diff --git a/docs/source/changelog.md b/docs/source/changelog.md index 2ee88cb..32dcde7 100644 --- a/docs/source/changelog.md +++ b/docs/source/changelog.md @@ -1,6 +1,6 @@ # Change Log -## v0.x.x (Unreleased) +## v0.4.0 (2022 Dec 9) ### New features * Add `multivariate_normal` distribution class {pull}`23` diff --git a/docs/source/tutorials/einops-basics-port.ipynb b/docs/source/tutorials/einops-basics-port.ipynb index cf357ef..e28bba2 100644 --- a/docs/source/tutorials/einops-basics-port.ipynb +++ b/docs/source/tutorials/einops-basics-port.ipynb @@ -112,6 +112,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -341,6 +342,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -362,14 +368,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -379,13 +387,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -423,7 +434,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -436,7 +448,7 @@ "Dimensions: (batch: 6, height: 96, width: 96, channel: 3)\n", "Dimensions without coordinates: batch, height, width, channel\n", "Data variables:\n", - " ims (batch, height, width, channel) float64 1.0 0.902 ... 1.0 0.8039
  • " ], "text/plain": [ "\n", @@ -1681,17 +1693,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Sun Jun 19 2022\n", + "Last updated: Fri Dec 09 2022\n", "\n", "Python implementation: CPython\n", - "Python version : 3.9.10\n", + "Python version : 3.9.13\n", "IPython version : 8.4.0\n", "\n", - "einops : 0.4.1\n", - "xarray_einstats: 0.3.0\n", + "einops : 0.6.0\n", + "xarray_einstats: 0.4.0\n", "\n", - "xarray: 2022.3.0\n", - "numpy : 1.22.4\n", + "xarray: 2022.12.0\n", + "numpy : 1.23.5\n", "\n", "Watermark: 2.3.1\n", "\n" @@ -1727,7 +1739,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.13" } }, "nbformat": 4, diff --git a/docs/source/tutorials/linalg_tutorial.ipynb b/docs/source/tutorials/linalg_tutorial.ipynb index beacb8a..caccddf 100644 --- a/docs/source/tutorials/linalg_tutorial.ipynb +++ b/docs/source/tutorials/linalg_tutorial.ipynb @@ -69,6 +69,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -298,6 +299,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -319,14 +325,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -336,13 +344,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -380,7 +391,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -391,7 +403,7 @@ "}\n", "
    <xarray.DataArray (batch: 10, experiment: 3, dim: 4, dim2: 4)>\n",
            "0.7075 1.025 0.5685 0.8951 0.2065 3.384 ... 1.239 0.4527 0.5749 0.4766 0.859\n",
    -       "Dimensions without coordinates: batch, experiment, dim, dim2
      • " ], "text/plain": [ "\n", @@ -501,6 +513,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -730,6 +743,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -751,14 +769,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -768,13 +788,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -812,7 +835,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -823,7 +847,7 @@ "}\n", "
        <xarray.DataArray (batch: 10, experiment: 3)>\n",
                "4.854 4.74 4.457 2.637 2.79 3.163 1.998 ... 2.804 4.58 2.888 4.936 5.983 4.07\n",
        -       "Dimensions without coordinates: batch, experiment
          • " ], "text/plain": [ "\n", @@ -897,6 +921,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -1126,6 +1151,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -1147,14 +1177,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -1164,13 +1196,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -1208,7 +1243,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -1219,7 +1255,7 @@ "}\n", "
            <xarray.DataArray (batch: 10, experiment: 3, dim: 4, dim2: 4)>\n",
                    "11.26 -2.363 -10.84 -0.2744 10.99 -2.017 ... -3.444 0.7703 0.316 0.01949 -1.162\n",
            -       "Dimensions without coordinates: batch, experiment, dim, dim2
              • " ], "text/plain": [ "\n", @@ -1334,6 +1370,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -1563,6 +1600,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -1584,14 +1626,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -1601,13 +1645,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -1645,7 +1692,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -1656,7 +1704,7 @@ "}\n", "
                <xarray.DataArray (batch: 10, experiment: 3, dim: 4, dim2: 4)>\n",
                        "-0.5452 0.01652 -0.5624 -0.6214 -0.1592 ... -0.3322 -0.4013 0.2607 0.8128\n",
                -       "Dimensions without coordinates: batch, experiment, dim, dim2
                  • " ], "text/plain": [ "\n", @@ -1753,6 +1801,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -1982,6 +2031,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -2003,14 +2057,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -2020,13 +2076,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -2064,7 +2123,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -2075,7 +2135,7 @@ "}\n", "
                    <xarray.DataArray (batch: 10, experiment: 3, dim: 4, dim2: 4)>\n",
                            "-1.298 -1.975 -1.858 -1.228 0.0 -3.137 ... -0.4307 1.052 0.0 0.0 0.0 -0.6995\n",
                    -       "Dimensions without coordinates: batch, experiment, dim, dim2
                      • " ], "text/plain": [ "\n", @@ -2218,6 +2278,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -2447,6 +2508,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -2468,14 +2534,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -2485,13 +2553,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -2529,7 +2600,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -2540,7 +2612,7 @@ "}\n", "
                        <xarray.DataArray (batch: 10, experiment: 3, dim: 4, dim2: 4)>\n",
                                "1.845 5.326 2.407 3.89 3.378 14.68 5.449 ... 5.586 6.55 1.279 1.373 1.791 2.658\n",
