From cb16dee798ebadbb17aec05e0dad3a1463987abb Mon Sep 17 00:00:00 2001
From: Pierre Chanial <pierre.chanial@apc.in2p3.fr>
Date: Wed, 2 Feb 2022 14:59:04 +0100
Subject: [PATCH] Add notebook for the ESCAPE General Assembly demo.
---
.gitignore | 1 +
README.md | 22 +
notebooks/demo-2021-08-05.ipynb | 1761 +++++++++++++++++++++++++++++++
poetry.lock | 1728 ++++++++++++++++++++++--------
pyproject.toml | 11 +-
5 files changed, 3076 insertions(+), 447 deletions(-)
create mode 100644 notebooks/demo-2021-08-05.ipynb
diff --git a/.gitignore b/.gitignore
index decf055..54ad0ae 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,5 +3,6 @@
__pycache__/
.mypy_cache/
+.ipynb_checkpoints/
.coverage
htmlcov
diff --git a/README.md b/README.md
index 7b4a948..23ce692 100644
--- a/README.md
+++ b/README.md
@@ -120,3 +120,25 @@ The new table `apertif_table` can be imported by the Python client as Pandas dat
```python
table.aspandas()
```
+
+## Creation of a table from a TAP query
+
+All the TAP services can be accessed through ESAP-DB. Queries can be stored as a table in a user's dataset.
+A VO table is referenced in ESAP-DB by `tap_service.schema_name.table_name`. The following example
+performs a cone search around an optical source in the Gaia DR3 catalog.
+
+```python
+query = """
+SELECT *
+FROM esavo_gaia_tap.gaiaedr3.gaia_source
+WHERE 1 = CONTAINS(
+ POINT('ICRS', ra, dec),
+ CIRCLE('ICRS', 207.5, 52.5, 1.)
+)
+"""
+
+print(f'Cone search around optical source...', end='')
+table_optical = dataset.create_table_as(query, 'optical')
+print(f' {len(table_optical)} results.')
+table_optical.aspandas()
+```
diff --git a/notebooks/demo-2021-08-05.ipynb b/notebooks/demo-2021-08-05.ipynb
new file mode 100644
index 0000000..c020d2a
--- /dev/null
+++ b/notebooks/demo-2021-08-05.ipynb
@@ -0,0 +1,1761 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "12fd6835",
+ "metadata": {},
+ "source": [
+ "# ESAP-DB: a managed database\n",
+ "\n",
+ "ESAP-DB is an ESAP component providing managed database services.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a0fd93cb",
+ "metadata": {},
+ "source": [
+ "In order to use ESAP-DB in Python, a client needs to be instantiated:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "405f32d2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from esap_client import ESAPClient\n",
+ "client = ESAPClient()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e501b876",
+ "metadata": {},
+ "source": [
+ "## Creation of a project\n",
+ "A project defines a scope, in which collections of tables can be created.\n",
+ "Let's create our first project:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "1f22d789",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[31mName\u001b[0m my_project\n",
+ "\u001b[31mDescription\u001b[0m My first project 😀\n",
+ "\u001b[31mType\u001b[0m user\n",
+ "\u001b[31mMax size\u001b[0m 10.0 GiB\n",
+ "\u001b[31mDatasets\u001b[0m []\n"
+ ]
+ }
+ ],
+ "source": [
+ "project = client.create_project('my_project', 'My first project 😀')\n",
+ "project.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e6a7d912",
+ "metadata": {},
+ "source": [
+ "## Creation of a dataset\n",
+ "\n",
+ "In this project, let's create a dataset, i.e., a group of tables:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "b1aabf39",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[31mName\u001b[0m my_project.my_dataset\n",
+ "\u001b[31mDescription\u001b[0m My first dataset 😃\n",
+ "\u001b[31mTables\u001b[0m []\n"
+ ]
+ }
+ ],
+ "source": [
+ "dataset = project.create_dataset('my_dataset', 'My first dataset 😃')\n",
+ "dataset.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "616f6597",
+ "metadata": {},
+ "source": [
+ "We can check that the dataset has been created inside our project:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "7ad8b23d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[<Dataset my_project.my_dataset>]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "project.datasets"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8fcba399",
+ "metadata": {},
+ "source": [
+ "## Creation of a table from a Pandas DataFrame\n",
+ "\n",
+ "Pandas DataFrames can be used as a data source."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "b7115b60",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[31mName\u001b[0m my_project.my_dataset.my_pandas_table\n",
+ "\u001b[31mDescription\u001b[0m\n",
+ "\u001b[31mShape\u001b[0m 10 rows x 3 columns\n"
+ ]
+ }
+ ],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "df = pd.DataFrame({\n",
+ " 'a': np.random.randn(10),\n",
+ " 'b': np.random.randn(10),\n",
+ " 'c': np.random.randn(10),\n",
+ "})\n",
+ "table = dataset.create_table_from(df, \"my_pandas_table\")\n",
+ "table.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cd4604d3",
+ "metadata": {},
+ "source": [
+ "We can check that the table has been added to the dataset"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "07d40822",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[31mName\u001b[0m my_project.my_dataset\n",
+ "\u001b[31mDescription\u001b[0m My first dataset 😃\n",
+ "\u001b[31mTables\u001b[0m my_pandas_table\n"
+ ]
+ }
+ ],
+ "source": [
+ "dataset.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ae353d25",
+ "metadata": {},
+ "source": [
+ "The tables in a dataset can be accessed"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "f55cf4d7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[<Table my_project.my_dataset.my_pandas_table>]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "dataset.tables"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7acc4b2b",
+ "metadata": {},
+ "source": [
+ "The object `table` does not hold any data, it is a proxy object to an actual database table. To download it as a Pandas dataframe:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "2d9a040a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>a</th>\n",
+ " <th>b</th>\n",
+ " <th>c</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>-0.395961</td>\n",
+ " <td>-0.364928</td>\n",
+ " <td>-0.730684</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1.395723</td>\n",
+ " <td>0.292499</td>\n",
+ " <td>1.958133</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>-0.840691</td>\n",
+ " <td>1.671912</td>\n",
+ " <td>1.330116</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>-0.079537</td>\n",
+ " <td>0.365518</td>\n",
+ " <td>2.184425</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>-0.405754</td>\n",
+ " <td>-0.640853</td>\n",
+ " <td>2.738865</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>-3.069208</td>\n",
+ " <td>-0.519591</td>\n",
+ " <td>0.422878</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>-0.588174</td>\n",
+ " <td>0.622558</td>\n",
+ " <td>-0.642522</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>-1.532541</td>\n",
+ " <td>0.131149</td>\n",
+ " <td>0.327680</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>-1.039751</td>\n",
+ " <td>-2.581275</td>\n",
+ " <td>0.544492</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>-0.786656</td>\n",
+ " <td>1.533198</td>\n",
+ " <td>0.101051</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " a b c\n",
+ "0 -0.395961 -0.364928 -0.730684\n",
+ "1 1.395723 0.292499 1.958133\n",
+ "2 -0.840691 1.671912 1.330116\n",
+ "3 -0.079537 0.365518 2.184425\n",
+ "4 -0.405754 -0.640853 2.738865\n",
+ "5 -3.069208 -0.519591 0.422878\n",
+ "6 -0.588174 0.622558 -0.642522\n",
+ "7 -1.532541 0.131149 0.327680\n",
