soup.find('table')

for row in tableToronto.findAll('td'):
    cell = {}
    if row.span.text == 'Not assigned':
        pass
    else:
        cell['PostalCode'] = row.p.text[:3]
        cell['Borough'] = (row.span.text).split('(')[0]
        cell['Neighborhood'] = (((((row.span.text).split('(')[1]).strip(')')).replace(' /',',')).replace(')',' ')).strip(' ')
        tabToronto.append(cell)

print(tabToronto)[{'PostalCode': 'M3A', 'Borough': 'North York', 'Neighborhood': 'Parkwoods'}, {'PostalCode': 'M4A', 'Borough': 'North York', 'Neighborhood': 'Victoria Village'}, {'PostalCode': 'M5A', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Regent Park, Harbourfront'}, {'PostalCode': 'M6A', 'Borough': 'North York', 'Neighborhood': 'Lawrence Manor, Lawrence Heights'}, {'PostalCode': 'M7A', 'Borough': "Queen's Park", 'Neighborhood': 'Ontario Provincial Government'}, {'PostalCode': 'M9A', 'Borough': 'Etobicoke', 'Neighborhood': 'Islington Avenue'}, {'PostalCode': 'M1B', 'Borough': 'Scarborough', 'Neighborhood': 'Malvern, Rouge'}, {'PostalCode': 'M3B', 'Borough': 'North York', 'Neighborhood': 'Don Mills North'}, {'PostalCode': 'M4B', 'Borough': 'East York', 'Neighborhood': 'Parkview Hill, Woodbine Gardens'}, {'PostalCode': 'M5B', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Garden District, Ryerson'}, {'PostalCode': 'M6B', 'Borough': 'North York', 'Neighborhood': 'Glencairn'}, {'PostalCode': 'M9B', 'Borough': 'Etobicoke', 'Neighborhood': 'West Deane Park, Princess Gardens, Martin Grove, Islington, Cloverdale'}, {'PostalCode': 'M1C', 'Borough': 'Scarborough', 'Neighborhood': 'Rouge Hill, Port Union, Highland Creek'}, {'PostalCode': 'M3C', 'Borough': 'North York', 'Neighborhood': 'Don Mills South'}, {'PostalCode': 'M4C', 'Borough': 'East York', 'Neighborhood': 'Woodbine Heights'}, {'PostalCode': 'M5C', 'Borough': 'Downtown Toronto', 'Neighborhood': 'St. James Town'}, {'PostalCode': 'M6C', 'Borough': 'York', 'Neighborhood': 'Humewood-Cedarvale'}, {'PostalCode': 'M9C', 'Borough': 'Etobicoke', 'Neighborhood': 'Eringate, Bloordale Gardens, Old Burnhamthorpe, Markland Wood'}, {'PostalCode': 'M1E', 'Borough': 'Scarborough', 'Neighborhood': 'Guildwood, Morningside, West Hill'}, {'PostalCode': 'M4E', 'Borough': 'East Toronto', 'Neighborhood': 'The Beaches'}, {'PostalCode': 'M5E', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Berczy Park'}, {'PostalCode': 'M6E', 'Borough': 'York', 'Neighborhood': 'Caledonia-Fairbanks'}, {'PostalCode': 'M1G', 'Borough': 'Scarborough', 'Neighborhood': 'Woburn'}, {'PostalCode': 'M4G', 'Borough': 'East York', 'Neighborhood': 'Leaside'}, {'PostalCode': 'M5G', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Central Bay Street'}, {'PostalCode': 'M6G', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Christie'}, {'PostalCode': 'M1H', 'Borough': 'Scarborough', 'Neighborhood': 'Cedarbrae'}, {'PostalCode': 'M2H', 'Borough': 'North York', 'Neighborhood': 'Hillcrest Village'}, {'PostalCode': 'M3H', 'Borough': 'North York', 'Neighborhood': 'Bathurst Manor, Wilson Heights, Downsview North'}, {'PostalCode': 'M4H', 'Borough': 'East York', 'Neighborhood': 'Thorncliffe Park'}, {'PostalCode': 'M5H', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Richmond, Adelaide, King'}, {'PostalCode': 'M6H', 'Borough': 'West Toronto', 'Neighborhood': 'Dufferin, Dovercourt Village'}, {'PostalCode': 'M1J', 'Borough': 'Scarborough', 'Neighborhood': 'Scarborough Village'}, {'PostalCode': 'M2J', 'Borough': 'North York', 'Neighborhood': 'Fairview, Henry Farm, Oriole'}, {'PostalCode': 'M3J', 'Borough': 'North York', 'Neighborhood': 'Northwood Park, York University'}, {'PostalCode': 'M4J', 'Borough': 'East YorkEast Toronto', 'Neighborhood': 'The Danforth  East'}, {'PostalCode': 'M5J', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Harbourfront East, Union Station, Toronto Islands'}, {'PostalCode': 'M6J', 'Borough': 'West Toronto', 'Neighborhood': 'Little Portugal, Trinity'}, {'PostalCode': 'M1K', 'Borough': 'Scarborough', 'Neighborhood': 'Kennedy Park, Ionview, East Birchmount Park'}, {'PostalCode': 'M2K', 'Borough': 'North York', 'Neighborhood': 'Bayview Village'}, {'PostalCode': 'M3K', 'Borough': 'North York', 'Neighborhood': 'Downsview East'}, {'PostalCode': 'M4K', 'Borough': 'East Toronto', 'Neighborhood': 'The Danforth West, Riverdale'}, {'PostalCode': 'M5K', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Toronto Dominion Centre, Design Exchange'}, {'PostalCode': 'M6K', 'Borough': 'West Toronto', 'Neighborhood': 'Brockton, Parkdale Village, Exhibition Place'}, {'PostalCode': 'M1L', 'Borough': 'Scarborough', 'Neighborhood': 'Golden Mile, Clairlea, Oakridge'}, {'PostalCode': 'M2L', 'Borough': 'North York', 'Neighborhood': 'York Mills, Silver Hills'}, {'PostalCode': 'M3L', 'Borough': 'North York', 'Neighborhood': 'Downsview West'}, {'PostalCode': 'M4L', 'Borough': 'East Toronto', 'Neighborhood': 'India Bazaar, The Beaches West'}, {'PostalCode': 'M5L', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Commerce Court, Victoria Hotel'}, {'PostalCode': 'M6L', 'Borough': 'North York', 'Neighborhood': 'North Park, Maple Leaf Park, Upwood Park'}, {'PostalCode': 'M9L', 'Borough': 'North York', 'Neighborhood': 'Humber Summit'}, {'PostalCode': 'M1M', 'Borough': 'Scarborough', 'Neighborhood': 'Cliffside, Cliffcrest, Scarborough Village West'}, {'PostalCode': 'M2M', 'Borough': 'North York', 'Neighborhood': 'Willowdale, Newtonbrook'}, {'PostalCode': 'M3M', 'Borough': 'North York', 'Neighborhood': 'Downsview Central'}, {'PostalCode': 'M4M', 'Borough': 'East Toronto', 'Neighborhood': 'Studio District'}, {'PostalCode': 'M5M', 'Borough': 'North York', 'Neighborhood': 'Bedford Park, Lawrence Manor East'}, {'PostalCode': 'M6M', 'Borough': 'York', 'Neighborhood': 'Del Ray, Mount Dennis, Keelsdale and Silverthorn'}, {'PostalCode': 'M9M', 'Borough': 'North York', 'Neighborhood': 'Humberlea, Emery'}, {'PostalCode': 'M1N', 'Borough': 'Scarborough', 'Neighborhood': 'Birch Cliff, Cliffside West'}, {'PostalCode': 'M2N', 'Borough': 'North York', 'Neighborhood': 'Willowdale South'}, {'PostalCode': 'M3N', 'Borough': 'North York', 'Neighborhood': 'Downsview Northwest'}, {'PostalCode': 'M4N', 'Borough': 'Central Toronto', 'Neighborhood': 'Lawrence Park'}, {'PostalCode': 'M5N', 'Borough': 'Central Toronto', 'Neighborhood': 'Roselawn'}, {'PostalCode': 'M6N', 'Borough': 'York', 'Neighborhood': 'Runnymede, The Junction North'}, {'PostalCode': 'M9N', 'Borough': 'York', 'Neighborhood': 'Weston'}, {'PostalCode': 'M1P', 'Borough': 'Scarborough', 'Neighborhood': 'Dorset Park, Wexford Heights, Scarborough Town Centre'}, {'PostalCode': 'M2P', 'Borough': 'North York', 'Neighborhood': 'York Mills West'}, {'PostalCode': 'M4P', 'Borough': 'Central Toronto', 'Neighborhood': 'Davisville North'}, {'PostalCode': 'M5P', 'Borough': 'Central Toronto', 'Neighborhood': 'Forest Hill North & West'}, {'PostalCode': 'M6P', 'Borough': 'West Toronto', 'Neighborhood': 'High Park, The Junction South'}, {'PostalCode': 'M9P', 'Borough': 'Etobicoke', 'Neighborhood': 'Westmount'}, {'PostalCode': 'M1R', 'Borough': 'Scarborough', 'Neighborhood': 'Wexford, Maryvale'}, {'PostalCode': 'M2R', 'Borough': 'North York', 'Neighborhood': 'Willowdale West'}, {'PostalCode': 'M4R', 'Borough': 'Central Toronto', 'Neighborhood': 'North Toronto West'}, {'PostalCode': 'M5R', 'Borough': 'Central Toronto', 'Neighborhood': 'The Annex, North Midtown, Yorkville'}, {'PostalCode': 'M6R', 'Borough': 'West Toronto', 'Neighborhood': 'Parkdale, Roncesvalles'}, {'PostalCode': 'M7R', 'Borough': 'MississaugaCanada Post Gateway Processing Centre', 'Neighborhood': 'Enclave of L4W'}, {'PostalCode': 'M9R', 'Borough': 'Etobicoke', 'Neighborhood': 'Kingsview Village, St. Phillips, Martin Grove Gardens, Richview Gardens'}, {'PostalCode': 'M1S', 'Borough': 'Scarborough', 'Neighborhood': 'Agincourt'}, {'PostalCode': 'M4S', 'Borough': 'Central Toronto', 'Neighborhood': 'Davisville'}, {'PostalCode': 'M5S', 'Borough': 'Downtown Toronto', 'Neighborhood': 'University of Toronto, Harbord'}, {'PostalCode': 'M6S', 'Borough': 'West Toronto', 'Neighborhood': 'Runnymede, Swansea'}, {'PostalCode': 'M1T', 'Borough': 'Scarborough', 'Neighborhood': "Clarks Corners, Tam O'Shanter, Sullivan"}, {'PostalCode': 'M4T', 'Borough': 'Central Toronto', 'Neighborhood': 'Moore Park, Summerhill East'}, {'PostalCode': 'M5T', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Kensington Market, Chinatown, Grange Park'}, {'PostalCode': 'M1V', 'Borough': 'Scarborough', 'Neighborhood': "Milliken, Agincourt North, Steeles East, L'Amoreaux East"}, {'PostalCode': 'M4V', 'Borough': 'Central Toronto', 'Neighborhood': 'Summerhill West, Rathnelly, South Hill, Forest Hill SE, Deer Park'}, {'PostalCode': 'M5V', 'Borough': 'Downtown Toronto', 'Neighborhood': 'CN Tower, King and Spadina, Railway Lands, Harbourfront West, Bathurst Quay, South Niagara, Island airport'}, {'PostalCode': 'M8V', 'Borough': 'Etobicoke', 'Neighborhood': 'New Toronto, Mimico South, Humber Bay Shores'}, {'PostalCode': 'M9V', 'Borough': 'Etobicoke', 'Neighborhood': 'South Steeles, Silverstone, Humbergate, Jamestown, Mount Olive, Beaumond Heights, Thistletown, Albion Gardens'}, {'PostalCode': 'M1W', 'Borough': 'Scarborough', 'Neighborhood': "Steeles West, L'Amoreaux West"}, {'PostalCode': 'M4W', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Rosedale'}, {'PostalCode': 'M5W', 'Borough': 'Downtown TorontoStn A PO Boxes25 The Esplanade', 'Neighborhood': 'Enclave of M5E'}, {'PostalCode': 'M8W', 'Borough': 'Etobicoke', 'Neighborhood': 'Alderwood, Long Branch'}, {'PostalCode': 'M9W', 'Borough': 'EtobicokeNorthwest', 'Neighborhood': 'Clairville, Humberwood, Woodbine Downs, West Humber, Kipling Heights, Rexdale, Elms, Tandridge, Old Rexdale'}, {'PostalCode': 'M1X', 'Borough': 'Scarborough', 'Neighborhood': 'Upper Rouge'}, {'PostalCode': 'M4X', 'Borough': 'Downtown Toronto', 'Neighborhood': 'St. James Town, Cabbagetown'}, {'PostalCode': 'M5X', 'Borough': 'Downtown Toronto', 'Neighborhood': 'First Canadian Place, Underground city'}, {'PostalCode': 'M8X', 'Borough': 'Etobicoke', 'Neighborhood': 'The Kingsway, Montgomery Road, Old Mill North'}, {'PostalCode': 'M4Y', 'Borough': 'Downtown Toronto', 'Neighborhood': 'Church and Wellesley'}, {'PostalCode': 'M7Y', 'Borough': 'East TorontoBusiness reply mail Processing Centre969 Eastern', 'Neighborhood': 'Enclave of M4L'}, {'PostalCode': 'M8Y', 'Borough': 'Etobicoke', 'Neighborhood': "Old Mill South, King's Mill Park, Sunnylea, Humber Bay, Mimico NE, The Queensway East, Royal York South East, Kingsway Park South East"}, {'PostalCode': 'M8Z', 'Borough': 'Etobicoke', 'Neighborhood': 'Mimico NW, The Queensway West, South of Bloor, Kingsway Park South West, Royal York South West'}]

