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.highlight-ipynb .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */
.highlight-ipynb .p { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation */
.highlight-ipynb .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */
.highlight-ipynb .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */
.highlight-ipynb .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */
.highlight-ipynb .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */
.highlight-ipynb .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */
.highlight-ipynb .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */
.highlight-ipynb .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */
.highlight-ipynb .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */
.highlight-ipynb .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */
.highlight-ipynb .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */
.highlight-ipynb .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */
.highlight-ipynb .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */
.highlight-ipynb .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */
.highlight-ipynb .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */
.highlight-ipynb .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */
.highlight-ipynb .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */
.highlight-ipynb .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */
.highlight-ipynb .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */
.highlight-ipynb .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */
.highlight-ipynb .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */
.highlight-ipynb .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */
.highlight-ipynb .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */
.highlight-ipynb .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */
.highlight-ipynb .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */
.highlight-ipynb .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */
.highlight-ipynb .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */
.highlight-ipynb .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */
.highlight-ipynb .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */
.highlight-ipynb .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */
.highlight-ipynb .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */
.highlight-ipynb .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */
.highlight-ipynb .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */
.highlight-ipynb .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */
.highlight-ipynb .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */
.highlight-ipynb .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */
.highlight-ipynb .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */
  </style>
<style type="text/css">
/*
This file is taken from the built JupyterLab theme.css
Found on share/nbconvert/templates/lab/static
Some changes have been made and marked with CHANGE
*/

.jupyter-wrapper {
    /* Elevation
   *
   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
   *
   * https://github.com/material-components/material-components-web
   * https://material-components-web.appspot.com/elevation.html
   */

    --jp-shadow-base-lightness: 0;
    --jp-shadow-umbra-color: rgba(
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        0.2
    );
    --jp-shadow-penumbra-color: rgba(
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        0.14
    );
    --jp-shadow-ambient-color: rgba(
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        0.12
    );
    --jp-elevation-z0: none;
    --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),
        0px 1px 1px 0px var(--jp-shadow-penumbra-color),
        0px 1px 3px 0px var(--jp-shadow-ambient-color);
    --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),
        0px 2px 2px 0px var(--jp-shadow-penumbra-color),
        0px 1px 5px 0px var(--jp-shadow-ambient-color);
    --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),
        0px 4px 5px 0px var(--jp-shadow-penumbra-color),
        0px 1px 10px 0px var(--jp-shadow-ambient-color);
    --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),
        0px 6px 10px 0px var(--jp-shadow-penumbra-color),
        0px 1px 18px 0px var(--jp-shadow-ambient-color);
    --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),
        0px 8px 10px 1px var(--jp-shadow-penumbra-color),
        0px 3px 14px 2px var(--jp-shadow-ambient-color);
    --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),
        0px 12px 17px 2px var(--jp-shadow-penumbra-color),
        0px 5px 22px 4px var(--jp-shadow-ambient-color);
    --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),
        0px 16px 24px 2px var(--jp-shadow-penumbra-color),
        0px 6px 30px 5px var(--jp-shadow-ambient-color);
    --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),
        0px 20px 31px 3px var(--jp-shadow-penumbra-color),
        0px 8px 38px 7px var(--jp-shadow-ambient-color);
    --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),
        0px 24px 38px 3px var(--jp-shadow-penumbra-color),
        0px 9px 46px 8px var(--jp-shadow-ambient-color);

    /* Borders
   *
   * The following variables, specify the visual styling of borders in JupyterLab.
   */

    --jp-border-width: 1px;
    --jp-border-color0: var(--md-grey-400);
    --jp-border-color1: var(--md-grey-400);
    --jp-border-color2: var(--md-grey-300);
    --jp-border-color3: var(--md-grey-200);
    --jp-border-radius: 2px;

    /* UI Fonts
   *
   * The UI font CSS variables are used for the typography all of the JupyterLab
   * user interface elements that are not directly user generated content.
   *
   * The font sizing here is done assuming that the body font size of --jp-ui-font-size1
   * is applied to a parent element. When children elements, such as headings, are sized
   * in em all things will be computed relative to that body size.
   */

    --jp-ui-font-scale-factor: 1.2;
    --jp-ui-font-size0: 0.83333em;
    --jp-ui-font-size1: 13px; /* Base font size */
    --jp-ui-font-size2: 1.2em;
    --jp-ui-font-size3: 1.44em;

    --jp-ui-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI",
        Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji",
        "Segoe UI Symbol";

    /*
   * Use these font colors against the corresponding main layout colors.
   * In a light theme, these go from dark to light.
   */

    /* Defaults use Material Design specification */
    --jp-ui-font-color0: rgba(0, 0, 0, 1);
    --jp-ui-font-color1: rgba(0, 0, 0, 0.87);
    --jp-ui-font-color2: rgba(0, 0, 0, 0.54);
    --jp-ui-font-color3: rgba(0, 0, 0, 0.38);

    /*
   * Use these against the brand/accent/warn/error colors.
   * These will typically go from light to darker, in both a dark and light theme.
   */

    --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);
    --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);
    --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);
    --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);

    /* Content Fonts
   *
   * Content font variables are used for typography of user generated content.
   *
   * The font sizing here is done assuming that the body font size of --jp-content-font-size1
   * is applied to a parent element. When children elements, such as headings, are sized
   * in em all things will be computed relative to that body size.
   */

    --jp-content-line-height: 1.6;
    --jp-content-font-scale-factor: 1.2;
    --jp-content-font-size0: 0.83333em;
    --jp-content-font-size1: 14px; /* Base font size */
    --jp-content-font-size2: 1.2em;
    --jp-content-font-size3: 1.44em;
    --jp-content-font-size4: 1.728em;
    --jp-content-font-size5: 2.0736em;