+ "8 -1.039751 -2.581275 0.544492\n",
+ "9 -0.786656 1.533198 0.101051"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "table.aspandas()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "50f601dd",
+ "metadata": {},
+ "source": [
+ "## Creation of a table from an external resource\n",
+ "\n",
+ "External CSV files can be imported into a table:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "89691091",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[31mName\u001b[0m my_project.my_dataset.sp_18ans_dep_2022_02_01_19h08\n",
+ "\u001b[31mDescription\u001b[0m https://www.data.gouv.fr/fr/datasets/r/c0f59f00-3ab2-4f31-8a05-d317b43e9055\n",
+ "\u001b[31mShape\u001b[0m 63622 rows x 6 columns\n"
+ ]
+ }
+ ],
+ "source": [
+ "url = 'https://www.data.gouv.fr/fr/datasets/r/c0f59f00-3ab2-4f31-8a05-d317b43e9055'\n",
+ "table = dataset.create_table_from(url, sep=';')\n",
+ "table.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "98e8cd25",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>dep</th>\n",
+ " <th>semaine</th>\n",
+ " <th>age_18ans</th>\n",
+ " <th>ti</th>\n",
+ " <th>tp</th>\n",
+ " <th>td</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>01</td>\n",
+ " <td>2020-S21</td>\n",
+ " <td>2</td>\n",
+ " <td>0.00</td>\n",
+ " <td>0.00</td>\n",
+ " <td>217.02</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>01</td>\n",
+ " <td>2020-S21</td>\n",
+ " <td>5</td>\n",
+ " <td>0.00</td>\n",
+ " <td>0.00</td>\n",
+ " <td>161.19</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>01</td>\n",
+ " <td>2020-S21</td>\n",
+ " <td>10</td>\n",
+ " <td>0.00</td>\n",
+ " <td>0.00</td>\n",
+ " <td>159.85</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>01</td>\n",
+ " <td>2020-S21</td>\n",
+ " <td>14</td>\n",
+ " <td>0.00</td>\n",
+ " <td>0.00</td>\n",
+ " <td>107.83</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>01</td>\n",
+ " <td>2020-S21</td>\n",
+ " <td>17</td>\n",
+ " <td>3.98</td>\n",
+ " <td>2.17</td>\n",
+ " <td>183.19</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>63617</th>\n",
+ " <td>974</td>\n",
+ " <td>2022-S03</td>\n",
+ " <td>0</td>\n",
+ " <td>5393.28</td>\n",
+ " <td>39.55</td>\n",
+ " <td>13637.28</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>63618</th>\n",
+ " <td>975</td>\n",
+ " <td>2022-S03</td>\n",
+ " <td>0</td>\n",
+ " <td>183.43</td>\n",
+ " <td>11.83</td>\n",
+ " <td>1550.78</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>63619</th>\n",
+ " <td>976</td>\n",
+ " <td>2022-S03</td>\n",
+ " <td>0</td>\n",
+ " <td>382.15</td>\n",
+ " <td>11.70</td>\n",
+ " <td>3266.89</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>63620</th>\n",
+ " <td>977</td>\n",
+ " <td>2022-S03</td>\n",
+ " <td>0</td>\n",
+ " <td>2108.22</td>\n",
+ " <td>17.20</td>\n",
+ " <td>12257.81</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>63621</th>\n",
+ " <td>978</td>\n",
+ " <td>2022-S03</td>\n",
+ " <td>0</td>\n",
+ " <td>1480.16</td>\n",
+ " <td>19.14</td>\n",
+ " <td>7731.93</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>63622 rows × 6 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " dep semaine age_18ans ti tp td\n",
+ "0 01 2020-S21 2 0.00 0.00 217.02\n",
+ "1 01 2020-S21 5 0.00 0.00 161.19\n",
+ "2 01 2020-S21 10 0.00 0.00 159.85\n",
+ "3 01 2020-S21 14 0.00 0.00 107.83\n",
+ "4 01 2020-S21 17 3.98 2.17 183.19\n",
+ "... ... ... ... ... ... ...\n",
+ "63617 974 2022-S03 0 5393.28 39.55 13637.28\n",
+ "63618 975 2022-S03 0 183.43 11.83 1550.78\n",
+ "63619 976 2022-S03 0 382.15 11.70 3266.89\n",
+ "63620 977 2022-S03 0 2108.22 17.20 12257.81\n",
+ "63621 978 2022-S03 0 1480.16 19.14 7731.93\n",
+ "\n",
+ "[63622 rows x 6 columns]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "table.aspandas()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "ca109151",
+ "metadata": {},
+ "source": [
+ "## Creation of a table from a query\n",
+ "Inside the same project, the tables from different datasets can be combined in a query."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "138785a7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "\n",
+ "dataset1 = project.create_dataset('dataset1')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "7bff0166",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>x</th>\n",
+ " <th>y</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍓</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🥝</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍇</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍐</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍏</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍍</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " x y\n",
+ "0 fruit 🍓\n",
+ "1 fruit 🥝\n",
+ "2 fruit 🍇\n",
+ "3 fruit 🍐\n",
+ "4 fruit 🍏\n",
+ "5 fruit 🍍"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_fruits = pd.DataFrame({'x': 6 * ['fruit'], 'y': list('🍓🥝🍇🍐🍏🍍')})\n",
+ "fruits = dataset1.create_table_from(df_fruits, 'fruits')\n",
+ "fruits.aspandas()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "ae858878",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataset2 = project.create_dataset('dataset2')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "cbf7cc73",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>x</th>\n",
+ " <th>y</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🥑</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🌽</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🥒</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🍆</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🥦</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " x y\n",
+ "0 vegetable 🥑\n",
+ "1 vegetable 🌽\n",
+ "2 vegetable 🥒\n",
+ "3 vegetable 🍆\n",
+ "4 vegetable 🥦"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_vegetables = pd.DataFrame({'x': 5 * ['vegetable'], 'y': list('🥑🌽🥒🍆🥦')})\n",
+ "vegetables = dataset2.create_table_from(df_vegetables, 'vegetables')\n",
+ "vegetables.aspandas()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "43cea6e4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dataset3 = project.create_dataset('dataset3')\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "0d5c3db9",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>x</th>\n",
+ " <th>y</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍇</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍍</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍏</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍐</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🍓</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>fruit</td>\n",
+ " <td>🥝</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🥦</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>7</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🌽</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>8</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🍆</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>9</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🥑</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>10</th>\n",
+ " <td>vegetable</td>\n",
+ " <td>🥒</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " x y\n",
+ "0 fruit 🍇\n",
+ "1 fruit 🍍\n",
+ "2 fruit 🍏\n",
+ "3 fruit 🍐\n",
+ "4 fruit 🍓\n",
+ "5 fruit 🥝\n",
+ "6 vegetable 🥦\n",
+ "7 vegetable 🌽\n",
+ "8 vegetable 🍆\n",
+ "9 vegetable 🥑\n",
+ "10 vegetable 🥒"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "query = \"\"\"\n",
+ "SELECT * FROM dataset1.fruits\n",
+ "UNION\n",