### 2. Preparation and cleaning data_____no_output_____

# Create dataframe
dfToronto = pd.DataFrame(tabToronto)
dfToronto _____no_output_____# Replace names of same Boroughs with shorter names
dfToronto['Borough']=dfToronto['Borough'].replace({'Downtown TorontoStn A PO Boxes25 The Esplanade':'Downtown Toronto Stn A',
                                     'East TorontoBusiness reply mail Processing Centre969 Eastern':'East Toronto Business',
                                     'East YorkEast Toronto':'East York','MississaugaCanada Post Gateway Processing Centre':'Mississauga'})
dfToronto_____no_output_____# Shape of data frame
dfToronto.shape_____no_output_____

### 3. Get longitude and latitude of each Neighborhood _____no_output_____

# Get the coordinates(latitude and longitude) for each neighbourhood
dfcoord = pd.read_csv('https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/IBMDeveloperSkillsNetwork-DS0701EN-SkillsNetwork/labs_v1/Geospatial_Coordinates.csv')
dfcoord.head(10)_____no_output_____# Shape of data frame coord
dfcoord.shape_____no_output_____# Rename columns in dfcoord and merging dataframes
dfcoord.rename(columns = {'Postal Code':'PostalCode'},inplace = True)
dfToronto_coord = pd.merge(dfToronto,dfcoord,on = 'PostalCode')
dfToronto_coord.head(10)_____no_output_____# Shape of data frame coord
dfToronto_coord.shape_____no_output_____

### 4. Segmentation and clustering with K-Means algorithm _____no_output_____Create data frame with all rows which contain Toronto in their Borough._____no_output_____

dfBoroughToronto = dfToronto_coord[dfToronto_coord['Borough'].str.contains('Toronto')]
dfBoroughToronto_____no_output_____# libraries for clustering and visualization

!pip install geocoder
!conda install -c conda-forge folium=0.5.0 --yes

import geocoder
import folium
import matplotlib.pyplot as plt
from matplotlib import cm
from matplotlib.colors import ListedColormap, LinearSegmentedColormap

print('Folium installed')
print('Libraries imported.')/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/secretstorage/dhcrypto.py:16: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
  from cryptography.utils import int_from_bytes
/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/secretstorage/util.py:25: CryptographyDeprecationWarning: int_from_bytes is deprecated, use int.from_bytes instead
  from cryptography.utils import int_from_bytes
Collecting geocoder
  Downloading geocoder-1.38.1-py2.py3-none-any.whl (98 kB)
     |████████████████████████████████| 98 kB 8.5 MB/s  eta 0:00:01
Requirement already satisfied: click in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from geocoder) (7.1.2)
Requirement already satisfied: six in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from geocoder) (1.15.0)
Requirement already satisfied: requests in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from geocoder) (2.24.0)
Requirement already satisfied: future in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from geocoder) (0.18.2)
Collecting ratelim
  Downloading ratelim-0.1.6-py2.py3-none-any.whl (4.0 kB)
Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from requests->geocoder) (2020.12.5)
Requirement already satisfied: chardet<4,>=3.0.2 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from requests->geocoder) (3.0.4)
Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from requests->geocoder) (1.25.9)
Requirement already satisfied: idna<3,>=2.5 in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from requests->geocoder) (2.9)
Requirement already satisfied: decorator in /opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages (from ratelim->geocoder) (4.4.2)
Installing collected packages: ratelim, geocoder
Successfully installed geocoder-1.38.1 ratelim-0.1.6
Collecting package metadata (current_repodata.json): done
Solving environment: failed with initial frozen solve. Retrying with flexible solve.
Collecting package metadata (repodata.json): done
Solving environment: failed with initial frozen solve. Retrying with flexible solve.
Solving environment: done

## Package Plan ##

  environment location: /opt/conda/envs/Python-3.7-main

  added / updated specs:
    - folium=0.5.0

The following packages will be downloaded:

