diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b664107303df336bab8010caad42ddaed24550e
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,3 @@
+{
+ "git.ignoreLimitWarning": true
+}
\ No newline at end of file
diff --git a/Praktikum/Praktikum1.html b/Praktikum/Praktikum1.html
new file mode 100644
index 0000000000000000000000000000000000000000..9f6fed05c0cd0664f0356c8ba3c027d46c46b56c
--- /dev/null
+++ b/Praktikum/Praktikum1.html
@@ -0,0 +1,8324 @@
+<!DOCTYPE html>
+
+<html lang="en">
+<head><meta charset="utf-8"/>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<title>Praktikum1</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+<style type="text/css">
+ pre { line-height: 125%; margin: 0; }
+td.linenos pre { color: #000000; background-color: #f0f0f0; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: #000000; background-color: #f0f0f0; padding-left: 5px; padding-right: 5px; }
+td.linenos pre.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: var(--jp-cell-editor-active-background) }
+.highlight { background: var(--jp-cell-editor-background); color: var(--jp-mirror-editor-variable-color) }
+.highlight .c { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment */
+.highlight .err { color: var(--jp-mirror-editor-error-color) } /* Error */
+.highlight .k { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword */
+.highlight .o { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator */
+.highlight .p { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation */
+.highlight .ch { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Preproc */
+.highlight .cpf { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Single */
+.highlight .cs { color: var(--jp-mirror-editor-comment-color); font-style: italic } /* Comment.Special */
+.highlight .kc { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Pseudo */
+.highlight .kr { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: var(--jp-mirror-editor-keyword-color); font-weight: bold } /* Keyword.Type */
+.highlight .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */
+.highlight .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */
+.highlight .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */
+.highlight .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */
+.highlight .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */
+.highlight .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */
+.highlight .mh { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Hex */
+.highlight .mi { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer */
+.highlight .mo { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Oct */
+.highlight .sa { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Affix */
+.highlight .sb { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Backtick */
+.highlight .sc { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Char */
+.highlight .dl { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Delimiter */
+.highlight .sd { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Doc */
+.highlight .s2 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Double */
+.highlight .se { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Escape */
+.highlight .sh { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Heredoc */
+.highlight .si { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Interpol */
+.highlight .sx { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Other */
+.highlight .sr { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Regex */
+.highlight .s1 { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Single */
+.highlight .ss { color: var(--jp-mirror-editor-string-color) } /* Literal.String.Symbol */
+.highlight .il { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Integer.Long */
+ </style>
+<style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+ * Mozilla scrollbar styling
+ */
+
+/* use standard opaque scrollbars for most nodes */
+[data-jp-theme-scrollbars='true'] {
+ scrollbar-color: rgb(var(--jp-scrollbar-thumb-color))
+ var(--jp-scrollbar-background-color);
+}
+
+/* for code nodes, use a transparent style of scrollbar. These selectors
+ * will match lower in the tree, and so will override the above */
+[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar,
+[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar {
+ scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny {
+ scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;
+ scrollbar-width: thin;
+}
+
+/* tiny scrollbar */
+
+.jp-scrollbar-tiny::-webkit-scrollbar,
+.jp-scrollbar-tiny::-webkit-scrollbar-corner {
+ background-color: transparent;
+ height: 4px;
+ width: 4px;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-thumb {
+ background: rgba(var(--jp-scrollbar-thumb-color), 0.5);
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal {
+ border-left: 0 solid transparent;
+ border-right: 0 solid transparent;
+}
+
+.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {
+ border-top: 0 solid transparent;
+ border-bottom: 0 solid transparent;
+}
+
+/*
+ * Lumino
+ */
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+ min-height: 16px;
+ max-height: 16px;
+ min-width: 45px;
+ border-top: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+ min-width: 16px;
+ max-width: 16px;
+ min-height: 45px;
+ border-left: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar-button {
+ background-color: #f0f0f0;
+ background-position: center center;
+ min-height: 15px;
+ max-height: 15px;
+ min-width: 15px;
+ max-width: 15px;
+}
+
+.lm-ScrollBar-button:hover {
+ background-color: #dadada;
+}
+
+.lm-ScrollBar-button.lm-mod-active {
+ background-color: #cdcdcd;
+}
+
+.lm-ScrollBar-track {
+ background: #f0f0f0;
+}
+
+.lm-ScrollBar-thumb {
+ background: #cdcdcd;
+}
+
+.lm-ScrollBar-thumb:hover {
+ background: #bababa;
+}
+
+.lm-ScrollBar-thumb.lm-mod-active {
+ background: #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-thumb {
+ height: 100%;
+ min-width: 15px;
+ border-left: 1px solid #a0a0a0;
+ border-right: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-thumb {
+ width: 100%;
+ min-height: 15px;
+ border-top: 1px solid #a0a0a0;
+ border-bottom: 1px solid #a0a0a0;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+ .lm-ScrollBar-button[data-action='decrement'] {
+ background-image: var(--jp-icon-caret-left);
+ background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='horizontal']
+ .lm-ScrollBar-button[data-action='increment'] {
+ background-image: var(--jp-icon-caret-right);
+ background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+ .lm-ScrollBar-button[data-action='decrement'] {
+ background-image: var(--jp-icon-caret-up);
+ background-size: 17px;
+}
+
+.lm-ScrollBar[data-orientation='vertical']
+ .lm-ScrollBar-button[data-action='increment'] {
+ background-image: var(--jp-icon-caret-down);
+ background-size: 17px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-Widget {
+ box-sizing: border-box;
+ position: relative;
+ overflow: hidden;
+}
+
+.lm-Widget.lm-mod-hidden {
+ display: none !important;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .lm-AccordionPanel-title {
+ /* Title is rotated for horizontal accordion panel using CSS */
+ display: block;
+ transform-origin: top left;
+ transform: rotate(-90deg) translate(-100%);
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+ display: flex;
+ flex-direction: column;
+ -webkit-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+}
+
+.lm-CommandPalette-search {
+ flex: 0 0 auto;
+}
+
+.lm-CommandPalette-content {
+ flex: 1 1 auto;
+ margin: 0;
+ padding: 0;
+ min-height: 0;
+ overflow: auto;
+ list-style-type: none;
+}
+
+.lm-CommandPalette-header {
+ overflow: hidden;
+ white-space: nowrap;
+ text-overflow: ellipsis;
+}
+
+.lm-CommandPalette-item {
+ display: flex;
+ flex-direction: row;
+}
+
+.lm-CommandPalette-itemIcon {
+ flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemContent {
+ flex: 1 1 auto;
+ overflow: hidden;
+}
+
+.lm-CommandPalette-itemShortcut {
+ flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemLabel {
+ overflow: hidden;
+ white-space: nowrap;
+ text-overflow: ellipsis;
+}
+
+.lm-close-icon {
+ border: 1px solid transparent;
+ background-color: transparent;
+ position: absolute;
+ z-index: 1;
+ right: 3%;
+ top: 0;
+ bottom: 0;
+ margin: auto;
+ padding: 7px 0;
+ display: none;
+ vertical-align: middle;
+ outline: 0;
+ cursor: pointer;
+}
+.lm-close-icon:after {
+ content: 'X';
+ display: block;
+ width: 15px;
+ height: 15px;
+ text-align: center;
+ color: #000;
+ font-weight: normal;
+ font-size: 12px;
+ cursor: pointer;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-DockPanel {
+ z-index: 0;
+}
+
+.lm-DockPanel-widget {
+ z-index: 0;
+}
+
+.lm-DockPanel-tabBar {
+ z-index: 1;
+}
+
+.lm-DockPanel-handle {
+ z-index: 2;
+}
+
+.lm-DockPanel-handle.lm-mod-hidden {
+ display: none !important;
+}
+
+.lm-DockPanel-handle:after {
+ position: absolute;
+ top: 0;
+ left: 0;
+ width: 100%;
+ height: 100%;
+ content: '';
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal'] {
+ cursor: ew-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='vertical'] {
+ cursor: ns-resize;
+}
+
+.lm-DockPanel-handle[data-orientation='horizontal']:after {
+ left: 50%;
+ min-width: 8px;
+ transform: translateX(-50%);
+}
+
+.lm-DockPanel-handle[data-orientation='vertical']:after {
+ top: 50%;
+ min-height: 8px;
+ transform: translateY(-50%);
+}
+
+.lm-DockPanel-overlay {
+ z-index: 3;
+ box-sizing: border-box;
+ pointer-events: none;
+}
+
+.lm-DockPanel-overlay.lm-mod-hidden {
+ display: none !important;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-Menu {
+ z-index: 10000;
+ position: absolute;
+ white-space: nowrap;
+ overflow-x: hidden;
+ overflow-y: auto;
+ outline: none;
+ -webkit-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+}
+
+.lm-Menu-content {
+ margin: 0;
+ padding: 0;
+ display: table;
+ list-style-type: none;
+}
+
+.lm-Menu-item {
+ display: table-row;
+}
+
+.lm-Menu-item.lm-mod-hidden,
+.lm-Menu-item.lm-mod-collapsed {
+ display: none !important;
+}
+
+.lm-Menu-itemIcon,
+.lm-Menu-itemSubmenuIcon {
+ display: table-cell;
+ text-align: center;
+}
+
+.lm-Menu-itemLabel {
+ display: table-cell;
+ text-align: left;
+}
+
+.lm-Menu-itemShortcut {
+ display: table-cell;
+ text-align: right;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-MenuBar {
+ outline: none;
+ -webkit-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+}
+
+.lm-MenuBar-content {
+ margin: 0;
+ padding: 0;
+ display: flex;
+ flex-direction: row;
+ list-style-type: none;
+}
+
+.lm-MenuBar-item {
+ box-sizing: border-box;
+}
+
+.lm-MenuBar-itemIcon,
+.lm-MenuBar-itemLabel {
+ display: inline-block;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-ScrollBar {
+ display: flex;
+ -webkit-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+}
+
+.lm-ScrollBar[data-orientation='horizontal'] {
+ flex-direction: row;
+}
+
+.lm-ScrollBar[data-orientation='vertical'] {
+ flex-direction: column;
+}
+
+.lm-ScrollBar-button {
+ box-sizing: border-box;
+ flex: 0 0 auto;
+}
+
+.lm-ScrollBar-track {
+ box-sizing: border-box;
+ position: relative;
+ overflow: hidden;
+ flex: 1 1 auto;
+}
+
+.lm-ScrollBar-thumb {
+ box-sizing: border-box;
+ position: absolute;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-SplitPanel-child {
+ z-index: 0;
+}
+
+.lm-SplitPanel-handle {
+ z-index: 1;
+}
+
+.lm-SplitPanel-handle.lm-mod-hidden {
+ display: none !important;
+}
+
+.lm-SplitPanel-handle:after {
+ position: absolute;
+ top: 0;
+ left: 0;
+ width: 100%;
+ height: 100%;
+ content: '';
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {
+ cursor: ew-resize;
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {
+ cursor: ns-resize;
+}
+
+.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {
+ left: 50%;
+ min-width: 8px;
+ transform: translateX(-50%);
+}
+
+.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {
+ top: 50%;
+ min-height: 8px;
+ transform: translateY(-50%);
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar {
+ display: flex;
+ -webkit-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] {
+ flex-direction: row;
+ align-items: flex-end;
+}
+
+.lm-TabBar[data-orientation='vertical'] {
+ flex-direction: column;
+ align-items: flex-end;
+}
+
+.lm-TabBar-content {
+ margin: 0;
+ padding: 0;
+ display: flex;
+ flex: 1 1 auto;
+ list-style-type: none;
+}
+
+.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {
+ flex-direction: row;
+}
+
+.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {
+ flex-direction: column;
+}
+
+.lm-TabBar-tab {
+ display: flex;
+ flex-direction: row;
+ box-sizing: border-box;
+ overflow: hidden;
+ touch-action: none; /* Disable native Drag/Drop */
+}
+
+.lm-TabBar-tabIcon,
+.lm-TabBar-tabCloseIcon {
+ flex: 0 0 auto;
+}
+
+.lm-TabBar-tabLabel {
+ flex: 1 1 auto;
+ overflow: hidden;
+ white-space: nowrap;
+}
+
+.lm-TabBar-tabInput {
+ user-select: all;
+ width: 100%;
+ box-sizing: border-box;
+}
+
+.lm-TabBar-tab.lm-mod-hidden {
+ display: none !important;
+}
+
+.lm-TabBar-addButton.lm-mod-hidden {
+ display: none !important;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {
+ position: relative;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {
+ left: 0;
+ transition: left 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {
+ top: 0;
+ transition: top 150ms ease;
+}
+
+.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {
+ transition: none;
+}
+
+.lm-TabBar-tabLabel .lm-TabBar-tabInput {
+ user-select: all;
+ width: 100%;
+ box-sizing: border-box;
+ background: inherit;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-TabPanel-tabBar {
+ z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+ z-index: 0;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+ display: flex;
+ flex-direction: column;
+ align-items: stretch;
+}
+
+.jp-Collapse-header {
+ padding: 1px 12px;
+ background-color: var(--jp-layout-color1);
+ border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+ color: var(--jp-ui-font-color1);
+ cursor: pointer;
+ display: flex;
+ align-items: center;
+ font-size: var(--jp-ui-font-size0);
+ font-weight: 600;
+ text-transform: uppercase;
+ user-select: none;
+}
+
+.jp-Collapser-icon {
+ height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+ transform: rotate(-90deg);
+ margin: auto 0;
+}
+
+.jp-Collapser-title {
+ line-height: 25px;
+}
+
+.jp-Collapse-contents {
+ padding: 0 12px;
+ background-color: var(--jp-layout-color1);
+ color: var(--jp-ui-font-color1);
+ overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensureUiComponents() in @jupyterlab/buildutils */
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+/* Icons urls */
+
+:root {
+ --jp-icon-add-above: url(data:image/svg+xml;base64,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);
+ --jp-icon-add-below: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTQiIGhlaWdodD0iMTQiIHZpZXdCb3g9IjAgMCAxNCAxNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPGcgY2xpcC1wYXRoPSJ1cmwoI2NsaXAwXzEzN18xOTQ5OCkiPgo8cGF0aCBjbGFzcz0ianAtaWNvbjMiIGQ9Ik05LjI1IDEwLjA2OTNMNy4zNzUgMTAuMDY5M0w3LjM3NSA4LjE5NDM0QzcuMzc1IDcuOTg4MDkgNy4yMDYyNSA3LjgxOTM0IDcgNy44MTkzNEM2Ljc5Mzc1IDcuODE5MzQgNi42MjUgNy45ODgwOSA2LjYyNSA4LjE5NDM0TDYuNjI1IDEwLjA2OTNMNC43NSAxMC4wNjkzQzQuNTQzNzUgMTAuMDY5MyA0LjM3NSAxMC4yMzgxIDQuMzc1IDEwLjQ0NDNDNC4zNzUgMTAuNjUwNiA0LjU0Mzc1IDEwLjgxOTMgNC43NSAxMC44MTkzTDYuNjI1IDEwLjgxOTNMNi42MjUgMTIuNjk0M0M2LjYyNSAxMi45MDA2IDYuNzkzNzUgMTMuMDY5MyA3IDEzLjA2OTNDNy4yMDYyNSAxMy4wNjkzIDcuMzc1IDEyLjkwMDYgNy4zNzUgMTIuNjk0M0w3LjM3NSAxMC44MTkzTDkuMjUgMTAuODE5M0M5LjQ1NjI1IDEwLjgxOTMgOS42MjUgMTAuNjUwNiA5LjYyNSAxMC40NDQzQzkuNjI1IDEwLjIzODEgOS40NTYyNSAxMC4wNjkzIDkuMjUgMTAuMDY5M1oiIGZpbGw9IiM2MTYxNjEiIHN0cm9rZT0iIzYxNjE2MSIgc3Ryb2tlLXdpZHRoPSIwLjciLz4KPC9nPgo8cGF0aCBjbGFzcz0ianAtaWNvbjMiIGZpbGwtcnVsZT0iZXZlbm9kZCIgY2xpcC1ydWxlPSJldmVub2RkIiBkPSJNMi41IDUuNUwyLjUgMy41TDExLjUgMy41TDExLjUgNS41TDIuNSA1LjVaTTIgN0MxLjQ0NzcyIDcgMSA2LjU1MjI4IDEgNkwxIDNDMSAyLjQ0NzcyIDEuNDQ3NzIgMiAyIDJMMTIgMkMxMi41NTIzIDIgMTMgMi40NDc3MiAxMyAzTDEzIDZDMTMgNi41NTIyOSAxMi41NTIzIDcgMTIgN0wyIDdaIiBmaWxsPSIjNjE2MTYxIi8+CjxkZWZzPgo8Y2xpcFBhdGggaWQ9ImNsaXAwXzEzN18xOTQ5OCI+CjxyZWN0IGNsYXNzPSJqcC1pY29uMyIgd2lkdGg9IjYiIGhlaWdodD0iNiIgZmlsbD0id2hpdGUiIHRyYW5zZm9ybT0ibWF0cml4KDEgMS43NDg0NmUtMDcgMS43NDg0NmUtMDcgLTEgNCAxMy40NDQzKSIvPgo8L2NsaXBQYXRoPgo8L2RlZnM+Cjwvc3ZnPgo=);