                        -       "Dimensions without coordinates: batch, experiment, dim, dim2
                          • " ], "text/plain": [ "\n", @@ -2657,6 +2729,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -2886,6 +2959,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -2907,14 +2985,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -2924,13 +3004,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -2968,7 +3051,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -2979,7 +3063,7 @@ "}\n", "
                            <xarray.DataArray (dim: 4, dim2_bis: 4, batch_bis: 10, batch: 10, dim2: 4)>\n",
                                    "10.79 3.926 1.503 3.986 0.1886 0.1844 ... 1.289 4.187 5.251 3.372 2.81 13.1\n",
                            -       "Dimensions without coordinates: dim, dim2_bis, batch_bis, batch, dim2
                              • " ], "text/plain": [ "\n", @@ -3087,6 +3171,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -3316,6 +3401,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -3337,14 +3427,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -3354,13 +3446,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -3398,7 +3493,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -3409,7 +3505,7 @@ "}\n", "
                                <xarray.DataArray (dim: 4, dim2: 4, batch: 10, batch2: 10)>\n",
                                        "10.79 0.1886 5.402 1.471 1.243 5.348 2.639 ... 3.462 3.618 11.21 9.47 4.187 13.1\n",
                                -       "Dimensions without coordinates: dim, dim2, batch, batch2
                                  • " ], "text/plain": [ "\n", @@ -3517,6 +3613,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -3746,6 +3843,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -3767,14 +3869,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -3784,13 +3888,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -3828,7 +3935,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -3839,7 +3947,7 @@ "}\n", "
                                    <xarray.DataArray (batch: 10, experiment: 3, different_dim: 4, different_dim2: 4)>\n",
                                            "0.7075 1.025 0.5685 0.8951 0.2065 3.384 ... 1.239 0.4527 0.5749 0.4766 0.859\n",
                                    -       "Dimensions without coordinates: batch, experiment, different_dim, different_dim2
                                      • " ], "text/plain": [ "\n", @@ -3945,6 +4053,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -4174,6 +4283,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -4195,14 +4309,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -4212,13 +4328,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -4256,7 +4375,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -4267,7 +4387,7 @@ "}\n", "
                                        <xarray.DataArray (batch: 10, experiment: 3, dim: 4, different_dim2: 4)>\n",
                                                "1.845 5.326 2.407 3.89 3.378 14.68 5.449 ... 5.586 6.55 1.279 1.373 1.791 2.658\n",
                                        -       "Dimensions without coordinates: batch, experiment, dim, different_dim2
                                          • " ], "text/plain": [ "\n", @@ -4372,6 +4492,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -4601,6 +4722,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -4622,14 +4748,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -4639,13 +4767,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -4683,7 +4814,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -4694,7 +4826,7 @@ "}\n", "
                                            <xarray.DataArray (dim: 4, dim2: 4, experiment: 3, experiment2: 3)>\n",
                                                    "9.727 6.68 3.595 6.68 18.66 6.065 3.595 ... 10.81 36.08 8.181 3.233 8.181 14.77\n",
                                            -       "Dimensions without coordinates: dim, dim2, experiment, experiment2
                                              • " ], "text/plain": [ "\n", @@ -4826,6 +4958,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -5055,6 +5188,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -5076,14 +5214,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -5093,13 +5233,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -5137,7 +5280,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -5148,7 +5292,7 @@ "}\n", "
                                                <xarray.DataArray (batch: 10, dim: 4, dim2: 4)>\n",
                                                        "4.487 3.158 0.9252 2.683 0.5319 3.799 ... 3.387 1.796 2.601 2.455 1.538 5.402\n",
                                                -       "Dimensions without coordinates: batch, dim, dim2
                                                  • " ], "text/plain": [ "\n", @@ -5254,6 +5398,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -5483,6 +5628,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -5504,14 +5654,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -5521,13 +5673,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -5565,7 +5720,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -5576,10 +5732,10 @@ "}\n", "
                                                    <xarray.DataArray (dim: 4, dim2: 4)>\n",
                                                            "22.27 32.55 29.06 40.96 23.96 33.48 ... 25.27 29.59 34.97 20.57 34.89 30.26\n",
                                                    -       "Dimensions without coordinates: dim, dim2