+ "SELECT * FROM dataset2.vegetables\n",
+ "ORDER BY x, y\n",
+ "\"\"\"\n",
+ "food = dataset3.create_table_as(query, 'food')\n",
+ "food.aspandas()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5c12db1e",
+ "metadata": {},
+ "source": [
+ "## Creation of a table from an ESAP ESFRI query\n",
+ "\n",
+ "We can store the result of an ESAP-API query into a table that belongs to the dataset that we have just created."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "27847dd5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>dataset</th>\n",
+ " <th>collection</th>\n",
+ " <th>level</th>\n",
+ " <th>name</th>\n",
+ " <th>PID</th>\n",
+ " <th>dataProductType</th>\n",
+ " <th>dataProductSubType</th>\n",
+ " <th>generatedByActivity</th>\n",
+ " <th>datasetID</th>\n",
+ " <th>ra</th>\n",
+ " <th>dec</th>\n",
+ " <th>fov</th>\n",
+ " <th>release</th>\n",
+ " <th>thumbnail</th>\n",
+ " <th>storageRef</th>\n",
+ " <th>url</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA190409015_B000.MS</td>\n",
+ " <td>pid-WSRTA190409015_B000.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/289169/</td>\n",
+ " <td>190409015</td>\n",
+ " <td>342.162500</td>\n",
+ " <td>33.944444</td>\n",
+ " <td>0.2</td>\n",
+ " <td>SVC_2019_Imaging</td>\n",
+ " <td>https://alta.astron.nl</td>\n",
+ " <td>cold:190409015/WSRTA190409015_B000.MS.tar</td>\n",
+ " <td>https://alta.astron.nl/webdav/SVC_2019_Imaging...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA190409015_B001.MS</td>\n",
+ " <td>pid-WSRTA190409015_B001.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/289169/</td>\n",
+ " <td>190409015</td>\n",
+ " <td>340.350988</td>\n",
+ " <td>32.918112</td>\n",
+ " <td>0.2</td>\n",
+ " <td>SVC_2019_Imaging</td>\n",
+ " <td>https://alta.astron.nl</td>\n",
+ " <td>cold:190409015/WSRTA190409015_B001.MS.tar</td>\n",
+ " <td>https://alta.astron.nl/webdav/SVC_2019_Imaging...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA190409015_B002.MS</td>\n",
+ " <td>pid-WSRTA190409015_B002.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/289169/</td>\n",
+ " <td>190409015</td>\n",
+ " <td>340.908159</td>\n",
+ " <td>32.924915</td>\n",
+ " <td>0.2</td>\n",
+ " <td>SVC_2019_Imaging</td>\n",
+ " <td>https://alta.astron.nl</td>\n",
+ " <td>cold:190409015/WSRTA190409015_B002.MS.tar</td>\n",
+ " <td>https://alta.astron.nl/webdav/SVC_2019_Imaging...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA190409015_B003.MS</td>\n",
+ " <td>pid-WSRTA190409015_B003.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/289169/</td>\n",
+ " <td>190409015</td>\n",
+ " <td>341.465567</td>\n",
+ " <td>32.929246</td>\n",
+ " <td>0.2</td>\n",
+ " <td>SVC_2019_Imaging</td>\n",
+ " <td>https://alta.astron.nl</td>\n",
+ " <td>cold:190409015/WSRTA190409015_B003.MS.tar</td>\n",
+ " <td>https://alta.astron.nl/webdav/SVC_2019_Imaging...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA190409015_B004.MS</td>\n",
+ " <td>pid-WSRTA190409015_B004.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/289169/</td>\n",
+ " <td>190409015</td>\n",
+ " <td>342.023107</td>\n",
+ " <td>32.931102</td>\n",
+ " <td>0.2</td>\n",
+ " <td>SVC_2019_Imaging</td>\n",
+ " <td>https://alta.astron.nl</td>\n",
+ " <td>cold:190409015/WSRTA190409015_B004.MS.tar</td>\n",
+ " <td>https://alta.astron.nl/webdav/SVC_2019_Imaging...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>526</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA200624213_B035.MS</td>\n",
+ " <td>pid-WSRTA200624213_B035.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/1988825/</td>\n",
+ " <td>200624213</td>\n",
+ " <td>341.052670</td>\n",
+ " <td>30.092919</td>\n",
+ " <td>0.2</td>\n",
+ " <td>APERTIF_DR1_Imaging</td>\n",
+ " <td>None</td>\n",
+ " <td>-</td>\n",
+ " <td>https://alta.astron.nl/webdav/APERTIF_DR1_Imag...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>527</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA200624213_B036.MS</td>\n",
+ " <td>pid-WSRTA200624213_B036.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/1988825/</td>\n",
+ " <td>200624213</td>\n",
+ " <td>341.593556</td>\n",
+ " <td>30.093473</td>\n",
+ " <td>0.2</td>\n",
+ " <td>APERTIF_DR1_Imaging</td>\n",
+ " <td>None</td>\n",
+ " <td>-</td>\n",
+ " <td>https://alta.astron.nl/webdav/APERTIF_DR1_Imag...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>528</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA200624213_B037.MS</td>\n",
+ " <td>pid-WSRTA200624213_B037.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/1988825/</td>\n",
+ " <td>200624213</td>\n",
+ " <td>342.134418</td>\n",
+ " <td>30.091812</td>\n",
+ " <td>0.2</td>\n",
+ " <td>APERTIF_DR1_Imaging</td>\n",
+ " <td>None</td>\n",
+ " <td>-</td>\n",
+ " <td>https://alta.astron.nl/webdav/APERTIF_DR1_Imag...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>529</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA200624213_B038.MS</td>\n",
+ " <td>pid-WSRTA200624213_B038.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/1988825/</td>\n",
+ " <td>200624213</td>\n",
+ " <td>342.675160</td>\n",
+ " <td>30.087937</td>\n",
+ " <td>0.2</td>\n",
+ " <td>APERTIF_DR1_Imaging</td>\n",
+ " <td>None</td>\n",
+ " <td>-</td>\n",
+ " <td>https://alta.astron.nl/webdav/APERTIF_DR1_Imag...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>530</th>\n",
+ " <td>Imaging Survey raw data</td>\n",
+ " <td>imaging</td>\n",
+ " <td>0</td>\n",
+ " <td>WSRTA200624213_B039.MS</td>\n",
+ " <td>pid-WSRTA200624213_B039.MS</td>\n",
+ " <td>visibility</td>\n",
+ " <td>uncalibratedVisibility</td>\n",
+ " <td>http://alta.astron.nl/altapi/activities/1988825/</td>\n",
+ " <td>200624213</td>\n",
+ " <td>343.215685</td>\n",
+ " <td>30.081850</td>\n",
+ " <td>0.2</td>\n",
+ " <td>APERTIF_DR1_Imaging</td>\n",
+ " <td>None</td>\n",
+ " <td>-</td>\n",
+ " <td>https://alta.astron.nl/webdav/APERTIF_DR1_Imag...</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>531 rows × 16 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " dataset collection level name \\\n",
+ "0 Imaging Survey raw data imaging 0 WSRTA190409015_B000.MS \n",
+ "1 Imaging Survey raw data imaging 0 WSRTA190409015_B001.MS \n",
+ "2 Imaging Survey raw data imaging 0 WSRTA190409015_B002.MS \n",
+ "3 Imaging Survey raw data imaging 0 WSRTA190409015_B003.MS \n",
+ "4 Imaging Survey raw data imaging 0 WSRTA190409015_B004.MS \n",
+ ".. ... ... ... ... \n",
+ "526 Imaging Survey raw data imaging 0 WSRTA200624213_B035.MS \n",
+ "527 Imaging Survey raw data imaging 0 WSRTA200624213_B036.MS \n",
+ "528 Imaging Survey raw data imaging 0 WSRTA200624213_B037.MS \n",
+ "529 Imaging Survey raw data imaging 0 WSRTA200624213_B038.MS \n",
+ "530 Imaging Survey raw data imaging 0 WSRTA200624213_B039.MS \n",
+ "\n",
+ " PID dataProductType dataProductSubType \\\n",
+ "0 pid-WSRTA190409015_B000.MS visibility uncalibratedVisibility \n",
+ "1 pid-WSRTA190409015_B001.MS visibility uncalibratedVisibility \n",
+ "2 pid-WSRTA190409015_B002.MS visibility uncalibratedVisibility \n",
+ "3 pid-WSRTA190409015_B003.MS visibility uncalibratedVisibility \n",
+ "4 pid-WSRTA190409015_B004.MS visibility uncalibratedVisibility \n",
+ ".. ... ... ... \n",
+ "526 pid-WSRTA200624213_B035.MS visibility uncalibratedVisibility \n",
+ "527 pid-WSRTA200624213_B036.MS visibility uncalibratedVisibility \n",
+ "528 pid-WSRTA200624213_B037.MS visibility uncalibratedVisibility \n",
+ "529 pid-WSRTA200624213_B038.MS visibility uncalibratedVisibility \n",
+ "530 pid-WSRTA200624213_B039.MS visibility uncalibratedVisibility \n",