+ --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+ --jp-icon-bell: url(data:image/svg+xml;base64,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);
+ --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+ --jp-icon-bug: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yMCA4aC0yLjgxYy0uNDUtLjc4LTEuMDctMS40NS0xLjgyLTEuOTZMMTcgNC40MSAxNS41OSAzbC0yLjE3IDIuMTdDMTIuOTYgNS4wNiAxMi40OSA1IDEyIDVjLS40OSAwLS45Ni4wNi0xLjQxLjE3TDguNDEgMyA3IDQuNDFsMS42MiAxLjYzQzcuODggNi41NSA3LjI2IDcuMjIgNi44MSA4SDR2MmgyLjA5Yy0uMDUuMzMtLjA5LjY2LS4wOSAxdjFINHYyaDJ2MWMwIC4zNC4wNC42Ny4wOSAxSDR2MmgyLjgxYzEuMDQgMS43OSAyLjk3IDMgNS4xOSAzczQuMTUtMS4yMSA1LjE5LTNIMjB2LTJoLTIuMDljLjA1LS4zMy4wOS0uNjYuMDktMXYtMWgydi0yaC0ydi0xYzAtLjM0LS4wNC0uNjctLjA5LTFIMjBWOHptLTYgOGgtNHYtMmg0djJ6bTAtNGgtNHYtMmg0djJ6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+ --jp-icon-build: url(data:image/svg+xml;base64,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);
+ --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+ --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+ --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+ --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-caret-right: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik03LjIsNS4yTDEwLjksOWwtMy44LDMuOFY1LjJINy4yeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
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+ --jp-icon-circle-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDJDNi40NyAyIDIgNi40NyAyIDEyczQuNDcgMTAgMTAgMTAgMTAtNC40NyAxMC0xMFMxNy41MyAyIDEyIDJ6bTAgMThjLTQuNDEgMC04LTMuNTktOC04czMuNTktOCA4LTggOCAzLjU5IDggOC0zLjU5IDgtOCA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
+ --jp-icon-clear: url(data:image/svg+xml;base64,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);
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+ --jp-icon-code-check: url(data:image/svg+xml;base64,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);
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+ --jp-icon-collapse-all: url(data:image/svg+xml;base64,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);
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+ --jp-icon-copyright: url(data:image/svg+xml;base64,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);
+ --jp-icon-cut: url(data:image/svg+xml;base64,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);
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+ --jp-icon-filter: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiNGRkYiPgogICAgPHBhdGggZD0iTTE0LDEyVjE5Ljg4QzE0LjA0LDIwLjE4IDEzLjk0LDIwLjUgMTMuNzEsMjAuNzFDMTMuMzIsMjEuMSAxMi42OSwyMS4xIDEyLjMsMjAuNzFMMTAuMjksMTguN0MxMC4wNiwxOC40NyA5Ljk2LDE4LjE2IDEwLDE3Ljg3VjEySDkuOTdMNC4yMSw0LjYyQzMuODcsNC4xOSAzLjk1LDMuNTYgNC4zOCwzLjIyQzQuNTcsMy4wOCA0Ljc4LDMgNSwzVjNIMTlWM0MxOS4yMiwzIDE5LjQzLDMuMDggMTkuNjIsMy4yMkMyMC4wNSwzLjU2IDIwLjEzLDQuMTkgMTkuNzksNC42MkwxNC4wMywxMkgxNFoiIC8+CiAgPC9nPgo8L3N2Zz4K);
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+ --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
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+ --jp-icon-image: url(data:image/svg+xml;base64,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);
+ --jp-icon-info: url(data:image/svg+xml;base64,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);
+ --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
+ --jp-icon-json: url(data:image/svg+xml;base64,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);
+ --jp-icon-julia: url(data:image/svg+xml;base64,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);
+ --jp-icon-jupyter-favicon: url(data:image/svg+xml;base64,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);
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+ --jp-icon-jupyterlab-wordmark: 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+ --jp-icon-kernel: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzYxNjE2MSIgZD0iTTE1IDlIOXY2aDZWOXptLTIgNGgtMnYtMmgydjJ6bTgtMlY5aC0yVjdjMC0xLjEtLjktMi0yLTJoLTJWM2gtMnYyaC0yVjNIOXYySDdjLTEuMSAwLTIgLjktMiAydjJIM3YyaDJ2MkgzdjJoMnYyYzAgMS4xLjkgMiAyIDJoMnYyaDJ2LTJoMnYyaDJ2LTJoMmMxLjEgMCAyLS45IDItMnYtMmgydi0yaC0ydi0yaDJ6bS00IDZIN1Y3aDEwdjEweiIvPgo8L3N2Zz4K);
+ --jp-icon-keyboard: url(data:image/svg+xml;base64,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);
+ --jp-icon-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+ --jp-icon-launcher: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkgMTlINVY1aDdWM0g1YTIgMiAwIDAwLTIgMnYxNGEyIDIgMCAwMDIgMmgxNGMxLjEgMCAyLS45IDItMnYtN2gtMnY3ek0xNCAzdjJoMy41OWwtOS44MyA5LjgzIDEuNDEgMS40MUwxOSA2LjQxVjEwaDJWM2gtN3oiLz4KPC9zdmc+Cg==);
+ --jp-icon-line-form: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGZpbGw9IndoaXRlIiBkPSJNNS44OCA0LjEyTDEzLjc2IDEybC03Ljg4IDcuODhMOCAyMmwxMC0xMEw4IDJ6Ii8+Cjwvc3ZnPgo=);
+ --jp-icon-link: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMuOSAxMmMwLTEuNzEgMS4zOS0zLjEgMy4xLTMuMWg0VjdIN2MtMi43NiAwLTUgMi4yNC01IDVzMi4yNCA1IDUgNWg0di0xLjlIN2MtMS43MSAwLTMuMS0xLjM5LTMuMS0zLjF6TTggMTNoOHYtMkg4djJ6bTktNmgtNHYxLjloNGMxLjcxIDAgMy4xIDEuMzkgMy4xIDMuMXMtMS4zOSAzLjEtMy4xIDMuMWgtNFYxN2g0YzIuNzYgMCA1LTIuMjQgNS01cy0yLjI0LTUtNS01eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+ --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+ --jp-icon-move-down: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTQiIGhlaWdodD0iMTQiIHZpZXdCb3g9IjAgMCAxNCAxNCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPHBhdGggY2xhc3M9ImpwLWljb24zIiBkPSJNMTIuNDcxIDcuNTI4OTlDMTIuNzYzMiA3LjIzNjg0IDEyLjc2MzIgNi43NjMxNiAxMi40NzEgNi40NzEwMVY2LjQ3MTAxQzEyLjE3OSA2LjE3OTA1IDExLjcwNTcgNi4xNzg4NCAxMS40MTM1IDYuNDcwNTRMNy43NSAxMC4xMjc1VjEuNzVDNy43NSAxLjMzNTc5IDcuNDE0MjEgMSA3IDFWMUM2LjU4NTc5IDEgNi4yNSAxLjMzNTc5IDYuMjUgMS43NVYxMC4xMjc1TDIuNTk3MjYgNi40NjgyMkMyLjMwMzM4IDYuMTczODEgMS44MjY0MSA2LjE3MzU5IDEuNTMyMjYgNi40Njc3NFY2LjQ2Nzc0QzEuMjM4MyA2Ljc2MTcgMS4yMzgzIDcuMjM4MyAxLjUzMjI2IDcuNTMyMjZMNi4yOTI4OSAxMi4yOTI5QzYuNjgzNDIgMTIuNjgzNCA3LjMxNjU4IDEyLjY4MzQgNy43MDcxMSAxMi4yOTI5TDEyLjQ3MSA3LjUyODk5WiIgZmlsbD0iIzYxNjE2MSIvPgo8L3N2Zz4K);
+ --jp-icon-move-up: url(data:image/svg+xml;base64,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);
+ --jp-icon-new-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDZoLThsLTItMkg0Yy0xLjExIDAtMS45OS44OS0xLjk5IDJMMiAxOGMwIDEuMTEuODkgMiAyIDJoMTZjMS4xMSAwIDItLjg5IDItMlY4YzAtMS4xMS0uODktMi0yLTJ6bS0xIDhoLTN2M2gtMnYtM2gtM3YtMmgzVjloMnYzaDN2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+ --jp-icon-not-trusted: url(data:image/svg+xml;base64,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);
+ --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+ --jp-icon-numbering: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTQgMTlINlYxOS41SDVWMjAuNUg2VjIxSDRWMjJIN1YxOEg0VjE5Wk01IDEwSDZWNkg0VjdINVYxMFpNNCAxM0g1LjhMNCAxNS4xVjE2SDdWMTVINS4yTDcgMTIuOVYxMkg0VjEzWk05IDdWOUgyM1Y3SDlaTTkgMjFIMjNWMTlIOVYyMVpNOSAxNUgyM1YxM0g5VjE1WiIvPgoJPC9nPgo8L3N2Zz4K);
+ --jp-icon-offline-bolt: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDIuMDJjLTUuNTEgMC05Ljk4IDQuNDctOS45OCA5Ljk4czQuNDcgOS45OCA5Ljk4IDkuOTggOS45OC00LjQ3IDkuOTgtOS45OFMxNy41MSAyLjAyIDEyIDIuMDJ6TTExLjQ4IDIwdi02LjI2SDhMMTMgNHY2LjI2aDMuMzVMMTEuNDggMjB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+ --jp-icon-palette: url(data:image/svg+xml;base64,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);
+ --jp-icon-paste: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE5IDJoLTQuMThDMTQuNC44NCAxMy4zIDAgMTIgMGMtMS4zIDAtMi40Ljg0LTIuODIgMkg1Yy0xLjEgMC0yIC45LTIgMnYxNmMwIDEuMS45IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjRjMC0xLjEtLjktMi0yLTJ6bS03IDBjLjU1IDAgMSAuNDUgMSAxcy0uNDUgMS0xIDEtMS0uNDUtMS0xIC40NS0xIDEtMXptNyAxOEg1VjRoMnYzaDEwVjRoMnYxNnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-pdf: url(data:image/svg+xml;base64,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);
+ --jp-icon-python: url(data:image/svg+xml;base64,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);
+ --jp-icon-r-kernel: url(data:image/svg+xml;base64,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);
+ --jp-icon-react: url(data:image/svg+xml;base64,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);
+ --jp-icon-redo: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIi8+PHBhdGggZD0iTTE4LjQgMTAuNkMxNi41NSA4Ljk5IDE0LjE1IDggMTEuNSA4Yy00LjY1IDAtOC41OCAzLjAzLTkuOTYgNy4yMkwzLjkgMTZjMS4wNS0zLjE5IDQuMDUtNS41IDcuNi01LjUgMS45NSAwIDMuNzMuNzIgNS4xMiAxLjg4TDEzIDE2aDlWN2wtMy42IDMuNnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+ --jp-icon-refresh: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTkgMTMuNWMtMi40OSAwLTQuNS0yLjAxLTQuNS00LjVTNi41MSA0LjUgOSA0LjVjMS4yNCAwIDIuMzYuNTIgMy4xNyAxLjMzTDEwIDhoNVYzbC0xLjc2IDEuNzZDMTIuMTUgMy42OCAxMC42NiAzIDkgMyA1LjY5IDMgMy4wMSA1LjY5IDMuMDEgOVM1LjY5IDE1IDkgMTVjMi45NyAwIDUuNDMtMi4xNiA1LjktNWgtMS41MmMtLjQ2IDItMi4yNCAzLjUtNC4zOCAzLjV6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+ --jp-icon-regex: url(data:image/svg+xml;base64,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);
+ --jp-icon-run: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTggNXYxNGwxMS03eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+ --jp-icon-running: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDUxMiA1MTIiPgogIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICA8cGF0aCBkPSJNMjU2IDhDMTE5IDggOCAxMTkgOCAyNTZzMTExIDI0OCAyNDggMjQ4IDI0OC0xMTEgMjQ4LTI0OFMzOTMgOCAyNTYgOHptOTYgMzI4YzAgOC44LTcuMiAxNi0xNiAxNkgxNzZjLTguOCAwLTE2LTcuMi0xNi0xNlYxNzZjMC04LjggNy4yLTE2IDE2LTE2aDE2MGM4LjggMCAxNiA3LjIgMTYgMTZ2MTYweiIvPgogIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-save: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE3IDNINWMtMS4xMSAwLTIgLjktMiAydjE0YzAgMS4xLjg5IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjdsLTQtNHptLTUgMTZjLTEuNjYgMC0zLTEuMzQtMy0zczEuMzQtMyAzLTMgMyAxLjM0IDMgMy0xLjM0IDMtMyAzem0zLTEwSDVWNWgxMHY0eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+ --jp-icon-search: url(data:image/svg+xml;base64,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);
+ --jp-icon-settings: url(data:image/svg+xml;base64,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);
+ --jp-icon-share: url(data:image/svg+xml;base64,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);
+ --jp-icon-spreadsheet: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNENBRjUwIiBkPSJNMi4yIDIuMnYxNy42aDE3LjZWMi4ySDIuMnptMTUuNCA3LjdoLTUuNVY0LjRoNS41djUuNXpNOS45IDQuNHY1LjVINC40VjQuNGg1LjV6bS01LjUgNy43aDUuNXY1LjVINC40di01LjV6bTcuNyA1LjV2LTUuNWg1LjV2NS41aC01LjV6Ii8+Cjwvc3ZnPgo=);
+ --jp-icon-stop: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik02IDZoMTJ2MTJINnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-tab: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIxIDNIM2MtMS4xIDAtMiAuOS0yIDJ2MTRjMCAxLjEuOSAyIDIgMmgxOGMxLjEgMCAyLS45IDItMlY1YzAtMS4xLS45LTItMi0yem0wIDE2SDNWNWgxMHY0aDh2MTB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+ --jp-icon-table-rows: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+ --jp-icon-tag: url(data:image/svg+xml;base64,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);
+ --jp-icon-terminal: url(data:image/svg+xml;base64,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);
+ --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+ --jp-icon-toc: url(data:image/svg+xml;base64,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);
+ --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+ --jp-icon-trusted: url(data:image/svg+xml;base64,PHN2ZyBmaWxsPSJub25lIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI1Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgc3Ryb2tlPSIjMzMzMzMzIiBzdHJva2Utd2lkdGg9IjIiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDIgMykiIGQ9Ik0xLjg2MDk0IDExLjQ0MDlDMC44MjY0NDggOC43NzAyNyAwLjg2Mzc3OSA2LjA1NzY0IDEuMjQ5MDcgNC4xOTkzMkMyLjQ4MjA2IDMuOTMzNDcgNC4wODA2OCAzLjQwMzQ3IDUuNjAxMDIgMi44NDQ5QzcuMjM1NDkgMi4yNDQ0IDguODU2NjYgMS41ODE1IDkuOTg3NiAxLjA5NTM5QzExLjA1OTcgMS41ODM0MSAxMi42MDk0IDIuMjQ0NCAxNC4yMTggMi44NDMzOUMxNS43NTAzIDMuNDEzOTQgMTcuMzk5NSAzLjk1MjU4IDE4Ljc1MzkgNC4yMTM4NUMxOS4xMzY0IDYuMDcxNzcgMTkuMTcwOSA4Ljc3NzIyIDE4LjEzOSAxMS40NDA5QzE3LjAzMDMgMTQuMzAzMiAxNC42NjY4IDE3LjE4NDQgOS45OTk5OSAxOC45MzU0QzUuMzMzMiAxNy4xODQ0IDIuOTY5NjggMTQuMzAzMiAxLjg2MDk0IDExLjQ0MDlaIi8+CiAgICA8cGF0aCBjbGFzcz0ianAtaWNvbjIiIGZpbGw9IiMzMzMzMzMiIHN0cm9rZT0iIzMzMzMzMyIgdHJhbnNmb3JtPSJ0cmFuc2xhdGUoOCA5Ljg2NzE5KSIgZD0iTTIuODYwMTUgNC44NjUzNUwwLjcyNjU0OSAyLjk5OTU5TDAgMy42MzA0NUwyLjg2MDE1IDYuMTMxNTdMOCAwLjYzMDg3Mkw3LjI3ODU3IDBMMi44NjAxNSA0Ljg2NTM1WiIvPgo8L3N2Zz4K);
+ --jp-icon-undo: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-users: url(data:image/svg+xml;base64,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);
+ --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+ --jp-icon-word: url(data:image/svg+xml;base64,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);
+ --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+ background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+ background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+ background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+ background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+ background-image: var(--jp-icon-bug-dot);
+}
+
+.jp-BugIcon {
+ background-image: var(--jp-icon-bug);
+}
+
+.jp-BuildIcon {
+ background-image: var(--jp-icon-build);
+}
+
+.jp-CaretDownEmptyIcon {
+ background-image: var(--jp-icon-caret-down-empty);
+}
+
+.jp-CaretDownEmptyThinIcon {
+ background-image: var(--jp-icon-caret-down-empty-thin);
+}
+
+.jp-CaretDownIcon {
+ background-image: var(--jp-icon-caret-down);
+}
+
+.jp-CaretLeftIcon {
+ background-image: var(--jp-icon-caret-left);
+}
+
+.jp-CaretRightIcon {
+ background-image: var(--jp-icon-caret-right);
+}
+
+.jp-CaretUpEmptyThinIcon {
+ background-image: var(--jp-icon-caret-up-empty-thin);
+}
+
+.jp-CaretUpIcon {
+ background-image: var(--jp-icon-caret-up);
+}
+
+.jp-CaseSensitiveIcon {
+ background-image: var(--jp-icon-case-sensitive);
+}
+
+.jp-CheckIcon {
+ background-image: var(--jp-icon-check);
+}
+
+.jp-CircleEmptyIcon {
+ background-image: var(--jp-icon-circle-empty);
+}
+
+.jp-CircleIcon {
+ background-image: var(--jp-icon-circle);
+}
+
+.jp-ClearIcon {
+ background-image: var(--jp-icon-clear);
+}
+
+.jp-CloseIcon {
+ background-image: var(--jp-icon-close);
+}
+
+.jp-CodeCheckIcon {
+ background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+ background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+ background-image: var(--jp-icon-collapse-all);
+}
+
+.jp-ConsoleIcon {
+ background-image: var(--jp-icon-console);
+}
+
+.jp-CopyIcon {
+ background-image: var(--jp-icon-copy);
+}
+
+.jp-CopyrightIcon {
+ background-image: var(--jp-icon-copyright);
+}
+
+.jp-CutIcon {
+ background-image: var(--jp-icon-cut);
+}
+
+.jp-DeleteIcon {
+ background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+ background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+ background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+ background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+ background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+ background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+ background-image: var(--jp-icon-expand-all);
+}
+
+.jp-ExtensionIcon {
+ background-image: var(--jp-icon-extension);
+}
+
+.jp-FastForwardIcon {
+ background-image: var(--jp-icon-fast-forward);
+}
+
+.jp-FileIcon {
+ background-image: var(--jp-icon-file);
+}
+
+.jp-FileUploadIcon {
+ background-image: var(--jp-icon-file-upload);
+}
+
+.jp-FilterDotIcon {
+ background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+ background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+ background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+ background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+ background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+ background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+ background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+ background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+ background-image: var(--jp-icon-info);
+}
+
+.jp-InspectorIcon {
+ background-image: var(--jp-icon-inspector);
+}
+
+.jp-JsonIcon {
+ background-image: var(--jp-icon-json);
+}
+
+.jp-JuliaIcon {