    package                    |            build
    ---------------------------|-----------------
    _libgcc_mutex-0.1          |      conda_forge           3 KB  conda-forge
    _openmp_mutex-4.5          |           1_llvm           5 KB  conda-forge
    _py-xgboost-mutex-2.0      |            cpu_0           8 KB  conda-forge
    _pytorch_select-0.2        |            gpu_0           2 KB
    absl-py-0.12.0             |     pyhd8ed1ab_0          96 KB  conda-forge
    aiohttp-3.7.4              |   py37h5e8e339_0         632 KB  conda-forge
    alsa-lib-1.2.3             |       h516909a_0         560 KB  conda-forge
    altair-4.1.0               |             py_1         614 KB  conda-forge
    appdirs-1.4.4              |     pyh9f0ad1d_0          13 KB  conda-forge
    argon2-cffi-20.1.0         |   py37h5e8e339_2          47 KB  conda-forge
    astor-0.8.1                |     pyh9f0ad1d_0          25 KB  conda-forge
    astropy-4.2.1              |   py37h5e8e339_0         7.5 MB  conda-forge
    async-timeout-3.0.1        |          py_1000          11 KB  conda-forge
    async_generator-1.10       |             py_0          18 KB  conda-forge
    attrs-20.3.0               |     pyhd3deb0d_0          41 KB  conda-forge
    backcall-0.2.0             |     pyh9f0ad1d_0          13 KB  conda-forge
    backports-1.0              |             py_2           4 KB  conda-forge
    backports.functools_lru_cache-1.6.4|     pyhd8ed1ab_0           9 KB  conda-forge
    beautifulsoup4-4.9.3       |     pyhb0f4dca_0          86 KB  conda-forge
    biopython-1.78             |   py37h5e8e339_2         2.6 MB  conda-forge
    blas-1.0                   |              mkl           1 KB  conda-forge
    bleach-3.3.0               |     pyh44b312d_0         111 KB  conda-forge
    blinker-1.4                |             py_1          13 KB  conda-forge
    blosc-1.21.0               |       h9c3ff4c_0         841 KB  conda-forge
    bokeh-2.3.1                |   py37h89c1867_0         8.2 MB  conda-forge
    boto3-1.17.57              |     pyhd8ed1ab_0          70 KB  conda-forge
    botocore-1.20.57           |     pyhd8ed1ab_0         4.6 MB  conda-forge
    branca-0.4.2               |     pyhd8ed1ab_0          26 KB  conda-forge
    brotli-1.0.9               |       h9c3ff4c_4         389 KB  conda-forge
    brotlipy-0.7.0             |py37h5e8e339_1001         341 KB  conda-forge
    brunsli-0.1                |       h9c3ff4c_0         200 KB  conda-forge
    bzip2-1.0.8                |       h7f98852_4         484 KB  conda-forge
    c-ares-1.17.1              |       h7f98852_1         109 KB  conda-forge
    ca-certificates-2020.12.5  |       ha878542_0         137 KB  conda-forge
    cached-property-1.5.2      |       hd8ed1ab_1           4 KB  conda-forge
    cached_property-1.5.2      |     pyha770c72_1          11 KB  conda-forge
    cachetools-4.2.1           |     pyhd8ed1ab_0          13 KB  conda-forge
    certifi-2020.12.5          |   py37h89c1867_1         143 KB  conda-forge
    cffi-1.14.5                |   py37hc58025e_0         225 KB  conda-forge
    chardet-4.0.0              |   py37h89c1867_1         204 KB  conda-forge
    charls-2.2.0               |       h9c3ff4c_0         138 KB  conda-forge
    click-7.1.2                |     pyh9f0ad1d_0          64 KB  conda-forge
    cloudpickle-1.6.0          |             py_0          22 KB  conda-forge
    cryptography-3.4.7         |   py37h5d9358c_0         1.1 MB  conda-forge
    cx_oracle-8.1.0            |   py37h5e8e339_1         193 KB  conda-forge
    cycler-0.10.0              |             py_2           9 KB  conda-forge
    cytoolz-0.11.0             |   py37h5e8e339_3         403 KB  conda-forge
    dask-core-2021.4.1         |     pyhd8ed1ab_0         725 KB  conda-forge
    dbus-1.13.6                |       h48d8840_2         572 KB  conda-forge
    decorator-5.0.7            |     pyhd8ed1ab_0          11 KB  conda-forge
    defusedxml-0.7.1           |     pyhd8ed1ab_0          23 KB  conda-forge
    dill-0.3.3                 |     pyhd8ed1ab_0          60 KB  conda-forge
    docutils-0.17.1            |   py37h89c1867_0         762 KB  conda-forge
    entrypoints-0.3            |  pyhd8ed1ab_1003           8 KB  conda-forge
    expat-2.3.0                |       h9c3ff4c_0         168 KB  conda-forge
    fastcache-1.1.0            |   py37h5e8e339_2          30 KB  conda-forge
    folium-0.5.0               |             py_0          45 KB  conda-forge
    fontconfig-2.13.1          |    hba837de_1005         357 KB  conda-forge
    freetds-1.1.15             |       h8385b1f_0         2.4 MB  conda-forge
    freetype-2.10.4            |       h0708190_1         890 KB  conda-forge
    fsspec-2021.4.0            |     pyhd8ed1ab_0          75 KB  conda-forge
    future-0.18.2              |   py37h89c1867_3         714 KB  conda-forge
    gast-0.4.0                 |     pyh9f0ad1d_0          12 KB  conda-forge
    gettext-0.19.8.1           |    h0b5b191_1005         3.6 MB  conda-forge
    giflib-5.2.1               |       h36c2ea0_2          77 KB  conda-forge
    glib-2.68.1                |       h9c3ff4c_0         442 KB  conda-forge
    glib-tools-2.68.1          |       h9c3ff4c_0          86 KB  conda-forge
    gmp-6.2.1                  |       h58526e2_0         806 KB  conda-forge
    gmpy2-2.1.0b1              |   py37hcb968a4_1         206 KB  conda-forge
    google-auth-1.28.0         |     pyh44b312d_0          73 KB  conda-forge
    google-auth-oauthlib-0.4.4 |     pyhd8ed1ab_0          19 KB  conda-forge
    google-pasta-0.2.0         |     pyh8c360ce_0          42 KB  conda-forge
    greenlet-1.0.0             |   py37hcd2ae1e_0          83 KB  conda-forge
    grpcio-1.37.0              |   py37hb27c1af_0         2.2 MB  conda-forge
    gst-plugins-base-1.18.4    |       hf529b03_1         2.5 MB  conda-forge
    gstreamer-1.18.4           |       h76c114f_1         2.0 MB  conda-forge
    h5py-3.2.1                 |nompi_py37ha3df211_100         1.3 MB  conda-forge
    hdf5-1.10.6                |nompi_h7c3c948_1111         3.1 MB  conda-forge
    html5lib-1.1               |     pyh9f0ad1d_0          89 KB  conda-forge
    ibm-wsrt-py37main-keep-0.0.0|             2155           2 KB
    ibm-wsrt-py37main-main-custom|             2155           2 KB
    icu-68.1                   |       h58526e2_0        13.0 MB  conda-forge
    idna-2.10                  |     pyh9f0ad1d_0          52 KB  conda-forge
    imagecodecs-2021.3.31      |   py37haf4b6ec_0         6.9 MB  conda-forge
    imageio-2.9.0              |             py_0         3.1 MB  conda-forge
    importlib-metadata-4.0.1   |   py37h89c1867_0          30 KB  conda-forge
    importlib_metadata-4.0.1   |       hd8ed1ab_0           4 KB  conda-forge
    iniconfig-1.1.1            |     pyh9f0ad1d_0           8 KB  conda-forge
    ipykernel-5.5.3            |   py37h085eea5_0         166 KB  conda-forge
    ipython-7.22.0             |   py37h085eea5_0         1.1 MB  conda-forge
    ipython_genutils-0.2.0     |             py_1          21 KB  conda-forge
    ipywidgets-7.6.3           |     pyhd3deb0d_0         101 KB  conda-forge
    jedi-0.18.0                |   py37h89c1867_2         923 KB  conda-forge
    jeepney-0.6.0              |     pyhd8ed1ab_0          32 KB  conda-forge
    jinja2-2.11.3              |     pyh44b312d_0          93 KB  conda-forge
    jmespath-0.10.0            |     pyh9f0ad1d_0          21 KB  conda-forge
    joblib-1.0.1               |     pyhd8ed1ab_0         206 KB  conda-forge
    jpeg-9d                    |       h36c2ea0_0         264 KB  conda-forge
    json5-0.9.5                |     pyh9f0ad1d_0          20 KB  conda-forge
    jsonschema-3.2.0           |     pyhd8ed1ab_3          45 KB  conda-forge
    jupyter_client-6.1.12      |     pyhd8ed1ab_0          79 KB  conda-forge
    jupyter_core-4.7.1         |   py37h89c1867_0          72 KB  conda-forge
    jupyterlab-2.2.6           |             py_0         5.9 MB  conda-forge
    jupyterlab_pygments-0.1.2  |     pyh9f0ad1d_0           8 KB  conda-forge
    jupyterlab_server-1.2.0    |             py_0          25 KB  conda-forge
    jupyterlab_widgets-1.0.0   |     pyhd8ed1ab_1         130 KB  conda-forge
    jxrlib-1.1                 |       h7f98852_2         235 KB  conda-forge
    keras-applications-1.0.8   |             py_1          30 KB  conda-forge
    keras-preprocessing-1.1.2  |     pyhd8ed1ab_0          34 KB  conda-forge
    keyring-18.0.0             |           py37_0          50 KB  conda-forge
    kiwisolver-1.3.1           |   py37h2527ec5_1          78 KB  conda-forge
    krb5-1.17.2                |       h926e7f8_0         1.4 MB  conda-forge
    lcms2-2.12                 |       hddcbb42_0         443 KB  conda-forge
    ld_impl_linux-64-2.35.1    |       hea4e1c9_2         618 KB  conda-forge
    lerc-2.2.1                 |       h9c3ff4c_0         213 KB  conda-forge
    libaec-1.0.4               |       h9c3ff4c_1          31 KB  conda-forge
    libblas-3.9.0              |            8_mkl          12 KB  conda-forge
    libcblas-3.9.0             |            8_mkl          11 KB  conda-forge
    libclang-11.1.0            |default_ha53f305_0        19.2 MB  conda-forge
    libcurl-7.76.1             |       hc4aaa36_1         328 KB  conda-forge
    libdeflate-1.7             |       h7f98852_5          67 KB  conda-forge
    libedit-3.1.20191231       |       he28a2e2_2         121 KB  conda-forge
    libev-4.33                 |       h516909a_1         104 KB  conda-forge
    libevent-2.1.10            |       hcdb4288_3         1.1 MB  conda-forge
    libffi-3.3                 |       h58526e2_2          51 KB  conda-forge
    libgcc-ng-9.3.0            |      h2828fa1_19         7.8 MB  conda-forge
    libgfortran-ng-7.5.0       |      h14aa051_19          22 KB  conda-forge
    libgfortran4-7.5.0         |      h14aa051_19         1.3 MB  conda-forge
    libglib-2.68.1             |       h3e27bee_0         3.1 MB  conda-forge
    libiconv-1.16              |       h516909a_0         1.4 MB  conda-forge
    liblapack-3.9.0            |            8_mkl          11 KB  conda-forge
    libllvm11-11.1.0           |       hf817b99_2        29.1 MB  conda-forge
    libnghttp2-1.43.0          |       h812cca2_0         808 KB  conda-forge
    libpng-1.6.37              |       h21135ba_2         306 KB  conda-forge
    libpq-13.2                 |       hfd2b0eb_2         2.7 MB  conda-forge
    libprotobuf-3.15.8         |       h780b84a_0         2.5 MB  conda-forge
    libsodium-1.0.18           |       h36c2ea0_1         366 KB  conda-forge
    libssh2-1.9.0              |       ha56f1ee_6         226 KB  conda-forge
    libstdcxx-ng-9.3.0         |      h6de172a_19         4.0 MB  conda-forge
    libtiff-4.2.0              |       hdc55705_1         678 KB  conda-forge
    libuuid-2.32.1             |    h7f98852_1000          28 KB  conda-forge
    libwebp-base-1.2.0         |       h7f98852_2         815 KB  conda-forge
    libxcb-1.13                |    h7f98852_1003         395 KB  conda-forge
    libxgboost-1.3.3           |       h9c3ff4c_2         3.3 MB  conda-forge
    libxkbcommon-1.0.3         |       he3ba5ed_0         581 KB  conda-forge
    libxml2-2.9.10             |       h72842e0_4         774 KB  conda-forge
    libxslt-1.1.33             |       h15afd5d_2         522 KB  conda-forge
    libzopfli-1.0.3            |       h9c3ff4c_0         164 KB  conda-forge
    llvm-openmp-11.1.0         |       h4bd325d_1         4.7 MB  conda-forge
    locket-0.2.0               |             py_2           6 KB  conda-forge
    lxml-4.6.3                 |   py37h77fd288_0         1.5 MB  conda-forge
    lz4-c-1.9.3                |       h9c3ff4c_0         179 KB  conda-forge
    lzo-2.10                   |    h516909a_1000         314 KB  conda-forge
    markdown-3.3.4             |     pyhd8ed1ab_0          67 KB  conda-forge
    markupsafe-1.1.1           |   py37h5e8e339_3          27 KB  conda-forge
    matplotlib-3.4.1           |   py37h89c1867_0           7 KB  conda-forge
    matplotlib-base-3.4.1      |   py37hdd32ed1_0         7.3 MB  conda-forge
    mistune-0.8.4              |py37h5e8e339_1003          54 KB  conda-forge
    mkl-2020.4                 |     h726a3e6_304       215.6 MB  conda-forge
    mkl-service-2.3.0          |   py37h8f50634_2          54 KB  conda-forge
    mkl_fft-1.3.0              |   py37h902c9e0_1         204 KB  conda-forge
    mkl_random-1.2.0           |   py37h9fdb41a_1         313 KB  conda-forge
    mock-4.0.3                 |   py37h89c1867_1          51 KB  conda-forge
    more-itertools-8.7.0       |     pyhd8ed1ab_0          39 KB  conda-forge
    mpc-1.1.0                  |    h04dde30_1009         105 KB  conda-forge
    mpfr-4.0.2                 |       he80fd80_1         648 KB  conda-forge
    mpmath-1.2.1               |     pyhd8ed1ab_0         437 KB  conda-forge
    multidict-5.1.0            |   py37h5e8e339_1          67 KB  conda-forge
    mysql-common-8.0.23        |       ha770c72_1         1.5 MB  conda-forge
    mysql-libs-8.0.23          |       h935591d_1         1.8 MB  conda-forge
    nbclient-0.5.3             |     pyhd8ed1ab_0          67 KB  conda-forge
    nbconvert-6.0.7            |   py37h89c1867_3         535 KB  conda-forge
    nbformat-5.1.3             |     pyhd8ed1ab_0          47 KB  conda-forge
    ncurses-6.2                |       h58526e2_4         985 KB  conda-forge
    nest-asyncio-1.5.1         |     pyhd8ed1ab_0           9 KB  conda-forge
    networkx-2.5               |             py_0         1.2 MB  conda-forge
    ninja-1.10.2               |       h4bd325d_0         2.4 MB  conda-forge
    nltk-3.6.2                 |     pyhd8ed1ab_0         1.1 MB  conda-forge
    notebook-6.3.0             |     pyha770c72_1         6.1 MB  conda-forge
    nspr-4.30                  |       h9c3ff4c_0         233 KB  conda-forge
    nss-3.64                   |       hb5efdd6_0         2.1 MB  conda-forge
    numexpr-2.7.3              |   py37hdc94413_0         201 KB  conda-forge
    numpy-1.20.2               |   py37h038b26d_0         5.8 MB  conda-forge
    oauthlib-3.0.1             |             py_0          82 KB  conda-forge
    olefile-0.46               |     pyh9f0ad1d_1          32 KB  conda-forge
    openjpeg-2.4.0             |       hf7af979_0         525 KB  conda-forge
    openssl-1.1.1k             |       h7f98852_0         2.1 MB  conda-forge
    opt_einsum-3.3.0           |     pyhd8ed1ab_1          53 KB  conda-forge
    packaging-20.9             |     pyh44b312d_0          35 KB  conda-forge
    pandas-1.2.4               |   py37h219a48f_0        11.8 MB  conda-forge
    pandoc-2.12                |       h7f98852_0        12.4 MB  conda-forge
    pandocfilters-1.4.2        |             py_1           9 KB  conda-forge
    parso-0.8.2                |     pyhd8ed1ab_0          68 KB  conda-forge
    partd-1.2.0                |     pyhd8ed1ab_0          18 KB  conda-forge
    patsy-0.5.1                |             py_0         187 KB  conda-forge
    pcre-8.44                  |       he1b5a44_0         261 KB  conda-forge
    pexpect-4.8.0              |     pyh9f0ad1d_2          47 KB  conda-forge
    pickleshare-0.7.5          |          py_1003           9 KB  conda-forge
    pillow-8.1.2               |   py37h4600e1f_1         688 KB  conda-forge
    pip-21.0.1                 |     pyhd8ed1ab_0         1.1 MB  conda-forge
    plotly-4.14.3              |     pyh44b312d_0         5.9 MB  conda-forge
    pluggy-0.13.1              |   py37h89c1867_4          29 KB  conda-forge
    pooch-1.3.0                |     pyhd8ed1ab_0          40 KB  conda-forge
    prometheus_client-0.10.1   |     pyhd8ed1ab_0          46 KB  conda-forge
    prompt-toolkit-3.0.18      |     pyha770c72_0         244 KB  conda-forge
    protobuf-3.15.8            |   py37hcd2ae1e_0         334 KB  conda-forge
    psycopg2-2.8.6             |   py37h5e8e339_2         168 KB  conda-forge
    pthread-stubs-0.4          |    h36c2ea0_1001           5 KB  conda-forge
    ptyprocess-0.7.0           |     pyhd3deb0d_0          16 KB  conda-forge
    py-1.10.0                  |     pyhd3deb0d_0          73 KB  conda-forge
    py-xgboost-1.3.3           |   py37h89c1867_2         124 KB  conda-forge
    pyasn1-0.4.8               |             py_0          53 KB  conda-forge
    pyasn1-modules-0.2.7       |             py_0          60 KB  conda-forge
    pycparser-2.20             |     pyh9f0ad1d_2          94 KB  conda-forge
    pyerfa-1.7.2               |   py37h5e8e339_0         385 KB  conda-forge
    pygments-2.8.1             |     pyhd8ed1ab_0         736 KB  conda-forge
    pyjwt-2.0.1                |     pyhd8ed1ab_1          17 KB  conda-forge
    pymssql-2.1.5              |   py37hcd2ae1e_2         264 KB  conda-forge
    pyodbc-4.0.30              |   py37hcd2ae1e_1          71 KB  conda-forge
    pyopenssl-20.0.1           |     pyhd8ed1ab_0          48 KB  conda-forge
    pyparsing-2.4.7            |     pyh9f0ad1d_0          60 KB  conda-forge
    pyqt-5.12.3                |   py37h89c1867_7          21 KB  conda-forge
    pyqt-impl-5.12.3           |   py37he336c9b_7         5.9 MB  conda-forge
    pyqt5-sip-4.19.18          |   py37hcd2ae1e_7         310 KB  conda-forge
    pyqtchart-5.12             |   py37he336c9b_7         256 KB  conda-forge
    pyqtwebengine-5.12.1       |   py37he336c9b_7         175 KB  conda-forge
    pyrsistent-0.17.3          |   py37h5e8e339_2          89 KB  conda-forge
    pyshp-2.1.0                |             py_0          31 KB  conda-forge
    pysocks-1.7.1              |   py37h89c1867_3          27 KB  conda-forge
    pytables-3.6.1             |   py37h0c4f3e0_3         1.5 MB  conda-forge
    pytest-6.2.3               |   py37h89c1867_0         430 KB  conda-forge
    python-3.7.10              |hffdb5ce_100_cpython        57.3 MB  conda-forge
    python-dateutil-2.8.1      |             py_0         220 KB  conda-forge
    python_abi-3.7             |          1_cp37m           4 KB  conda-forge
    pytorch-1.8.0              |cpu_py37ha70c682_1        43.3 MB  conda-forge
    pytz-2021.1                |     pyhd8ed1ab_0         239 KB  conda-forge
    pywavelets-1.1.1           |   py37h902c9e0_3         4.4 MB  conda-forge
    pyyaml-5.4.1               |   py37h5e8e339_0         189 KB  conda-forge
    pyzmq-22.0.3               |   py37h336d617_1         524 KB  conda-forge
    qt-5.12.9                  |       hda022c4_4        99.5 MB  conda-forge
    readline-8.1               |       h46c0cb4_0         295 KB  conda-forge
    regex-2021.4.4             |   py37h5e8e339_0         377 KB  conda-forge
    requests-2.25.1            |     pyhd3deb0d_0          51 KB  conda-forge
    requests-oauthlib-1.3.0    |     pyh9f0ad1d_0          21 KB  conda-forge
    retrying-1.3.3             |             py_2          11 KB  conda-forge
    rsa-4.7.2                  |     pyh44b312d_0          28 KB  conda-forge
    s3transfer-0.4.2           |     pyhd8ed1ab_0          55 KB  conda-forge
    scikit-image-0.18.1        |   py37hdc94413_0        11.5 MB  conda-forge
    scikit-learn-0.24.1        |   py37h69acf81_0         7.5 MB  conda-forge
    scipy-1.5.3                |   py37h8911b10_0        18.5 MB  conda-forge
    seaborn-0.11.1             |       hd8ed1ab_1           4 KB  conda-forge
    seaborn-base-0.11.1        |     pyhd8ed1ab_1         217 KB  conda-forge
    secretstorage-3.3.1        |   py37h89c1867_0          24 KB  conda-forge
    send2trash-1.5.0           |             py_0          12 KB  conda-forge
    setuptools-49.6.0          |   py37h89c1867_3         947 KB  conda-forge
    sip-4.19.25                |   py37hcd2ae1e_0         295 KB  conda-forge
    six-1.15.0                 |     pyh9f0ad1d_0          14 KB  conda-forge
    sleef-3.5.1                |       h7f98852_1         1.5 MB  conda-forge
    snappy-1.1.8               |       he1b5a44_3          32 KB  conda-forge
    snowballstemmer-2.1.0      |     pyhd8ed1ab_0          57 KB  conda-forge
    soupsieve-2.0.1            |             py_1          30 KB  conda-forge
    sqlalchemy-1.4.11          |   py37h5e8e339_0         2.2 MB  conda-forge
    sqlite-3.35.5              |       h74cdb3f_0         1.4 MB  conda-forge
    statsmodels-0.12.2         |   py37h902c9e0_0        11.3 MB  conda-forge
    sympy-1.8                  |   py37h89c1867_0        11.1 MB  conda-forge
    tabulate-0.8.9             |     pyhd8ed1ab_0          26 KB  conda-forge
    tensorboard-1.14.0         |           py37_0         3.2 MB  conda-forge
    tensorflow-base-1.14.0     |   py37h4531e10_0        87.6 MB  conda-forge
    tensorflow-estimator-1.14.0|   py37h5ca1d4c_0         645 KB  conda-forge
    termcolor-1.1.0            |             py_2           6 KB  conda-forge
    terminado-0.9.4            |   py37h89c1867_0          26 KB  conda-forge
    testpath-0.4.4             |             py_0          85 KB  conda-forge
    threadpoolctl-2.1.0        |     pyh5ca1d4c_0          15 KB  conda-forge
    tifffile-2021.4.8          |     pyhd8ed1ab_0         130 KB  conda-forge
    tk-8.6.10                  |       h21135ba_1         3.2 MB  conda-forge
    toml-0.10.2                |     pyhd8ed1ab_0          18 KB  conda-forge
    toolz-0.11.1               |             py_0          46 KB  conda-forge
    tornado-6.1                |   py37h5e8e339_1         646 KB  conda-forge
    tqdm-4.60.0                |     pyhd8ed1ab_0          79 KB  conda-forge
    traitlets-5.0.5            |             py_0          81 KB  conda-forge
    typing-extensions-3.7.4.3  |                0           8 KB  conda-forge
    typing_extensions-3.7.4.3  |             py_0          25 KB  conda-forge
    unixodbc-2.3.9             |       hb166930_0         293 KB  conda-forge
    urllib3-1.26.4             |     pyhd8ed1ab_0          99 KB  conda-forge
    vincent-0.4.4              |             py_1          28 KB  conda-forge
    wcwidth-0.2.5              |     pyh9f0ad1d_2          33 KB  conda-forge
    webencodings-0.5.1         |             py_1          12 KB  conda-forge
    werkzeug-1.0.1             |     pyh9f0ad1d_0         239 KB  conda-forge
    wheel-0.36.2               |     pyhd3deb0d_0          31 KB  conda-forge
    widgetsnbextension-3.5.1   |   py37h89c1867_4         1.8 MB  conda-forge
    wrapt-1.12.1               |   py37h5e8e339_3          47 KB  conda-forge
    xlrd-2.0.1                 |     pyhd8ed1ab_3          92 KB  conda-forge
    xlsxwriter-1.4.0           |     pyhd8ed1ab_0         106 KB  conda-forge
    xorg-libxau-1.0.9          |       h7f98852_0          13 KB  conda-forge
    xorg-libxdmcp-1.1.3        |       h7f98852_0          19 KB  conda-forge
    xz-5.2.5                   |       h516909a_1         343 KB  conda-forge
    yaml-0.2.5                 |       h516909a_0          82 KB  conda-forge
    yarl-1.6.3                 |   py37h5e8e339_1         141 KB  conda-forge
    zeromq-4.3.4               |       h9c3ff4c_0         352 KB  conda-forge
    zfp-0.5.5                  |       h9c3ff4c_5         190 KB  conda-forge
    zipp-3.4.1                 |     pyhd8ed1ab_0          11 KB  conda-forge
    zlib-1.2.11                |    h516909a_1010         106 KB  conda-forge
    zstd-1.4.9                 |       ha95c52a_0         431 KB  conda-forge
    ------------------------------------------------------------
                                           Total:       846.3 MB