+ "\n",
+ " generatedByActivity datasetID ra \\\n",
+ "0 http://alta.astron.nl/altapi/activities/289169/ 190409015 342.162500 \n",
+ "1 http://alta.astron.nl/altapi/activities/289169/ 190409015 340.350988 \n",
+ "2 http://alta.astron.nl/altapi/activities/289169/ 190409015 340.908159 \n",
+ "3 http://alta.astron.nl/altapi/activities/289169/ 190409015 341.465567 \n",
+ "4 http://alta.astron.nl/altapi/activities/289169/ 190409015 342.023107 \n",
+ ".. ... ... ... \n",
+ "526 http://alta.astron.nl/altapi/activities/1988825/ 200624213 341.052670 \n",
+ "527 http://alta.astron.nl/altapi/activities/1988825/ 200624213 341.593556 \n",
+ "528 http://alta.astron.nl/altapi/activities/1988825/ 200624213 342.134418 \n",
+ "529 http://alta.astron.nl/altapi/activities/1988825/ 200624213 342.675160 \n",
+ "530 http://alta.astron.nl/altapi/activities/1988825/ 200624213 343.215685 \n",
+ "\n",
+ " dec fov release thumbnail \\\n",
+ "0 33.944444 0.2 SVC_2019_Imaging https://alta.astron.nl \n",
+ "1 32.918112 0.2 SVC_2019_Imaging https://alta.astron.nl \n",
+ "2 32.924915 0.2 SVC_2019_Imaging https://alta.astron.nl \n",
+ "3 32.929246 0.2 SVC_2019_Imaging https://alta.astron.nl \n",
+ "4 32.931102 0.2 SVC_2019_Imaging https://alta.astron.nl \n",
+ ".. ... ... ... ... \n",
+ "526 30.092919 0.2 APERTIF_DR1_Imaging None \n",
+ "527 30.093473 0.2 APERTIF_DR1_Imaging None \n",
+ "528 30.091812 0.2 APERTIF_DR1_Imaging None \n",
+ "529 30.087937 0.2 APERTIF_DR1_Imaging None \n",
+ "530 30.081850 0.2 APERTIF_DR1_Imaging None \n",
+ "\n",
+ " storageRef \\\n",
+ "0 cold:190409015/WSRTA190409015_B000.MS.tar \n",
+ "1 cold:190409015/WSRTA190409015_B001.MS.tar \n",
+ "2 cold:190409015/WSRTA190409015_B002.MS.tar \n",
+ "3 cold:190409015/WSRTA190409015_B003.MS.tar \n",
+ "4 cold:190409015/WSRTA190409015_B004.MS.tar \n",
+ ".. ... \n",
+ "526 - \n",
+ "527 - \n",
+ "528 - \n",
+ "529 - \n",
+ "530 - \n",
+ "\n",
+ " url \n",
+ "0 https://alta.astron.nl/webdav/SVC_2019_Imaging... \n",
+ "1 https://alta.astron.nl/webdav/SVC_2019_Imaging... \n",
+ "2 https://alta.astron.nl/webdav/SVC_2019_Imaging... \n",
+ "3 https://alta.astron.nl/webdav/SVC_2019_Imaging... \n",
+ "4 https://alta.astron.nl/webdav/SVC_2019_Imaging... \n",
+ ".. ... \n",
+ "526 https://alta.astron.nl/webdav/APERTIF_DR1_Imag... \n",
+ "527 https://alta.astron.nl/webdav/APERTIF_DR1_Imag... \n",
+ "528 https://alta.astron.nl/webdav/APERTIF_DR1_Imag... \n",
+ "529 https://alta.astron.nl/webdav/APERTIF_DR1_Imag... \n",
+ "530 https://alta.astron.nl/webdav/APERTIF_DR1_Imag... \n",
+ "\n",
+ "[531 rows x 16 columns]"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "query = {\n",
+ " \"level\": \"raw\",\n",
+ " \"collection\": \"imaging\",\n",
+ " \"ra\": 342.16,\n",
+ " \"dec\": 33.94,\n",
+ " \"fov\": 10,\n",
+ " \"archive_uri\": \"apertif\"\n",
+ "}\n",
+ "table = dataset.create_table_from_esap_gateway_query(query, 'apertif_table', 'Apertif cone search')\n",
+ "table.aspandas()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "72e4a424",
+ "metadata": {},
+ "source": [
+ "## Creation of a table from a TAP query\n",
+ "All the TAP services can be access through ESAP-DB. Queries can be stored as a table in a user's dataset.\n",
+ "\n",
+ "A VO table is referenced in ESAP-DB by `tap_service.schema_name.table_name`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "37ff5d2a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[31mProjects\u001b[0m aip_gavo_org_tap, archive_stsci_edu_caomtap, archive_stsci_edu_hsctap, archive_stsci_edu_hscv2tap, archive_stsci_edu_hscv3tap, archive_stsci_edu_missionmast, archive_stsci_edu_ps1dr2tap, archive_stsci_edu_regtap, astro_ucl_ac_uk_tap, astron_nl_tap, asu_cas_cz_tap, au_csiro_atoavo_tap, au_csiro_casda_tap, au_csiro_psrda_atnf_pulsar_data_archive, bira_iasb_tap, byu_arvo_tap, cadc_nrc_ca_argus, cadc_nrc_ca_youcat, cdpp_amda, cdpp_illu67p, cdpp_transplanet, cds_simbad_tap, cds_vizier_obstap, cds_vizier_tap, cefca_j_plus_j_plus_dr1, fu_berlin_planet_hrsc_tap, cefca_j_plus_j_plus_dr2, cefca_minijpas_minij_pas_pdr201912, chivo_tap, cxc_harvard_edu_cda, cxc_harvard_edu_csc, cxc_harvard_edu_cscr1, gaia_aip_de_tap, geops_ipsl_tap, cxc_harvard_edu_cscr2, esavo_ehst_tap, esavo_esasky_tap, esavo_esaskylegacy_tap, esavo_gaia_tap, esavo_hsa_tap, esavo_isla_obsloctap, esavo_iso_tap, esavo_psa_epntap, esavo_registry_tap, esavo_xmm_tap, eso_org_tap_cat, eso_org_tap_obs, ia2_inaf_it_hosted_laurino2011_tap, ia2_inaf_it_iaps_tap, ia2_inaf_it_tap, ia2_inaf_it_tap_projects, iap_tap, idoc_tap, irsa_ipac_tap, jao_alma_tap, jvo_agn, jvo_alma, jvo_isas_akari_fis_v1, jvo_isas_darts_halca_halca_vsop_correlated_data, jvo_isas_darts_halca_halca_vsop_survey_program_data, jvo_isas_darts_hitomi_hitomaster_v1, lmd_jussieu_tap, musewide_aip_de_tap, jvo_kug2000, jvo_nobeyama, jvo_saga, jvo_subaru_hds, jvo_subaru_moircs, jvo_subaru_spcam, jvo_subaru_sxds_v1_0, koa_ipac_tap, konkoly_hu_tap, lam_cesam_tap, latmos_ipsl_tap, nasa_heasarc_services_xamin, nci_org_au_macho_tap, nci_org_au_skymapper_tap, nci_org_au_wigglez_tap, ned_ipac_tap, oca_mp3c, org_gavo_dc_tap, osug_vo_osug_tap, ov_gso_climso, pds_ppi_tap, purx_cloud_cloud, purx_tap, pvol_tap, sao_ru_dsa_cats_wsdb, spectrum_iaa_tap, src_pas_tap, tohoku_univ_jp_tap, uni_heidelberg_de_gaia_tap, vo_plasma_oeaw_ac_at_tap, vopdc_obspm_gepi_gaia, vopdc_obspm_imcce_dynastvo_epn, vopdc_obspm_imcce_m4ast, vopdc_obspm_lesia_apis_epn, vopdc_obspm_lesia_basecom_epn, vopdc_obspm_lesia_bdip_epn, vopdc_obspm_lesia_hfc1ar_epn\n"
+ ]
+ }
+ ],
+ "source": [
+ "client.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "77873292",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Cone search with radio source... 1908 results.\n",
+ "Cone search with optical source... 9667 results.\n",
+ "Cone search with neutrino source... 164 results.\n"
+ ]
+ }
+ ],
+ "source": [
+ "data_sources = [\n",
+ " ('radio', 'astron_nl_tap.apertif_dr1.spectral_cubes', 'centeralpha', 'centerdelta', 10.),\n",
+ " ('optical', 'esavo_gaia_tap.gaiaedr3.gaia_source', 'ra', 'dec', 1.),\n",
+ " ('neutrino', 'org_gavo_dc_tap.icecube.nucand', 'nualpha', 'nudelta', 10.),\n",
+ "]\n",
+ "\n",
+ "query = \"\"\"\n",
+ "SELECT *\n",
+ "FROM {catalog}\n",
+ "WHERE 1 = CONTAINS(\n",
+ " POINT('ICRS', {ra}, {dec}),\n",
+ " CIRCLE('ICRS', 207.5, 52.5, {radius})\n",
+ ")\n",
+ "\"\"\"\n",
+ "\n",
+ "tables = {}\n",
+ "for name, catalog, ra, dec, radius in data_sources:\n",
+ " print(f'Cone search with {name} source...', end='')\n",
+ " q = query.format(catalog=catalog, ra=ra, dec=dec, radius=radius)\n",
+ " tables[name] = dataset.create_table_as(q, name)\n",
+ " print(f' {len(tables[name])} results.')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "69355e89",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\u001b[31mName\u001b[0m my_project.my_dataset.optical\n",
+ "\u001b[31mDescription\u001b[0m SELECT *\n",
+ " FROM esavo_gaia_tap.gaiaedr3.gaia_source\n",
+ " WHERE 1 = CONTAINS(\n",
+ " POINT('ICRS', ra, dec),\n",
+ " CIRCLE('ICRS', 207.5, 52.5, 1.0)\n",
+ " )\n",
+ "\u001b[31mShape\u001b[0m 9667 rows x 98 columns\n"
+ ]
+ }
+ ],
+ "source": [
+ "tables['optical'].describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "e48e87b9",
+ "metadata": {},
+ "outputs": [
+ {
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+ " <th></th>\n",
+ " <th>solution_id</th>\n",
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+ " <th>dec</th>\n",
+ " <th>dec_error</th>\n",
+ " <th>parallax</th>\n",
+ " <th>parallax_error</th>\n",