+ background-image: var(--jp-icon-julia);
+}
+
+.jp-JupyterFaviconIcon {
+ background-image: var(--jp-icon-jupyter-favicon);
+}
+
+.jp-JupyterIcon {
+ background-image: var(--jp-icon-jupyter);
+}
+
+.jp-JupyterlabWordmarkIcon {
+ background-image: var(--jp-icon-jupyterlab-wordmark);
+}
+
+.jp-KernelIcon {
+ background-image: var(--jp-icon-kernel);
+}
+
+.jp-KeyboardIcon {
+ background-image: var(--jp-icon-keyboard);
+}
+
+.jp-LaunchIcon {
+ background-image: var(--jp-icon-launch);
+}
+
+.jp-LauncherIcon {
+ background-image: var(--jp-icon-launcher);
+}
+
+.jp-LineFormIcon {
+ background-image: var(--jp-icon-line-form);
+}
+
+.jp-LinkIcon {
+ background-image: var(--jp-icon-link);
+}
+
+.jp-ListIcon {
+ background-image: var(--jp-icon-list);
+}
+
+.jp-MarkdownIcon {
+ background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+ background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+ background-image: var(--jp-icon-move-up);
+}
+
+.jp-NewFolderIcon {
+ background-image: var(--jp-icon-new-folder);
+}
+
+.jp-NotTrustedIcon {
+ background-image: var(--jp-icon-not-trusted);
+}
+
+.jp-NotebookIcon {
+ background-image: var(--jp-icon-notebook);
+}
+
+.jp-NumberingIcon {
+ background-image: var(--jp-icon-numbering);
+}
+
+.jp-OfflineBoltIcon {
+ background-image: var(--jp-icon-offline-bolt);
+}
+
+.jp-PaletteIcon {
+ background-image: var(--jp-icon-palette);
+}
+
+.jp-PasteIcon {
+ background-image: var(--jp-icon-paste);
+}
+
+.jp-PdfIcon {
+ background-image: var(--jp-icon-pdf);
+}
+
+.jp-PythonIcon {
+ background-image: var(--jp-icon-python);
+}
+
+.jp-RKernelIcon {
+ background-image: var(--jp-icon-r-kernel);
+}
+
+.jp-ReactIcon {
+ background-image: var(--jp-icon-react);
+}
+
+.jp-RedoIcon {
+ background-image: var(--jp-icon-redo);
+}
+
+.jp-RefreshIcon {
+ background-image: var(--jp-icon-refresh);
+}
+
+.jp-RegexIcon {
+ background-image: var(--jp-icon-regex);
+}
+
+.jp-RunIcon {
+ background-image: var(--jp-icon-run);
+}
+
+.jp-RunningIcon {
+ background-image: var(--jp-icon-running);
+}
+
+.jp-SaveIcon {
+ background-image: var(--jp-icon-save);
+}
+
+.jp-SearchIcon {
+ background-image: var(--jp-icon-search);
+}
+
+.jp-SettingsIcon {
+ background-image: var(--jp-icon-settings);
+}
+
+.jp-ShareIcon {
+ background-image: var(--jp-icon-share);
+}
+
+.jp-SpreadsheetIcon {
+ background-image: var(--jp-icon-spreadsheet);
+}
+
+.jp-StopIcon {
+ background-image: var(--jp-icon-stop);
+}
+
+.jp-TabIcon {
+ background-image: var(--jp-icon-tab);
+}
+
+.jp-TableRowsIcon {
+ background-image: var(--jp-icon-table-rows);
+}
+
+.jp-TagIcon {
+ background-image: var(--jp-icon-tag);
+}
+
+.jp-TerminalIcon {
+ background-image: var(--jp-icon-terminal);
+}
+
+.jp-TextEditorIcon {
+ background-image: var(--jp-icon-text-editor);
+}
+
+.jp-TocIcon {
+ background-image: var(--jp-icon-toc);
+}
+
+.jp-TreeViewIcon {
+ background-image: var(--jp-icon-tree-view);
+}
+
+.jp-TrustedIcon {
+ background-image: var(--jp-icon-trusted);
+}
+
+.jp-UndoIcon {
+ background-image: var(--jp-icon-undo);
+}
+
+.jp-UserIcon {
+ background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+ background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+ background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+ background-image: var(--jp-icon-word);
+}
+
+.jp-YamlIcon {
+ background-image: var(--jp-icon-yaml);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+.jp-Icon,
+.jp-MaterialIcon {
+ background-position: center;
+ background-repeat: no-repeat;
+ background-size: 16px;
+ min-width: 16px;
+ min-height: 16px;
+}
+
+.jp-Icon-cover {
+ background-position: center;
+ background-repeat: no-repeat;
+ background-size: cover;
+}
+
+/**
+ * (DEPRECATED) Support for specific CSS icon sizes
+ */
+
+.jp-Icon-16 {
+ background-size: 16px;
+ min-width: 16px;
+ min-height: 16px;
+}
+
+.jp-Icon-18 {
+ background-size: 18px;
+ min-width: 18px;
+ min-height: 18px;
+}
+
+.jp-Icon-20 {
+ background-size: 20px;
+ min-width: 20px;
+ min-height: 20px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+ align-items: center;
+ display: flex;
+ padding: 4px;
+ padding-bottom: 5px;
+ margin-right: 1px;
+ background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+ background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+ width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+ flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+ flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for icons as inline SVG HTMLElements
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon0[fill] {
+ fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon1[fill] {
+ fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon2[fill] {
+ fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon3[fill] {
+ fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon4[fill] {
+ fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon0[stroke] {
+ stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon1[stroke] {
+ stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon2[stroke] {
+ stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon3[stroke] {
+ stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon4[stroke] {
+ stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-accent0[fill] {
+ fill: var(--jp-layout-color0);
+}
+
+.jp-icon-accent1[fill] {
+ fill: var(--jp-layout-color1);
+}
+
+.jp-icon-accent2[fill] {
+ fill: var(--jp-layout-color2);
+}
+
+.jp-icon-accent3[fill] {
+ fill: var(--jp-layout-color3);
+}
+
+.jp-icon-accent4[fill] {
+ fill: var(--jp-layout-color4);
+}
+
+.jp-icon-accent0[stroke] {
+ stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-accent1[stroke] {
+ stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-accent2[stroke] {
+ stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-accent3[stroke] {
+ stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-accent4[stroke] {
+ stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-none[fill] {
+ fill: none;
+}
+
+.jp-icon-none[stroke] {
+ stroke: none;
+}
+
+/* brand icon colors. Same for light and dark */
+.jp-icon-brand0[fill] {
+ fill: var(--jp-brand-color0);
+}
+
+.jp-icon-brand1[fill] {
+ fill: var(--jp-brand-color1);
+}
+
+.jp-icon-brand2[fill] {
+ fill: var(--jp-brand-color2);
+}
+
+.jp-icon-brand3[fill] {
+ fill: var(--jp-brand-color3);
+}
+
+.jp-icon-brand4[fill] {
+ fill: var(--jp-brand-color4);
+}
+
+.jp-icon-brand0[stroke] {
+ stroke: var(--jp-brand-color0);
+}
+
+.jp-icon-brand1[stroke] {
+ stroke: var(--jp-brand-color1);
+}
+
+.jp-icon-brand2[stroke] {
+ stroke: var(--jp-brand-color2);
+}
+
+.jp-icon-brand3[stroke] {
+ stroke: var(--jp-brand-color3);
+}
+
+.jp-icon-brand4[stroke] {
+ stroke: var(--jp-brand-color4);
+}
+
+/* warn icon colors. Same for light and dark */
+.jp-icon-warn0[fill] {
+ fill: var(--jp-warn-color0);
+}
+
+.jp-icon-warn1[fill] {
+ fill: var(--jp-warn-color1);
+}
+
+.jp-icon-warn2[fill] {
+ fill: var(--jp-warn-color2);
+}
+
+.jp-icon-warn3[fill] {
+ fill: var(--jp-warn-color3);
+}
+
+.jp-icon-warn0[stroke] {
+ stroke: var(--jp-warn-color0);
+}
+
+.jp-icon-warn1[stroke] {
+ stroke: var(--jp-warn-color1);
+}
+
+.jp-icon-warn2[stroke] {
+ stroke: var(--jp-warn-color2);
+}
+
+.jp-icon-warn3[stroke] {
+ stroke: var(--jp-warn-color3);
+}
+
+/* icon colors that contrast well with each other and most backgrounds */
+.jp-icon-contrast0[fill] {
+ fill: var(--jp-icon-contrast-color0);
+}
+
+.jp-icon-contrast1[fill] {
+ fill: var(--jp-icon-contrast-color1);
+}
+
+.jp-icon-contrast2[fill] {
+ fill: var(--jp-icon-contrast-color2);
+}
+
+.jp-icon-contrast3[fill] {
+ fill: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-contrast0[stroke] {
+ stroke: var(--jp-icon-contrast-color0);
+}
+
+.jp-icon-contrast1[stroke] {
+ stroke: var(--jp-icon-contrast-color1);
+}
+
+.jp-icon-contrast2[stroke] {
+ stroke: var(--jp-icon-contrast-color2);
+}
+
+.jp-icon-contrast3[stroke] {
+ stroke: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-dot[fill] {
+ fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+ fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+ fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+ fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+ fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+ fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+ fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+ fill: var(
+ --jp-terminal-icon-background-color,
+ var(--jp-inverse-layout-color2)
+ );
+}
+
+.jp-text-editor-icon-color[fill] {
+ fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+ fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* CSS for icons in selected filebrowser listing items */
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {
+ fill: #fff;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {
+ fill: var(--jp-brand-color1);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* TODO: come up with non css-hack solution for showing the busy icon on top
+* of the close icon
+* CSS for complex behavior of close icon of tabs in the main area tabbar
+*/
+.lm-DockPanel-tabBar
+ .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+ > .lm-TabBar-tabCloseIcon
+ > :not(:hover)
+ > .jp-icon3[fill] {
+ fill: none;
+}
+
+.lm-DockPanel-tabBar
+ .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+ > .lm-TabBar-tabCloseIcon
+ > :not(:hover)
+ > .jp-icon-busy[fill] {
+ fill: var(--jp-inverse-layout-color3);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* CSS for icons in status bar */
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {
+ fill: #fff;
+}
+
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {
+ fill: var(--jp-brand-color1);
+}
+
+/* special handling for splash icon CSS. While the theme CSS reloads during
+ splash, the splash icon can loose theming. To prevent that, we set a
+ default for its color variable */
+:root {
+ --jp-warn-color0: var(--md-orange-700);
+}
+
+/* not sure what to do with this one, used in filebrowser listing */
+.jp-DragIcon {
+ margin-right: 4px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for alt colors for icons as inline SVG HTMLElements
+ */
+
+/* alt recolor the primary elements of an icon */
+.jp-icon-alt .jp-icon0[fill] {
+ fill: var(--jp-layout-color0);
+}
+
+.jp-icon-alt .jp-icon1[fill] {
+ fill: var(--jp-layout-color1);
+}
+
+.jp-icon-alt .jp-icon2[fill] {
+ fill: var(--jp-layout-color2);
+}
+
+.jp-icon-alt .jp-icon3[fill] {
+ fill: var(--jp-layout-color3);
+}
+
+.jp-icon-alt .jp-icon4[fill] {
+ fill: var(--jp-layout-color4);
+}
+
+.jp-icon-alt .jp-icon0[stroke] {
+ stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-alt .jp-icon1[stroke] {
+ stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-alt .jp-icon2[stroke] {
+ stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-alt .jp-icon3[stroke] {
+ stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-alt .jp-icon4[stroke] {
+ stroke: var(--jp-layout-color4);
+}
+
+/* alt recolor the accent elements of an icon */
+.jp-icon-alt .jp-icon-accent0[fill] {
+ fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-alt .jp-icon-accent1[fill] {
+ fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-alt .jp-icon-accent2[fill] {
+ fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-alt .jp-icon-accent3[fill] {
+ fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-alt .jp-icon-accent4[fill] {
+ fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-alt .jp-icon-accent0[stroke] {
+ stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-alt .jp-icon-accent1[stroke] {
+ stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-alt .jp-icon-accent2[stroke] {
+ stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-alt .jp-icon-accent3[stroke] {
+ stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-alt .jp-icon-accent4[stroke] {
+ stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-icon-hoverShow:not(:hover) .jp-icon-hoverShow-content {
+ display: none !important;
+}
+
+/**
+ * Support for hover colors for icons as inline SVG HTMLElements
+ */
+
+/**
+ * regular colors
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon-hover :hover .jp-icon0-hover[fill] {
+ fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon1-hover[fill] {
+ fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon2-hover[fill] {
+ fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon3-hover[fill] {
+ fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon4-hover[fill] {
+ fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon0-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon1-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon2-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon3-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon4-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {
+ fill: var(--jp-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {
+ fill: var(--jp-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {
+ fill: var(--jp-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {
+ fill: var(--jp-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {
+ fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {
+ stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {
+ stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {
+ stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {
+ stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {
+ stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-hover :hover .jp-icon-none-hover[fill] {
+ fill: none;
+}
+
+.jp-icon-hover :hover .jp-icon-none-hover[stroke] {
+ stroke: none;
+}
+
+/**
+ * inverse colors
+ */
+
+/* inverse recolor the primary elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {
+ fill: var(--jp-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {
+ fill: var(--jp-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {
+ fill: var(--jp-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {
+ fill: var(--jp-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {
+ fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {
+ stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {
+ stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {
+ stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {
+ stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {
+ stroke: var(--jp-layout-color4);
+}
+
+/* inverse recolor the accent elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {
+ fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {
+ fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {
+ fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {
+ fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {
+ fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {
+ stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-IFrame {
+ width: 100%;
+ height: 100%;
+}
+
+.jp-IFrame > iframe {
+ border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+ position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+ content: '';
+ position: absolute;
+ top: 0;
+ left: 0;
+ right: 0;
+ bottom: 0;
+ background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+ position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+ border: none;
+ padding: 0;
+ min-width: 0;
+ width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+ font-size: var(--jp-content-font-size2);
+ border-color: var(--jp-input-border-color);
+ border-style: solid;
+ border-radius: var(--jp-border-radius);
+ border-width: 1px;
+ padding: 6px 8px;
+ background: none;
+ color: var(--jp-ui-font-color0);
+ height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+ position: relative;
+ top: 2px;
+ margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+ cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+ cursor: pointer;
+ font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+ display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+ display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+ -moz-outline-radius: unset;
+ outline: var(--jp-border-width) solid var(--md-blue-500);
+ outline-offset: -1px;
+ box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+ background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+ /* Disable default description field for checkbox:
+ because other widgets do not have description fields,
+ we add descriptions to each widget on the field level.