                                                      • " ], "text/plain": [ "\n", @@ -5658,6 +5814,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -5887,6 +6044,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -5908,14 +6070,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -5925,13 +6089,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -5969,7 +6136,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -5980,7 +6148,7 @@ "}\n", "
                                                        <xarray.DataArray (batch: 10, dim: 4, dim2: 4)>\n",
                                                                "10.79 3.543 0.4447 2.399 0.111 11.58 10.95 ... 5.104 1.799 2.513 3.052 0.79 13.1\n",
                                                        -       "Dimensions without coordinates: batch, dim, dim2
                                                          • " ], "text/plain": [ "\n", @@ -6100,6 +6268,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -6329,6 +6498,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -6350,14 +6524,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -6367,13 +6543,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -6411,7 +6590,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -6422,7 +6602,7 @@ "}\n", "
                                                            <xarray.DataArray (dim: 4, dim2: 4, batch: 10, experiment: 3)>\n",
                                                                    "33.15 44.26 22.52 1.318 1.76 0.8951 ... 19.52 36.93 18.42 42.62 80.64 40.23\n",
                                                            -       "Dimensions without coordinates: dim, dim2, batch, experiment
                                                              • " ], "text/plain": [ "\n", @@ -6546,6 +6726,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -6775,6 +6956,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -6796,14 +6982,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -6813,13 +7001,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -6857,7 +7048,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -6868,10 +7060,10 @@ "}\n", "
                                                                <xarray.DataArray (dim: 4, dim2: 4)>\n",
                                                                        "496.0 1.06e+03 844.2 1.678e+03 573.9 ... 875.4 1.223e+03 423.1 1.218e+03 915.8\n",
                                                                -       "Dimensions without coordinates: dim, dim2
                                                                  • " ], "text/plain": [ "\n", @@ -6955,6 +7147,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -7184,6 +7377,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -7205,14 +7403,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -7222,13 +7422,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -7266,7 +7469,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -7277,10 +7481,10 @@ "}\n", "
                                                                    <xarray.DataArray (dim: 4, dim2: 4)>\n",
                                                                            "32.03 68.57 42.6 101.0 40.06 76.88 59.44 ... 33.78 83.88 72.41 32.43 76.33 60.63\n",
                                                                    -       "Dimensions without coordinates: dim, dim2
                                                                      • " ], "text/plain": [ "\n", @@ -7345,6 +7549,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -7574,6 +7779,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -7595,14 +7805,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -7612,13 +7824,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -7656,7 +7871,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -7667,10 +7883,10 @@ "}\n", "
                                                                        <xarray.DataArray (dim: 4, dim2: 4)>\n",
                                                                                "32.03 68.57 42.6 101.0 40.06 76.88 59.44 ... 33.78 83.88 72.41 32.43 76.33 60.63\n",
                                                                        -       "Dimensions without coordinates: dim, dim2
                                                                          • " ], "text/plain": [ "\n", @@ -7751,6 +7967,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -7980,6 +8197,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -8001,14 +8223,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -8018,13 +8242,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -8062,7 +8289,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -8073,7 +8301,7 @@ "}\n", "
                                                                            <xarray.DataArray (batch: 10, experiment: 3, dim: 4)>\n",
                                                                                    "2.676 19.38 0.8116 5.562 11.33 2.104 ... 6.259 12.24 6.737 0.5945 7.355 1.5\n",
                                                                            -       "Dimensions without coordinates: batch, experiment, dim
                                                                              • " ], "text/plain": [ "\n", @@ -8177,6 +8405,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -8406,6 +8635,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -8427,14 +8661,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -8444,13 +8680,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -8488,7 +8727,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -8499,7 +8739,7 @@ "}\n", "
                                                                                <xarray.DataArray (batch: 10, experiment: 3, dim: 4, dim_auto2: 4)>\n",
                                                                                        "2.676 6.135 1.302 3.007 6.135 19.38 2.018 ... 7.355 2.884 2.942 0.8866 2.884 1.5\n",