+ " <th>...</th>\n",
+ " <th>dr2_radial_velocity</th>\n",
+ " <th>dr2_radial_velocity_error</th>\n",
+ " <th>dr2_rv_nb_transits</th>\n",
+ " <th>dr2_rv_template_teff</th>\n",
+ " <th>dr2_rv_template_logg</th>\n",
+ " <th>dr2_rv_template_fe_h</th>\n",
+ " <th>l</th>\n",
+ " <th>b</th>\n",
+ " <th>ecl_lon</th>\n",
+ " <th>ecl_lat</th>\n",
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+ "<p>9667 rows × 98 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " solution_id source_id random_index ref_epoch \\\n",
+ "0 1636042515805110273 1512468369600475904 420509426 2016 \n",
+ "1 1636042515805110273 1512469331673152896 1648021090 2016 \n",
+ "2 1636042515805110273 1512469335969266816 1558956725 2016 \n",
+ "3 1636042515805110273 1512469400392115584 1784132731 2016 \n",
+ "4 1636042515805110273 1512469812709488128 1697265783 2016 \n",
+ "... ... ... ... ... \n",
+ "9662 1636042515805110273 1561149349999298176 1277897740 2016 \n",
+ "9663 1636042515805110273 1561149457374185600 370339584 2016 \n",
+ "9664 1636042515805110273 1561149491732941440 1021411229 2016 \n",
+ "9665 1636042515805110273 1561149560453834368 26286277 2016 \n",
+ "9666 1636042515805110273 1561149659236282240 713259813 2016 \n",
+ "\n",
+ " ra ra_error dec dec_error parallax parallax_error \\\n",
+ "0 207.896220 0.305644 51.531989 0.304428 0.587519 0.373524 \n",
+ "1 208.022016 0.370128 51.555304 0.394424 1.835239 0.455937 \n",
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+ "3 208.056547 0.592267 51.577344 0.618987 0.283812 0.724402 \n",
+ "4 207.936055 0.248966 51.541328 0.254912 0.225448 0.315043 \n",
+ "... ... ... ... ... ... ... \n",
+ "9662 207.763663 0.097224 53.460415 0.109553 1.684692 0.127503 \n",
+ "9663 207.814254 0.026466 53.467603 0.027957 2.013792 0.033770 \n",
+ "9664 207.788757 0.736398 53.466885 1.011097 2.457080 1.010273 \n",
+ "9665 207.748082 0.021362 53.468960 0.022575 0.492876 0.027242 \n",
+ "9666 207.728150 0.373806 53.487870 0.434466 -0.943177 0.497549 \n",
+ "\n",
+ " ... dr2_radial_velocity dr2_radial_velocity_error dr2_rv_nb_transits \\\n",
+ "0 ... NaN NaN 0 \n",
+ "1 ... NaN NaN 0 \n",
+ "2 ... NaN NaN 0 \n",
+ "3 ... NaN NaN 0 \n",
+ "4 ... NaN NaN 0 \n",
+ "... ... ... ... ... \n",
+ "9662 ... NaN NaN 0 \n",
+ "9663 ... NaN NaN 0 \n",
+ "9664 ... NaN NaN 0 \n",
+ "9665 ... NaN NaN 0 \n",
+ "9666 ... NaN NaN 0 \n",
+ "\n",
+ " dr2_rv_template_teff dr2_rv_template_logg dr2_rv_template_fe_h \\\n",
+ "0 NaN NaN NaN \n",
+ "1 NaN NaN NaN \n",
+ "2 NaN NaN NaN \n",
+ "3 NaN NaN NaN \n",
+ "4 NaN NaN NaN \n",
+ "... ... ... ... \n",
+ "9662 NaN NaN NaN \n",
+ "9663 NaN NaN NaN \n",
+ "9664 NaN NaN NaN \n",
+ "9665 NaN NaN NaN \n",
+ "9666 NaN NaN NaN \n",
+ "\n",
+ " l b ecl_lon ecl_lat \n",
+ "0 102.042561 63.087629 175.382276 56.524502 \n",
+ "1 101.920539 63.027566 175.464673 56.592342 \n",
+ "2 101.925352 63.029894 175.461398 56.589709 \n",
+ "3 101.904894 62.997632 175.469162 56.623008 \n",
+ "4 102.006041 63.066948 175.406104 56.547491 \n",
+ "... ... ... ... ... \n",
+ "9662 104.243268 61.451272 172.951988 57.937282 \n",
+ "9663 104.195197 61.430519 172.985488 57.962635 \n",
+ "9664 104.222324 61.438433 172.964974 57.952032 \n",
+ "9665 104.268866 61.448210 172.928235 57.937528 \n",
+ "9666 104.309571 61.437271 172.887881 57.943812 \n",
+ "\n",
+ "[9667 rows x 98 columns]"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "tables['optical'].aspandas()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.10"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/poetry.lock b/poetry.lock
index 8b0e23a..b64d057 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,49 +1,49 @@
[[package]]
-name = "anyio"
-version = "2.2.0"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
+name = "appdirs"
+version = "1.4.4"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
category = "main"
-optional = false
-python-versions = ">=3.6.2"
-
-[package.dependencies]
-idna = ">=2.8"
-sniffio = ">=1.1"
-
-[package.extras]
-curio = ["curio (>=1.4)"]
-doc = ["sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
-test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
-trio = ["trio (>=0.16)"]
+optional = true
+python-versions = "*"
[[package]]
name = "appnope"
version = "0.1.2"
description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
+category = "main"
optional = false
python-versions = "*"
[[package]]
-name = "asks"
-version = "2.4.12"
-description = "asks - async http"
+name = "argon2-cffi"
+version = "21.3.0"
+description = "The secure Argon2 password hashing algorithm."
category = "main"
-optional = false
-python-versions = ">= 3.6.2"
+optional = true
+python-versions = ">=3.6"
[package.dependencies]
-anyio = ">=2.0,<3.0"
-async_generator = "*"
-h11 = "*"
+argon2-cffi-bindings = "*"
+
+[package.extras]
+dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
+docs = ["sphinx", "sphinx-notfound-page", "furo"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
[[package]]
-name = "async-generator"
-version = "1.10"
-description = "Async generators and context managers for Python 3.5+"
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
category = "main"
-optional = false
-python-versions = ">=3.5"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+tests = ["pytest"]
[[package]]
name = "atomicwrites"
@@ -55,41 +55,42 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
[[package]]
name = "attrs"
-version = "21.2.0"
+version = "21.4.0"
description = "Classes Without Boilerplate"
category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
[package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
[[package]]
name = "backcall"
version = "0.2.0"
description = "Specifications for callback functions passed in to an API"
-category = "dev"
+category = "main"
optional = false
python-versions = "*"
[[package]]
-name = "backports.entry-points-selectable"
-version = "1.1.0"
-description = "Compatibility shim providing selectable entry points for older implementations"
-category = "dev"
-optional = false
-python-versions = ">=2.7"
+name = "bleach"
+version = "4.1.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "main"
+optional = true
+python-versions = ">=3.6"
-[package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=4.6)", "pytest-flake8", "pytest-cov", "pytest-black (>=0.3.7)", "pytest-mypy", "pytest-checkdocs (>=2.4)", "pytest-enabler (>=1.0.1)"]
+[package.dependencies]
+packaging = "*"
+six = ">=1.9.0"
+webencodings = "*"
[[package]]
name = "certifi"
-version = "2021.5.30"
+version = "2021.10.8"
description = "Python package for providing Mozilla's CA Bundle."
category = "main"
optional = false
@@ -97,10 +98,10 @@ python-versions = "*"
[[package]]
name = "cffi"
-version = "1.14.6"
+version = "1.15.0"
description = "Foreign Function Interface for Python calling C code."
category = "main"
-optional = false
+optional = true
python-versions = "*"
[package.dependencies]
@@ -108,7 +109,7 @@ pycparser = "*"
[[package]]
name = "cfgv"
-version = "3.3.0"
+version = "3.3.1"
description = "Validate configuration and produce human readable error messages."
category = "dev"
optional = false
@@ -116,7 +117,7 @@ python-versions = ">=3.6.1"
[[package]]
name = "charset-normalizer"
-version = "2.0.3"
+version = "2.0.11"
description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
category = "main"
optional = false
@@ -129,26 +130,50 @@ unicode_backport = ["unicodedata2"]
name = "colorama"
version = "0.4.4"
description = "Cross-platform colored terminal text."