    /* This gives a magnification of about 125% in presentation mode over normal. */
    --jp-content-presentation-font-size1: 17px;

    --jp-content-heading-line-height: 1;
    --jp-content-heading-margin-top: 1.2em;
    --jp-content-heading-margin-bottom: 0.8em;
    --jp-content-heading-font-weight: 500;

    /* Defaults use Material Design specification */
    --jp-content-font-color0: rgba(0, 0, 0, 1);
    --jp-content-font-color1: rgba(0, 0, 0, 0.87);
    --jp-content-font-color2: rgba(0, 0, 0, 0.54);
    --jp-content-font-color3: rgba(0, 0, 0, 0.38);

    --jp-content-link-color: var(--md-blue-700);

    --jp-content-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI",
        Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji",
        "Segoe UI Symbol";

    /*
   * Code Fonts
   *
   * Code font variables are used for typography of code and other monospaces content.
   */

    --jp-code-font-size: 13px;
    --jp-code-line-height: 1.3077; /* 17px for 13px base */
    --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */
    --jp-code-font-family-default: Menlo, Consolas, "DejaVu Sans Mono",
        monospace;
    --jp-code-font-family: var(--jp-code-font-family-default);

    /* This gives a magnification of about 125% in presentation mode over normal. */
    --jp-code-presentation-font-size: 16px;

    /* may need to tweak cursor width if you change font size */
    --jp-code-cursor-width0: 1.4px;
    --jp-code-cursor-width1: 2px;
    --jp-code-cursor-width2: 4px;

    /* Layout
   *
   * The following are the main layout colors use in JupyterLab. In a light
   * theme these would go from light to dark.
   */

    --jp-layout-color0: white;
    --jp-layout-color1: white;
    --jp-layout-color2: var(--md-grey-200);
    --jp-layout-color3: var(--md-grey-400);
    --jp-layout-color4: var(--md-grey-600);

    /* Inverse Layout
   *
   * The following are the inverse layout colors use in JupyterLab. In a light
   * theme these would go from dark to light.
   */

    --jp-inverse-layout-color0: #111111;
    --jp-inverse-layout-color1: var(--md-grey-900);
    --jp-inverse-layout-color2: var(--md-grey-800);
    --jp-inverse-layout-color3: var(--md-grey-700);
    --jp-inverse-layout-color4: var(--md-grey-600);

    /* Brand/accent */

    --jp-brand-color0: var(--md-blue-900);
    --jp-brand-color1: var(--md-blue-700);
    --jp-brand-color2: var(--md-blue-300);
    --jp-brand-color3: var(--md-blue-100);
    --jp-brand-color4: var(--md-blue-50);

    --jp-accent-color0: var(--md-green-900);
    --jp-accent-color1: var(--md-green-700);
    --jp-accent-color2: var(--md-green-300);
    --jp-accent-color3: var(--md-green-100);

    /* State colors (warn, error, success, info) */

    --jp-warn-color0: var(--md-orange-900);
    --jp-warn-color1: var(--md-orange-700);
    --jp-warn-color2: var(--md-orange-300);
    --jp-warn-color3: var(--md-orange-100);

    --jp-error-color0: var(--md-red-900);
    --jp-error-color1: var(--md-red-700);
    --jp-error-color2: var(--md-red-300);
    --jp-error-color3: var(--md-red-100);

    --jp-success-color0: var(--md-green-900);
    --jp-success-color1: var(--md-green-700);
    --jp-success-color2: var(--md-green-300);
    --jp-success-color3: var(--md-green-100);

    --jp-info-color0: var(--md-cyan-900);
    --jp-info-color1: var(--md-cyan-700);
    --jp-info-color2: var(--md-cyan-300);
    --jp-info-color3: var(--md-cyan-100);

    /* Cell specific styles */

    --jp-cell-padding: 5px;

    --jp-cell-collapser-width: 8px;
    --jp-cell-collapser-min-height: 20px;
    --jp-cell-collapser-not-active-hover-opacity: 0.6;

    --jp-cell-editor-background: var(--md-grey-100);
    --jp-cell-editor-border-color: var(--md-grey-300);
    --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
    --jp-cell-editor-active-background: var(--jp-layout-color0);
    --jp-cell-editor-active-border-color: var(--jp-brand-color1);

    --jp-cell-prompt-width: 64px;
    --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
    --jp-cell-prompt-letter-spacing: 0px;
    --jp-cell-prompt-opacity: 1;
    --jp-cell-prompt-not-active-opacity: 0.5;
    --jp-cell-prompt-not-active-font-color: var(--md-grey-700);
    /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
    --jp-cell-inprompt-font-color: #307fc1;
    /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
    --jp-cell-outprompt-font-color: #bf5b3d;

    /* Notebook specific styles */

    --jp-notebook-padding: 10px;
    --jp-notebook-select-background: var(--jp-layout-color1);
    --jp-notebook-multiselected-color: var(--md-blue-50);

    /* The scroll padding is calculated to fill enough space at the bottom of the
  notebook to show one single-line cell (with appropriate padding) at the top
  when the notebook is scrolled all the way to the bottom. We also subtract one
  pixel so that no scrollbar appears if we have just one single-line cell in the
  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
  */
    --jp-notebook-scroll-padding: calc(
        100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
            var(--jp-code-padding) - var(--jp-cell-padding) - 1px
    );

    /* Rendermime styles */

    --jp-rendermime-error-background: #fdd;
    --jp-rendermime-table-row-background: var(--md-grey-100);
    --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);

    /* Dialog specific styles */

    --jp-dialog-background: rgba(0, 0, 0, 0.25);

    /* Console specific styles */

    --jp-console-padding: 10px;