                                                                                -       "Dimensions without coordinates: batch, experiment, dim, dim_auto2
                                                                                  • " ], "text/plain": [ "\n", @@ -8611,6 +8851,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -8840,6 +9081,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -8861,14 +9107,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -8878,13 +9126,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -8922,7 +9173,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -8933,7 +9185,7 @@ "}\n", "
                                                                                    <xarray.DataArray (experiment: 3, dim: 4, dim2: 4, batch: 10, batch2: 10)>\n",
                                                                                            "0.5006 0.09001 0.1315 0.3874 0.5949 0.6645 ... 2.931 0.2908 0.5802 0.4342 0.7379\n",
                                                                                    -       "Dimensions without coordinates: experiment, dim, dim2, batch, batch2
                                                                                      • " ], "text/plain": [ "\n", @@ -9000,16 +9252,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Sun Jun 19 2022\n", + "Last updated: Fri Dec 09 2022\n", "\n", "Python implementation: CPython\n", - "Python version : 3.9.10\n", + "Python version : 3.9.13\n", "IPython version : 8.4.0\n", "\n", - "numpy: 1.22.4\n", + "numpy: 1.23.5\n", "\n", - "xarray_einstats: 0.3.0\n", - "xarray : 2022.3.0\n", + "xarray : 2022.12.0\n", + "xarray_einstats: 0.4.0\n", "\n", "Watermark: 2.3.1\n", "\n" @@ -9038,7 +9290,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.13" } }, "nbformat": 4, diff --git a/docs/source/tutorials/stats_tutorial.ipynb b/docs/source/tutorials/stats_tutorial.ipynb index 1684a66..3608ec2 100644 --- a/docs/source/tutorials/stats_tutorial.ipynb +++ b/docs/source/tutorials/stats_tutorial.ipynb @@ -106,6 +106,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -335,6 +336,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -356,14 +362,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -373,13 +381,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -417,7 +428,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -427,56 +439,56 @@ " fill: currentColor;\n", "}\n", "
                                                                                        <xarray.DataArray (rv_dim0: 10, chain: 4, draw: 10, team: 6)>\n",
                                                                                        -       "-0.5462 1.221 0.7538 -0.1699 0.008793 ... 0.2442 -0.1568 0.03705 1.022 2.371\n",
                                                                                        +       "-0.06616 0.3246 1.037 -0.1329 -0.06425 ... 0.005495 0.3913 0.3253 0.2695 2.053\n",
                                                                                                "Coordinates:\n",
                                                                                                "  * team     (team) <U1 'a' 'b' 'c' 'd' 'e' 'f'\n",
                                                                                                "  * chain    (chain) int64 0 1 2 3\n",
                                                                                                "  * draw     (draw) int64 0 1 2 3 4 5 6 7 8 9\n",
                                                                                        -       "Dimensions without coordinates: rv_dim0
                                                                                        • team
                                                                                          (team)
                                                                                          <U1
                                                                                          'a' 'b' 'c' 'd' 'e' 'f'
                                                                                          array(['a', 'b', 'c', 'd', 'e', 'f'], dtype='<U1')
                                                                                        • chain
                                                                                          (chain)
                                                                                          int64
                                                                                          0 1 2 3
                                                                                          array([0, 1, 2, 3])
                                                                                        • draw
                                                                                          (draw)
                                                                                          int64
                                                                                          0 1 2 3 4 5 6 7 8 9
                                                                                          array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
                                                                                        • team
                                                                                          PandasIndex
                                                                                          PandasIndex(Index(['a', 'b', 'c', 'd', 'e', 'f'], dtype='object', name='team'))
                                                                                        • chain
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3], dtype='int64', name='chain'))
                                                                                        • draw