-category = "dev"
+category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+[[package]]
+name = "debugpy"
+version = "1.5.1"
+description = "An implementation of the Debug Adapter Protocol for Python"
+category = "main"
+optional = true
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
+
[[package]]
name = "decorator"
-version = "5.0.9"
+version = "5.1.1"
description = "Decorators for Humans"
-category = "dev"
+category = "main"
optional = false
python-versions = ">=3.5"
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+category = "main"
+optional = true
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
[[package]]
name = "distlib"
-version = "0.3.2"
+version = "0.3.4"
description = "Distribution utilities"
category = "dev"
optional = false
python-versions = "*"
+[[package]]
+name = "entrypoints"
+version = "0.3"
+description = "Discover and load entry points from installed packages."
+category = "main"
+optional = true
+python-versions = ">=2.7"
+
[[package]]
name = "execnet"
version = "1.9.0"
@@ -162,39 +187,51 @@ testing = ["pre-commit"]
[[package]]
name = "filelock"
-version = "3.0.12"
+version = "3.4.2"
description = "A platform independent file lock."
category = "dev"
optional = false
-python-versions = "*"
+python-versions = ">=3.7"
-[[package]]
-name = "h11"
-version = "0.12.0"
-description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
-optional = false
-python-versions = ">=3.6"
+[package.extras]
+docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
+testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"]
[[package]]
name = "identify"
-version = "2.2.11"
+version = "2.4.7"
description = "File identification library for Python"
category = "dev"
optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7"
[package.extras]
-license = ["editdistance-s"]
+license = ["ukkonen"]
[[package]]
name = "idna"
-version = "3.2"
+version = "3.3"
description = "Internationalized Domain Names in Applications (IDNA)"
category = "main"
optional = false
python-versions = ">=3.5"
+[[package]]
+name = "importlib-metadata"
+version = "4.10.1"
+description = "Read metadata from Python packages"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+perf = ["ipython"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+
[[package]]
name = "iniconfig"
version = "1.1.1"
@@ -203,11 +240,32 @@ category = "dev"
optional = false
python-versions = "*"
+[[package]]
+name = "ipykernel"
+version = "6.8.0"
+description = "IPython Kernel for Jupyter"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.dependencies]
+appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+debugpy = ">=1.0.0,<2.0"
+ipython = ">=7.23.1"
+jupyter-client = "<8.0"
+matplotlib-inline = ">=0.1.0,<0.2.0"
+nest-asyncio = "*"
+tornado = ">=4.2,<7.0"
+traitlets = ">=5.1.0,<6.0"
+
+[package.extras]
+test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "ipyparallel"]
+
[[package]]
name = "ipython"
-version = "7.25.0"
+version = "7.31.1"
description = "IPython: Productive Interactive Computing"
-category = "dev"
+category = "main"
optional = false
python-versions = ">=3.7"
@@ -239,15 +297,35 @@ test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipyk
name = "ipython-genutils"
version = "0.2.0"
description = "Vestigial utilities from IPython"
-category = "dev"
-optional = false
+category = "main"
+optional = true
python-versions = "*"
+[[package]]
+name = "ipywidgets"
+version = "7.6.5"
+description = "IPython HTML widgets for Jupyter"
+category = "main"
+optional = true
+python-versions = "*"
+
+[package.dependencies]
+ipykernel = ">=4.5.1"
+ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
+ipython-genutils = ">=0.2.0,<0.3.0"
+jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""}
+nbformat = ">=4.2.0"
+traitlets = ">=4.3.1"
+widgetsnbextension = ">=3.5.0,<3.6.0"
+
+[package.extras]
+test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+
[[package]]
name = "jedi"
-version = "0.18.0"
+version = "0.18.1"
description = "An autocompletion tool for Python that can be used for text editors."
-category = "dev"
+category = "main"
optional = false
python-versions = ">=3.6"
@@ -255,20 +333,227 @@ python-versions = ">=3.6"
parso = ">=0.8.0,<0.9.0"
[package.extras]
-qa = ["flake8 (3.8.3)", "mypy (0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<6.0.0)"]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"]
[[package]]
-name = "matplotlib-inline"
+name = "jinja2"
+version = "3.0.3"
+description = "A very fast and expressive template engine."
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[[package]]
+name = "jsonschema"
+version = "4.4.0"
+description = "An implementation of JSON Schema validation for Python"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.dependencies]
+attrs = ">=17.4.0"
+pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+
+[package.extras]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format_nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+
+[[package]]
+name = "jupyter"
+version = "1.0.0"
+description = "Jupyter metapackage. Install all the Jupyter components in one go."
+category = "main"
+optional = true
+python-versions = "*"
+
+[package.dependencies]
+ipykernel = "*"
+ipywidgets = "*"
+jupyter-console = "*"
+nbconvert = "*"
+notebook = "*"
+qtconsole = "*"
+
+[[package]]
+name = "jupyter-client"
+version = "7.1.2"
+description = "Jupyter protocol implementation and client libraries"
+category = "main"
+optional = true
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+entrypoints = "*"
+jupyter-core = ">=4.6.0"
+nest-asyncio = ">=1.5"
+python-dateutil = ">=2.1"
+pyzmq = ">=13"
+tornado = ">=4.1"
+traitlets = "*"
+
+[package.extras]
+doc = ["myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-commit", "pytest", "pytest-asyncio", "pytest-cov", "pytest-timeout", "jedi (<0.18)"]
+
+[[package]]
+name = "jupyter-console"
+version = "6.4.0"
+description = "Jupyter terminal console"
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+ipykernel = "*"
+ipython = "*"
+jupyter-client = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = "*"
+
+[package.extras]
+test = ["pexpect"]
+
+[[package]]
+name = "jupyter-core"
+version = "4.9.1"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = "*"
+
+[[package]]
+name = "jupyterlab-pygments"
version = "0.1.2"
+description = "Pygments theme using JupyterLab CSS variables"
+category = "main"
+optional = true
+python-versions = "*"
+
+[package.dependencies]
+pygments = ">=2.4.1,<3"
+
+[[package]]
+name = "jupyterlab-widgets"
+version = "1.0.2"
+description = "A JupyterLab extension."
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[[package]]
+name = "markupsafe"
+version = "2.0.1"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[[package]]
+name = "matplotlib-inline"
+version = "0.1.3"
description = "Inline Matplotlib backend for Jupyter"
-category = "dev"
+category = "main"
optional = false
python-versions = ">=3.5"
[package.dependencies]
traitlets = "*"
+[[package]]
+name = "mistune"
+version = "0.8.4"
+description = "The fastest markdown parser in pure Python"
+category = "main"
+optional = true
+python-versions = "*"
+
+[[package]]
+name = "nbclient"
+version = "0.5.10"
+description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+category = "main"
+optional = true
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+jupyter-client = ">=6.1.5"
+nbformat = ">=5.0"
+nest-asyncio = "*"
+traitlets = ">=4.2"
+
+[package.extras]
+sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"]
+test = ["ipython", "ipykernel", "ipywidgets (<8.0.0)", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "xmltodict", "black", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)"]
+
+[[package]]
+name = "nbconvert"
+version = "6.4.1"
+description = "Converting Jupyter Notebooks"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.dependencies]
+bleach = "*"
+defusedxml = "*"
+entrypoints = ">=0.2.2"
+jinja2 = ">=2.4"
+jupyter-core = "*"
+jupyterlab-pygments = "*"
+mistune = ">=0.8.1,<2"
+nbclient = ">=0.5.0,<0.6.0"
+nbformat = ">=4.4"
+pandocfilters = ">=1.4.1"
+pygments = ">=2.4.1"
+pyppeteer = {version = "0.2.6", optional = true, markers = "extra == \"webpdf\""}
+testpath = "*"
+traitlets = ">=5.0"
+
+[package.extras]
+all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.6)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+serve = ["tornado (>=4.0)"]
+test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.6)"]
+webpdf = ["pyppeteer (==0.2.6)"]
+
+[[package]]
+name = "nbformat"
+version = "5.1.3"
+description = "The Jupyter Notebook format"
+category = "main"
+optional = true
+python-versions = ">=3.5"
+
+[package.dependencies]
+ipython-genutils = "*"
+jsonschema = ">=2.4,<2.5.0 || >2.5.0"
+jupyter-core = "*"
+traitlets = ">=4.1"
+
+[package.extras]
+fast = ["fastjsonschema"]
+test = ["check-manifest", "fastjsonschema", "testpath", "pytest", "pytest-cov"]
+
+[[package]]
+name = "nest-asyncio"
+version = "1.5.4"
+description = "Patch asyncio to allow nested event loops"
+category = "main"
+optional = true
+python-versions = ">=3.5"
+
[[package]]
name = "nodeenv"
version = "1.6.0"
@@ -278,68 +563,100 @@ optional = false
python-versions = "*"
[[package]]
-name = "numpy"
-version = "1.21.1"
-description = "NumPy is the fundamental package for array computing with Python."