    /* Toolbar specific styles */

    --jp-toolbar-border-color: var(--jp-border-color1);
    --jp-toolbar-micro-height: 8px;
    --jp-toolbar-background: var(--jp-layout-color1);
    --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);
    --jp-toolbar-header-margin: 4px 4px 0px 4px;
    --jp-toolbar-active-background: var(--md-grey-300);

    /* Statusbar specific styles */

    --jp-statusbar-height: 24px;

    /* Input field styles */

    --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
    --jp-input-active-background: var(--jp-layout-color1);
    --jp-input-hover-background: var(--jp-layout-color1);
    --jp-input-background: var(--md-grey-100);
    --jp-input-border-color: var(--jp-border-color1);
    --jp-input-active-border-color: var(--jp-brand-color1);
    --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);

    /* General editor styles */

    --jp-editor-selected-background: #d9d9d9;
    --jp-editor-selected-focused-background: #d7d4f0;
    --jp-editor-cursor-color: var(--jp-ui-font-color0);

    /* Code mirror specific styles */

    --jp-mirror-editor-keyword-color: #008000;
    --jp-mirror-editor-atom-color: #88f;
    --jp-mirror-editor-number-color: #080;
    --jp-mirror-editor-def-color: #00f;
    --jp-mirror-editor-variable-color: var(--md-grey-900);
    --jp-mirror-editor-variable-2-color: #05a;
    --jp-mirror-editor-variable-3-color: #085;
    --jp-mirror-editor-punctuation-color: #05a;
    --jp-mirror-editor-property-color: #05a;
    --jp-mirror-editor-operator-color: #aa22ff;
    --jp-mirror-editor-comment-color: #408080;
    --jp-mirror-editor-string-color: #ba2121;
    --jp-mirror-editor-string-2-color: #708;
    --jp-mirror-editor-meta-color: #aa22ff;
    --jp-mirror-editor-qualifier-color: #555;
    --jp-mirror-editor-builtin-color: #008000;
    --jp-mirror-editor-bracket-color: #997;
    --jp-mirror-editor-tag-color: #170;
    --jp-mirror-editor-attribute-color: #00c;
    --jp-mirror-editor-header-color: blue;
    --jp-mirror-editor-quote-color: #090;
    --jp-mirror-editor-link-color: #00c;
    --jp-mirror-editor-error-color: #f00;
    --jp-mirror-editor-hr-color: #999;

    /* Vega extension styles */

    --jp-vega-background: white;

    /* Sidebar-related styles */

    --jp-sidebar-min-width: 250px;

    /* Search-related styles */

    --jp-search-toggle-off-opacity: 0.5;
    --jp-search-toggle-hover-opacity: 0.8;
    --jp-search-toggle-on-opacity: 1;
    --jp-search-selected-match-background-color: rgb(245, 200, 0);
    --jp-search-selected-match-color: black;
    --jp-search-unselected-match-background-color: var(
        --jp-inverse-layout-color0
    );
    --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);

    /* Icon colors that work well with light or dark backgrounds */
    --jp-icon-contrast-color0: var(--md-purple-600);
    --jp-icon-contrast-color1: var(--md-green-600);
    --jp-icon-contrast-color2: var(--md-pink-600);
    --jp-icon-contrast-color3: var(--md-blue-600);
}

[data-md-color-scheme="slate"] .jupyter-wrapper {
    /* Elevation
   *
   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
   *
   * https://github.com/material-components/material-components-web
   * https://material-components-web.appspot.com/elevation.html
   */

    /* The dark theme shadows need a bit of work, but this will probably also require work on the core layout
   * colors used in the theme as well. */
    --jp-shadow-base-lightness: 32;
    --jp-shadow-umbra-color: rgba(
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        0.2
    );
    --jp-shadow-penumbra-color: rgba(
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        0.14
    );
    --jp-shadow-ambient-color: rgba(
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        var(--jp-shadow-base-lightness),
        0.12
    );
    --jp-elevation-z0: none;
    --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),
        0px 1px 1px 0px var(--jp-shadow-penumbra-color),
        0px 1px 3px 0px var(--jp-shadow-ambient-color);
    --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),
        0px 2px 2px 0px var(--jp-shadow-penumbra-color),
        0px 1px 5px 0px var(--jp-shadow-ambient-color);
    --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),
        0px 4px 5px 0px var(--jp-shadow-penumbra-color),
        0px 1px 10px 0px var(--jp-shadow-ambient-color);
    --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),
        0px 6px 10px 0px var(--jp-shadow-penumbra-color),
        0px 1px 18px 0px var(--jp-shadow-ambient-color);
    --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),
        0px 8px 10px 1px var(--jp-shadow-penumbra-color),
        0px 3px 14px 2px var(--jp-shadow-ambient-color);
    --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),
        0px 12px 17px 2px var(--jp-shadow-penumbra-color),
        0px 5px 22px 4px var(--jp-shadow-ambient-color);
    --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),
        0px 16px 24px 2px var(--jp-shadow-penumbra-color),
        0px 6px 30px 5px var(--jp-shadow-ambient-color);
    --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),
        0px 20px 31px 3px var(--jp-shadow-penumbra-color),
        0px 8px 38px 7px var(--jp-shadow-ambient-color);
    --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),
        0px 24px 38px 3px var(--jp-shadow-penumbra-color),
        0px 9px 46px 8px var(--jp-shadow-ambient-color);

    /* Borders
   *
   * The following variables, specify the visual styling of borders in JupyterLab.
   */

    --jp-border-width: 1px;
    --jp-border-color0: var(--md-grey-700);
    --jp-border-color1: var(--md-grey-700);
    --jp-border-color2: var(--md-grey-800);
    --jp-border-color3: var(--md-grey-900);
    --jp-border-radius: 2px;