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype='int64', name='draw'))
                                                                                      • " ], "text/plain": [ "\n", - "-0.5462 1.221 0.7538 -0.1699 0.008793 ... 0.2442 -0.1568 0.03705 1.022 2.371\n", + "-0.06616 0.3246 1.037 -0.1329 -0.06425 ... 0.005495 0.3913 0.3253 0.2695 2.053\n", "Coordinates:\n", " * team (team)
                                                                                        <xarray.DataArray (subject: 5, batch: 3, chain: 4, draw: 10, team: 6)>\n",
                                                                                        -       "-0.3871 0.1645 0.8031 -0.4782 -0.5517 ... 0.477 -0.5015 -0.1281 0.04756 1.946\n",
                                                                                        +       "0.02322 0.252 1.428 0.06006 0.01792 ... 0.3755 -0.1818 0.1006 0.06794 1.643\n",
                                                                                                "Coordinates:\n",
                                                                                                "  * team     (team) <U1 'a' 'b' 'c' 'd' 'e' 'f'\n",
                                                                                                "  * chain    (chain) int64 0 1 2 3\n",
                                                                                                "  * draw     (draw) int64 0 1 2 3 4 5 6 7 8 9\n",
                                                                                        -       "Dimensions without coordinates: subject, batch
                                                                                        • team
                                                                                          (team)
                                                                                          <U1
                                                                                          'a' 'b' 'c' 'd' 'e' 'f'
                                                                                          array(['a', 'b', 'c', 'd', 'e', 'f'], dtype='<U1')
                                                                                        • chain
                                                                                          (chain)
                                                                                          int64
                                                                                          0 1 2 3
                                                                                          array([0, 1, 2, 3])
                                                                                        • draw
                                                                                          (draw)
                                                                                          int64
                                                                                          0 1 2 3 4 5 6 7 8 9
                                                                                          array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
                                                                                        • team
                                                                                          PandasIndex
                                                                                          PandasIndex(Index(['a', 'b', 'c', 'd', 'e', 'f'], dtype='object', name='team'))
                                                                                        • chain
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3], dtype='int64', name='chain'))
                                                                                        • draw
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype='int64', name='draw'))
                                                                                      • " ], "text/plain": [ "\n", - "-0.3871 0.1645 0.8031 -0.4782 -0.5517 ... 0.477 -0.5015 -0.1281 0.04756 1.946\n", + "0.02322 0.252 1.428 0.06006 0.01792 ... 0.3755 -0.1818 0.1006 0.06794 1.643\n", "Coordinates:\n", " * team (team)
                                                                                        • chain
                                                                                          (chain)
                                                                                          int64
                                                                                          0 1 2 3
                                                                                          array([0, 1, 2, 3])
                                                                                        • draw
                                                                                          (draw)
                                                                                          int64
                                                                                          0 1 2 3 4 5 6 7 8 9
                                                                                          array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
                                                                                        • team
                                                                                          (team)
                                                                                          <U1
                                                                                          'a' 'b' 'c' 'd' 'e' 'f'
                                                                                          array(['a', 'b', 'c', 'd', 'e', 'f'], dtype='<U1')