+name = "notebook"
+version = "6.4.8"
+description = "A web-based notebook environment for interactive computing"
category = "main"
-optional = false
-python-versions = ">=3.7"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+argon2-cffi = "*"
+ipykernel = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=5.3.4"
+jupyter-core = ">=4.6.1"
+nbconvert = "*"
+nbformat = "*"
+nest-asyncio = ">=1.5"
+prometheus-client = "*"
+pyzmq = ">=17"
+Send2Trash = ">=1.8.0"
+terminado = ">=0.8.3"
+tornado = ">=6.1"
+traitlets = ">=4.2.1"
+
+[package.extras]
+docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+json-logging = ["json-logging"]
+test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
[[package]]
-name = "outcome"
-version = "1.1.0"
-description = "Capture the outcome of Python function calls."
+name = "numpy"
+version = "1.22.1"
+description = "NumPy is the fundamental package for array computing with Python."
category = "main"
optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-attrs = ">=19.2.0"
+python-versions = ">=3.8"
[[package]]
name = "packaging"
-version = "21.0"
+version = "21.3"
description = "Core utilities for Python packages"
-category = "dev"
+category = "main"
optional = false
python-versions = ">=3.6"
[package.dependencies]
-pyparsing = ">=2.0.2"
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
[[package]]
name = "pandas"
-version = "1.3.1"
+version = "1.4.0"
description = "Powerful data structures for data analysis, time series, and statistics"
category = "main"
optional = false
-python-versions = ">=3.7.1"
+python-versions = ">=3.8"
[package.dependencies]
-numpy = ">=1.17.3"
-python-dateutil = ">=2.7.3"
-pytz = ">=2017.3"
+numpy = [
+ {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+ {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
+ {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+ {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+]
+python-dateutil = ">=2.8.1"
+pytz = ">=2020.1"
[package.extras]
-test = ["hypothesis (>=3.58)", "pytest (>=6.0)", "pytest-xdist"]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+
+[[package]]
+name = "pandocfilters"
+version = "1.5.0"
+description = "Utilities for writing pandoc filters in python"
+category = "main"
+optional = true
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
[[package]]
name = "parso"
-version = "0.8.2"
+version = "0.8.3"
description = "A Python Parser"
-category = "dev"
+category = "main"
optional = false
python-versions = ">=3.6"
[package.extras]
-qa = ["flake8 (3.8.3)", "mypy (0.782)"]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
testing = ["docopt", "pytest (<6.0.0)"]
[[package]]
name = "pexpect"
version = "4.8.0"
description = "Pexpect allows easy control of interactive console applications."
-category = "dev"
+category = "main"
optional = false
python-versions = "*"
@@ -350,36 +667,37 @@ ptyprocess = ">=0.5"
name = "pickleshare"
version = "0.7.5"
description = "Tiny 'shelve'-like database with concurrency support"
-category = "dev"
+category = "main"
optional = false
python-versions = "*"
[[package]]
name = "platformdirs"
-version = "2.1.0"
+version = "2.4.1"
description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
category = "dev"
optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
[package.extras]
docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
-test = ["appdirs (1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
+test = ["appdirs (==1.4.4)", "pytest (>=6)", "pytest-cov (>=2.7)", "pytest-mock (>=3.6)"]
[[package]]
name = "pluggy"
-version = "0.13.1"
+version = "1.0.0"
description = "plugin and hook calling mechanisms for python"
category = "dev"
optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
[package.extras]
dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
[[package]]
name = "pre-commit"
-version = "2.13.0"
+version = "2.17.0"
description = "A framework for managing and maintaining multi-language pre-commit hooks."
category = "dev"
optional = false
@@ -393,13 +711,24 @@ pyyaml = ">=5.1"
toml = "*"
virtualenv = ">=20.0.8"
+[[package]]
+name = "prometheus-client"
+version = "0.13.1"
+description = "Python client for the Prometheus monitoring system."
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.extras]
+twisted = ["twisted"]
+
[[package]]
name = "prompt-toolkit"
-version = "3.0.19"
+version = "3.0.26"
description = "Library for building powerful interactive command lines in Python"
-category = "dev"
+category = "main"
optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.6.2"
[package.dependencies]
wcwidth = "*"
@@ -408,29 +737,29 @@ wcwidth = "*"
name = "ptyprocess"
version = "0.7.0"
description = "Run a subprocess in a pseudo terminal"
-category = "dev"
+category = "main"
optional = false
python-versions = "*"
[[package]]
name = "py"
-version = "1.10.0"
+version = "1.11.0"
description = "library with cross-python path, ini-parsing, io, code, log facilities"
-category = "dev"
+category = "main"
optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
[[package]]
name = "pycparser"
-version = "2.20"
+version = "2.21"
description = "C parser in Python"
category = "main"
-optional = false
+optional = true
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
[[package]]
name = "pydantic"
-version = "1.8.2"
+version = "1.9.0"
description = "Data validation and settings management using python 3.6 type hinting"
category = "main"
optional = false
@@ -443,25 +772,60 @@ typing-extensions = ">=3.7.4.3"
dotenv = ["python-dotenv (>=0.10.4)"]
email = ["email-validator (>=1.0.3)"]
+[[package]]
+name = "pyee"
+version = "8.2.2"
+description = "A port of node.js's EventEmitter to python."
+category = "main"
+optional = true
+python-versions = "*"
+
[[package]]
name = "pygments"
-version = "2.9.0"
+version = "2.11.2"
description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
+category = "main"
optional = false
python-versions = ">=3.5"
[[package]]
name = "pyparsing"
-version = "2.4.7"
+version = "3.0.7"
description = "Python parsing module"
-category = "dev"
+category = "main"
optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.6"
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
+[[package]]
+name = "pyppeteer"
+version = "0.2.6"
+description = "Headless chrome/chromium automation library (unofficial port of puppeteer)"
+category = "main"
+optional = true
+python-versions = ">=3.6.1,<4.0.0"
+
+[package.dependencies]
+appdirs = ">=1.4.3,<2.0.0"
+importlib-metadata = ">=1.4"
+pyee = ">=8.1.0,<9.0.0"
+tqdm = ">=4.42.1,<5.0.0"
+urllib3 = ">=1.25.8,<2.0.0"
+websockets = ">=9.1,<10.0"
+
+[[package]]
+name = "pyrsistent"
+version = "0.18.1"
+description = "Persistent/Functional/Immutable data structures"
+category = "main"
+optional = true
+python-versions = ">=3.7"
[[package]]
name = "pytest"
-version = "6.2.4"
+version = "6.2.5"
description = "pytest: simple powerful testing with Python"
category = "dev"
optional = false
@@ -473,7 +837,7 @@ attrs = ">=19.2.0"
colorama = {version = "*", markers = "sys_platform == \"win32\""}
iniconfig = "*"
packaging = "*"
-pluggy = ">=0.12,<1.0.0a1"
+pluggy = ">=0.12,<2.0"
py = ">=1.8.2"
toml = "*"
@@ -482,11 +846,11 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xm
[[package]]
name = "pytest-forked"
-version = "1.3.0"
+version = "1.4.0"
description = "run tests in isolated forked subprocesses"
category = "dev"
optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
[package.dependencies]
py = "*"
@@ -494,7 +858,7 @@ pytest = ">=3.10"
[[package]]
name = "pytest-xdist"
-version = "2.3.0"
+version = "2.5.0"
description = "pytest xdist plugin for distributed testing and loop-on-failing modes"
category = "dev"
optional = false
@@ -502,11 +866,12 @@ python-versions = ">=3.6"
[package.dependencies]
execnet = ">=1.1"
-pytest = ">=6.0.0"
+pytest = ">=6.2.0"
pytest-forked = "*"
[package.extras]
psutil = ["psutil (>=3.0)"]
+setproctitle = ["setproctitle"]
testing = ["filelock"]
[[package]]
@@ -522,23 +887,87 @@ six = ">=1.5"
[[package]]
name = "pytz"
-version = "2021.1"
+version = "2021.3"
description = "World timezone definitions, modern and historical"
category = "main"
optional = false
python-versions = "*"
+[[package]]
+name = "pywin32"
+version = "303"
+description = "Python for Window Extensions"
+category = "main"
+optional = true
+python-versions = "*"
+
+[[package]]
+name = "pywinpty"
+version = "2.0.1"
+description = "Pseudo terminal support for Windows from Python."