    /* UI Fonts
   *
   * The UI font CSS variables are used for the typography all of the JupyterLab
   * user interface elements that are not directly user generated content.
   *
   * The font sizing here is done assuming that the body font size of --jp-ui-font-size1
   * is applied to a parent element. When children elements, such as headings, are sized
   * in em all things will be computed relative to that body size.
   */

    --jp-ui-font-scale-factor: 1.2;
    --jp-ui-font-size0: 0.83333em;
    --jp-ui-font-size1: 13px; /* Base font size */
    --jp-ui-font-size2: 1.2em;
    --jp-ui-font-size3: 1.44em;

    --jp-ui-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI",
        Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji",
        "Segoe UI Symbol";

    /*
   * Use these font colors against the corresponding main layout colors.
   * In a light theme, these go from dark to light.
   */

    /* Defaults use Material Design specification */
    --jp-ui-font-color0: rgba(255, 255, 255, 1);
    --jp-ui-font-color1: rgba(255, 255, 255, 0.87);
    --jp-ui-font-color2: rgba(255, 255, 255, 0.54);
    --jp-ui-font-color3: rgba(255, 255, 255, 0.38);

    /*
   * Use these against the brand/accent/warn/error colors.
   * These will typically go from light to darker, in both a dark and light theme.
   */

    --jp-ui-inverse-font-color0: rgba(0, 0, 0, 1);
    --jp-ui-inverse-font-color1: rgba(0, 0, 0, 0.8);
    --jp-ui-inverse-font-color2: rgba(0, 0, 0, 0.5);
    --jp-ui-inverse-font-color3: rgba(0, 0, 0, 0.3);

    /* Content Fonts
   *
   * Content font variables are used for typography of user generated content.
   *
   * The font sizing here is done assuming that the body font size of --jp-content-font-size1
   * is applied to a parent element. When children elements, such as headings, are sized
   * in em all things will be computed relative to that body size.
   */

    --jp-content-line-height: 1.6;
    --jp-content-font-scale-factor: 1.2;
    --jp-content-font-size0: 0.83333em;
    --jp-content-font-size1: 14px; /* Base font size */
    --jp-content-font-size2: 1.2em;
    --jp-content-font-size3: 1.44em;
    --jp-content-font-size4: 1.728em;
    --jp-content-font-size5: 2.0736em;

    /* This gives a magnification of about 125% in presentation mode over normal. */
    --jp-content-presentation-font-size1: 17px;

    --jp-content-heading-line-height: 1;
    --jp-content-heading-margin-top: 1.2em;
    --jp-content-heading-margin-bottom: 0.8em;
    --jp-content-heading-font-weight: 500;

    /* Defaults use Material Design specification */
    --jp-content-font-color0: rgba(255, 255, 255, 1);
    --jp-content-font-color1: rgba(255, 255, 255, 1);
    --jp-content-font-color2: rgba(255, 255, 255, 0.7);
    --jp-content-font-color3: rgba(255, 255, 255, 0.5);

    --jp-content-link-color: var(--md-blue-300);

    --jp-content-font-family: -apple-system, BlinkMacSystemFont, "Segoe UI",
        Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji",
        "Segoe UI Symbol";

    /*
   * Code Fonts
   *
   * Code font variables are used for typography of code and other monospaces content.
   */

    --jp-code-font-size: 13px;
    --jp-code-line-height: 1.3077; /* 17px for 13px base */
    --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */
    --jp-code-font-family-default: Menlo, Consolas, "DejaVu Sans Mono",
        monospace;
    --jp-code-font-family: var(--jp-code-font-family-default);

    /* This gives a magnification of about 125% in presentation mode over normal. */
    --jp-code-presentation-font-size: 16px;

    /* may need to tweak cursor width if you change font size */
    --jp-code-cursor-width0: 1.4px;
    --jp-code-cursor-width1: 2px;
    --jp-code-cursor-width2: 4px;

    /* Layout
   *
   * The following are the main layout colors use in JupyterLab. In a light
   * theme these would go from light to dark.
   */

    --jp-layout-color0: #111111;
    --jp-layout-color1: var(--md-grey-900);
    --jp-layout-color2: var(--md-grey-800);
    --jp-layout-color3: var(--md-grey-700);
    --jp-layout-color4: var(--md-grey-600);

    /* Inverse Layout
   *
   * The following are the inverse layout colors use in JupyterLab. In a light
   * theme these would go from dark to light.
   */

    --jp-inverse-layout-color0: white;
    --jp-inverse-layout-color1: white;
    --jp-inverse-layout-color2: var(--md-grey-200);
    --jp-inverse-layout-color3: var(--md-grey-400);
    --jp-inverse-layout-color4: var(--md-grey-600);

    /* Brand/accent */

    --jp-brand-color0: var(--md-blue-700);
    --jp-brand-color1: var(--md-blue-500);
    --jp-brand-color2: var(--md-blue-300);
    --jp-brand-color3: var(--md-blue-100);
    --jp-brand-color4: var(--md-blue-50);

    --jp-accent-color0: var(--md-green-700);
    --jp-accent-color1: var(--md-green-500);
    --jp-accent-color2: var(--md-green-300);
    --jp-accent-color3: var(--md-green-100);

    /* State colors (warn, error, success, info) */

    --jp-warn-color0: var(--md-orange-700);
    --jp-warn-color1: var(--md-orange-500);
    --jp-warn-color2: var(--md-orange-300);
    --jp-warn-color3: var(--md-orange-100);

    --jp-error-color0: var(--md-red-700);
    --jp-error-color1: var(--md-red-500);
    --jp-error-color2: var(--md-red-300);
    --jp-error-color3: var(--md-red-100);

    --jp-success-color0: var(--md-green-700);
    --jp-success-color1: var(--md-green-500);
    --jp-success-color2: var(--md-green-300);
    --jp-success-color3: var(--md-green-100);