+ */
+ display: none;
+}
+
+.jp-FormGroup-content #root__description {
+ display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+ width: 5px;
+ background-color: var(--jp-brand-color2);
+ margin-top: 0;
+ margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+ flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+ background-color: var(--jp-error-color0);
+ margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+ font-size: var(--jp-content-font-size2);
+ color: var(--jp-ui-font-color0);
+ flex-basis: 100%;
+ padding: 4px 0;
+ font-weight: var(--jp-content-heading-font-weight);
+ border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+ padding: 4px 0;
+ white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+ width: 100%;
+ border: 1px solid var(--jp-border-color2);
+ border-radius: 4px;
+ margin: 4px;
+}
+
+.jp-ArrayOperations {
+ display: flex;
+ margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+ margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+ fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+ cursor: not-allowed;
+ opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+ color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+ display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+ display: flex;
+ align-items: center;
+ flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+ margin-left: 7px;
+ color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+ flex-basis: 100%;
+ padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+ flex-basis: 100%;
+ padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+ font-size: var(--jp-content-font-size1);
+ font-weight: normal;
+ min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+ margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+ /* Display `jp-ArrayOperations` buttons side-by-side with content except
+ for small screens where flex-wrap will place them one below the other.
+ */
+ display: flex;
+ align-items: center;
+ flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+ padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+ margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+ width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+ display: flex;
+ padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+ .jp-FormGroup-compactTitle
+ .jp-FormGroup-description {
+ font-size: var(--jp-ui-font-size1);
+ color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+ padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+ width: 100%;
+ box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+ padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+ .jp-objectFieldWrapper
+ .jp-objectFieldWrapper
+ .form-group {
+ padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+ margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+ margin-block-start: 0.5em;
+ margin-block-end: 0.5em;
+ padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+ display: flex;
+ flex-direction: column;
+ min-width: var(--jp-sidebar-min-width);
+ overflow-y: auto;
+ color: var(--jp-ui-font-color1);
+ background: var(--jp-layout-color1);
+ font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+ flex: 0 0 auto;
+ display: flex;
+ border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+ font-size: var(--jp-ui-font-size0);
+ font-weight: 600;
+ letter-spacing: 1px;
+ margin: 0;
+ padding: 2px;
+ text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+ flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+ flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+ height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+ display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+ box-sizing: border-box;
+ line-height: 25px;
+ margin: 0;
+ display: flex;
+ align-items: center;
+ background: var(--jp-layout-color1);
+ color: var(--jp-ui-font-color1);
+ border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+ box-shadow: var(--jp-toolbar-box-shadow);
+ font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+ cursor: pointer;
+ user-select: none;
+ -moz-user-select: none;
+ -webkit-user-select: none;
+ text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+ /* Title is rotated for horizontal accordion panel using CSS */
+ display: block;
+ transform-origin: top left;
+ transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+ user-select: none;
+ text-overflow: ellipsis;
+ white-space: nowrap;
+ overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+ transform: rotate(-90deg);
+ margin: auto 0;
+ height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+ transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+ background: none;
+ box-shadow: none;
+ border: none;
+ margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+ background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+ overflow: hidden;
+ text-overflow: ellipsis;
+ white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Spinner {
+ position: absolute;
+ display: flex;
+ justify-content: center;
+ align-items: center;
+ z-index: 10;
+ left: 0;
+ top: 0;
+ width: 100%;
+ height: 100%;
+ background: var(--jp-layout-color0);
+ outline: none;
+}
+
+.jp-SpinnerContent {
+ font-size: 10px;
+ margin: 50px auto;
+ text-indent: -9999em;
+ width: 3em;
+ height: 3em;
+ border-radius: 50%;
+ background: var(--jp-brand-color3);
+ background: linear-gradient(
+ to right,
+ #f37626 10%,
+ rgba(255, 255, 255, 0) 42%
+ );
+ position: relative;
+ animation: load3 1s infinite linear, fadeIn 1s;
+}
+
+.jp-SpinnerContent::before {
+ width: 50%;
+ height: 50%;
+ background: #f37626;
+ border-radius: 100% 0 0;
+ position: absolute;
+ top: 0;
+ left: 0;
+ content: '';
+}
+
+.jp-SpinnerContent::after {
+ background: var(--jp-layout-color0);
+ width: 75%;
+ height: 75%;
+ border-radius: 50%;
+ content: '';
+ margin: auto;
+ position: absolute;
+ top: 0;
+ left: 0;
+ bottom: 0;
+ right: 0;
+}
+
+@keyframes fadeIn {
+ 0% {
+ opacity: 0;
+ }
+
+ 100% {
+ opacity: 1;
+ }
+}
+
+@keyframes load3 {
+ 0% {
+ transform: rotate(0deg);
+ }
+
+ 100% {
+ transform: rotate(360deg);
+ }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+button.jp-mod-styled {
+ font-size: var(--jp-ui-font-size1);
+ color: var(--jp-ui-font-color0);
+ border: none;
+ box-sizing: border-box;
+ text-align: center;
+ line-height: 32px;
+ height: 32px;
+ padding: 0 12px;
+ letter-spacing: 0.8px;
+ outline: none;
+ appearance: none;
+ -webkit-appearance: none;
+ -moz-appearance: none;
+}
+
+input.jp-mod-styled {
+ background: var(--jp-input-background);
+ height: 28px;
+ box-sizing: border-box;
+ border: var(--jp-border-width) solid var(--jp-border-color1);
+ padding-left: 7px;
+ padding-right: 7px;
+ font-size: var(--jp-ui-font-size2);
+ color: var(--jp-ui-font-color0);
+ outline: none;
+ appearance: none;
+ -webkit-appearance: none;
+ -moz-appearance: none;
+}
+
+input[type='checkbox'].jp-mod-styled {
+ appearance: checkbox;
+ -webkit-appearance: checkbox;
+ -moz-appearance: checkbox;
+ height: auto;
+}
+
+input.jp-mod-styled:focus {
+ border: var(--jp-border-width) solid var(--md-blue-500);
+ box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-select-wrapper {
+ display: flex;
+ position: relative;
+ flex-direction: column;
+ padding: 1px;
+ background-color: var(--jp-layout-color1);
+ box-sizing: border-box;
+ margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+ height: 28px;
+}
+
+.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {
+ border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+ box-shadow: var(--jp-input-box-shadow);
+ background-color: var(--jp-input-active-background);
+}
+
+select.jp-mod-styled:hover {
+ cursor: pointer;
+ color: var(--jp-ui-font-color0);
+ background-color: var(--jp-input-hover-background);
+ box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+ flex: 1 1 auto;
+ width: 100%;
+ font-size: var(--jp-ui-font-size2);
+ background: var(--jp-input-background);
+ color: var(--jp-ui-font-color0);
+ padding: 0 25px 0 8px;
+ border: var(--jp-border-width) solid var(--jp-input-border-color);
+ border-radius: 0;
+ outline: none;
+ appearance: none;
+ -webkit-appearance: none;
+ -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+ height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+ max-height: 200px;
+ overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-switch {
+ display: flex;
+ align-items: center;
+ padding-left: 4px;
+ padding-right: 4px;
+ font-size: var(--jp-ui-font-size1);
+ background-color: transparent;
+ color: var(--jp-ui-font-color1);
+ border: none;
+ height: 20px;
+}
+
+.jp-switch:hover {
+ background-color: var(--jp-layout-color2);
+}
+
+.jp-switch-label {
+ margin-right: 5px;
+ font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+ cursor: pointer;
+ background-color: var(--jp-switch-color, var(--jp-border-color1));
+ -webkit-transition: 0.4s;
+ transition: 0.4s;
+ border-radius: 34px;
+ height: 16px;
+ width: 35px;
+ position: relative;
+}
+
+.jp-switch-track::before {
+ content: '';
+ position: absolute;
+ height: 10px;
+ width: 10px;
+ margin: 3px;
+ left: 0;
+ background-color: var(--jp-ui-inverse-font-color1);
+ -webkit-transition: 0.4s;
+ transition: 0.4s;
+ border-radius: 50%;
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track {
+ background-color: var(--jp-switch-true-position-color, var(--jp-warn-color0));
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track::before {
+ /* track width (35) - margins (3 + 3) - thumb width (10) */
+ left: 19px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+:root {
+ --jp-private-toolbar-height: calc(
+ 28px + var(--jp-border-width)
+ ); /* leave 28px for content */
+}
+
+.jp-Toolbar {
+ color: var(--jp-ui-font-color1);
+ flex: 0 0 auto;
+ display: flex;
+ flex-direction: row;
+ border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+ box-shadow: var(--jp-toolbar-box-shadow);
+ background: var(--jp-toolbar-background);
+ min-height: var(--jp-toolbar-micro-height);
+ padding: 2px;
+ z-index: 8;
+ overflow-x: hidden;
+}
+
+/* Toolbar items */
+
+.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {
+ flex-grow: 1;
+ flex-shrink: 1;
+}
+
+.jp-Toolbar-item.jp-Toolbar-kernelStatus {
+ display: inline-block;
+ width: 32px;
+ background-repeat: no-repeat;
+ background-position: center;
+ background-size: 16px;
+}
+
+.jp-Toolbar > .jp-Toolbar-item {
+ flex: 0 0 auto;
+ display: flex;
+ padding-left: 1px;
+ padding-right: 1px;
+ font-size: var(--jp-ui-font-size1);
+ line-height: var(--jp-private-toolbar-height);
+ height: 100%;
+}
+
+/* Toolbar buttons */
+
+/* This is the div we use to wrap the react component into a Widget */
+div.jp-ToolbarButton {
+ color: transparent;
+ border: none;
+ box-sizing: border-box;
+ outline: none;
+ appearance: none;
+ -webkit-appearance: none;
+ -moz-appearance: none;
+ padding: 0;
+ margin: 0;
+}
+
+button.jp-ToolbarButtonComponent {
+ background: var(--jp-layout-color1);
+ border: none;
+ box-sizing: border-box;
+ outline: none;
+ appearance: none;
+ -webkit-appearance: none;
+ -moz-appearance: none;
+ padding: 0 6px;
+ margin: 0;
+ height: 24px;
+ border-radius: var(--jp-border-radius);
+ display: flex;
+ align-items: center;
+ text-align: center;
+ font-size: 14px;
+ min-width: unset;
+ min-height: unset;
+}
+
+button.jp-ToolbarButtonComponent:disabled {
+ opacity: 0.4;
+}
+
+button.jp-ToolbarButtonComponent > span {
+ padding: 0;
+ flex: 0 0 auto;
+}
+
+button.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {
+ font-size: var(--jp-ui-font-size1);
+ line-height: 100%;
+ padding-left: 2px;
+ color: var(--jp-ui-font-color1);
+ font-family: var(--jp-ui-font-family);
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+ .jp-MainAreaWidget
+ > .jp-Toolbar.jp-Toolbar-micro {
+ padding: 0;
+ min-height: 0;
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+ .jp-MainAreaWidget
+ > .jp-Toolbar {
+ border: none;
+ box-shadow: none;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+ position: relative;
+ overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+ position: relative;
+}
+
+.jp-WindowedPanel-window {
+ position: absolute;
+ left: 0;
+ right: 0;
+ overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+ color: var(--jp-ui-font-color1);
+ font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+ text-decoration: unset;
+ color: unset;
+}
+
+a:hover {
+ text-decoration: unset;
+ color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+ text-decoration: revert;
+ color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+ text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+ color: var(--jp-ui-font-color2);
+ border-radius: var(--jp-border-radius);
+ padding: 0 12px;
+ font-size: var(--jp-ui-font-size1);
+
+ /* Copy from blueprint 3 */
+ display: inline-flex;
+ flex-direction: row;
+ border: none;
+ cursor: pointer;
+ align-items: center;
+ justify-content: center;
+ text-align: left;
+ vertical-align: middle;
+ min-height: 30px;
+ min-width: 30px;
+}
+
+.jp-Button:disabled {
+ cursor: not-allowed;
+}
+
+.jp-Button:empty {
+ padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+ min-height: 24px;
+ min-width: 24px;
+ font-size: 12px;
+ padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+ background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+ background: none;
+}
+
+.jp-InputGroup {
+ display: block;
+ position: relative;
+}
+
+.jp-InputGroup input {
+ box-sizing: border-box;
+ border: none;
+ border-radius: 0;
+ background-color: transparent;
+ color: var(--jp-ui-font-color0);
+ box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+ padding-bottom: 0;
+ padding-top: 0;
+ padding-left: 10px;
+ padding-right: 28px;
+ position: relative;
+ width: 100%;
+ -webkit-appearance: none;
+ -moz-appearance: none;
+ appearance: none;
+ font-size: 14px;
+ font-weight: 400;
+ height: 30px;
+ line-height: 30px;
+ outline: none;
+ vertical-align: middle;
+}
+
+.jp-InputGroup input:focus {
+ box-shadow: inset 0 0 0 var(--jp-border-width)
+ var(--jp-input-active-box-shadow-color),
+ inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-InputGroup input:disabled {
+ cursor: not-allowed;
+ resize: block;
+ background-color: var(--jp-layout-color2);
+ color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+ cursor: not-allowed;
+ color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+ color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+ position: absolute;
+ bottom: 1px;
+ right: 0;
+ padding: 6px;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select {
+ background-color: initial;
+ border: none;
+ border-radius: 0;
+ box-shadow: none;
+ color: var(--jp-ui-font-color0);
+ display: block;
+ font-size: var(--jp-ui-font-size1);
+ font-family: var(--jp-ui-font-family);
+ height: 24px;
+ line-height: 14px;
+ padding: 0 25px 0 10px;
+ text-align: left;
+ -moz-appearance: none;
+ -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+ background-color: var(--jp-layout-color2);
+ color: var(--jp-ui-font-color2);
+ cursor: not-allowed;
+ resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+ cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.jp-HTMLSelect.jp-DefaultStyle select:hover,
+.jp-HTMLSelect.jp-DefaultStyle select > option {
+ background-color: var(--jp-layout-color2);
+ color: var(--jp-ui-font-color0);
+}
+
+select {
+ box-sizing: border-box;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+ display: flex;
+ align-items: center;
+ background: var(--jp-layout-color2);
+ min-height: var(--jp-statusbar-height);
+ justify-content: space-between;
+ padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+ display: flex;
+ align-items: center;
+ flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+ display: flex;
+ align-items: center;
+}
+
+.jp-StatusBar-Right {
+ display: flex;
+ align-items: center;
+ flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+ max-height: var(--jp-statusbar-height);
+ margin: 0 2px;
+ height: var(--jp-statusbar-height);
+ white-space: nowrap;
+ text-overflow: ellipsis;
+ color: var(--jp-ui-font-color1);
+ padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+ background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+ background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+ background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+ color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+ box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+ font-size: var(--jp-ui-font-size1);
+ font-family: var(--jp-ui-font-family);
+ line-height: 24px;
+ color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+ display: flex;
+ align-items: center;
+ flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+ display: block;
+ margin: 0 auto;
+ width: 16px;
+ height: 24px;
+ align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+ fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+ height: 10px;
+ width: 100px;
+ border: solid 0.25px var(--jp-brand-color2);
+ border-radius: 3px;
+ overflow: hidden;
+ align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+ background-color: var(--jp-brand-color2);
+ background-image: linear-gradient(
+ -45deg,
+ rgba(255, 255, 255, 0.2) 25%,
+ transparent 25%,
+ transparent 50%,
+ rgba(255, 255, 255, 0.2) 50%,
+ rgba(255, 255, 255, 0.2) 75%,
+ transparent 75%,
+ transparent
+ );
+ background-size: 40px 40px;
+ float: left;
+ width: 0%;
+ height: 100%;