The following NEW packages will be INSTALLED:

  _openmp_mutex      conda-forge/linux-64::_openmp_mutex-4.5-1_llvm
  alsa-lib           conda-forge/linux-64::alsa-lib-1.2.3-h516909a_0
  altair             conda-forge/noarch::altair-4.1.0-py_1
  appdirs            conda-forge/noarch::appdirs-1.4.4-pyh9f0ad1d_0
  argon2-cffi        conda-forge/linux-64::argon2-cffi-20.1.0-py37h5e8e339_2
  async_generator    conda-forge/noarch::async_generator-1.10-py_0
  backports          conda-forge/noarch::backports-1.0-py_2
  backports.functoo~ conda-forge/noarch::backports.functools_lru_cache-1.6.4-pyhd8ed1ab_0
  branca             conda-forge/noarch::branca-0.4.2-pyhd8ed1ab_0
  brotli             conda-forge/linux-64::brotli-1.0.9-h9c3ff4c_4
  brunsli            conda-forge/linux-64::brunsli-0.1-h9c3ff4c_0
  cached-property    conda-forge/noarch::cached-property-1.5.2-hd8ed1ab_1
  cached_property    conda-forge/noarch::cached_property-1.5.2-pyha770c72_1
  charls             conda-forge/linux-64::charls-2.2.0-h9c3ff4c_0
  folium             conda-forge/noarch::folium-0.5.0-py_0
  fsspec             conda-forge/noarch::fsspec-2021.4.0-pyhd8ed1ab_0
  gettext            conda-forge/linux-64::gettext-0.19.8.1-h0b5b191_1005
  giflib             conda-forge/linux-64::giflib-5.2.1-h36c2ea0_2
  glib-tools         conda-forge/linux-64::glib-tools-2.68.1-h9c3ff4c_0
  gmpy2              conda-forge/linux-64::gmpy2-2.1.0b1-py37hcb968a4_1
  greenlet           conda-forge/linux-64::greenlet-1.0.0-py37hcd2ae1e_0
  ibm-wsrt-py37main~ opt/ibm/build/channels/wscloud/noarch::ibm-wsrt-py37main-keep-0.0.0-2155
  imagecodecs        conda-forge/linux-64::imagecodecs-2021.3.31-py37haf4b6ec_0
  iniconfig          conda-forge/noarch::iniconfig-1.1.1-pyh9f0ad1d_0
  jupyterlab_pygmen~ conda-forge/noarch::jupyterlab_pygments-0.1.2-pyh9f0ad1d_0
  jupyterlab_widgets conda-forge/noarch::jupyterlab_widgets-1.0.0-pyhd8ed1ab_1
  jxrlib             conda-forge/linux-64::jxrlib-1.1-h7f98852_2
  lerc               conda-forge/linux-64::lerc-2.2.1-h9c3ff4c_0
  libaec             conda-forge/linux-64::libaec-1.0.4-h9c3ff4c_1
  libblas            conda-forge/linux-64::libblas-3.9.0-8_mkl
  libcblas           conda-forge/linux-64::libcblas-3.9.0-8_mkl
  libclang           conda-forge/linux-64::libclang-11.1.0-default_ha53f305_0
  libcurl            conda-forge/linux-64::libcurl-7.76.1-hc4aaa36_1
  libdeflate         conda-forge/linux-64::libdeflate-1.7-h7f98852_5
  libev              conda-forge/linux-64::libev-4.33-h516909a_1
  libevent           conda-forge/linux-64::libevent-2.1.10-hcdb4288_3
  libgfortran4       conda-forge/linux-64::libgfortran4-7.5.0-h14aa051_19
  libglib            conda-forge/linux-64::libglib-2.68.1-h3e27bee_0
  libiconv           conda-forge/linux-64::libiconv-1.16-h516909a_0
  liblapack          conda-forge/linux-64::liblapack-3.9.0-8_mkl
  libllvm11          conda-forge/linux-64::libllvm11-11.1.0-hf817b99_2
  libnghttp2         conda-forge/linux-64::libnghttp2-1.43.0-h812cca2_0
  libssh2            conda-forge/linux-64::libssh2-1.9.0-ha56f1ee_6
  libxkbcommon       conda-forge/linux-64::libxkbcommon-1.0.3-he3ba5ed_0
  libzopfli          conda-forge/linux-64::libzopfli-1.0.3-h9c3ff4c_0
  llvm-openmp        conda-forge/linux-64::llvm-openmp-11.1.0-h4bd325d_1
  locket             conda-forge/noarch::locket-0.2.0-py_2
  mpc                conda-forge/linux-64::mpc-1.1.0-h04dde30_1009
  mpfr               conda-forge/linux-64::mpfr-4.0.2-he80fd80_1
  mysql-common       conda-forge/linux-64::mysql-common-8.0.23-ha770c72_1
  mysql-libs         conda-forge/linux-64::mysql-libs-8.0.23-h935591d_1
  nbclient           conda-forge/noarch::nbclient-0.5.3-pyhd8ed1ab_0
  nest-asyncio       conda-forge/noarch::nest-asyncio-1.5.1-pyhd8ed1ab_0
  nspr               conda-forge/linux-64::nspr-4.30-h9c3ff4c_0
  nss                conda-forge/linux-64::nss-3.64-hb5efdd6_0
  openjpeg           conda-forge/linux-64::openjpeg-2.4.0-hf7af979_0
  partd              conda-forge/noarch::partd-1.2.0-pyhd8ed1ab_0
  pooch              conda-forge/noarch::pooch-1.3.0-pyhd8ed1ab_0
  pthread-stubs      conda-forge/linux-64::pthread-stubs-0.4-h36c2ea0_1001
  pyerfa             conda-forge/linux-64::pyerfa-1.7.2-py37h5e8e339_0
  pyqt-impl          conda-forge/linux-64::pyqt-impl-5.12.3-py37he336c9b_7
  pyqt5-sip          conda-forge/linux-64::pyqt5-sip-4.19.18-py37hcd2ae1e_7
  pyqtchart          conda-forge/linux-64::pyqtchart-5.12-py37he336c9b_7
  pyqtwebengine      conda-forge/linux-64::pyqtwebengine-5.12.1-py37he336c9b_7
  python_abi         conda-forge/linux-64::python_abi-3.7-1_cp37m
  seaborn-base       conda-forge/noarch::seaborn-base-0.11.1-pyhd8ed1ab_1
  sleef              conda-forge/linux-64::sleef-3.5.1-h7f98852_1
  tifffile           conda-forge/noarch::tifffile-2021.4.8-pyhd8ed1ab_0
  toml               conda-forge/noarch::toml-0.10.2-pyhd8ed1ab_0
  typing-extensions  conda-forge/noarch::typing-extensions-3.7.4.3-0
  vincent            conda-forge/noarch::vincent-0.4.4-py_1
  xorg-libxau        conda-forge/linux-64::xorg-libxau-1.0.9-h7f98852_0
  xorg-libxdmcp      conda-forge/linux-64::xorg-libxdmcp-1.1.3-h7f98852_0
  zfp                conda-forge/linux-64::zfp-0.5.5-h9c3ff4c_5