                                                                                        • chain
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3], dtype='int64', name='chain'))
                                                                                        • draw
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype='int64', name='draw'))
                                                                                        • team
                                                                                          PandasIndex
                                                                                          PandasIndex(Index(['a', 'b', 'c', 'd', 'e', 'f'], dtype='object', name='team'))
                                                                                      • " ], "text/plain": [ "\n", @@ -1411,6 +1447,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -1640,6 +1677,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -1661,14 +1703,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -1678,13 +1722,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -1722,7 +1769,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -1737,7 +1785,7 @@ " * quantile (quantile) float64 0.25 0.5 0.75\n", " * chain (chain) int64 0 1 2 3\n", " * draw (draw) int64 0 1 2 3 4 5 6 7 8 9\n", - " * team (team) <U1 'a' 'b' 'c' 'd' 'e' 'f'
                                                                                        • quantile
                                                                                          (quantile)
                                                                                          float64
                                                                                          0.25 0.5 0.75
                                                                                          array([0.25, 0.5 , 0.75])
                                                                                        • chain
                                                                                          (chain)
                                                                                          int64
                                                                                          0 1 2 3
                                                                                          array([0, 1, 2, 3])
                                                                                        • draw
                                                                                          (draw)
                                                                                          int64
                                                                                          0 1 2 3 4 5 6 7 8 9
                                                                                          array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
                                                                                        • team
                                                                                          (team)
                                                                                          <U1
                                                                                          'a' 'b' 'c' 'd' 'e' 'f'
                                                                                          array(['a', 'b', 'c', 'd', 'e', 'f'], dtype='<U1')
                                                                                        • quantile
                                                                                          PandasIndex
                                                                                          PandasIndex(Float64Index([0.25, 0.5, 0.75], dtype='float64', name='quantile'))
                                                                                        • chain
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3], dtype='int64', name='chain'))
                                                                                        • draw
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype='int64', name='draw'))
                                                                                        • team
                                                                                          PandasIndex
                                                                                          PandasIndex(Index(['a', 'b', 'c', 'd', 'e', 'f'], dtype='object', name='team'))
                                                                                      • " ], "text/plain": [ "\n", @@ -1838,6 +1886,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -2067,6 +2116,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -2088,14 +2142,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -2105,13 +2161,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -2149,7 +2208,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -2164,7 +2224,7 @@ " * point (point) float64 -5.0 -4.796 -4.592 -4.388 ... 4.388 4.592 4.796 5.0\n", " * chain (chain) int64 0 1 2 3\n", " * draw (draw) int64 0 1 2 3 4 5 6 7 8 9\n", - " * team (team) <U1 'a' 'b' 'c' 'd' 'e' 'f'
                                                                                        • point
                                                                                          PandasIndex
                                                                                          PandasIndex(Float64Index([               -5.0,  -4.795918367346939,  -4.591836734693878,\n",
                                                                                          +       "               -4.387755102040816,  -4.183673469387755,  -3.979591836734694,\n",