+ font-size: 12px;
+ line-height: 14px;
+ color: #fff;
+ text-align: center;
+ animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+ color: var(--jp-ui-font-color1);
+ font-family: var(--jp-ui-font-family);
+ font-size: var(--jp-ui-font-size1);
+ line-height: 10px;
+ width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+ 0% {
+ background-position: 0 0;
+ }
+
+ 100% {
+ background-position: 40px 40px;
+ }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+ --jp-private-commandpalette-search-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Overall styles
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+ padding-bottom: 0;
+ color: var(--jp-ui-font-color1);
+ background: var(--jp-layout-color1);
+
+ /* This is needed so that all font sizing of children done in ems is
+ * relative to this base size */
+ font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Modal variant
+|----------------------------------------------------------------------------*/
+
+.jp-ModalCommandPalette {
+ position: absolute;
+ z-index: 10000;
+ top: 38px;
+ left: 30%;
+ margin: 0;
+ padding: 4px;
+ width: 40%;
+ box-shadow: var(--jp-elevation-z4);
+ border-radius: 4px;
+ background: var(--jp-layout-color0);
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette {
+ max-height: 40vh;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {
+ display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {
+ display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {
+ margin-left: 4px;
+ margin-right: 4px;
+}
+
+.jp-ModalCommandPalette
+ .lm-CommandPalette
+ .lm-CommandPalette-item.lm-mod-disabled {
+ display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Search
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-search {
+ padding: 4px;
+ background-color: var(--jp-layout-color1);
+ z-index: 2;
+}
+
+.lm-CommandPalette-wrapper {
+ overflow: overlay;
+ padding: 0 9px;
+ background-color: var(--jp-input-active-background);
+ height: 30px;
+ box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {
+ box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),
+ inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-SearchIconGroup {
+ color: white;
+ background-color: var(--jp-brand-color1);
+ position: absolute;
+ top: 4px;
+ right: 4px;
+ padding: 5px 5px 1px;
+}
+
+.jp-SearchIconGroup svg {
+ height: 20px;
+ width: 20px;
+}
+
+.jp-SearchIconGroup .jp-icon3[fill] {
+ fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-input {
+ background: transparent;
+ width: calc(100% - 18px);
+ float: left;
+ border: none;
+ outline: none;
+ font-size: var(--jp-ui-font-size1);
+ color: var(--jp-ui-font-color0);
+ line-height: var(--jp-private-commandpalette-search-height);
+}
+
+.lm-CommandPalette-input::-webkit-input-placeholder,
+.lm-CommandPalette-input::-moz-placeholder,
+.lm-CommandPalette-input:-ms-input-placeholder {
+ color: var(--jp-ui-font-color2);
+ font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Results
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-header:first-child {
+ margin-top: 0;
+}
+
+.lm-CommandPalette-header {
+ border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+ color: var(--jp-ui-font-color1);
+ cursor: pointer;
+ display: flex;
+ font-size: var(--jp-ui-font-size0);
+ font-weight: 600;
+ letter-spacing: 1px;
+ margin-top: 8px;
+ padding: 8px 0 8px 12px;
+ text-transform: uppercase;
+}
+
+.lm-CommandPalette-header.lm-mod-active {
+ background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-header > mark {
+ background-color: transparent;
+ font-weight: bold;
+ color: var(--jp-ui-font-color1);
+}
+
+.lm-CommandPalette-item {
+ padding: 4px 12px 4px 4px;
+ color: var(--jp-ui-font-color1);
+ font-size: var(--jp-ui-font-size1);
+ font-weight: 400;
+ display: flex;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled {
+ color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item.lm-mod-active {
+ color: var(--jp-ui-inverse-font-color1);
+ background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {
+ color: var(--jp-ui-inverse-font-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {
+ fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {
+ color: var(--jp-ui-inverse-font-color1);
+ background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {
+ background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-itemContent {
+ overflow: hidden;
+}
+
+.lm-CommandPalette-itemLabel > mark {
+ color: var(--jp-ui-font-color0);
+ background-color: transparent;
+ font-weight: bold;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled mark {
+ color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemIcon {
+ margin: 0 4px 0 0;
+ position: relative;
+ width: 16px;
+ top: 2px;
+ flex: 0 0 auto;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {
+ opacity: 0.6;
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {
+ flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemCaption {
+ display: none;
+}
+
+.lm-CommandPalette-content {
+ background-color: var(--jp-layout-color1);
+}
+
+.lm-CommandPalette-content:empty::after {
+ content: 'No results';
+ margin: auto;
+ margin-top: 20px;
+ width: 100px;
+ display: block;
+ font-size: var(--jp-ui-font-size2);
+ font-family: var(--jp-ui-font-family);
+ font-weight: lighter;
+}
+
+.lm-CommandPalette-emptyMessage {
+ text-align: center;
+ margin-top: 24px;
+ line-height: 1.32;
+ padding: 0 8px;
+ color: var(--jp-content-font-color3);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Dialog {
+ position: absolute;
+ z-index: 10000;
+ display: flex;
+ flex-direction: column;
+ align-items: center;
+ justify-content: center;
+ top: 0;
+ left: 0;
+ margin: 0;
+ padding: 0;
+ width: 100%;
+ height: 100%;
+ background: var(--jp-dialog-background);
+}
+
+.jp-Dialog-content {
+ display: flex;
+ flex-direction: column;
+ margin-left: auto;
+ margin-right: auto;
+ background: var(--jp-layout-color1);
+ padding: 24px 24px 12px;
+ min-width: 300px;
+ min-height: 150px;
+ max-width: 1000px;
+ max-height: 500px;
+ box-sizing: border-box;
+ box-shadow: var(--jp-elevation-z20);
+ word-wrap: break-word;
+ border-radius: var(--jp-border-radius);
+
+ /* This is needed so that all font sizing of children done in ems is
+ * relative to this base size */
+ font-size: var(--jp-ui-font-size1);
+ color: var(--jp-ui-font-color1);
+ resize: both;
+}
+
+.jp-Dialog-content.jp-Dialog-content-small {
+ max-width: 500px;
+}
+
+.jp-Dialog-button {
+ overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+ outline: 1px solid var(--jp-brand-color1);
+ outline-offset: 4px;
+ -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+ border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+ outline-offset: 4px;
+ -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+ outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+ outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+ outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+button.jp-Dialog-close-button {
+ padding: 0;
+ height: 100%;
+ min-width: unset;
+ min-height: unset;
+}
+
+.jp-Dialog-header {
+ display: flex;
+ justify-content: space-between;
+ flex: 0 0 auto;
+ padding-bottom: 12px;
+ font-size: var(--jp-ui-font-size3);
+ font-weight: 400;
+ color: var(--jp-ui-font-color1);
+}
+
+.jp-Dialog-body {
+ display: flex;
+ flex-direction: column;
+ flex: 1 1 auto;
+ font-size: var(--jp-ui-font-size1);
+ background: var(--jp-layout-color1);
+ color: var(--jp-ui-font-color1);
+ overflow: auto;
+}
+
+.jp-Dialog-footer {
+ display: flex;
+ flex-direction: row;
+ justify-content: flex-end;
+ align-items: center;
+ flex: 0 0 auto;
+ margin-left: -12px;
+ margin-right: -12px;
+ padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+ padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+ outline: 1px solid var(--jp-input-active-border-color);
+ outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+ flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+ overflow: hidden;
+ white-space: nowrap;
+ text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+ width: 100%;
+}
+
+.jp-Dialog-body > button {
+ padding: 0 16px;
+}
+
+.jp-Dialog-body > label {
+ line-height: 1.4;
+ color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-button.jp-mod-styled:not(:last-child) {
+ margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Input-Boolean-Dialog {
+ flex-direction: row-reverse;
+ align-items: end;
+ width: 100%;
+}
+
+.jp-Input-Boolean-Dialog > label {
+ flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MainAreaWidget > :focus {
+ outline: none;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+ padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+ width: auto;
+ padding: 10px;
+ background: var(--jp-error-color3);
+ border: var(--jp-border-width) solid var(--jp-error-color1);
+ border-radius: var(--jp-border-radius);
+ color: var(--jp-ui-font-color1);
+ font-size: var(--jp-ui-font-size1);
+ white-space: pre-wrap;
+ word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * google-material-color v1.2.6
+ * https://github.com/danlevan/google-material-color
+ */
+: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: #a0f;
+ --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: #ff0;
+ --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: #3e2723;
+ --md-grey-50: #fafafa;
+ --md-grey-100: #f5f5f5;
+ --md-grey-200: #eee;
+ --md-grey-300: #e0e0e0;
+ --md-grey-400: #bdbdbd;
+ --md-grey-500: #9e9e9e;
+ --md-grey-600: #757575;
+ --md-grey-700: #616161;
+ --md-grey-800: #424242;
+ --md-grey-900: #212121;
+ --md-blue-grey-50: #eceff1;
+ --md-blue-grey-100: #cfd8dc;
+ --md-blue-grey-200: #b0bec5;
+ --md-blue-grey-300: #90a4ae;
+ --md-blue-grey-400: #78909c;
+ --md-blue-grey-500: #607d8b;
+ --md-blue-grey-600: #546e7a;
+ --md-blue-grey-700: #455a64;
+ --md-blue-grey-800: #37474f;
+ --md-blue-grey-900: #263238;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| RenderedText
+|----------------------------------------------------------------------------*/
+
+:root {
+ /* This is the padding value to fill the gaps between lines containing spans with background color. */
+ --jp-private-code-span-padding: calc(
+ (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) / 2
+ );
+}
+
+.jp-RenderedText {
+ text-align: left;
+ padding-left: var(--jp-code-padding);
+ line-height: var(--jp-code-line-height);
+ font-family: var(--jp-code-font-family);
+}
+
+.jp-RenderedText pre,
+.jp-RenderedJavaScript pre,
+.jp-RenderedHTMLCommon pre {
+ color: var(--jp-content-font-color1);
+ font-size: var(--jp-code-font-size);
+ border: none;
+ margin: 0;
+ padding: 0;
+}
+
+.jp-RenderedText pre a:link {
+ text-decoration: none;
+ color: var(--jp-content-link-color);
+}
+
+.jp-RenderedText pre a:hover {
+ text-decoration: underline;
+ color: var(--jp-content-link-color);
+}
+
+.jp-RenderedText pre a:visited {
+ text-decoration: none;
+ color: var(--jp-content-link-color);
+}
+
+/* console foregrounds and backgrounds */
+.jp-RenderedText pre .ansi-black-fg {
+ color: #3e424d;
+}
+
+.jp-RenderedText pre .ansi-red-fg {
+ color: #e75c58;
+}
+
+.jp-RenderedText pre .ansi-green-fg {
+ color: #00a250;
+}
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+.jp-RenderedText pre .ansi-yellow-fg {
+ color: #ddb62b;
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+.jp-RenderedText pre .ansi-blue-fg {
+ color: #208ffb;
+}
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+ color: #d160c4;
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+.jp-RenderedText pre .ansi-cyan-fg {
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+
+.jp-RenderedText pre .ansi-white-fg {
+ color: #c5c1b4;
+}
+
+.jp-RenderedText pre .ansi-black-bg {
+ background-color: #3e424d;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-red-bg {
+ background-color: #e75c58;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-green-bg {
+ background-color: #00a250;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-yellow-bg {
+ background-color: #ddb62b;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-blue-bg {
+ background-color: #208ffb;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-magenta-bg {
+ background-color: #d160c4;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-cyan-bg {
+ background-color: #60c6c8;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-white-bg {
+ background-color: #c5c1b4;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-black-intense-fg {
+ color: #282c36;
+}
+
+.jp-RenderedText pre .ansi-red-intense-fg {
+ color: #b22b31;
+}
+
+.jp-RenderedText pre .ansi-green-intense-fg {
+ color: #007427;
+}
+
+.jp-RenderedText pre .ansi-yellow-intense-fg {
+ color: #b27d12;
+}
+
+.jp-RenderedText pre .ansi-blue-intense-fg {
+ color: #0065ca;
+}
+
+.jp-RenderedText pre .ansi-magenta-intense-fg {
+ color: #a03196;
+}
+
+.jp-RenderedText pre .ansi-cyan-intense-fg {
+ color: #258f8f;
+}
+
+.jp-RenderedText pre .ansi-white-intense-fg {
+ color: #a1a6b2;
+}
+
+.jp-RenderedText pre .ansi-black-intense-bg {
+ background-color: #282c36;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-red-intense-bg {
+ background-color: #b22b31;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-green-intense-bg {
+ background-color: #007427;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-yellow-intense-bg {
+ background-color: #b27d12;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-blue-intense-bg {
+ background-color: #0065ca;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-magenta-intense-bg {
+ background-color: #a03196;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-cyan-intense-bg {
+ background-color: #258f8f;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-white-intense-bg {
+ background-color: #a1a6b2;
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-default-inverse-fg {
+ color: var(--jp-ui-inverse-font-color0);
+}
+
+.jp-RenderedText pre .ansi-default-inverse-bg {
+ background-color: var(--jp-inverse-layout-color0);
+ padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-bold {
+ font-weight: bold;
+}
+
+.jp-RenderedText pre .ansi-underline {
+ text-decoration: underline;
+}
+
+.jp-RenderedText[data-mime-type='application/vnd.jupyter.stderr'] {
+ background: var(--jp-rendermime-error-background);
+ padding-top: var(--jp-code-padding);
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedLatex
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedLatex {
+ color: var(--jp-content-font-color1);
+ font-size: var(--jp-content-font-size1);
+ line-height: var(--jp-content-line-height);
+}
+
+/* Left-justify outputs.*/
+.jp-OutputArea-output.jp-RenderedLatex {
+ padding: var(--jp-code-padding);
+ text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedHTML
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedHTMLCommon {
+ color: var(--jp-content-font-color1);
+ font-family: var(--jp-content-font-family);
+ font-size: var(--jp-content-font-size1);
+ line-height: var(--jp-content-line-height);
+
+ /* Give a bit more R padding on Markdown text to keep line lengths reasonable */
+ padding-right: 20px;
+}
+
+.jp-RenderedHTMLCommon em {
+ font-style: italic;
+}
+
+.jp-RenderedHTMLCommon strong {
+ font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon u {
+ text-decoration: underline;
+}
+
+.jp-RenderedHTMLCommon a:link {
+ text-decoration: none;
+ color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:hover {
+ text-decoration: underline;
+ color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:visited {
+ text-decoration: none;
+ color: var(--jp-content-link-color);
+}
+
+/* Headings */
+
+.jp-RenderedHTMLCommon h1,
+.jp-RenderedHTMLCommon h2,
+.jp-RenderedHTMLCommon h3,
+.jp-RenderedHTMLCommon h4,
+.jp-RenderedHTMLCommon h5,
+.jp-RenderedHTMLCommon h6 {
+ line-height: var(--jp-content-heading-line-height);
+ font-weight: var(--jp-content-heading-font-weight);
+ font-style: normal;
+ margin: var(--jp-content-heading-margin-top) 0
+ var(--jp-content-heading-margin-bottom) 0;
+}
+
+.jp-RenderedHTMLCommon h1:first-child,
+.jp-RenderedHTMLCommon h2:first-child,
+.jp-RenderedHTMLCommon h3:first-child,
+.jp-RenderedHTMLCommon h4:first-child,
+.jp-RenderedHTMLCommon h5:first-child,
+.jp-RenderedHTMLCommon h6:first-child {
+ margin-top: calc(0.5 * var(--jp-content-heading-margin-top));
+}
+
+.jp-RenderedHTMLCommon h1:last-child,
+.jp-RenderedHTMLCommon h2:last-child,
+.jp-RenderedHTMLCommon h3:last-child,
+.jp-RenderedHTMLCommon h4:last-child,
+.jp-RenderedHTMLCommon h5:last-child,
+.jp-RenderedHTMLCommon h6:last-child {
+ margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));
+}
+
+.jp-RenderedHTMLCommon h1 {
+ font-size: var(--jp-content-font-size5);
+}
+
+.jp-RenderedHTMLCommon h2 {
+ font-size: var(--jp-content-font-size4);
+}
+
+.jp-RenderedHTMLCommon h3 {
+ font-size: var(--jp-content-font-size3);
+}
+
+.jp-RenderedHTMLCommon h4 {
+ font-size: var(--jp-content-font-size2);
+}
+
+.jp-RenderedHTMLCommon h5 {
+ font-size: var(--jp-content-font-size1);
+}
+
+.jp-RenderedHTMLCommon h6 {
+ font-size: var(--jp-content-font-size0);
+}
+
+/* Lists */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.jp-RenderedHTMLCommon ul:not(.list-inline),
+.jp-RenderedHTMLCommon ol:not(.list-inline) {
+ padding-left: 2em;
+}
+
+.jp-RenderedHTMLCommon ul {
+ list-style: disc;
+}
+
+.jp-RenderedHTMLCommon ul ul {
+ list-style: square;
+}
+