The following packages will be UPDATED:

  _py-xgboost-mutex                               pkgs/main --> conda-forge
  _pytorch_select                                 0.1-cpu_0 --> 0.2-gpu_0
  absl-py            pkgs/main/linux-64::absl-py-0.9.0-py3~ --> conda-forge/noarch::absl-py-0.12.0-pyhd8ed1ab_0
  aiohttp            pkgs/main::aiohttp-3.6.2-py37h7b6447c~ --> conda-forge::aiohttp-3.7.4-py37h5e8e339_0
  astor              pkgs/main/linux-64::astor-0.8.0-py37_0 --> conda-forge/noarch::astor-0.8.1-pyh9f0ad1d_0
  astropy            pkgs/main::astropy-4.0.1.post1-py37h7~ --> conda-forge::astropy-4.2.1-py37h5e8e339_0
  async-timeout      pkgs/main/linux-64::async-timeout-3.0~ --> conda-forge/noarch::async-timeout-3.0.1-py_1000
  attrs                        pkgs/main::attrs-19.3.0-py_0 --> conda-forge::attrs-20.3.0-pyhd3deb0d_0
  beautifulsoup4     pkgs/main/linux-64::beautifulsoup4-4.~ --> conda-forge/noarch::beautifulsoup4-4.9.3-pyhb0f4dca_0
  biopython          pkgs/main::biopython-1.77-py37h27cfd2~ --> conda-forge::biopython-1.78-py37h5e8e339_2
  bleach                       pkgs/main::bleach-3.1.5-py_0 --> conda-forge::bleach-3.3.0-pyh44b312d_0
  blinker            pkgs/main/linux-64::blinker-1.4-py37h~ --> conda-forge/noarch::blinker-1.4-py_1
  blosc                  pkgs/main::blosc-1.19.0-hd408876_0 --> conda-forge::blosc-1.21.0-h9c3ff4c_0
  bokeh                       pkgs/main::bokeh-2.1.1-py37_0 --> conda-forge::bokeh-2.3.1-py37h89c1867_0
  boto3                       pkgs/main::boto3-1.13.11-py_0 --> conda-forge::boto3-1.17.57-pyhd8ed1ab_0
  botocore                 pkgs/main::botocore-1.16.11-py_0 --> conda-forge::botocore-1.20.57-pyhd8ed1ab_0
  bzip2                   pkgs/main::bzip2-1.0.8-h7b6447c_0 --> conda-forge::bzip2-1.0.8-h7f98852_4
  c-ares             pkgs/main::c-ares-1.15.0-h7b6447c_1001 --> conda-forge::c-ares-1.17.1-h7f98852_1
  cachetools               pkgs/main::cachetools-4.1.1-py_0 --> conda-forge::cachetools-4.2.1-pyhd8ed1ab_0
  certifi            pkgs/main::certifi-2020.12.5-py37h06a~ --> conda-forge::certifi-2020.12.5-py37h89c1867_1
  cffi                pkgs/main::cffi-1.14.0-py37he30daa8_1 --> conda-forge::cffi-1.14.5-py37hc58025e_0
  chardet            pkgs/main::chardet-3.0.4-py37h06a4308~ --> conda-forge::chardet-4.0.0-py37h89c1867_1
  cloudpickle             pkgs/main::cloudpickle-1.5.0-py_0 --> conda-forge::cloudpickle-1.6.0-py_0
  cx_oracle          pkgs/main::cx_oracle-7.2.3-py37h7b644~ --> conda-forge::cx_oracle-8.1.0-py37h5e8e339_1
  cycler             pkgs/main/linux-64::cycler-0.10.0-py3~ --> conda-forge/noarch::cycler-0.10.0-py_2
  cytoolz            pkgs/main::cytoolz-0.10.1-py37h7b6447~ --> conda-forge::cytoolz-0.11.0-py37h5e8e339_3
  dask-core                pkgs/main::dask-core-2.20.0-py_0 --> conda-forge::dask-core-2021.4.1-pyhd8ed1ab_0
  decorator          pkgs/main::decorator-4.4.2-pyhd3eb1b0~ --> conda-forge::decorator-5.0.7-pyhd8ed1ab_0
  defusedxml         pkgs/main::defusedxml-0.6.0-pyhd3eb1b~ --> conda-forge::defusedxml-0.7.1-pyhd8ed1ab_0
  dill                pkgs/main/linux-64::dill-0.3.0-py37_0 --> conda-forge/noarch::dill-0.3.3-pyhd8ed1ab_0
  docutils           pkgs/main::docutils-0.15.2-py37h06a43~ --> conda-forge::docutils-0.17.1-py37h89c1867_0
  entrypoints        pkgs/main/linux-64::entrypoints-0.3-p~ --> conda-forge/noarch::entrypoints-0.3-pyhd8ed1ab_1003
  expat                   pkgs/main::expat-2.2.9-he6710b0_2 --> conda-forge::expat-2.3.0-h9c3ff4c_0
  fastcache          pkgs/main::fastcache-1.1.0-py37h7b644~ --> conda-forge::fastcache-1.1.0-py37h5e8e339_2
  fontconfig         pkgs/main::fontconfig-2.13.0-h9420a91~ --> conda-forge::fontconfig-2.13.1-hba837de_1005
  freetds             pkgs/main::freetds-1.00.97-h52ef933_0 --> conda-forge::freetds-1.1.15-h8385b1f_0
  freetype            pkgs/main::freetype-2.10.2-h5ab3b9f_0 --> conda-forge::freetype-2.10.4-h0708190_1
  future                    pkgs/main::future-0.18.2-py37_1 --> conda-forge::future-0.18.2-py37h89c1867_3
  gast                pkgs/main/linux-64::gast-0.2.2-py37_0 --> conda-forge/noarch::gast-0.4.0-pyh9f0ad1d_0
  glib                    pkgs/main::glib-2.65.0-h3eb4bd4_0 --> conda-forge::glib-2.68.1-h9c3ff4c_0
  gmp                       pkgs/main::gmp-6.1.2-h6c8ec71_1 --> conda-forge::gmp-6.2.1-h58526e2_0
  google-auth            pkgs/main::google-auth-1.22.0-py_0 --> conda-forge::google-auth-1.28.0-pyh44b312d_0
  google-auth-oauth~ pkgs/main::google-auth-oauthlib-0.4.1~ --> conda-forge::google-auth-oauthlib-0.4.4-pyhd8ed1ab_0
  grpcio             pkgs/main::grpcio-1.27.2-py37hf8bcb03~ --> conda-forge::grpcio-1.37.0-py37hb27c1af_0
  gst-plugins-base   pkgs/main::gst-plugins-base-1.14.0-hb~ --> conda-forge::gst-plugins-base-1.18.4-hf529b03_1
  gstreamer          pkgs/main::gstreamer-1.14.0-hb31296c_0 --> conda-forge::gstreamer-1.18.4-h76c114f_1
  h5py                pkgs/main::h5py-2.10.0-py37h7918eee_0 --> conda-forge::h5py-3.2.1-nompi_py37ha3df211_100
  hdf5                    pkgs/main::hdf5-1.10.4-hb1b8bf9_0 --> conda-forge::hdf5-1.10.6-nompi_h7c3c948_1111
  icu                        pkgs/main::icu-58.2-he6710b0_3 --> conda-forge::icu-68.1-h58526e2_0
  idna                             pkgs/main::idna-2.9-py_1 --> conda-forge::idna-2.10-pyh9f0ad1d_0
  importlib-metadata pkgs/main::importlib-metadata-1.6.1-p~ --> conda-forge::importlib-metadata-4.0.1-py37h89c1867_0
  importlib_metadata  pkgs/main::importlib_metadata-1.6.1-0 --> conda-forge::importlib_metadata-4.0.1-hd8ed1ab_0
  ipykernel          pkgs/main::ipykernel-5.3.0-py37h5ca1d~ --> conda-forge::ipykernel-5.5.3-py37h085eea5_0
  ipython                  pkgs/main::ipython-7.15.0-py37_0 --> conda-forge::ipython-7.22.0-py37h085eea5_0
  ipywidgets               pkgs/main::ipywidgets-7.5.1-py_1 --> conda-forge::ipywidgets-7.6.3-pyhd3deb0d_0
  jedi                        pkgs/main::jedi-0.17.1-py37_0 --> conda-forge::jedi-0.18.0-py37h89c1867_2
  jeepney            pkgs/main/linux-64::jeepney-0.4-py37_0 --> conda-forge/noarch::jeepney-0.6.0-pyhd8ed1ab_0
  jinja2              pkgs/main::jinja2-2.11.2-pyhd3eb1b0_0 --> conda-forge::jinja2-2.11.3-pyh44b312d_0
  jmespath                   pkgs/main::jmespath-0.9.4-py_0 --> conda-forge::jmespath-0.10.0-pyh9f0ad1d_0
  joblib                      pkgs/main::joblib-0.16.0-py_0 --> conda-forge::joblib-1.0.1-pyhd8ed1ab_0
  jpeg                        pkgs/main::jpeg-9b-h024ee3a_2 --> conda-forge::jpeg-9d-h36c2ea0_0
  jsonschema               pkgs/main::jsonschema-3.2.0-py_2 --> conda-forge::jsonschema-3.2.0-pyhd8ed1ab_3
  jupyter_client       pkgs/main::jupyter_client-6.1.3-py_0 --> conda-forge::jupyter_client-6.1.12-pyhd8ed1ab_0
  jupyter_core         pkgs/main::jupyter_core-4.6.3-py37_0 --> conda-forge::jupyter_core-4.7.1-py37h89c1867_0
  jupyterlab_server  pkgs/main::jupyterlab_server-1.1.0-py~ --> conda-forge::jupyterlab_server-1.2.0-py_0
  keras-preprocessi~ pkgs/main::keras-preprocessing-1.1.0-~ --> conda-forge::keras-preprocessing-1.1.2-pyhd8ed1ab_0
  kiwisolver         pkgs/main::kiwisolver-1.2.0-py37hfd86~ --> conda-forge::kiwisolver-1.3.1-py37h2527ec5_1
  krb5                    pkgs/main::krb5-1.17.1-h173b8e3_0 --> conda-forge::krb5-1.17.2-h926e7f8_0
  lcms2                    pkgs/main::lcms2-2.11-h396b838_0 --> conda-forge::lcms2-2.12-hddcbb42_0
  ld_impl_linux-64   pkgs/main::ld_impl_linux-64-2.33.1-h5~ --> conda-forge::ld_impl_linux-64-2.35.1-hea4e1c9_2
  libedit            pkgs/main::libedit-3.1.20191231-h14c3~ --> conda-forge::libedit-3.1.20191231-he28a2e2_2
  libgcc-ng           pkgs/main::libgcc-ng-9.1.0-hdf63c60_0 --> conda-forge::libgcc-ng-9.3.0-h2828fa1_19
  libgfortran-ng     pkgs/main::libgfortran-ng-7.3.0-hdf63~ --> conda-forge::libgfortran-ng-7.5.0-h14aa051_19
  libpng                pkgs/main::libpng-1.6.37-hbc83047_0 --> conda-forge::libpng-1.6.37-h21135ba_2
  libpq                    pkgs/main::libpq-12.2-h20c2e04_0 --> conda-forge::libpq-13.2-hfd2b0eb_2
  libprotobuf        pkgs/main::libprotobuf-3.12.3-hd40887~ --> conda-forge::libprotobuf-3.15.8-h780b84a_0
  libsodium          pkgs/main::libsodium-1.0.18-h7b6447c_0 --> conda-forge::libsodium-1.0.18-h36c2ea0_1
  libstdcxx-ng       pkgs/main::libstdcxx-ng-9.1.0-hdf63c6~ --> conda-forge::libstdcxx-ng-9.3.0-h6de172a_19
  libtiff               pkgs/main::libtiff-4.2.0-h85742a9_0 --> conda-forge::libtiff-4.2.0-hdc55705_1
  libuuid               pkgs/main::libuuid-1.0.3-h1bed415_2 --> conda-forge::libuuid-2.32.1-h7f98852_1000
  libwebp-base       pkgs/main::libwebp-base-1.2.0-h27cfd2~ --> conda-forge::libwebp-base-1.2.0-h7f98852_2
  libxgboost          pkgs/main::libxgboost-0.90-he6710b0_1 --> conda-forge::libxgboost-1.3.3-h9c3ff4c_2
  libxml2              pkgs/main::libxml2-2.9.10-hb55368b_3 --> conda-forge::libxml2-2.9.10-h72842e0_4
  lxml                 pkgs/main::lxml-4.5.1-py37hefd8a0e_0 --> conda-forge::lxml-4.6.3-py37h77fd288_0
  lz4-c                   pkgs/main::lz4-c-1.9.2-heb0550a_3 --> conda-forge::lz4-c-1.9.3-h9c3ff4c_0
  lzo                        pkgs/main::lzo-2.10-h7b6447c_2 --> conda-forge::lzo-2.10-h516909a_1000
  markdown           pkgs/main/linux-64::markdown-3.1.1-py~ --> conda-forge/noarch::markdown-3.3.4-pyhd8ed1ab_0
  markupsafe         pkgs/main::markupsafe-1.1.1-py37h14c3~ --> conda-forge::markupsafe-1.1.1-py37h5e8e339_3
  matplotlib                  pkgs/main::matplotlib-3.2.2-0 --> conda-forge::matplotlib-3.4.1-py37h89c1867_0
  matplotlib-base    pkgs/main::matplotlib-base-3.2.2-py37~ --> conda-forge::matplotlib-base-3.4.1-py37hdd32ed1_0
  mistune            pkgs/main::mistune-0.8.4-py37h14c3975~ --> conda-forge::mistune-0.8.4-py37h5e8e339_1003