                                                                                          +       "              -3.7755102040816326,  -3.571428571428571,   -3.36734693877551,\n",
                                                                                          +       "               -3.163265306122449, -2.9591836734693877, -2.7551020408163263,\n",
                                                                                          +       "              -2.5510204081632653, -2.3469387755102042,  -2.142857142857143,\n",
                                                                                          +       "              -1.9387755102040813, -1.7346938775510203, -1.5306122448979593,\n",
                                                                                          +       "              -1.3265306122448979, -1.1224489795918364, -0.9183673469387754,\n",
                                                                                          +       "              -0.7142857142857144, -0.5102040816326525, -0.3061224489795915,\n",
                                                                                          +       "              -0.1020408163265305,  0.1020408163265305,  0.3061224489795915,\n",
                                                                                          +       "               0.5102040816326534,  0.7142857142857144,  0.9183673469387754,\n",
                                                                                          +       "               1.1224489795918373,  1.3265306122448983,  1.5306122448979593,\n",
                                                                                          +       "               1.7346938775510203,  1.9387755102040813,  2.1428571428571432,\n",
                                                                                          +       "               2.3469387755102042,  2.5510204081632653,   2.755102040816327,\n",
                                                                                          +       "                2.959183673469388,   3.163265306122449,    3.36734693877551,\n",
                                                                                          +       "                3.571428571428571,   3.775510204081632,   3.979591836734695,\n",
                                                                                          +       "                4.183673469387756,   4.387755102040817,   4.591836734693878,\n",
                                                                                          +       "                4.795918367346939,                 5.0],\n",
                                                                                          +       "             dtype='float64', name='point'))
                                                                                        • chain
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3], dtype='int64', name='chain'))
                                                                                        • draw
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype='int64', name='draw'))
                                                                                        • team
                                                                                          PandasIndex
                                                                                          PandasIndex(Index(['a', 'b', 'c', 'd', 'e', 'f'], dtype='object', name='team'))
                                                                                      • " ], "text/plain": [ "\n", @@ -2250,7 +2327,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
                                                                                        " ] @@ -2326,6 +2403,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -2555,6 +2633,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -2576,14 +2659,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -2593,13 +2678,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -2637,7 +2725,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -2650,14 +2739,14 @@ "0.1588 0.2123 0.5543 0.7826 0.1913 0.6035 ... 0.1269 0.712 0.3044 0.1936 0.1223\n", "Coordinates:\n", " * chain (chain) int64 0 1 2 3\n", - " * draw (draw) int64 0 1 2 3 4 5 6 7 8 9
                                                                                        • chain
                                                                                          (chain)
                                                                                          int64
                                                                                          0 1 2 3
                                                                                          array([0, 1, 2, 3])
                                                                                        • draw
                                                                                          (draw)
                                                                                          int64
                                                                                          0 1 2 3 4 5 6 7 8 9
                                                                                          array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
                                                                                        • chain
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3], dtype='int64', name='chain'))
                                                                                        • draw
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype='int64', name='draw'))