+.jp-RenderedHTMLCommon ul ul ul {
+ list-style: circle;
+}
+
+.jp-RenderedHTMLCommon ol {
+ list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol ol {
+ list-style: upper-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol {
+ list-style: lower-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol {
+ list-style: lower-roman;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol ol {
+ list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol,
+.jp-RenderedHTMLCommon ul {
+ margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon ul ul,
+.jp-RenderedHTMLCommon ul ol,
+.jp-RenderedHTMLCommon ol ul,
+.jp-RenderedHTMLCommon ol ol {
+ margin-bottom: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.jp-RenderedHTMLCommon hr {
+ color: var(--jp-border-color2);
+ background-color: var(--jp-border-color1);
+ margin-top: 1em;
+ margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon > pre {
+ margin: 1.5em 2em;
+}
+
+.jp-RenderedHTMLCommon pre,
+.jp-RenderedHTMLCommon code {
+ border: 0;
+ background-color: var(--jp-layout-color0);
+ color: var(--jp-content-font-color1);
+ font-family: var(--jp-code-font-family);
+ font-size: inherit;
+ line-height: var(--jp-code-line-height);
+ padding: 0;
+ white-space: pre-wrap;
+}
+
+.jp-RenderedHTMLCommon :not(pre) > code {
+ background-color: var(--jp-layout-color2);
+ padding: 1px 5px;
+}
+
+/* Tables */
+
+.jp-RenderedHTMLCommon table {
+ border-collapse: collapse;
+ border-spacing: 0;
+ border: none;
+ color: var(--jp-ui-font-color1);
+ font-size: var(--jp-ui-font-size1);
+ table-layout: fixed;
+ margin-left: auto;
+ margin-bottom: 1em;
+ margin-right: auto;
+}
+
+.jp-RenderedHTMLCommon thead {
+ border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+ vertical-align: bottom;
+}
+
+.jp-RenderedHTMLCommon td,
+.jp-RenderedHTMLCommon th,
+.jp-RenderedHTMLCommon tr {
+ vertical-align: middle;
+ padding: 0.5em;
+ line-height: normal;
+ white-space: normal;
+ max-width: none;
+ border: none;
+}
+
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {
+ max-width: none;
+}
+
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {
+ text-align: right;
+}
+
+.jp-RenderedHTMLCommon th {
+ font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {
+ background: var(--jp-layout-color0);
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(even) {
+ background: var(--jp-rendermime-table-row-background);
+}
+
+.jp-RenderedHTMLCommon tbody tr:hover {
+ background: var(--jp-rendermime-table-row-hover-background);
+}
+
+.jp-RenderedHTMLCommon p {
+ text-align: left;
+ margin: 0;
+ margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon img {
+ -moz-force-broken-image-icon: 1;
+}
+
+/* Restrict to direct children as other images could be nested in other content. */
+.jp-RenderedHTMLCommon > img {
+ display: block;
+ margin-left: 0;
+ margin-right: 0;
+ margin-bottom: 1em;
+}
+
+/* Change color behind transparent images if they need it... */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {
+ background-color: var(--jp-inverse-layout-color1);
+}
+
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {
+ background-color: var(--jp-inverse-layout-color1);
+}
+
+.jp-RenderedHTMLCommon img,
+.jp-RenderedImage img,
+.jp-RenderedHTMLCommon svg,
+.jp-RenderedSVG svg {
+ max-width: 100%;
+ height: auto;
+}
+
+.jp-RenderedHTMLCommon img.jp-mod-unconfined,
+.jp-RenderedImage img.jp-mod-unconfined,
+.jp-RenderedHTMLCommon svg.jp-mod-unconfined,
+.jp-RenderedSVG svg.jp-mod-unconfined {
+ max-width: none;
+}
+
+.jp-RenderedHTMLCommon .alert {
+ padding: var(--jp-notebook-padding);
+ border: var(--jp-border-width) solid transparent;
+ border-radius: var(--jp-border-radius);
+ margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon .alert-info {
+ color: var(--jp-info-color0);
+ background-color: var(--jp-info-color3);
+ border-color: var(--jp-info-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-info hr {
+ border-color: var(--jp-info-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-info > p:last-child,
+.jp-RenderedHTMLCommon .alert-info > ul:last-child {
+ margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-warning {
+ color: var(--jp-warn-color0);
+ background-color: var(--jp-warn-color3);
+ border-color: var(--jp-warn-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-warning hr {
+ border-color: var(--jp-warn-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-warning > p:last-child,
+.jp-RenderedHTMLCommon .alert-warning > ul:last-child {
+ margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-success {
+ color: var(--jp-success-color0);
+ background-color: var(--jp-success-color3);
+ border-color: var(--jp-success-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-success hr {
+ border-color: var(--jp-success-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-success > p:last-child,
+.jp-RenderedHTMLCommon .alert-success > ul:last-child {
+ margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-danger {
+ color: var(--jp-error-color0);
+ background-color: var(--jp-error-color3);
+ border-color: var(--jp-error-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-danger hr {
+ border-color: var(--jp-error-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-danger > p:last-child,
+.jp-RenderedHTMLCommon .alert-danger > ul:last-child {
+ margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon blockquote {
+ margin: 1em 2em;
+ padding: 0 1em;
+ border-left: 5px solid var(--jp-border-color2);
+}
+
+a.jp-InternalAnchorLink {
+ visibility: hidden;
+ margin-left: 8px;
+ color: var(--md-blue-800);
+}
+
+h1:hover .jp-InternalAnchorLink,
+h2:hover .jp-InternalAnchorLink,
+h3:hover .jp-InternalAnchorLink,
+h4:hover .jp-InternalAnchorLink,
+h5:hover .jp-InternalAnchorLink,
+h6:hover .jp-InternalAnchorLink {
+ visibility: visible;
+}
+
+.jp-RenderedHTMLCommon kbd {
+ background-color: var(--jp-rendermime-table-row-background);
+ border: 1px solid var(--jp-border-color0);
+ border-bottom-color: var(--jp-border-color2);
+ border-radius: 3px;
+ box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+ display: inline-block;
+ font-size: var(--jp-ui-font-size0);
+ line-height: 1em;
+ padding: 0.2em 0.5em;
+}
+
+/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.
+ * At the bottom of cells this is a bit too much as there is also spacing
+ * between cells. Going all the way to 0 gets too tight between markdown and
+ * code cells.
+ */
+.jp-RenderedHTMLCommon > *:last-child {
+ margin-bottom: 0.5em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+ position: fixed;
+ width: 200px;
+ height: 200px;
+ margin-top: -100px;
+ margin-left: -100px;
+ will-change: transform;
+ z-index: 100;
+}
+
+.lm-mod-drag-image {
+ will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+ padding: 4px 12px;
+ background-color: var(--jp-layout-color2);
+ box-shadow: var(--jp-toolbar-box-shadow);
+ z-index: 2;
+ font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+ font-size: var(--jp-ui-font-size0);
+ line-height: var(--jp-ui-font-size1);
+ margin-top: 4px;
+ color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+ border: none;
+ border-radius: 0;
+ position: absolute;
+ background-size: 16px;
+ background-repeat: no-repeat;
+ background-position: center;
+ outline: none;
+}
+
+.jp-lineFormButtonContainer {
+ top: 4px;
+ right: 8px;
+ height: 24px;
+ padding: 0 12px;
+ width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+ top: 0;
+ right: 0;
+ background-color: var(--jp-brand-color1);
+ height: 100%;
+ width: 100%;
+ box-sizing: border-box;
+ padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+ top: 0;
+ right: 0;
+ background-color: transparent;
+ height: 100%;
+ width: 100%;
+ box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+ overflow: hidden;
+ padding: 0 8px;
+ border: 1px solid var(--jp-border-color0);
+ background-color: var(--jp-input-active-background);
+ height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+ border: var(--jp-border-width) solid var(--md-blue-500);
+ box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+ background: transparent;
+ width: 200px;
+ height: 100%;
+ border: none;
+ outline: none;
+ color: var(--jp-ui-font-color0);
+ line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-JSONEditor {
+ display: flex;
+ flex-direction: column;
+ width: 100%;
+}
+
+.jp-JSONEditor-host {
+ flex: 1 1 auto;
+ border: var(--jp-border-width) solid var(--jp-input-border-color);
+ border-radius: 0;
+ background: var(--jp-layout-color0);
+ min-height: 50px;
+ padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+ border-color: red;
+ outline-color: red;
+}
+
+.jp-JSONEditor-header {
+ display: flex;
+ flex: 1 0 auto;
+ padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+ flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+ height: 16px;
+ width: 16px;
+ background-size: 18px;
+ background-repeat: no-repeat;
+ background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+ background-color: var(--jp-input-active-background);
+ border: 1px solid var(--jp-input-active-border-color);
+ box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+ border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+ box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+ border: none;
+ outline: none;
+ color: var(--jp-ui-font-color0);
+ font-size: var(--jp-ui-font-size1);
+ background-color: var(--jp-layout-color0);
+ font-family: var(--jp-ui-font-family);
+ padding: 2px 1px;
+ resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+ position: absolute;
+ background-color: var(--jp-toolbar-background);
+ border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+ border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+ top: 0;
+ right: 0;
+ z-index: 7;
+ min-width: 405px;
+ padding: 2px;
+ font-size: var(--jp-ui-font-size1);
+
+ --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+ background-color: var(--jp-toolbar-background);
+ outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+ background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+ background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+ display: flex;
+ align-items: center;
+ margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+ display: inline-block;
+ cursor: pointer;
+ box-sizing: border-box;
+ width: 100%;
+ height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+ width: 100%;
+ height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+ border: var(--jp-border-width) solid var(--jp-border-color0);
+ display: flex;
+ background-color: var(--jp-layout-color0);
+ margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+ border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+ all: initial;
+ overflow: hidden;
+ display: inline-block;
+ border: none;
+ box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+ width: 14px;
+ height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+ width: var(--jp-private-document-search-button-height);
+ height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+ outline: var(--jp-border-width) solid
+ var(--jp-cell-editor-active-border-color);
+ outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+ outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+ width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+ display: block;
+ padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+ opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+ opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+ opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+ padding-left: 10px;
+ padding-right: 10px;
+ user-select: none;
+ min-width: 35px;
+ display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+ display: inline-block;
+ padding-right: 2px;
+ margin-left: auto;
+ white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+ margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+ outline: 0;
+ border: none;
+ width: var(--jp-private-document-search-button-height);
+ height: var(--jp-private-document-search-button-height);
+ vertical-align: middle;
+ margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+ background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+ background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+ border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+ background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+ background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+ background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+ padding: 0 8px;
+ margin-left: 3px;
+ width: 100%;
+ display: grid;
+ justify-content: start;
+ grid-template-columns: 1fr 1fr;
+ align-items: center;
+ justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+ color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+ display: flex;
+ align-items: center;
+ user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+ color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+ overflow: hidden;
+ display: inline-block;
+ box-sizing: border-box;
+ border: var(--jp-border-width) solid var(--jp-border-color0);
+ margin: auto 2px;
+ padding: 1px 4px;
+ height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+ border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+ display: inline-block;
+ text-align: center;
+ cursor: pointer;
+ box-sizing: border-box;
+ color: var(--jp-ui-font-color1);
+
+ /* height - 2 * (padding of wrapper) */
+ line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+ width: 100%;
+ height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+ outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+ margin-left: 14px;
+ display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+ border: none;
+ background-color: var(--jp-toolbar-background);
+ border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+ background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+ line-height: var(--jp-code-line-height);
+ font-size: var(--jp-code-font-size);
+ font-family: var(--jp-code-font-family);
+ border: 0;
+ border-radius: 0;
+ height: auto;
+
+ /* Changed to auto to autogrow */
+}
+
+.cm-editor pre {
+ padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+ background-color: var(--jp-layout-color0);
+ color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+ cursor: text;
+}
+
+/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height */
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+ .jp-CodeMirrorEditor[data-type='inline'] .cm-cursor {
+ border-left: var(--jp-code-cursor-width1) solid
+ var(--jp-editor-cursor-color);
+ }
+}
+
+/* When zoomed out less than 33% */
+@media screen and (min-width: 4320px) {
+ .jp-CodeMirrorEditor[data-type='inline'] .cm-cursor {
+ border-left: var(--jp-code-cursor-width2) solid
+ var(--jp-editor-cursor-color);
+ }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+ display: none;
+}
+
+.jp-CollaboratorCursor {
+ border-left: 5px solid transparent;
+ border-right: 5px solid transparent;
+ border-top: none;
+ border-bottom: 3px solid;
+ background-clip: content-box;
+ margin-left: -5px;
+ margin-right: -5px;
+}
+
+.cm-searching,
+.cm-searching span {
+ /* `.cm-searching span`: we need to override syntax highlighting */
+ background-color: var(--jp-search-unselected-match-background-color);
+ color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+ background-color: var(--jp-search-unselected-match-background-color);
+ color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+ background-color: var(--jp-search-selected-match-background-color);
+ color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+ background-color: var(--jp-search-selected-match-background-color);
+ color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+ background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+ background-position: center left;
+ background-repeat: repeat-x;
+}
+
+.jp-CollaboratorCursor-hover {
+ position: absolute;
+ z-index: 1;
+ transform: translateX(-50%);
+ color: white;
+ border-radius: 3px;
+ padding-left: 4px;
+ padding-right: 4px;
+ padding-top: 1px;
+ padding-bottom: 1px;
+ text-align: center;
+ font-size: var(--jp-ui-font-size1);
+ white-space: nowrap;
+}
+
+.jp-CodeMirror-ruler {
+ border-left: 1px dashed var(--jp-border-color2);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+ position: relative;
+ border-left: 1px solid black;
+ margin-left: -1px;
+ margin-right: -1px;
+ box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+ white-space: nowrap;
+ position: absolute;
+ top: -1.15em;
+ padding-bottom: 0.05em;
+ left: -1px;
+ font-size: 0.95em;
+ font-family: var(--jp-ui-font-family);
+ font-weight: bold;
+ line-height: normal;
+ user-select: none;
+ color: white;
+ padding-left: 2px;
+ padding-right: 2px;
+ z-index: 101;
+ transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+ transition-delay: 0.7s;
+ opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+ opacity: 1;
+ transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MimeDocument {
+ outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+ --jp-private-filebrowser-button-height: 28px;
+ --jp-private-filebrowser-button-width: 48px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser .jp-SidePanel-content {
+ display: flex;
+ flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+ flex-wrap: wrap;
+ row-gap: 12px;
+ border-bottom: none;
+ height: auto;
+ margin: 8px 12px 0;