    --jp-info-color0: var(--md-cyan-700);
    --jp-info-color1: var(--md-cyan-500);
    --jp-info-color2: var(--md-cyan-300);
    --jp-info-color3: var(--md-cyan-100);

    /* Cell specific styles */

    --jp-cell-padding: 5px;

    --jp-cell-collapser-width: 8px;
    --jp-cell-collapser-min-height: 20px;
    --jp-cell-collapser-not-active-hover-opacity: 0.6;

    --jp-cell-editor-background: var(--jp-layout-color1);
    --jp-cell-editor-border-color: var(--md-grey-700);
    --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
    --jp-cell-editor-active-background: var(--jp-layout-color0);
    --jp-cell-editor-active-border-color: var(--jp-brand-color1);

    --jp-cell-prompt-width: 64px;
    --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
    --jp-cell-prompt-letter-spacing: 0px;
    --jp-cell-prompt-opacity: 1;
    --jp-cell-prompt-not-active-opacity: 1;
    --jp-cell-prompt-not-active-font-color: var(--md-grey-300);

    /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
    --jp-cell-inprompt-font-color: #307fc1;
    /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
    --jp-cell-outprompt-font-color: #bf5b3d;

    /* Notebook specific styles */

    --jp-notebook-padding: 10px;
    --jp-notebook-select-background: var(--jp-layout-color1);
    --jp-notebook-multiselected-color: rgba(33, 150, 243, 0.24);

    /* The scroll padding is calculated to fill enough space at the bottom of the
  notebook to show one single-line cell (with appropriate padding) at the top
  when the notebook is scrolled all the way to the bottom. We also subtract one
  pixel so that no scrollbar appears if we have just one single-line cell in the
  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
  */
    --jp-notebook-scroll-padding: calc(
        100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
            var(--jp-code-padding) - var(--jp-cell-padding) - 1px
    );

    /* Rendermime styles */

    --jp-rendermime-error-background: rgba(244, 67, 54, 0.28);
    --jp-rendermime-table-row-background: var(--md-grey-900);
    --jp-rendermime-table-row-hover-background: rgba(3, 169, 244, 0.2);

    /* Dialog specific styles */

    --jp-dialog-background: rgba(0, 0, 0, 0.6);

    /* Console specific styles */

    --jp-console-padding: 10px;

    /* Toolbar specific styles */

    --jp-toolbar-border-color: var(--jp-border-color2);
    --jp-toolbar-micro-height: 8px;
    --jp-toolbar-background: var(--jp-layout-color1);
    --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.8);
    --jp-toolbar-header-margin: 4px 4px 0px 4px;
    --jp-toolbar-active-background: var(--jp-layout-color0);

    /* Statusbar specific styles */

    --jp-statusbar-height: 24px;

    /* Input field styles */

    --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
    --jp-input-active-background: var(--jp-layout-color0);
    --jp-input-hover-background: var(--jp-layout-color2);
    --jp-input-background: var(--md-grey-800);
    --jp-input-border-color: var(--jp-border-color1);
    --jp-input-active-border-color: var(--jp-brand-color1);
    --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);

    /* General editor styles */

    --jp-editor-selected-background: var(--jp-layout-color2);
    --jp-editor-selected-focused-background: rgba(33, 150, 243, 0.24);
    --jp-editor-cursor-color: var(--jp-ui-font-color0);

    /* Code mirror specific styles */

    --jp-mirror-editor-keyword-color: var(--md-green-500);
    --jp-mirror-editor-atom-color: var(--md-blue-300);
    --jp-mirror-editor-number-color: var(--md-green-400);
    --jp-mirror-editor-def-color: var(--md-blue-600);
    --jp-mirror-editor-variable-color: var(--md-grey-300);
    --jp-mirror-editor-variable-2-color: var(--md-blue-400);
    --jp-mirror-editor-variable-3-color: var(--md-green-600);
    --jp-mirror-editor-punctuation-color: var(--md-blue-400);
    --jp-mirror-editor-property-color: var(--md-blue-400);
    --jp-mirror-editor-operator-color: #aa22ff;
    --jp-mirror-editor-comment-color: #408080;
    --jp-mirror-editor-string-color: #ff7070;
    --jp-mirror-editor-string-2-color: var(--md-purple-300);
    --jp-mirror-editor-meta-color: #aa22ff;
    --jp-mirror-editor-qualifier-color: #555;
    --jp-mirror-editor-builtin-color: var(--md-green-600);
    --jp-mirror-editor-bracket-color: #997;
    --jp-mirror-editor-tag-color: var(--md-green-700);
    --jp-mirror-editor-attribute-color: var(--md-blue-700);
    --jp-mirror-editor-header-color: var(--md-blue-500);
    --jp-mirror-editor-quote-color: var(--md-green-300);
    --jp-mirror-editor-link-color: var(--md-blue-700);
    --jp-mirror-editor-error-color: #f00;
    --jp-mirror-editor-hr-color: #999;

    /* Vega extension styles */

    --jp-vega-background: var(--md-grey-400);

    /* Sidebar-related styles */

    --jp-sidebar-min-width: 250px;

    /* Search-related styles */

    --jp-search-toggle-off-opacity: 0.6;
    --jp-search-toggle-hover-opacity: 0.8;
    --jp-search-toggle-on-opacity: 1;
    --jp-search-selected-match-background-color: rgb(255, 225, 0);
    --jp-search-selected-match-color: black;
    --jp-search-unselected-match-background-color: var(
        --jp-inverse-layout-color0
    );
    --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);

    /* scrollbar related styles. Supports every browser except Edge. */

    /* colors based on JetBrain's Darcula theme */

    --jp-scrollbar-background-color: #3f4244;
    --jp-scrollbar-thumb-color: 88, 96, 97; /* need to specify thumb color as an RGB triplet */