                                                                                      • " ], "text/plain": [ "\n", @@ -2716,6 +2805,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -2945,6 +3035,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -2966,14 +3061,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -2983,13 +3080,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -3027,7 +3127,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -3041,7 +3142,7 @@ "Coordinates:\n", " * chain (chain) int64 0 1 2 3\n", " * draw (draw) int64 0 1 2 3 4 5 6 7 8 9\n", - "Dimensions without coordinates: match
                                                                                        • chain
                                                                                          (chain)
                                                                                          int64
                                                                                          0 1 2 3
                                                                                          array([0, 1, 2, 3])
                                                                                        • draw
                                                                                          (draw)
                                                                                          int64
                                                                                          0 1 2 3 4 5 6 7 8 9
                                                                                          array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])
                                                                                        • chain
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3], dtype='int64', name='chain'))
                                                                                        • draw
                                                                                          PandasIndex
                                                                                          PandasIndex(Int64Index([0, 1, 2, 3, 4, 5, 6, 7, 8, 9], dtype='int64', name='draw'))
                                                                                      • " ], "text/plain": [ "\n", @@ -3155,6 +3256,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -3384,6 +3486,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -3405,14 +3512,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -3422,13 +3531,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -3466,7 +3578,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -3483,10 +3596,10 @@ "Data variables:\n", " score (match) float64 1.466 0.2149 0.6788 1.361 ... 1.099 1.156 1.265\n", " mu (team) float64 0.8152 1.84 2.102 1.806 1.091 0.9678\n", - " sigma float64 1.314
                                                                                        • team
                                                                                          PandasIndex
                                                                                          PandasIndex(Index(['a', 'b', 'c', 'd', 'e', 'f'], dtype='object', name='team'))
                                                                                      • " ], "text/plain": [ "\n", @@ -3549,6 +3662,7 @@ "}\n", "\n", "html[theme=dark],\n", + "body[data-theme=dark],\n", "body.vscode-dark {\n", " --xr-font-color0: rgba(255, 255, 255, 1);\n", " --xr-font-color2: rgba(255, 255, 255, 0.54);\n", @@ -3778,6 +3892,11 @@ " grid-column: 4;\n", "}\n", "\n", + ".xr-index-preview {\n", + " grid-column: 2 / 5;\n", + " color: var(--xr-font-color2);\n", + "}\n", + "\n", ".xr-var-name,\n", ".xr-var-dims,\n", ".xr-var-dtype,\n", @@ -3799,14 +3918,16 @@ "}\n", "\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " display: none;\n", " background-color: var(--xr-background-color) !important;\n", " padding-bottom: 5px !important;\n", "}\n", "\n", ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", - ".xr-var-data-in:checked ~ .xr-var-data {\n", + ".xr-var-data-in:checked ~ .xr-var-data,\n", + ".xr-index-data-in:checked ~ .xr-index-data {\n", " display: block;\n", "}\n", "\n", @@ -3816,13 +3937,16 @@ "\n", ".xr-var-name span,\n", ".xr-var-data,\n", + ".xr-index-name div,\n", + ".xr-index-data,\n", ".xr-attrs {\n", " padding-left: 25px !important;\n", "}\n", "\n", ".xr-attrs,\n", ".xr-var-attrs,\n", - ".xr-var-data {\n", + ".xr-var-data,\n", + ".xr-index-data {\n", " grid-column: 1 / -1;\n", "}\n", "\n", @@ -3860,7 +3984,8 @@ "}\n", "\n", ".xr-icon-database,\n", - ".xr-icon-file-text2 {\n", + ".xr-icon-file-text2,\n", + ".xr-no-icon {\n", " display: inline-block;\n", " vertical-align: middle;\n", " width: 1em;\n", @@ -3875,7 +4000,7 @@ " x_plot float64 2.632\n", " mu float64 0.4878\n", " sigma float64 0.39\n", - " score float64 1.0" + " score float64 1.0" ], "text/plain": [ "\n", @@ -3906,18 +4031,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Sun Jun 19 2022\n", + "Last updated: Fri Dec 09 2022\n", "\n", "Python implementation: CPython\n", - "Python version : 3.9.10\n", + "Python version : 3.9.13\n", "IPython version : 8.4.0\n", "\n", - "xarray_einstats: 0.3.0\n", - "xarray : 2022.3.0\n", + "xarray_einstats: 0.4.0\n", + "xarray : 2022.12.0\n", "\n", - "numpy : 1.22.4\n", - "scipy : 1.8.1\n", - "matplotlib: 3.5.2\n", + "numpy : 1.23.5\n", + "scipy : 1.9.3\n", + "matplotlib: 3.5.3\n", "\n", "Watermark: 2.3.1\n", "\n" @@ -3954,7 +4079,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.13" } }, "nbformat": 4, diff --git a/src/xarray_einstats/__init__.py b/src/xarray_einstats/__init__.py index 29a491f..b0a00ed 100644 --- a/src/xarray_einstats/__init__.py +++ b/src/xarray_einstats/__init__.py @@ -6,4 +6,4 @@ __all__ = ["einsum", "raw_einsum", "einsum_path", "matmul"] -__version__ = "0.4.0.dev0" +__version__ = "0.4.0"