+ box-shadow: none;
+ padding: 0;
+ justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+ flex: 1 1 auto;
+ display: flex;
+ flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+ flex: 0 0 auto;
+ margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+ margin: 0 2px;
+ padding: 0 2px;
+ border-radius: var(--jp-border-radius);
+ cursor: pointer;
+}
+
+.jp-BreadCrumbs-item:hover {
+ background-color: var(--jp-layout-color2);
+}
+
+.jp-BreadCrumbs-item:first-child {
+ margin-left: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+ background-color: var(--jp-brand-color2);
+ opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+ flex: 0 0 auto;
+ padding-left: 0;
+ padding-right: 2px;
+ align-items: center;
+ height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+ width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| Other styles
+|----------------------------------------------------------------------------*/
+
+.jp-FileDialog.jp-mod-conflict input {
+ color: var(--jp-error-color1);
+}
+
+.jp-FileDialog .jp-new-name-title {
+ margin-top: 12px;
+}
+
+.jp-LastModified-hidden {
+ display: none;
+}
+
+.jp-FileSize-hidden {
+ display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+ display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+ flex: 1 1 auto;
+ display: flex;
+ flex-direction: column;
+ outline: 0;
+}
+
+.jp-DirListing-header {
+ flex: 0 0 auto;
+ display: flex;
+ flex-direction: row;
+ align-items: center;
+ overflow: hidden;
+ border-top: var(--jp-border-width) solid var(--jp-border-color2);
+ border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+ box-shadow: var(--jp-toolbar-box-shadow);
+ z-index: 2;
+}
+
+.jp-DirListing-headerItem {
+ padding: 4px 12px 2px;
+ font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+ background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+ flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+ flex: 0 0 112px;
+ border-left: var(--jp-border-width) solid var(--jp-border-color2);
+ text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+ flex: 0 0 75px;
+ border-left: var(--jp-border-width) solid var(--jp-border-color2);
+ text-align: right;
+}
+
+.jp-id-narrow {
+ display: none;
+ flex: 0 0 5px;
+ padding: 4px;
+ border-left: var(--jp-border-width) solid var(--jp-border-color2);
+ text-align: right;
+ color: var(--jp-border-color2);
+}
+
+.jp-DirListing-narrow .jp-id-narrow {
+ display: block;
+}
+
+.jp-DirListing-narrow .jp-id-modified,
+.jp-DirListing-narrow .jp-DirListing-itemModified {
+ display: none;
+}
+
+.jp-DirListing-headerItem.jp-mod-selected {
+ font-weight: 600;
+}
+
+/* increase specificity to override bundled default */
+.jp-DirListing-content {
+ flex: 1 1 auto;
+ margin: 0;
+ padding: 0;
+ list-style-type: none;
+ overflow: auto;
+ background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-content mark {
+ color: var(--jp-ui-font-color0);
+ background-color: transparent;
+ font-weight: bold;
+}
+
+.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {
+ color: var(--jp-ui-inverse-font-color0);
+}
+
+/* Style the directory listing content when a user drops a file to upload */
+.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {
+ outline: 5px dashed rgba(128, 128, 128, 0.5);
+ outline-offset: -10px;
+ cursor: copy;
+}
+
+.jp-DirListing-item {
+ display: flex;
+ flex-direction: row;
+ align-items: center;
+ padding: 4px 12px;
+ -webkit-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+ /* Increases hit area of checkbox. */
+ padding: 4px;
+}
+
+.jp-DirListing-header
+ .jp-DirListing-checkboxWrapper
+ + .jp-DirListing-headerItem {
+ padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+ position: relative;
+ left: -4px;
+ margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+ visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+ .jp-DirListing-checkboxWrapper {
+ visibility: hidden;
+ }
+
+ .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+ .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+ visibility: visible;
+ }
+}
+
+.jp-DirListing-item[data-is-dot] {
+ opacity: 75%;
+}
+
+.jp-DirListing-item.jp-mod-selected {
+ color: var(--jp-ui-inverse-font-color1);
+ background: var(--jp-brand-color1);
+}
+
+.jp-DirListing-item.jp-mod-dropTarget {
+ background: var(--jp-brand-color3);
+}
+
+.jp-DirListing-item:hover:not(.jp-mod-selected) {
+ background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-itemIcon {
+ flex: 0 0 20px;
+ margin-right: 4px;
+}
+
+.jp-DirListing-itemText {
+ flex: 1 0 64px;
+ white-space: nowrap;
+ overflow: hidden;
+ text-overflow: ellipsis;
+ user-select: none;
+}
+
+.jp-DirListing-itemText:focus {
+ outline-width: 2px;
+ outline-color: var(--jp-inverse-layout-color1);
+ outline-style: solid;
+ outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+ outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+ flex: 0 0 125px;
+ text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+ flex: 0 0 90px;
+ text-align: right;
+}
+
+.jp-DirListing-editor {
+ flex: 1 0 64px;
+ outline: none;
+ border: none;
+ color: var(--jp-ui-font-color1);
+ background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon::before {
+ color: var(--jp-success-color1);
+ content: '\25CF';
+ font-size: 8px;
+ position: absolute;
+ left: -8px;
+}
+
+.jp-DirListing-item.jp-mod-running.jp-mod-selected
+ .jp-DirListing-itemIcon::before {
+ color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-DirListing-item.lm-mod-drag-image,
+.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {
+ font-size: var(--jp-ui-font-size1);
+ padding-left: 4px;
+ margin-left: 4px;
+ width: 160px;
+ background-color: var(--jp-ui-inverse-font-color2);
+ box-shadow: var(--jp-elevation-z2);
+ border-radius: 0;
+ color: var(--jp-ui-font-color1);
+ transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+ min-width: 120px;
+ min-height: 120px;
+ outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+ overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+ display: table;
+ table-layout: fixed;
+ width: 100%;
+ overflow: hidden;
+}
+
+.jp-OutputPrompt {
+ width: var(--jp-cell-prompt-width);
+ color: var(--jp-cell-outprompt-font-color);
+ font-family: var(--jp-cell-prompt-font-family);
+ padding: var(--jp-code-padding);
+ letter-spacing: var(--jp-cell-prompt-letter-spacing);
+ line-height: var(--jp-code-line-height);
+ font-size: var(--jp-code-font-size);
+ border: var(--jp-border-width) solid transparent;
+ opacity: var(--jp-cell-prompt-opacity);
+
+ /* Right align prompt text, don't wrap to handle large prompt numbers */
+ text-align: right;
+ white-space: nowrap;
+ overflow: hidden;
+ text-overflow: ellipsis;
+
+ /* Disable text selection */
+ -webkit-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+}
+
+.jp-OutputArea-prompt {
+ display: table-cell;
+ vertical-align: top;
+}
+
+.jp-OutputArea-output {
+ display: table-cell;
+ width: 100%;
+ height: auto;
+ overflow: auto;
+ user-select: text;
+ -moz-user-select: text;
+ -webkit-user-select: text;
+ -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+ padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+ position: absolute;
+ top: 0;
+ width: var(--jp-cell-prompt-width);
+ height: 100%;
+ opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+ background: var(--jp-layout-color2);
+ box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+ cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+ cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+ width: 100%;
+ display: block;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {
+ position: relative;
+}
+
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated::before {
+ content: '';
+ position: absolute;
+ top: 0;
+ left: 0;
+ right: 0;
+ bottom: 0;
+ background: transparent;
+}
+
+/* pre */
+
+.jp-OutputArea-output pre {
+ border: none;
+ margin: 0;
+ padding: 0;
+ overflow-x: auto;
+ overflow-y: auto;
+ word-break: break-all;
+ word-wrap: break-word;
+ white-space: pre-wrap;
+}
+
+/* tables */
+
+.jp-OutputArea-output.jp-RenderedHTMLCommon table {
+ margin-left: 0;
+ margin-right: 0;
+}
+
+/* description lists */
+
+.jp-OutputArea-output dl,
+.jp-OutputArea-output dt,
+.jp-OutputArea-output dd {
+ display: block;
+}
+
+.jp-OutputArea-output dl {
+ width: 100%;
+ overflow: hidden;
+ padding: 0;
+ margin: 0;
+}
+
+.jp-OutputArea-output dt {
+ font-weight: bold;
+ float: left;
+ width: 20%;
+ padding: 0;
+ margin: 0;
+}
+
+.jp-OutputArea-output dd {
+ float: left;
+ width: 80%;
+ padding: 0;
+ margin: 0;
+}
+
+.jp-TrimmedOutputs pre {
+ background: var(--jp-layout-color3);
+ font-size: calc(var(--jp-code-font-size) * 1.4);
+ text-align: center;
+ text-transform: uppercase;
+}
+
+/* Hide the gutter in case of
+ * - nested output areas (e.g. in the case of output widgets)
+ * - mirrored output areas
+ */
+.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {
+ display: none;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+ padding: 0;
+ border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| executeResult is added to any Output-result for the display of the object
+| returned by a cell
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+ margin-left: 0;
+ width: 100%;
+}
+
+/* Text output with the Out[] prompt needs a top padding to match the
+ * alignment of the Out[] prompt itself.
+ */
+.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {
+ padding-top: var(--jp-code-padding);
+ border-top: var(--jp-border-width) solid transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| The Stdin output
+|----------------------------------------------------------------------------*/
+
+.jp-Stdin-prompt {
+ color: var(--jp-content-font-color0);
+ padding-right: var(--jp-code-padding);
+ vertical-align: baseline;
+ flex: 0 0 auto;
+}
+
+.jp-Stdin-input {
+ font-family: var(--jp-code-font-family);
+ font-size: inherit;
+ color: inherit;
+ background-color: inherit;
+ width: 42%;
+ min-width: 200px;
+
+ /* make sure input baseline aligns with prompt */
+ vertical-align: baseline;
+
+ /* padding + margin = 0.5em between prompt and cursor */
+ padding: 0 0.25em;
+ margin: 0 0.25em;
+ flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+ opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+ box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+ opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+ height: 100%;
+ display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+ height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+ .jp-OutputArea-child {
+ break-inside: avoid-page;
+ }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+ .jp-OutputPrompt {
+ display: table-row;
+ text-align: left;
+ }
+
+ .jp-OutputArea-child .jp-OutputArea-output {
+ display: table-row;
+ margin-left: var(--jp-notebook-padding);
+ }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+ margin: 10px;
+ text-decoration: none;
+ cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+ text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+ --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+ display: flex;
+ flex-direction: column;
+ background: var(--jp-layout-color1);
+ color: var(--jp-ui-font-color1);
+ font-size: var(--jp-ui-font-size1);
+ height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+ text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+ color: var(--jp-content-font-color2);
+ padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+ margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+ overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+ margin: 4px;
+}
+
+.jp-TableOfContents ol {
+ list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+ /* Align left border with triangle icon center */
+ padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+ /* left margin for the active heading indicator */
+ margin: 0 0 0 var(--jp-private-toc-active-width);
+ padding: 0;
+ background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+ -webkit-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+}
+
+.jp-tocItem-heading {
+ display: flex;
+ cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+ background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+ display: block;
+ padding: 4px 0;
+ white-space: nowrap;
+ text-overflow: ellipsis;
+ overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+ height: 20px;
+ margin: 2px 2px 0;
+ padding: 0;
+ background: none;
+ border: none;
+ cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+ background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+ content: ' ';
+ background: transparent;
+ width: var(--jp-private-toc-active-width);
+ height: 24px;
+ position: absolute;
+ left: 0;
+ border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+ background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+ background: var(--jp-brand-color0);
+ opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapser {
+ flex: 0 0 var(--jp-cell-collapser-width);
+ padding: 0;
+ margin: 0;
+ border: none;
+ outline: none;
+ background: transparent;
+ border-radius: var(--jp-border-radius);
+ opacity: 1;
+}
+
+.jp-Collapser-child {
+ display: block;
+ width: 100%;
+ box-sizing: border-box;
+
+ /* height: 100% doesn't work because the height of its parent is computed from content */
+ position: absolute;
+ top: 0;
+ bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+ .jp-Collapser {
+ display: none;
+ }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Header/Footer
+|----------------------------------------------------------------------------*/
+
+/* Hidden by zero height by default */
+.jp-CellHeader,
+.jp-CellFooter {
+ height: 0;
+ width: 100%;
+ padding: 0;
+ margin: 0;
+ border: none;
+ outline: none;
+ background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Input
+|----------------------------------------------------------------------------*/
+
+/* All input areas */
+.jp-InputArea {
+ display: table;
+ table-layout: fixed;
+ width: 100%;
+ overflow: hidden;
+}
+
+.jp-InputArea-editor {
+ display: table-cell;
+ overflow: hidden;
+ vertical-align: top;
+
+ /* This is the non-active, default styling */
+ border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+ border-radius: 0;
+ background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+ display: table-cell;
+ vertical-align: top;
+ width: var(--jp-cell-prompt-width);
+ color: var(--jp-cell-inprompt-font-color);
+ font-family: var(--jp-cell-prompt-font-family);
+ padding: var(--jp-code-padding);
+ letter-spacing: var(--jp-cell-prompt-letter-spacing);
+ opacity: var(--jp-cell-prompt-opacity);
+ line-height: var(--jp-code-line-height);
+ font-size: var(--jp-code-font-size);
+ border: var(--jp-border-width) solid transparent;
+
+ /* Right align prompt text, don't wrap to handle large prompt numbers */
+ text-align: right;
+ white-space: nowrap;
+ overflow: hidden;
+ text-overflow: ellipsis;
+
+ /* Disable text selection */
+ -webkit-user-select: none;
+ -moz-user-select: none;
+ -ms-user-select: none;
+ user-select: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+ .jp-InputArea-editor {
+ display: table-row;
+ margin-left: var(--jp-notebook-padding);
+ }
+
+ .jp-InputPrompt {
+ display: table-row;
+ text-align: left;
+ }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+ display: table;
+ table-layout: fixed;
+ width: 100%;
+}
+
+.jp-Placeholder-prompt {
+ display: table-cell;
+ box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+ display: table-cell;
+ padding: 4px 6px;
+ border: 1px solid transparent;
+ border-radius: 0;
+ background: none;
+ box-sizing: border-box;
+ cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+ display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+ border-color: var(--jp-layout-color3);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon {
+ width: 32px;
+ height: 16px;
+ border: 1px solid transparent;
+ border-radius: var(--jp-border-radius);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon:hover {
+ border: 1px solid var(--jp-border-color1);
+ box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+ background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+ white-space: nowrap;
+ overflow-x: hidden;
+ color: var(--jp-inverse-layout-color3);
+ font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+ border-color: var(--jp-cell-editor-border-color);
+ background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+ --jp-private-cell-scrolling-output-offset: 5px;
+}
+
+/*-----------------------------------------------------------------------------
+| Cell
+|----------------------------------------------------------------------------*/
+
+.jp-Cell {
+ padding: var(--jp-cell-padding);
+ margin: 0;
+ border: none;
+ outline: none;
+ background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+ display: flex;
+ flex-direction: row;
+ padding: 0;
+ margin: 0;
+
+ /* Added to reveal the box-shadow on the input and output collapsers. */
+ overflow: visible;
+}
+
+/* Only input/output areas inside cells */
+.jp-Cell-inputArea,
+.jp-Cell-outputArea {
+ flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Collapser
+|----------------------------------------------------------------------------*/
+
+/* Make the output collapser disappear when there is not output, but do so
+ * in a manner that leaves it in the layout and preserves its width.