  mkl                             pkgs/main::mkl-2020.1-217 --> conda-forge::mkl-2020.4-h726a3e6_304
  mkl-service        pkgs/main::mkl-service-2.3.0-py37he8a~ --> conda-forge::mkl-service-2.3.0-py37h8f50634_2
  mkl_fft            pkgs/main::mkl_fft-1.1.0-py37h23d657b~ --> conda-forge::mkl_fft-1.3.0-py37h902c9e0_1
  mkl_random         pkgs/main::mkl_random-1.1.1-py37h0573~ --> conda-forge::mkl_random-1.2.0-py37h9fdb41a_1
  mock                    pkgs/main/noarch::mock-4.0.2-py_0 --> conda-forge/linux-64::mock-4.0.3-py37h89c1867_1
  more-itertools       pkgs/main::more-itertools-8.4.0-py_0 --> conda-forge::more-itertools-8.7.0-pyhd8ed1ab_0
  mpmath             pkgs/main/linux-64::mpmath-1.1.0-py37~ --> conda-forge/noarch::mpmath-1.2.1-pyhd8ed1ab_0
  multidict          pkgs/main::multidict-4.7.6-py37h7b644~ --> conda-forge::multidict-5.1.0-py37h5e8e339_1
  nbconvert               pkgs/main::nbconvert-5.6.1-py37_1 --> conda-forge::nbconvert-6.0.7-py37h89c1867_3
  nbformat                   pkgs/main::nbformat-5.0.7-py_0 --> conda-forge::nbformat-5.1.3-pyhd8ed1ab_0
  ncurses                 pkgs/main::ncurses-6.2-he6710b0_1 --> conda-forge::ncurses-6.2-h58526e2_4
  networkx                     pkgs/main::networkx-2.4-py_1 --> conda-forge::networkx-2.5-py_0
  ninja               pkgs/main::ninja-1.9.0-py37hfd86e86_0 --> conda-forge::ninja-1.10.2-h4bd325d_0
  nltk                             pkgs/main::nltk-3.5-py_0 --> conda-forge::nltk-3.6.2-pyhd8ed1ab_0
  notebook           pkgs/main/linux-64::notebook-6.0.3-py~ --> conda-forge/noarch::notebook-6.3.0-pyha770c72_1
  numexpr            pkgs/main::numexpr-2.7.1-py37h63df603~ --> conda-forge::numexpr-2.7.3-py37hdc94413_0
  numpy              pkgs/main::numpy-1.18.5-py37ha1c710e_0 --> conda-forge::numpy-1.20.2-py37h038b26d_0
  olefile            pkgs/main/linux-64::olefile-0.46-py37~ --> conda-forge/noarch::olefile-0.46-pyh9f0ad1d_1
  opt_einsum               pkgs/main::opt_einsum-3.1.0-py_0 --> conda-forge::opt_einsum-3.3.0-pyhd8ed1ab_1
  packaging                  pkgs/main::packaging-20.4-py_0 --> conda-forge::packaging-20.9-pyh44b312d_0
  pandas             pkgs/main::pandas-1.0.5-py37h0573a6f_0 --> conda-forge::pandas-1.2.4-py37h219a48f_0
  pandoc                        pkgs/main::pandoc-2.9.2.1-0 --> conda-forge::pandoc-2.12-h7f98852_0
  parso                         pkgs/main::parso-0.7.0-py_0 --> conda-forge::parso-0.8.2-pyhd8ed1ab_0
  pillow             pkgs/main::pillow-7.2.0-py37hb39fc2d_0 --> conda-forge::pillow-8.1.2-py37h4600e1f_1
  pip                 pkgs/main/linux-64::pip-20.1.1-py37_1 --> conda-forge/noarch::pip-21.0.1-pyhd8ed1ab_0
  plotly                       pkgs/main::plotly-4.8.2-py_0 --> conda-forge::plotly-4.14.3-pyh44b312d_0
  pluggy             pkgs/main::pluggy-0.13.1-py37h06a4308~ --> conda-forge::pluggy-0.13.1-py37h89c1867_4
  prometheus_client  pkgs/main::prometheus_client-0.8.0-py~ --> conda-forge::prometheus_client-0.10.1-pyhd8ed1ab_0
  prompt-toolkit     pkgs/main::prompt-toolkit-3.0.5-pyha8~ --> conda-forge::prompt-toolkit-3.0.18-pyha770c72_0
  protobuf           pkgs/main::protobuf-3.12.3-py37he6710~ --> conda-forge::protobuf-3.15.8-py37hcd2ae1e_0
  psycopg2           pkgs/main::psycopg2-2.8.5-py37h3c74f8~ --> conda-forge::psycopg2-2.8.6-py37h5e8e339_2
  ptyprocess         pkgs/main::ptyprocess-0.6.0-pyhd3eb1b~ --> conda-forge::ptyprocess-0.7.0-pyhd3deb0d_0
  py                               pkgs/main::py-1.8.2-py_0 --> conda-forge::py-1.10.0-pyhd3deb0d_0
  py-xgboost         pkgs/main::py-xgboost-0.90-py37he6710~ --> conda-forge::py-xgboost-1.3.3-py37h89c1867_2
  pygments                   pkgs/main::pygments-2.6.1-py_0 --> conda-forge::pygments-2.8.1-pyhd8ed1ab_0
  pyjwt              pkgs/main/linux-64::pyjwt-1.7.1-py37_0 --> conda-forge/noarch::pyjwt-2.0.1-pyhd8ed1ab_1
  pymssql            pkgs/main::pymssql-2.1.5-py37h7b6447c~ --> conda-forge::pymssql-2.1.5-py37hcd2ae1e_2
  pyodbc             pkgs/main::pyodbc-4.0.30-py37he6710b0~ --> conda-forge::pyodbc-4.0.30-py37hcd2ae1e_1
  pyopenssl          pkgs/main::pyopenssl-19.1.0-pyhd3eb1b~ --> conda-forge::pyopenssl-20.0.1-pyhd8ed1ab_0
  pyqt                 pkgs/main::pyqt-5.9.2-py37h05f1152_2 --> conda-forge::pyqt-5.12.3-py37h89c1867_7
  pyrsistent         pkgs/main::pyrsistent-0.16.0-py37h7b6~ --> conda-forge::pyrsistent-0.17.3-py37h5e8e339_2
  pysocks                   pkgs/main::pysocks-1.7.1-py37_1 --> conda-forge::pysocks-1.7.1-py37h89c1867_3
  pytables           pkgs/main::pytables-3.6.1-py37h71ec23~ --> conda-forge::pytables-3.6.1-py37h0c4f3e0_3
  pytest             pkgs/main::pytest-5.4.3-py37h06a4308_0 --> conda-forge::pytest-6.2.3-py37h89c1867_0
  python                pkgs/main::python-3.7.10-hdb3f193_0 --> conda-forge::python-3.7.10-hffdb5ce_100_cpython
  pytorch            pkgs/main::pytorch-1.3.1-cpu_py37h62f~ --> conda-forge::pytorch-1.8.0-cpu_py37ha70c682_1
  pytz                          pkgs/main::pytz-2020.1-py_0 --> conda-forge::pytz-2021.1-pyhd8ed1ab_0
  pywavelets         pkgs/main::pywavelets-1.1.1-py37h7b64~ --> conda-forge::pywavelets-1.1.1-py37h902c9e0_3
  pyzmq              pkgs/main::pyzmq-19.0.1-py37he6710b0_1 --> conda-forge::pyzmq-22.0.3-py37h336d617_1
  qt                         pkgs/main::qt-5.9.7-h5867ecd_1 --> conda-forge::qt-5.12.9-hda022c4_4
  readline               pkgs/main::readline-8.0-h7b6447c_0 --> conda-forge::readline-8.1-h46c0cb4_0
  regex              pkgs/main::regex-2020.6.8-py37h7b6447~ --> conda-forge::regex-2021.4.4-py37h5e8e339_0
  requests                  pkgs/main::requests-2.24.0-py_0 --> conda-forge::requests-2.25.1-pyhd3deb0d_0
  rsa                               pkgs/main::rsa-4.6-py_0 --> conda-forge::rsa-4.7.2-pyh44b312d_0
  s3transfer         pkgs/main::s3transfer-0.3.3-pyhd3eb1b~ --> conda-forge::s3transfer-0.4.2-pyhd8ed1ab_0
  scikit-image       pkgs/main::scikit-image-0.16.2-py37h0~ --> conda-forge::scikit-image-0.18.1-py37hdc94413_0
  scikit-learn       pkgs/main::scikit-learn-0.23.1-py37h4~ --> conda-forge::scikit-learn-0.24.1-py37h69acf81_0
  scipy               pkgs/main::scipy-1.5.0-py37h0b6359f_0 --> conda-forge::scipy-1.5.3-py37h8911b10_0
  seaborn                    pkgs/main::seaborn-0.10.1-py_0 --> conda-forge::seaborn-0.11.1-hd8ed1ab_1
  secretstorage       pkgs/main::secretstorage-3.1.0-py37_0 --> conda-forge::secretstorage-3.3.1-py37h89c1867_0
  setuptools            pkgs/main::setuptools-47.3.1-py37_0 --> conda-forge::setuptools-49.6.0-py37h89c1867_3
  sip                  pkgs/main::sip-4.19.8-py37hf484d3e_0 --> conda-forge::sip-4.19.25-py37hcd2ae1e_0
  snappy                 pkgs/main::snappy-1.1.8-he6710b0_0 --> conda-forge::snappy-1.1.8-he1b5a44_3
  snowballstemmer    pkgs/main::snowballstemmer-2.0.0-pyhd~ --> conda-forge::snowballstemmer-2.1.0-pyhd8ed1ab_0
  soupsieve                 pkgs/main::soupsieve-2.0.1-py_0 --> conda-forge::soupsieve-2.0.1-py_1
  sqlalchemy         pkgs/main::sqlalchemy-1.3.17-py37h7b6~ --> conda-forge::sqlalchemy-1.4.11-py37h5e8e339_0
  sqlite                pkgs/main::sqlite-3.33.0-h62c20be_0 --> conda-forge::sqlite-3.35.5-h74cdb3f_0
  statsmodels        pkgs/main::statsmodels-0.11.1-py37h7b~ --> conda-forge::statsmodels-0.12.2-py37h902c9e0_0
  sympy                       pkgs/main::sympy-1.6.2-py37_0 --> conda-forge::sympy-1.8-py37h89c1867_0
  tabulate           pkgs/main/linux-64::tabulate-0.8.3-py~ --> conda-forge/noarch::tabulate-0.8.9-pyhd8ed1ab_0
  termcolor          pkgs/main/linux-64::termcolor-1.1.0-p~ --> conda-forge/noarch::termcolor-1.1.0-py_2
  terminado               pkgs/main::terminado-0.8.3-py37_0 --> conda-forge::terminado-0.9.4-py37h89c1867_0
  tk                        pkgs/main::tk-8.6.10-hbc83047_0 --> conda-forge::tk-8.6.10-h21135ba_1
  toolz                        pkgs/main::toolz-0.10.0-py_0 --> conda-forge::toolz-0.11.1-py_0
  tornado            pkgs/main::tornado-6.0.4-py37h7b6447c~ --> conda-forge::tornado-6.1-py37h5e8e339_1
  tqdm                          pkgs/main::tqdm-4.47.0-py_0 --> conda-forge::tqdm-4.60.0-pyhd8ed1ab_0
  traitlets          pkgs/main/linux-64::traitlets-4.3.3-p~ --> conda-forge/noarch::traitlets-5.0.5-py_0
  typing_extensions  pkgs/main::typing_extensions-3.7.4.2-~ --> conda-forge::typing_extensions-3.7.4.3-py_0
  unixodbc             pkgs/main::unixodbc-2.3.7-h14c3975_0 --> conda-forge::unixodbc-2.3.9-hb166930_0
  urllib3                    pkgs/main::urllib3-1.25.9-py_0 --> conda-forge::urllib3-1.26.4-pyhd8ed1ab_0
  wcwidth                     pkgs/main::wcwidth-0.2.4-py_0 --> conda-forge::wcwidth-0.2.5-pyh9f0ad1d_2
  wheel              pkgs/main/linux-64::wheel-0.34.2-py37~ --> conda-forge/noarch::wheel-0.36.2-pyhd3deb0d_0
  widgetsnbextension pkgs/main::widgetsnbextension-3.5.1-p~ --> conda-forge::widgetsnbextension-3.5.1-py37h89c1867_4
  wrapt              pkgs/main::wrapt-1.12.1-py37h7b6447c_1 --> conda-forge::wrapt-1.12.1-py37h5e8e339_3
  xlrd                pkgs/main/linux-64::xlrd-1.2.0-py37_0 --> conda-forge/noarch::xlrd-2.0.1-pyhd8ed1ab_3
  xlsxwriter               pkgs/main::xlsxwriter-1.2.9-py_0 --> conda-forge::xlsxwriter-1.4.0-pyhd8ed1ab_0
  xz                         pkgs/main::xz-5.2.5-h7b6447c_0 --> conda-forge::xz-5.2.5-h516909a_1
  yarl                 pkgs/main::yarl-1.5.1-py37h7b6447c_0 --> conda-forge::yarl-1.6.3-py37h5e8e339_1
  zeromq                 pkgs/main::zeromq-4.3.2-he6710b0_3 --> conda-forge::zeromq-4.3.4-h9c3ff4c_0
  zipp                           pkgs/main::zipp-3.1.0-py_0 --> conda-forge::zipp-3.4.1-pyhd8ed1ab_0
  zlib                    pkgs/main::zlib-1.2.11-h7b6447c_3 --> conda-forge::zlib-1.2.11-h516909a_1010
  zstd                     pkgs/main::zstd-1.4.5-h9ceee32_0 --> conda-forge::zstd-1.4.9-ha95c52a_0