    --jp-scrollbar-endpad: 3px; /* the minimum gap between the thumb and the ends of a scrollbar */

    /* hacks for setting the thumb shape. These do nothing in Firefox */

    --jp-scrollbar-thumb-margin: 3.5px; /* the space in between the sides of the thumb and the track */
    --jp-scrollbar-thumb-radius: 9px; /* set to a large-ish value for rounded endcaps on the thumb */

    /* Icon colors that work well with light or dark backgrounds */
    --jp-icon-contrast-color0: var(--md-purple-600);
    --jp-icon-contrast-color1: var(--md-green-600);
    --jp-icon-contrast-color2: var(--md-pink-600);
    --jp-icon-contrast-color3: var(--md-blue-600);
}

:root{--md-red-50: #ffebee;--md-red-100: #ffcdd2;--md-red-200: #ef9a9a;--md-red-300: #e57373;--md-red-400: #ef5350;--md-red-500: #f44336;--md-red-600: #e53935;--md-red-700: #d32f2f;--md-red-800: #c62828;--md-red-900: #b71c1c;--md-red-A100: #ff8a80;--md-red-A200: #ff5252;--md-red-A400: #ff1744;--md-red-A700: #d50000;--md-pink-50: #fce4ec;--md-pink-100: #f8bbd0;--md-pink-200: #f48fb1;--md-pink-300: #f06292;--md-pink-400: #ec407a;--md-pink-500: #e91e63;--md-pink-600: #d81b60;--md-pink-700: #c2185b;--md-pink-800: #ad1457;--md-pink-900: #880e4f;--md-pink-A100: #ff80ab;--md-pink-A200: #ff4081;--md-pink-A400: #f50057;--md-pink-A700: #c51162;--md-purple-50: #f3e5f5;--md-purple-100: #e1bee7;--md-purple-200: #ce93d8;--md-purple-300: #ba68c8;--md-purple-400: #ab47bc;--md-purple-500: #9c27b0;--md-purple-600: #8e24aa;--md-purple-700: #7b1fa2;--md-purple-800: #6a1b9a;--md-purple-900: #4a148c;--md-purple-A100: #ea80fc;--md-purple-A200: #e040fb;--md-purple-A400: #d500f9;--md-purple-A700: #aa00ff;--md-deep-purple-50: #ede7f6;--md-deep-purple-100: #d1c4e9;--md-deep-purple-200: #b39ddb;--md-deep-purple-300: #9575cd;--md-deep-purple-400: #7e57c2;--md-deep-purple-500: #673ab7;--md-deep-purple-600: #5e35b1;--md-deep-purple-700: #512da8;--md-deep-purple-800: #4527a0;--md-deep-purple-900: #311b92;--md-deep-purple-A100: #b388ff;--md-deep-purple-A200: #7c4dff;--md-deep-purple-A400: #651fff;--md-deep-purple-A700: #6200ea;--md-indigo-50: #e8eaf6;--md-indigo-100: #c5cae9;--md-indigo-200: #9fa8da;--md-indigo-300: #7986cb;--md-indigo-400: #5c6bc0;--md-indigo-500: #3f51b5;--md-indigo-600: #3949ab;--md-indigo-700: #303f9f;--md-indigo-800: #283593;--md-indigo-900: #1a237e;--md-indigo-A100: #8c9eff;--md-indigo-A200: #536dfe;--md-indigo-A400: #3d5afe;--md-indigo-A700: #304ffe;--md-blue-50: #e3f2fd;--md-blue-100: #bbdefb;--md-blue-200: #90caf9;--md-blue-300: #64b5f6;--md-blue-400: #42a5f5;--md-blue-500: #2196f3;--md-blue-600: #1e88e5;--md-blue-700: #1976d2;--md-blue-800: #1565c0;--md-blue-900: #0d47a1;--md-blue-A100: #82b1ff;--md-blue-A200: #448aff;--md-blue-A400: #2979ff;--md-blue-A700: #2962ff;--md-light-blue-50: #e1f5fe;--md-light-blue-100: #b3e5fc;--md-light-blue-200: #81d4fa;--md-light-blue-300: #4fc3f7;--md-light-blue-400: #29b6f6;--md-light-blue-500: #03a9f4;--md-light-blue-600: #039be5;--md-light-blue-700: #0288d1;--md-light-blue-800: #0277bd;--md-light-blue-900: #01579b;--md-light-blue-A100: #80d8ff;--md-light-blue-A200: #40c4ff;--md-light-blue-A400: #00b0ff;--md-light-blue-A700: #0091ea;--md-cyan-50: #e0f7fa;--md-cyan-100: #b2ebf2;--md-cyan-200: #80deea;--md-cyan-300: #4dd0e1;--md-cyan-400: #26c6da;--md-cyan-500: #00bcd4;--md-cyan-600: #00acc1;--md-cyan-700: #0097a7;--md-cyan-800: #00838f;--md-cyan-900: #006064;--md-cyan-A100: #84ffff;--md-cyan-A200: #18ffff;--md-cyan-A400: #00e5ff;--md-cyan-A700: #00b8d4;--md-teal-50: #e0f2f1;--md-teal-100: #b2dfdb;--md-teal-200: #80cbc4;--md-teal-300: #4db6ac;--md-teal-400: #26a69a;--md-teal-500: #009688;--md-teal-600: #00897b;--md-teal-700: #00796b;--md-teal-800: #00695c;--md-teal-900: #004d40;--md-teal-A100: #a7ffeb;--md-teal-A200: #64ffda;--md-teal-A400: #1de9b6;--md-teal-A700: #00bfa5;--md-green-50: #e8f5e9;--md-green-100: #c8e6c9;--md-green-200: #a5d6a7;--md-green-300: #81c784;--md-green-400: #66bb6a;--md-green-500: #4caf50;--md-green-600: #43a047;--md-green-700: #388e3c;--md-green-800: #2e7d32;--md-green-900: #1b5e20;--md-green-A100: #b9f6ca;--md-green-A200: #69f0ae;--md-green-A400: #00e676;--md-green-A700: #00c853;--md-light-green-50: #f1f8e9;--md-light-green-100: #dcedc8;--md-light-green-200: #c5e1a5;--md-light-green-300: #aed581;--md-light-green-400: #9ccc65;--md-light-green-500: #8bc34a;--md-light-green-600: #7cb342;--md-light-green-700: #689f38;--md-light-green-800: #558b2f;--md-light-green-900: #33691e;--md-light-green-A100: #ccff90;--md-light-green-A200: #b2ff59;--md-light-green-A400: #76ff03;--md-light-green-A700: #64dd17;--md-lime-50: #f9fbe7;--md-lime-100: #f0f4c3;--md-lime-200: #e6ee9c;--md-lime-300: #dce775;--md-lime-400: #d4e157;--md-lime-500: #cddc39;--md-lime-600: #c0ca33;--md-lime-700: #afb42b;--md-lime-800: #9e9d24;--md-lime-900: #827717;--md-lime-A100: #f4ff81;--md-lime-A200: #eeff41;--md-lime-A400: #c6ff00;--md-lime-A700: #aeea00;--md-yellow-50: #fffde7;--md-yellow-100: #fff9c4;--md-yellow-200: #fff59d;--md-yellow-300: #fff176;--md-yellow-400: #ffee58;--md-yellow-500: #ffeb3b;--md-yellow-600: #fdd835;--md-yellow-700: #fbc02d;--md-yellow-800: #f9a825;--md-yellow-900: #f57f17;--md-yellow-A100: #ffff8d;--md-yellow-A200: #ffff00;--md-yellow-A400: #ffea00;--md-yellow-A700: #ffd600;--md-amber-50: #fff8e1;--md-amber-100: #ffecb3;--md-amber-200: #ffe082;--md-amber-300: #ffd54f;--md-amber-400: #ffca28;--md-amber-500: #ffc107;--md-amber-600: #ffb300;--md-amber-700: #ffa000;--md-amber-800: #ff8f00;--md-amber-900: #ff6f00;--md-amber-A100: #ffe57f;--md-amber-A200: #ffd740;--md-amber-A400: #ffc400;--md-amber-A700: #ffab00;--md-orange-50: #fff3e0;--md-orange-100: #ffe0b2;--md-orange-200: #ffcc80;--md-orange-300: #ffb74d;--md-orange-400: #ffa726;--md-orange-500: #ff9800;--md-orange-600: #fb8c00;--md-orange-700: #f57c00;--md-orange-800: #ef6c00;--md-orange-900: #e65100;--md-orange-A100: #ffd180;--md-orange-A200: #ffab40;--md-orange-A400: #ff9100;--md-orange-A700: #ff6d00;--md-deep-orange-50: #fbe9e7;--md-deep-orange-100: #ffccbc;--md-deep-orange-200: #ffab91;--md-deep-orange-300: #ff8a65;--md-deep-orange-400: #ff7043;--md-deep-orange-500: #ff5722;--md-deep-orange-600: #f4511e;--md-deep-orange-700: #e64a19;--md-deep-orange-800: #d84315;--md-deep-orange-900: #bf360c;--md-deep-orange-A100: #ff9e80;--md-deep-orange-A200: #ff6e40;--md-deep-orange-A400: #ff3d00;--md-deep-orange-A700: #dd2c00;--md-brown-50: #efebe9;--md-brown-100: #d7ccc8;--md-brown-200: #bcaaa4;--md-brown-300: #a1887f;--md-brown-400: #8d6e63;--md-brown-500: #795548;--md-brown-600: #6d4c41;--md-brown-700: #5d4037;--md-brown-800: #4e342e;--md-brown-900: 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<h1 id="Introduction-to-StreamPipes-Python">Introduction to StreamPipes Python<a class="anchor-link" href="#Introduction-to-StreamPipes-Python">¶</a></h1><h3 id="Why-there-is-an-extra-Python-library-for-StreamPipes?">Why there is an extra Python library for StreamPipes?<a class="anchor-link" href="#Why-there-is-an-extra-Python-library-for-StreamPipes?">¶</a></h3><p><a href="https://streampipes.apache.org/">Apache StreamPipes</a> aims to enable non-technical users to connect and analyze IoT data streams.
To this end, it provides an easy-to-use and convenient user interface that allows one to connect to an IoT data source and create some visual
graphs within a few minutes. <br/>
Although this is the main use case of Apache StreamPipes, it can also provide great value for people who are eager to work on data analysis or data science with IoT data, but don't we do get in touch with all the hassle associated with extracting data from devices in a suitable format.
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Specifically with StreamPipes Python, we want to address the amazing data analytics and data science community in Python and benefit from the great universe of Python libraries out there.</p>
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<h3 id="How-to-install-StreamPipes-Python?">How to install StreamPipes Python?<a class="anchor-link" href="#How-to-install-StreamPipes-Python?">¶</a></h3><p>Simply use the following <code>pip</code> command:</p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="o">%</span><span class="n">pip</span> <span class="n">install</span> <span class="n">streampipes</span>
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<div class="clipboard-copy-txt" id="cell-1">%pip install streampipes
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<p>If you want to have the current development state you can also execute:</p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="o">%</span><span class="n">pip</span> <span class="n">install</span> <span class="n">git</span><span class="o">+</span><span class="n">https</span><span class="p">:</span><span class="o">//</span><span class="n">github</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">apache</span><span class="o">/</span><span class="n">streampipes</span><span class="o">.</span><span class="n">git</span><span class="c1">#subdirectory=streampipes-client-python</span>
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%pip install git+https://github.com/apache/streampipes.git#subdirectory=streampipes-client-python</div>
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<p>The corresponding documentation can be found <a href="https://streampipes.apache.org/docs/docs/python/dev/">here</a>.
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<h3 id="How-to-prepare-the-tutorials">How to prepare the tutorials<a class="anchor-link" href="#How-to-prepare-the-tutorials">¶</a></h3><p>In case you want to reproduce the first two tutorials exactly on your end, you need to create a simple pipeline in StreamPipes like demonstrated below.</p>
<p><img alt="tutorial-preparation" src="https://raw.githubusercontent.com/apache/streampipes/dev/streampipes-client-python/docs/img/tutorial-preparation.gif"/></p>
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<h3 id="How-to-configure-the-Python-client">How to configure the Python client<a class="anchor-link" href="#How-to-configure-the-Python-client">¶</a></h3><p>In order to access the resources available in StreamPipes, one must be able to authenticate against the backend.
For this purpose, the client sofar only supports the authentication via an API token that can be generated via the StreamPipes UI, as you see below.</p>
<p><img alt="how-to-get-api-key" src="https://raw.githubusercontent.com/apache/streampipes/dev/streampipes-client-python/docs/img/how-to-get-api-key.gif"/></p>
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<p>Having generated the API token, one can directly start initializing a client instance as follows:</p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="kn">from</span> <span class="nn">streampipes.client</span> <span class="kn">import</span> <span class="n">StreamPipesClient</span>