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
[[package]]
name = "pyyaml"
-version = "5.4.1"
+version = "6.0"
description = "YAML parser and emitter for Python"
category = "dev"
optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.6"
+
+[[package]]
+name = "pyzmq"
+version = "22.3.0"
+description = "Python bindings for 0MQ"
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = {version = "*", markers = "implementation_name == \"pypy\""}
+py = {version = "*", markers = "implementation_name == \"pypy\""}
+
+[[package]]
+name = "qtconsole"
+version = "5.2.2"
+description = "Jupyter Qt console"
+category = "main"
+optional = true
+python-versions = ">= 3.6"
+
+[package.dependencies]
+ipykernel = ">=4.1"
+ipython-genutils = "*"
+jupyter-client = ">=4.1"
+jupyter-core = "*"
+pygments = "*"
+pyzmq = ">=17.1"
+qtpy = "*"
+traitlets = "*"
+
+[package.extras]
+doc = ["Sphinx (>=1.3)"]
+test = ["flaky", "pytest", "pytest-qt"]
+
+[[package]]
+name = "qtpy"
+version = "2.0.0"
+description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = "*"
+
+[package.extras]
+test = ["pytest (>=6.0.0,<7.0)", "pytest-cov (>=2.11.0)"]
[[package]]
name = "requests"
-version = "2.26.0"
+version = "2.27.1"
description = "Python HTTP for Humans."
category = "main"
optional = false
@@ -551,32 +980,29 @@ idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
urllib3 = ">=1.21.1,<1.27"
[package.extras]
-socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7)", "win-inet-pton"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
[[package]]
-name = "six"
-version = "1.16.0"
-description = "Python 2 and 3 compatibility utilities"
+name = "send2trash"
+version = "1.8.0"
+description = "Send file to trash natively under Mac OS X, Windows and Linux."
category = "main"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+optional = true
+python-versions = "*"
-[[package]]
-name = "sniffio"
-version = "1.2.0"
-description = "Sniff out which async library your code is running under"
-category = "main"
-optional = false
-python-versions = ">=3.5"
+[package.extras]
+nativelib = ["pyobjc-framework-cocoa", "pywin32"]
+objc = ["pyobjc-framework-cocoa"]
+win32 = ["pywin32"]
[[package]]
-name = "sortedcontainers"
-version = "2.4.0"
-description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
category = "main"
optional = false
-python-versions = "*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
[[package]]
name = "tabulate"
@@ -597,6 +1023,33 @@ category = "main"
optional = false
python-versions = "*"
+[[package]]
+name = "terminado"
+version = "0.13.1"
+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.dependencies]
+ptyprocess = {version = "*", markers = "os_name != \"nt\""}
+pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
+tornado = ">=4"
+
+[package.extras]
+test = ["pytest"]
+
+[[package]]
+name = "testpath"
+version = "0.5.0"
+description = "Test utilities for code working with files and commands"
+category = "main"
+optional = true
+python-versions = ">= 3.5"
+
+[package.extras]
+test = ["pytest", "pathlib2"]
+
[[package]]
name = "toml"
version = "0.10.2"
@@ -606,60 +1059,51 @@ optional = false
python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
[[package]]
-name = "traitlets"
-version = "5.0.5"
-description = "Traitlets Python configuration system"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-ipython-genutils = "*"
-
-[package.extras]
-test = ["pytest"]
+name = "tornado"
+version = "6.1"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "main"
+optional = true
+python-versions = ">= 3.5"
[[package]]
-name = "trio"
-version = "0.19.0"
-description = "A friendly Python library for async concurrency and I/O"
+name = "tqdm"
+version = "4.62.3"
+description = "Fast, Extensible Progress Meter"
category = "main"
-optional = false
-python-versions = ">=3.6"
+optional = true
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
[package.dependencies]
-async-generator = ">=1.9"
-attrs = ">=19.2.0"
-cffi = {version = ">=1.14", markers = "os_name == \"nt\" and implementation_name != \"pypy\""}
-idna = "*"
-outcome = "*"
-sniffio = "*"
-sortedcontainers = "*"
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+notebook = ["ipywidgets (>=6)"]
+telegram = ["requests"]
[[package]]
-name = "trio-websocket"
-version = "0.9.2"
-description = "WebSocket library for Trio"
+name = "traitlets"
+version = "5.1.1"
+description = "Traitlets Python configuration system"
category = "main"
optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
-[package.dependencies]
-async-generator = ">=1.10"
-trio = ">=0.11"
-wsproto = ">=0.14"
+[package.extras]
+test = ["pytest"]
[[package]]
name = "typing-extensions"
-version = "3.10.0.0"
-description = "Backported and Experimental Type Hints for Python 3.5+"
+version = "4.0.1"
+description = "Backported and Experimental Type Hints for Python 3.6+"
category = "main"
optional = false
-python-versions = "*"
+python-versions = ">=3.6"
[[package]]
name = "urllib3"
-version = "1.26.6"
+version = "1.26.8"
description = "HTTP library with thread-safe connection pooling, file post, and more."
category = "main"
optional = false
@@ -668,260 +1112,443 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
[package.extras]
brotli = ["brotlipy (>=0.6.0)"]
secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
-socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7,<2.0)"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
[[package]]
name = "virtualenv"
-version = "20.6.0"
+version = "20.13.0"
description = "Virtual Python Environment builder"
category = "dev"
optional = false
python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
[package.dependencies]
-"backports.entry-points-selectable" = ">=1.0.4"
distlib = ">=0.3.1,<1"
-filelock = ">=3.0.0,<4"
+filelock = ">=3.2,<4"
platformdirs = ">=2,<3"
six = ">=1.9.0,<2"
[package.extras]
-docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=19.9.0rc1)"]
-testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)", "xonsh (>=0.9.16)"]
+docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=21.3)"]
+testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)"]
[[package]]
name = "wcwidth"
version = "0.2.5"
description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
+category = "main"
optional = false
python-versions = "*"
[[package]]
-name = "wsproto"
-version = "1.0.0"
-description = "WebSockets state-machine based protocol implementation"
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
category = "main"
-optional = false
+optional = true
+python-versions = "*"
+
+[[package]]
+name = "websockets"
+version = "9.1"
+description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
+category = "main"
+optional = true
python-versions = ">=3.6.1"
+[[package]]
+name = "widgetsnbextension"
+version = "3.5.2"
+description = "IPython HTML widgets for Jupyter"
+category = "main"
+optional = true
+python-versions = "*"
+
[package.dependencies]
-h11 = ">=0.9.0,<1"
+notebook = ">=4.4.1"
+
+[[package]]
+name = "zipp"
+version = "3.7.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "main"
+optional = true
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
+
+[extras]
+jupyter = ["jupyter", "ipykernel", "nbconvert"]
[metadata]
lock-version = "1.1"
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diff --git a/pyproject.toml b/pyproject.toml
index 0917931..d5c64c0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,20 +6,23 @@ authors = ["Pierre Chanial <pierre.chanial@ego-gw.it>"]
[tool.poetry.dependencies]
python = "^3.9"
-trio = "^0.19.0"
-trio-websocket = "^0.9.2"
-asks = "^2.4.12"
requests = "^2.25.1"
pandas = "^1.2.5"
pydantic = "^1.8.2"
tabulate = "^0.8.9"
termcolor = "^1.1.0"
+ipykernel = {version = "^6.8.0", optional = true}
+jupyter = {version = "^1.0.0", optional = true}
+nbconvert = {extras = ["webpdf"], version = "^6.4.1", optional = true}
[tool.poetry.dev-dependencies]
pytest = "^6.2.4"
pytest-xdist = "^2.3.0"
ipython = "^7.25.0"
-pre-commit = "^2.13.0"
+pre-commit = "^2.17.0"
+
+[tool.poetry.extras]
+jupyter = ["jupyter", "ipykernel", "nbconvert"]
[build-system]
requires = ["poetry-core>=1.0.0a5"]
--
GitLab