The following packages will be SUPERSEDED by a higher-priority channel:

  _libgcc_mutex           pkgs/main::_libgcc_mutex-0.1-main --> conda-forge::_libgcc_mutex-0.1-conda_forge
  backcall           pkgs/main::backcall-0.2.0-pyhd3eb1b0_0 --> conda-forge::backcall-0.2.0-pyh9f0ad1d_0
  blas                                            pkgs/main --> conda-forge
  brotlipy           pkgs/main::brotlipy-0.7.0-py37h27cfd2~ --> conda-forge::brotlipy-0.7.0-py37h5e8e339_1001
  ca-certificates    pkgs/main::ca-certificates-2021.4.13-~ --> conda-forge::ca-certificates-2020.12.5-ha878542_0
  click                 pkgs/main::click-7.1.2-pyhd3eb1b0_0 --> conda-forge::click-7.1.2-pyh9f0ad1d_0
  cryptography       pkgs/main::cryptography-3.4.7-py37hd2~ --> conda-forge::cryptography-3.4.7-py37h5d9358c_0
  dbus                   pkgs/main::dbus-1.13.16-hb2f20db_0 --> conda-forge::dbus-1.13.6-h48d8840_2
  google-pasta           pkgs/main::google-pasta-0.2.0-py_0 --> conda-forge::google-pasta-0.2.0-pyh8c360ce_0
  html5lib                     pkgs/main::html5lib-1.1-py_0 --> conda-forge::html5lib-1.1-pyh9f0ad1d_0
  imageio             pkgs/main::imageio-2.9.0-pyhd3eb1b0_0 --> conda-forge::imageio-2.9.0-py_0
  ipython_genutils   pkgs/main::ipython_genutils-0.2.0-pyh~ --> conda-forge::ipython_genutils-0.2.0-py_1
  json5                         pkgs/main::json5-0.9.5-py_0 --> conda-forge::json5-0.9.5-pyh9f0ad1d_0
  jupyterlab         pkgs/main::jupyterlab-2.2.6-pyhd3eb1b~ --> conda-forge::jupyterlab-2.2.6-py_0
  keras-applications                              pkgs/main --> conda-forge
  keyring                                         pkgs/main --> conda-forge
  libffi                   pkgs/main::libffi-3.3-he6710b0_2 --> conda-forge::libffi-3.3-h58526e2_2
  libxcb                  pkgs/main::libxcb-1.14-h7b6447c_0 --> conda-forge::libxcb-1.13-h7f98852_1003
  libxslt              pkgs/main::libxslt-1.1.34-hc22bd24_0 --> conda-forge::libxslt-1.1.33-h15afd5d_2
  oauthlib                   pkgs/main::oauthlib-3.1.0-py_0 --> conda-forge::oauthlib-3.0.1-py_0
  openssl              pkgs/main::openssl-1.1.1k-h27cfd23_0 --> conda-forge::openssl-1.1.1k-h7f98852_0
  pandocfilters      pkgs/main/linux-64::pandocfilters-1.4~ --> conda-forge/noarch::pandocfilters-1.4.2-py_1
  patsy              pkgs/main/linux-64::patsy-0.5.1-py37_0 --> conda-forge/noarch::patsy-0.5.1-py_0
  pcre                      pkgs/main::pcre-8.44-he6710b0_0 --> conda-forge::pcre-8.44-he1b5a44_0
  pexpect             pkgs/main::pexpect-4.8.0-pyhd3eb1b0_3 --> conda-forge::pexpect-4.8.0-pyh9f0ad1d_2
  pickleshare        pkgs/main::pickleshare-0.7.5-pyhd3eb1~ --> conda-forge::pickleshare-0.7.5-py_1003
  pyasn1                                          pkgs/main --> conda-forge
  pyasn1-modules       pkgs/main::pyasn1-modules-0.2.8-py_0 --> conda-forge::pyasn1-modules-0.2.7-py_0
  pycparser                  pkgs/main::pycparser-2.20-py_2 --> conda-forge::pycparser-2.20-pyh9f0ad1d_2
  pyparsing          pkgs/main::pyparsing-2.4.7-pyhd3eb1b0~ --> conda-forge::pyparsing-2.4.7-pyh9f0ad1d_0
  pyshp                                           pkgs/main --> conda-forge
  python-dateutil    pkgs/main::python-dateutil-2.8.1-pyhd~ --> conda-forge::python-dateutil-2.8.1-py_0
  pyyaml             pkgs/main::pyyaml-5.4.1-py37h27cfd23_1 --> conda-forge::pyyaml-5.4.1-py37h5e8e339_0
  requests-oauthlib  pkgs/main::requests-oauthlib-1.3.0-py~ --> conda-forge::requests-oauthlib-1.3.0-pyh9f0ad1d_0
  retrying           pkgs/main/linux-64::retrying-1.3.3-py~ --> conda-forge/noarch::retrying-1.3.3-py_2
  send2trash         pkgs/main::send2trash-1.5.0-pyhd3eb1b~ --> conda-forge::send2trash-1.5.0-py_0
  six                pkgs/main/linux-64::six-1.15.0-py37h0~ --> conda-forge/noarch::six-1.15.0-pyh9f0ad1d_0
  tensorboard        pkgs/main/noarch::tensorboard-2.1.0-p~ --> conda-forge/linux-64::tensorboard-1.14.0-py37_0
  tensorflow-base    pkgs/main::tensorflow-base-2.1.0-mkl_~ --> conda-forge::tensorflow-base-1.14.0-py37h4531e10_0
  tensorflow-estima~ pkgs/main/noarch::tensorflow-estimato~ --> conda-forge/linux-64::tensorflow-estimator-1.14.0-py37h5ca1d4c_0
  testpath           pkgs/main::testpath-0.4.4-pyhd3eb1b0_0 --> conda-forge::testpath-0.4.4-py_0
  threadpoolctl                                   pkgs/main --> conda-forge
  webencodings       pkgs/main/linux-64::webencodings-0.5.~ --> conda-forge/noarch::webencodings-0.5.1-py_1
  werkzeug           pkgs/main::werkzeug-1.0.1-pyhd3eb1b0_0 --> conda-forge::werkzeug-1.0.1-pyh9f0ad1d_0
  yaml                     pkgs/main::yaml-0.2.5-h7b6447c_0 --> conda-forge::yaml-0.2.5-h516909a_0