<span class="kn">from</span> <span class="nn">streampipes.client.config</span> <span class="kn">import</span> <span class="n">StreamPipesClientConfig</span>
<span class="kn">from</span> <span class="nn">streampipes.client.credential_provider</span> <span class="kn">import</span> <span class="n">StreamPipesApiKeyCredentials</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-3">from streampipes.client import StreamPipesClient
from streampipes.client.config import StreamPipesClientConfig
from streampipes.client.credential_provider import StreamPipesApiKeyCredentials</div>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">config</span> <span class="o">=</span> <span class="n">StreamPipesClientConfig</span><span class="p">(</span>
    <span class="n">credential_provider</span><span class="o">=</span><span class="n">StreamPipesApiKeyCredentials</span><span class="p">(</span>
        <span class="n">username</span><span class="o">=</span><span class="s2">"test@streampipes.apache.org"</span><span class="p">,</span>
        <span class="n">api_key</span><span class="o">=</span><span class="s2">"API-KEY"</span><span class="p">,</span>
    <span class="p">),</span>
    <span class="n">host_address</span><span class="o">=</span><span class="s2">"localhost"</span><span class="p">,</span>
    <span class="n">https_disabled</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
    <span class="n">port</span><span class="o">=</span><span class="mi">80</span>
<span class="p">)</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-4">config = StreamPipesClientConfig(
    credential_provider=StreamPipesApiKeyCredentials(
        username="test@streampipes.apache.org",
        api_key="API-KEY",
    ),
    host_address="localhost",
    https_disabled=True,
    port=80
)</div>
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<p>Please be aware that connecting to StreamPipes via a <code>https</code> connection is currently not supported by the Python client.</p>
<p>Providing secrets like the <code>api_key</code> as plaintext in the source code is an anti-pattern.
This is why the StreamPipes client also supports passing the required secrets as environment variables.
To do so, you must initialize the credential provider like the following:</p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">StreamPipesApiKeyCredentials</span><span class="p">()</span>
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<p>To ensure that the above code works, you must set the environment variables as expected.
This can be done like following:</p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="o">%</span><span class="n">export</span> <span class="n">SP_USERNAME</span><span class="o">=</span><span class="s2">"&lt;USERNAME&gt;"</span>
<span class="o">%</span><span class="n">export</span> <span class="n">SP_API_KEY</span><span class="o">=</span><span class="s2">"&lt;API-KEY&gt;"</span>
</pre></div>
<div class="clipboard-copy-txt" id="cell-6">%export SP_USERNAME="<username>"
%export SP_API_KEY="<api-key>"</api-key></username></div>
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<p>Having the <code>config</code> ready, we can now initialize the actual client.</p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">client</span> <span class="o">=</span> <span class="n">StreamPipesClient</span><span class="p">(</span><span class="n">client_config</span><span class="o">=</span><span class="n">config</span><span class="p">)</span>
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<div class="clipboard-copy-txt" id="cell-7">client = StreamPipesClient(client_config=config)</div>
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<p>That's already it. You can check if everything works out by using the following command:</p>
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<div class="highlight-ipynb hl-python"><pre><span></span><span class="n">client</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<pre>2023-02-24 17:05:49,398 - streampipes.endpoint.endpoint - [INFO] - [endpoint.py:167] [_make_request] - Successfully retrieved all resources.
2023-02-24 17:05:49,457 - streampipes.endpoint.endpoint - [INFO] - [endpoint.py:167] [_make_request] - Successfully retrieved all resources.

Hi there!
You are connected to a StreamPipes instance running at http://localhost:80.
The following StreamPipes resources are available with this client:
1x DataLakeMeasures
1x DataStreams
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<p>This prints you a short textual description of the connected StreamPipes instance to the console.</p>
<br/>
<p>The created <code>client</code> instance serves as the central point of interaction with StreamPipes.
You can invoke a variety of commands directly on this object.</p>
<p>Are you curious now how you actually can get data out of StreamPipes and make use of it with Python?
Then check out the next tutorial on <a href="../2-extracting-data-from-the-streampipes-data-lake">extracting Data from the StreamPipes data lake</a>.</p>
<br/>
<p>Thanks for reading this introductory tutorial.
We hope you like it and would love to receive some feedback from you.
Just go to our <a href="https://github.com/apache/streampipes/discussions">GitHub discussion page</a> and let us know your impression.
We'll read and react to them all, we promise!</p>
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