The following packages will be DOWNGRADED:

  ibm-wsrt-py37main~                             0.0.0-2155 --> custom-2155

Downloading and Extracting Packages
dill-0.3.3           | 60 KB     | ##################################### | 100%
libevent-2.1.10      | 1.1 MB    | ##################################### | 100%
psycopg2-2.8.6       | 168 KB    | ##################################### | 100%
sympy-1.8            | 11.1 MB   | ##################################### | 100%
libglib-2.68.1       | 3.1 MB    | ##################################### | 100%
setuptools-49.6.0    | 947 KB    | ##################################### | 100%
pandoc-2.12          | 12.4 MB   | ##################################### | 100%
xlrd-2.0.1           | 92 KB     | ##################################### | 100%
seaborn-0.11.1       | 4 KB      | ##################################### | 100%
mock-4.0.3           | 51 KB     | ##################################### | 100%
statsmodels-0.12.2   | 11.3 MB   | ##################################### | 100%
pip-21.0.1           | 1.1 MB    | ##################################### | 100%
pysocks-1.7.1        | 27 KB     | ##################################### | 100%
ld_impl_linux-64-2.3 | 618 KB    | ##################################### | 100%
pytz-2021.1          | 239 KB    | ##################################### | 100%
pyqtwebengine-5.12.1 | 175 KB    | ##################################### | 100%
pywavelets-1.1.1     | 4.4 MB    | ##################################### | 100%
wcwidth-0.2.5        | 33 KB     | ##################################### | 100%
kiwisolver-1.3.1     | 78 KB     | ##################################### | 100%
blinker-1.4          | 13 KB     | ##################################### | 100%
nest-asyncio-1.5.1   | 9 KB      | ##################################### | 100%
cached_property-1.5. | 11 KB     | ##################################### | 100%
libgcc-ng-9.3.0      | 7.8 MB    | ##################################### | 100%
tabulate-0.8.9       | 26 KB     | ##################################### | 100%
gst-plugins-base-1.1 | 2.5 MB    | ##################################### | 100%
nspr-4.30            | 233 KB    | ##################################### | 100%
cryptography-3.4.7   | 1.1 MB    | ##################################### | 100%
h5py-3.2.1           | 1.3 MB    | ##################################### | 100%
mkl_fft-1.3.0        | 204 KB    | ##################################### | 100%
tensorboard-1.14.0   | 3.2 MB    | ##################################### | 100%
libcblas-3.9.0       | 11 KB     | ##################################### | 100%
qt-5.12.9            | 99.5 MB   | ##################################### | 100%
keras-preprocessing- | 34 KB     | ##################################### | 100%
six-1.15.0           | 14 KB     | ##################################### | 100%
requests-oauthlib-1. | 21 KB     | ##################################### | 100%
zfp-0.5.5            | 190 KB    | ##################################### | 100%
nltk-3.6.2           | 1.1 MB    | ##################################### | 100%
fsspec-2021.4.0      | 75 KB     | ##################################### | 100%
imageio-2.9.0        | 3.1 MB    | ##################################### | 100%
ipython-7.22.0       | 1.1 MB    | ##################################### | 100%
sqlite-3.35.5        | 1.4 MB    | ##################################### | 100%
jsonschema-3.2.0     | 45 KB     | ##################################### | 100%
plotly-4.14.3        | 5.9 MB    | ##################################### | 100%
traitlets-5.0.5      | 81 KB     | ##################################### | 100%
libxml2-2.9.10       | 774 KB    | ##################################### | 100%
icu-68.1             | 13.0 MB   | ##################################### | 100%
libiconv-1.16        | 1.4 MB    | ##################################### | 100%
packaging-20.9       | 35 KB     | ##################################### | 100%
ipython_genutils-0.2 | 21 KB     | ##################################### | 100%
scipy-1.5.3          | 18.5 MB   | ##################################### | 100%
blas-1.0             | 1 KB      | ##################################### | 100%
lzo-2.10             | 314 KB    | ##################################### | 100%
tensorflow-base-1.14 | 87.6 MB   | ##################################### | 100%
tensorflow-estimator | 645 KB    | ##################################### | 100%
altair-4.1.0         | 614 KB    | ##################################### | 100%
freetype-2.10.4      | 890 KB    | ##################################### | 100%
pyrsistent-0.17.3    | 89 KB     | ##################################### | 100%
pexpect-4.8.0        | 47 KB     | ##################################### | 100%
grpcio-1.37.0        | 2.2 MB    | ##################################### | 100%
zstd-1.4.9           | 431 KB    | ##################################### | 100%
rsa-4.7.2            | 28 KB     | ##################################### | 100%
python-3.7.10        | 57.3 MB   | ##################################### | 100%
joblib-1.0.1         | 206 KB    | ##################################### | 100%
py-1.10.0            | 73 KB     | ##################################### | 100%
pyqt-5.12.3          | 21 KB     | ##################################### | 100%
mpfr-4.0.2           | 648 KB    | ##################################### | 100%
toolz-0.11.1         | 46 KB     | ##################################### | 100%
networkx-2.5         | 1.2 MB    | ##################################### | 100%
tk-8.6.10            | 3.2 MB    | ##################################### | 100%
krb5-1.17.2          | 1.4 MB    | ##################################### | 100%
defusedxml-0.7.1     | 23 KB     | ##################################### | 100%
ptyprocess-0.7.0     | 16 KB     | ##################################### | 100%
gmp-6.2.1            | 806 KB    | ##################################### | 100%
libpng-1.6.37        | 306 KB    | ##################################### | 100%
patsy-0.5.1          | 187 KB    | ##################################### | 100%
tifffile-2021.4.8    | 130 KB    | ##################################### | 100%
astropy-4.2.1        | 7.5 MB    | ##################################### | 100%
nbclient-0.5.3       | 67 KB     | ##################################### | 100%
pcre-8.44            | 261 KB    | ##################################### | 100%
pytorch-1.8.0        | 43.3 MB   | ##################################### | 100%
scikit-image-0.18.1  | 11.5 MB   | ##################################### | 100%
liblapack-3.9.0      | 11 KB     | ##################################### | 100%
pytables-3.6.1       | 1.5 MB    | ##################################### | 100%
beautifulsoup4-4.9.3 | 86 KB     | ##################################### | 100%
openjpeg-2.4.0       | 525 KB    | ##################################### | 100%
blosc-1.21.0         | 841 KB    | ##################################### | 100%
ncurses-6.2          | 985 KB    | ##################################### | 100%
bzip2-1.0.8          | 484 KB    | ##################################### | 100%
decorator-5.0.7      | 11 KB     | ##################################### | 100%
readline-8.1         | 295 KB    | ##################################### | 100%
tqdm-4.60.0          | 79 KB     | ##################################### | 100%
zipp-3.4.1           | 11 KB     | ##################################### | 100%
_openmp_mutex-4.5    | 5 KB      | ##################################### | 100%
matplotlib-3.4.1     | 7 KB      | ##################################### | 100%
brotli-1.0.9         | 389 KB    | ##################################### | 100%
pyshp-2.1.0          | 31 KB     | ##################################### | 100%
partd-1.2.0          | 18 KB     | ##################################### | 100%
pyzmq-22.0.3         | 524 KB    | ##################################### | 100%
giflib-5.2.1         | 77 KB     | ##################################### | 100%
backcall-0.2.0       | 13 KB     | ##################################### | 100%
olefile-0.46         | 32 KB     | ##################################### | 100%
pyparsing-2.4.7      | 60 KB     | ##################################### | 100%
imagecodecs-2021.3.3 | 6.9 MB    | ##################################### | 100%
unixodbc-2.3.9       | 293 KB    | ##################################### | 100%
cytoolz-0.11.0       | 403 KB    | ##################################### | 100%
dbus-1.13.6          | 572 KB    | ##################################### | 100%
xz-5.2.5             | 343 KB    | ##################################### | 100%
typing-extensions-3. | 8 KB      | ##################################### | 100%
ibm-wsrt-py37main-ma | 2 KB      | ##################################### | 100%
xorg-libxdmcp-1.1.3  | 19 KB     | ##################################### | 100%
openssl-1.1.1k       | 2.1 MB    | ##################################### | 100%
libprotobuf-3.15.8   | 2.5 MB    | ##################################### | 100%
libxkbcommon-1.0.3   | 581 KB    | ##################################### | 100%
snappy-1.1.8         | 32 KB     | ##################################### | 100%
requests-2.25.1      | 51 KB     | ##################################### | 100%
jupyterlab_server-1. | 25 KB     | ##################################### | 100%
dask-core-2021.4.1   | 725 KB    | ##################################### | 100%
async_generator-1.10 | 18 KB     | ##################################### | 100%
libclang-11.1.0      | 19.2 MB   | ##################################### | 100%
libcurl-7.76.1       | 328 KB    | ##################################### | 100%
jpeg-9d              | 264 KB    | ##################################### | 100%
nss-3.64             | 2.1 MB    | ##################################### | 100%
idna-2.10            | 52 KB     | ##################################### | 100%
sip-4.19.25          | 295 KB    | ##################################### | 100%
mkl-service-2.3.0    | 54 KB     | ##################################### | 100%
send2trash-1.5.0     | 12 KB     | ##################################### | 100%
cached-property-1.5. | 4 KB      | ##################################### | 100%
bleach-3.3.0         | 111 KB    | ##################################### | 100%
protobuf-3.15.8      | 334 KB    | ##################################### | 100%
appdirs-1.4.4        | 13 KB     | ##################################### | 100%
typing_extensions-3. | 25 KB     | ##################################### | 100%
gmpy2-2.1.0b1        | 206 KB    | ##################################### | 100%
jinja2-2.11.3        | 93 KB     | ##################################### | 100%
pickleshare-0.7.5    | 9 KB      | ##################################### | 100%
werkzeug-1.0.1       | 239 KB    | ##################################### | 100%
libllvm11-11.1.0     | 29.1 MB   | ##################################### | 100%
mysql-common-8.0.23  | 1.5 MB    | ##################################### | 100%
greenlet-1.0.0       | 83 KB     | ##################################### | 100%
freetds-1.1.15       | 2.4 MB    | ##################################### | 100%
argon2-cffi-20.1.0   | 47 KB     | ##################################### | 100%
sqlalchemy-1.4.11    | 2.2 MB    | ##################################### | 100%
chardet-4.0.0        | 204 KB    | ##################################### | 100%
aiohttp-3.7.4        | 632 KB    | ##################################### | 100%
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Preparing transaction: done
Verifying transaction: done
Executing transaction: - b'Exception while loading config file /var/pod/.ws/ax-ext/config/wscloud/jupyter_notebook_config.py\n    Traceback (most recent call last):\n      File "/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/traitlets/config/application.py", line 737, in _load_config_files\n        config = loader.load_config()\n      File "/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/traitlets/config/loader.py", line 616, in load_config\n        self._read_file_as_dict()\n      File "/opt/conda/envs/Python-3.7-main/lib/python3.7/site-packages/traitlets/config/loader.py", line 648, in _read_file_as_dict\n        exec(compile(f.read(), conf_filename, \'exec\'), namespace, namespace)\n      File "/var/pod/.ws/ax-ext/config/wscloud/jupyter_notebook_config.py", line 17, in <module>\n        from cdsax_jupyter_extensions.ax_log import ax_log_request\n    ModuleNotFoundError: No module named \'cdsax_jupyter_extensions\'\nEnabling notebook extension jupyter-js-widgets/extension...\n      - Validating: \x1b[32mOK\x1b[0m\n'
done
Folium installed
Libraries imported.
# Get coordinates for Toronto

g = geocoder.arcgis('Toronto, Ontario')
lat_lng_coords = g.latlng
latitude = lat_lng_coords[0]
longitude = lat_lng_coords[1]

print('latitude',latitude,'longitude',longitude)latitude 43.648690000000045 longitude -79.38543999999996
# Create map of Toronto by using Folium

map_toronto = folium.Map(location=[latitude, longitude], zoom_start=10)

# Add markers to the map
for lat, lng, borough, neighbourhood in zip(dfBoroughToronto['Latitude'],dfBoroughToronto['Longitude'],dfBoroughToronto['Borough'],dfBoroughToronto['Neighborhood']):
    label = '{}, {}'.format(neighbourhood, borough)
    label = folium.Popup(label, parse_html=True)
    folium.CircleMarker(
        [lat,lng],
        radius=5,
        popup=label,
        color='blue',
        fill=True,
        fill_color='#3186cc',
        fill_opacity=0.7,
        parse_html=False).add_to(map_toronto)

map_toronto_____no_output_____# Using K-Means for clustering of the Neighborhoods

k = 6
dfToronto_cluster = dfBoroughToronto.drop(['PostalCode','Borough','Neighborhood'],1)
kmeans = KMeans(n_clusters = k,random_state=0).fit(dfToronto_cluster)
kmeans.labels______no_output_____dfBoroughToronto.insert(0, 'ClusterLabels', kmeans.labels_)
dfBoroughToronto_____no_output_____

### 5. Creating a map of Toronto with clustered and colorized Neighborhoods¶_____no_output_____

import matplotlib.colors as colors

# Create map
mapToronto_cluster = folium.Map(location=[latitude, longitude],zoom_start=10)

# Set colors for clusters
x = np.arange(k)
ys = [i + x + (i*x)**2 for i in range(k)]
colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))
rainbow = [colors.rgb2hex(i) for i in colors_array]

# Add markers
markers_colors = []

for lat, lng, neighborhood, cluster in zip(dfBoroughToronto['Latitude'], dfBoroughToronto['Longitude'], dfBoroughToronto['Neighborhood'], dfBoroughToronto['ClusterLabels']):
    label = folium.Popup(' Cluster ' + str(cluster), parse_html=True)
    folium.CircleMarker(
        [lat, lng],
        radius=5,
        popup=label,
        color=rainbow[cluster-1],
        fill=True,
        fill_color=rainbow[cluster-1],
        fill_opacity=0.7).add_to(mapToronto_cluster)

mapToronto_cluster_____no_output_____