+ */
+.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {
+ border: none !important;
+ background: transparent !important;
+}
+
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {
+ min-height: var(--jp-cell-collapser-min-height);
+}
+
+/*-----------------------------------------------------------------------------
+| Output
+|----------------------------------------------------------------------------*/
+
+/* Put a space between input and output when there IS output */
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {
+ margin-top: 5px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {
+ overflow-y: auto;
+ max-height: 24em;
+ margin-left: var(--jp-private-cell-scrolling-output-offset);
+ resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+ max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+ content: ' ';
+ box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+ width: 100%;
+ height: 100%;
+ position: sticky;
+ bottom: 0;
+ top: 0;
+ margin-top: -50%;
+ float: left;
+ display: block;
+ pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+ padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+ width: calc(
+ var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+ );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+ left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+ display: table-cell;
+ width: 100%;
+ margin-top: 0;
+ margin-bottom: 0;
+ padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+ overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+ display: flex;
+ min-height: var(--jp-cell-collapser-min-height);
+ font-size: var(--jp-code-font-size);
+ position: absolute;
+ background-color: transparent;
+ background-size: 25px;
+ background-repeat: no-repeat;
+ background-position-x: center;
+ background-position-y: top;
+ background-image: var(--jp-icon-caret-down);
+ right: 0;
+ top: 0;
+ bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+ background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+ font-size: var(--jp-content-font-size1);
+}
+
+/*
+ Align collapseHeadingButton with cell top header
+ The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+ font-size: var(--jp-content-font-size5);
+ background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+ font-size: var(--jp-content-font-size4);
+ background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+ font-size: var(--jp-content-font-size3);
+ background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+ font-size: var(--jp-content-font-size2);
+ background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+ font-size: var(--jp-content-font-size1);
+ background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+ font-size: var(--jp-content-font-size0);
+ background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+ display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+ :is(.jp-MarkdownCell:hover, .jp-mod-active)
+ .jp-collapseHeadingButton {
+ display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton {
+ margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));
+ margin-top: var(--jp-code-padding);
+ border: 1px solid var(--jp-border-color2);
+ background-color: var(--jp-border-color3) !important;
+ color: var(--jp-content-font-color0) !important;
+ display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+ background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+ display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+ .jp-Cell-inputWrapper,
+ .jp-Cell-outputWrapper {
+ display: block;
+ }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+ --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+ padding: var(--jp-notebook-toolbar-padding);
+
+ /* disable paint containment from lumino 2.0 default strict CSS containment */
+ contain: style size !important;
+}
+
+.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {
+ border: none;
+ box-shadow: none;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown select {
+ height: 24px;
+ font-size: var(--jp-ui-font-size1);
+ line-height: 14px;
+ border-radius: 0;
+ display: block;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown span {
+ top: 5px !important;
+}
+
+.jp-Toolbar-responsive-popup {
+ position: absolute;
+ height: fit-content;
+ display: flex;
+ flex-direction: row;
+ flex-wrap: wrap;
+ justify-content: flex-end;
+ border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+ box-shadow: var(--jp-toolbar-box-shadow);
+ background: var(--jp-toolbar-background);
+ min-height: var(--jp-toolbar-micro-height);
+ padding: var(--jp-notebook-toolbar-padding);
+ z-index: 1;
+ right: 0;
+ top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+ margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+ position: relative;
+ display: inline-block;
+ height: 100%;
+ z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+ visibility: hidden;
+ height: auto;
+ width: max-content;
+ width: -moz-max-content;
+ background-color: var(--jp-layout-color2);
+ color: var(--jp-ui-font-color1);
+ text-align: justify;
+ border-radius: 6px;
+ padding: 0 5px;
+ position: fixed;
+ display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+ transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+ transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+ display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+ visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+ font-size: var(--jp-ui-font-size1);
+ font-family: var(--jp-ui-font-family);
+ color: var(--jp-ui-font-color1);
+ line-height: 24px;
+ display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+ display: flex;
+ justify-content: center;
+ height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+ content: '';
+
+ /* Must be identical to form a circle */
+ width: 12px;
+ height: 12px;
+ background: none;
+ border: none;
+ position: absolute;
+ right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+ border-radius: 50%;
+ border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+ background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+ border-radius: 50%;
+ border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+ background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+ margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+ height: 27px;
+ margin-left: calc(
+ var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+ var(--jp-cell-padding)
+ );
+ width: calc(
+ 100% -
+ (
+ var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+ var(--jp-cell-padding) + var(--jp-cell-padding)
+ )
+ );
+ border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+ color: var(--jp-ui-font-color3);
+ margin-top: 6px;
+ background: none;
+ cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+ border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+ .jp-Notebook-footer {
+ opacity: 0;
+ }
+
+ .jp-Notebook-footer:focus,
+ .jp-Notebook-footer:hover {
+ opacity: 1;
+ }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+ --jp-side-by-side-output-size: 1fr;
+ --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+ --jp-private-notebook-dragImage-width: 304px;
+ --jp-private-notebook-dragImage-height: 36px;
+ --jp-private-notebook-selected-color: var(--md-blue-400);
+ --jp-private-notebook-active-color: var(--md-green-400);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.jp-NotebookPanel {
+ display: block;
+ height: 100%;
+}
+
+.jp-NotebookPanel.jp-Document {
+ min-width: 240px;
+ min-height: 120px;
+}
+
+.jp-Notebook {
+ padding: var(--jp-notebook-padding);
+ outline: none;
+ overflow: auto;
+ background: var(--jp-layout-color0);
+}
+
+.jp-Notebook.jp-mod-scrollPastEnd::after {
+ display: block;
+ content: '';
+ min-height: var(--jp-notebook-scroll-padding);
+}
+
+.jp-MainAreaWidget-ContainStrict .jp-Notebook * {
+ contain: strict;
+}
+
+.jp-Notebook .jp-Cell {
+ overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+ cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+| - Command
+| - Edit
+| - Cell
+| - None
+| - Active (only one can be active)
+| - Selected (the cells actions are applied to)
+| - Multiselected (when multiple selected, the cursor)
+| - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+ opacity: var(--jp-cell-prompt-not-active-opacity);
+ color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+ opacity: var(--jp-cell-prompt-not-active-opacity);
+ color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+ background: var(--jp-brand-color1);
+}
+
+/* cell is dirty */
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {
+ color: var(--jp-warn-color1);
+}
+
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt::before {
+ color: var(--jp-warn-color1);
+ content: '•';
+}
+
+.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {
+ background: var(--jp-warn-color1);
+}
+
+/* collapser is hovered */
+.jp-Notebook .jp-Cell .jp-Collapser:hover {
+ box-shadow: var(--jp-elevation-z2);
+ background: var(--jp-brand-color1);
+ opacity: var(--jp-cell-collapser-not-active-hover-opacity);
+}
+
+/* cell is active and collapser is hovered */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {
+ background: var(--jp-brand-color0);
+ opacity: 1;
+}
+
+/* Command mode */
+
+.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {
+ background: var(--jp-notebook-multiselected-color);
+}
+
+.jp-Notebook.jp-mod-commandMode
+ .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {
+ background: transparent;
+}
+
+/* Edit mode */
+
+.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {
+ border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+ box-shadow: var(--jp-input-box-shadow);
+ background-color: var(--jp-cell-editor-active-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook drag and drop
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-cell.jp-mod-dropSource {
+ opacity: 0.5;
+}
+
+.jp-Notebook-cell.jp-mod-dropTarget,
+.jp-Notebook.jp-mod-commandMode
+ .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {
+ border-top-color: var(--jp-private-notebook-selected-color);
+ border-top-style: solid;
+ border-top-width: 2px;
+}
+
+.jp-dragImage {
+ display: block;
+ flex-direction: row;
+ width: var(--jp-private-notebook-dragImage-width);
+ height: var(--jp-private-notebook-dragImage-height);
+ border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+ background: var(--jp-cell-editor-background);
+ overflow: visible;
+}
+
+.jp-dragImage-singlePrompt {
+ box-shadow: 2px 2px 4px 0 rgba(0, 0, 0, 0.12);
+}
+
+.jp-dragImage .jp-dragImage-content {
+ flex: 1 1 auto;
+ z-index: 2;
+ font-size: var(--jp-code-font-size);
+ font-family: var(--jp-code-font-family);
+ line-height: var(--jp-code-line-height);
+ padding: var(--jp-code-padding);
+ border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+ background: var(--jp-cell-editor-background-color);
+ color: var(--jp-content-font-color3);
+ text-align: left;
+ margin: 4px 4px 4px 0;
+}
+
+.jp-dragImage .jp-dragImage-prompt {
+ flex: 0 0 auto;
+ min-width: 36px;
+ color: var(--jp-cell-inprompt-font-color);
+ padding: var(--jp-code-padding);
+ padding-left: 12px;
+ font-family: var(--jp-cell-prompt-font-family);
+ letter-spacing: var(--jp-cell-prompt-letter-spacing);
+ line-height: 1.9;
+ font-size: var(--jp-code-font-size);
+ border: var(--jp-border-width) solid transparent;
+}
+
+.jp-dragImage-multipleBack {
+ z-index: -1;
+ position: absolute;
+ height: 32px;
+ width: 300px;
+ top: 8px;
+ left: 8px;
+ background: var(--jp-layout-color2);
+ border: var(--jp-border-width) solid var(--jp-input-border-color);
+ box-shadow: 2px 2px 4px 0 rgba(0, 0, 0, 0.12);
+}
+
+/*-----------------------------------------------------------------------------
+| Cell toolbar
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookTools {
+ display: block;
+ min-width: var(--jp-sidebar-min-width);
+ color: var(--jp-ui-font-color1);
+ background: var(--jp-layout-color1);
+
+ /* This is needed so that all font sizing of children done in ems is
+ * relative to this base size */
+ font-size: var(--jp-ui-font-size1);
+ overflow: auto;
+}
+
+.jp-ActiveCellTool {
+ padding: 12px 0;
+ display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+ flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+ background: var(--jp-cell-editor-background);
+ border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+ border-radius: 0;
+ min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+ min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+ padding: 5px 4px;
+ margin: 0;
+ white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+ flex-direction: column;
+ padding: 12px 0;
+}
+
+.jp-RankedPanel > :not(:first-child) {
+ margin-top: 12px;
+}
+
+.jp-KeySelector select.jp-mod-styled {
+ font-size: var(--jp-ui-font-size1);
+ color: var(--jp-ui-font-color0);
+ border: var(--jp-border-width) solid var(--jp-border-color1);
+}
+
+.jp-KeySelector label,
+.jp-MetadataEditorTool label,
+.jp-NumberSetter label {
+ line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+ margin-top: 4px;
+ margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+ width: 100%;
+ margin-top: 4px;
+}
+
+.jp-NotebookTools .jp-Collapse {
+ margin-top: 16px;
+}
+
+/*-----------------------------------------------------------------------------
+| Presentation Mode (.jp-mod-presentationMode)
+|----------------------------------------------------------------------------*/
+
+.jp-mod-presentationMode .jp-Notebook {
+ --jp-content-font-size1: var(--jp-content-presentation-font-size1);
+ --jp-code-font-size: var(--jp-code-presentation-font-size);
+}
+
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {
+ flex: 0 0 110px;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+ margin-top: 3em;
+ margin-bottom: 3em;
+ margin-left: 5%;
+ margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+ display: grid;
+ grid-template-columns: minmax(0, 1fr) min-content minmax(
+ 0,
+ var(--jp-side-by-side-output-size)
+ );
+ grid-template-rows: auto minmax(0, 1fr) auto;
+ grid-template-areas:
+ 'header header header'
+ 'input handle output'
+ 'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+ grid-template-columns: minmax(0, 1fr) min-content minmax(
+ 0,
+ var(--jp-side-by-side-resized-cell)
+ );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+ grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+ grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+ /* overwrite the default margin (no vertical separation needed in side by side move */
+ margin-top: 0;
+ grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+ grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+ grid-area: handle;
+ user-select: none;
+ display: block;
+ height: 100%;
+ cursor: ew-resize;
+ padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+ content: '';
+ display: block;
+ background: var(--jp-border-color2);
+ height: 100%;
+ width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+ .jp-CodeCell.jp-mod-resizedCell
+ .jp-CellResizeHandle::after {
+ background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+ display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-Placeholder {
+ padding-left: 55px;
+}
+
+.jp-Cell-Placeholder-wrapper {
+ background: #fff;
+ border: 1px solid;
+ border-color: #e5e6e9 #dfe0e4 #d0d1d5;
+ border-radius: 4px;
+ -webkit-border-radius: 4px;
+ margin: 10px 15px;
+}
+
+.jp-Cell-Placeholder-wrapper-inner {
+ padding: 15px;
+ position: relative;
+}
+
+.jp-Cell-Placeholder-wrapper-body {
+ background-repeat: repeat;
+ background-size: 50% auto;
+}
+
+.jp-Cell-Placeholder-wrapper-body div {
+ background: #f6f7f8;
+ background-image: -webkit-linear-gradient(
+ left,
+ #f6f7f8 0%,
+ #edeef1 20%,
+ #f6f7f8 40%,
+ #f6f7f8 100%
+ );
+ background-repeat: no-repeat;
+ background-size: 800px 104px;
+ height: 104px;
+ position: absolute;
+ right: 15px;
+ left: 15px;
+ top: 15px;
+}
+
+div.jp-Cell-Placeholder-h1 {
+ top: 20px;
+ height: 20px;
+ left: 15px;
+ width: 150px;
+}
+
+div.jp-Cell-Placeholder-h2 {
+ left: 15px;
+ top: 50px;
+ height: 10px;
+ width: 100px;
+}
+
+div.jp-Cell-Placeholder-content-1,
+div.jp-Cell-Placeholder-content-2,
+div.jp-Cell-Placeholder-content-3 {
+ left: 15px;
+ right: 15px;
+ height: 10px;
+}
+
+div.jp-Cell-Placeholder-content-1 {
+ top: 100px;
+}
+
+div.jp-Cell-Placeholder-content-2 {
+ top: 120px;
+}
+
+div.jp-Cell-Placeholder-content-3 {
+ top: 140px;
+}
+
+</style>
+<style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+The following CSS variables define the main, public API for styling JupyterLab.
+These variables should be used by all plugins wherever possible. In other
+words, plugins should not define custom colors, sizes, etc unless absolutely
+necessary. This enables users to change the visual theme of JupyterLab
+by changing these variables.
+
+Many variables appear in an ordered sequence (0,1,2,3). These sequences
+are designed to work well together, so for example, `--jp-border-color1` should
+be used with `--jp-layout-color1`. The numbers have the following meanings:
+
+* 0: super-primary, reserved for special emphasis
+* 1: primary, most important under normal situations
+* 2: secondary, next most important under normal situations
+* 3: tertiary, next most important under normal situations
+
+Throughout JupyterLab, we are mostly following principles from Google's
+Material Design when selecting colors. We are not, however, following
+all of MD as it is not optimized for dense, information rich UIs.
+*/
+
+:root {
+ /* 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: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+ 0 1px 1px 0 var(--jp-shadow-penumbra-color),
+ 0 1px 3px 0 var(--jp-shadow-ambient-color);
+ --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+ 0 2px 2px 0 var(--jp-shadow-penumbra-color),
+ 0 1px 5px 0 var(--jp-shadow-ambient-color);
+ --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+ 0 4px 5px 0 var(--jp-shadow-penumbra-color),
+ 0 1px 10px 0 var(--jp-shadow-ambient-color);
+ --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+ 0 6px 10px 0 var(--jp-shadow-penumbra-color),
+ 0 1px 18px 0 var(--jp-shadow-ambient-color);
+ --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+ 0 8px 10px 1px var(--jp-shadow-penumbra-color),
+ 0 3px 14px 2px var(--jp-shadow-ambient-color);
+ --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+ 0 12px 17px 2px var(--jp-shadow-penumbra-color),
+ 0 5px 22px 4px var(--jp-shadow-ambient-color);
+ --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+ 0 16px 24px 2px var(--jp-shadow-penumbra-color),
+ 0 6px 30px 5px var(--jp-shadow-ambient-color);
+ --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+ 0 20px 31px 3px var(--jp-shadow-penumbra-color),
+ 0 8px 38px 7px var(--jp-shadow-ambient-color);
+ --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+ 0 24px 38px 3px var(--jp-shadow-penumbra-color),
+ 0 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-inverse-border-color: var(--md-grey-600);
+ --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: system-ui, -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-900);
+ --jp-content-font-family: system-ui, -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;
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+}
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+<!-- End of mermaid configuration --></head>
+<body class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+<main><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="c1"># %pip install pandas</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h1 id="Tidy-Data">Tidy Data<a class="anchor-link" href="#Tidy-Data">¶</a></h1><ul>
+<li><ol>
+<li>Each Variable forms a column.</li>
+</ol>
+</li>
+<li><ol start="2">
+<li>Each observation forms a row.</li>
+</ol>
+</li>
+<li><ol start="3">
+<li>Each type of observation unit forms a table</li>
+</ol>
+</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Praktikum:--Weather-data">Praktikum: Weather data<a class="anchor-link" href="#Praktikum:--Weather-data">¶</a></h2>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">colspecs</span> <span class="o">=</span> <span class="p">[(</span><span class="mi">0</span><span class="p">,</span><span class="mi">11</span><span class="p">)</span> <span class="p">,(</span><span class="mi">11</span><span class="p">,</span><span class="mi">15</span><span class="p">),(</span><span class="mi">15</span><span class="p">,</span><span class="mi">17</span><span class="p">),(</span><span class="mi">17</span><span class="p">,</span><span class="mi">21</span><span class="p">)]</span>
+<span class="n">colspecs</span> <span class="o">=</span> <span class="n">colspecs</span> <span class="o">+</span> <span class="p">[(</span><span class="mi">21</span><span class="o">+</span><span class="mi">8</span><span class="o">*</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span> <span class="mi">28</span><span class="o">+</span><span class="mi">8</span><span class="o">*</span><span class="n">i</span> <span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">31</span><span class="p">)</span> <span class="p">]</span>
+<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_fwf</span><span class="p">(</span><span class="s2">"weather.txt"</span><span class="p">,</span> <span class="n">colspecs</span><span class="o">=</span><span class="n">colspecs</span><span class="p">)</span>
+<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div>
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
+<div>
+<style scoped="">
+ .dataframe tbody tr th:only-of-type {
+ vertical-align: middle;
+ }
+
+ .dataframe tbody tr th {
+ vertical-align: top;
+ }
+
+ .dataframe thead th {
+ text-align: right;
+ }
+</style>
+<table border="1" class="dataframe">
+<thead>
+<tr style="text-align: right;">
+<th></th>
+<th>MX000017004</th>
+<th>1955</th>
+<th>04</th>
+<th>TMAX</th>
+<th>310</th>
+<th>310.1</th>
+<th>310.2</th>
+<th>320</th>
+<th>330</th>
+<th>320.1</th>
+<th>...</th>
+<th>330.5</th>
+<th>330.6</th>
+<th>330.7</th>
+<th>330.8</th>
+<th>330.9</th>
+<th>330.10</th>
+<th>340</th>
+<th>330.11</th>
+<th>320.9</th>
+<th>9999</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<th>0</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>TMIN</td>
+<td>150</td>
+<td>150</td>
+<td>160</td>
+<td>150</td>
+<td>160</td>
+<td>160</td>
+<td>...</td>
+<td>170</td>
+<td>170</td>
+<td>170</td>
+<td>180</td>
+<td>190</td>
+<td>190</td>
+<td>170</td>
+<td>180</td>
+<td>160</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>1</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>PRCP</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>...</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>6</td>
+<td>9999</td>
+</tr>
+</tbody>
+</table>
+<p>2 rows × 35 columns</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Add-Columns-'s-name">Add Columns 's name<a class="anchor-link" href="#Add-Columns-'s-name">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"LAND_ID"</span><span class="p">,</span> <span class="s2">"YEAR"</span><span class="p">,</span> <span class="s2">"MONTH"</span><span class="p">,</span> <span class="s2">"VARIABLE"</span><span class="p">]</span><span class="o">+</span><span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">31</span><span class="p">)]</span>
+<span class="n">df</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div>
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
+<div>
+<style scoped="">
+ .dataframe tbody tr th:only-of-type {
+ vertical-align: middle;
+ }
+
+ .dataframe tbody tr th {
+ vertical-align: top;
+ }
+
+ .dataframe thead th {
+ text-align: right;
+ }
+</style>
+<table border="1" class="dataframe">
+<thead>
+<tr style="text-align: right;">
+<th></th>
+<th>LAND_ID</th>
+<th>YEAR</th>
+<th>MONTH</th>
+<th>VARIABLE</th>
+<th>0</th>
+<th>1</th>
+<th>2</th>
+<th>3</th>
+<th>4</th>
+<th>5</th>
+<th>...</th>
+<th>21</th>
+<th>22</th>
+<th>23</th>
+<th>24</th>
+<th>25</th>
+<th>26</th>
+<th>27</th>
+<th>28</th>
+<th>29</th>
+<th>30</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<th>0</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>TMIN</td>
+<td>150</td>
+<td>150</td>
+<td>160</td>
+<td>150</td>
+<td>160</td>
+<td>160</td>
+<td>...</td>
+<td>170</td>
+<td>170</td>
+<td>170</td>
+<td>180</td>
+<td>190</td>
+<td>190</td>
+<td>170</td>
+<td>180</td>
+<td>160</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>1</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>PRCP</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>...</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>6</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>2</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>5</td>
+<td>TMAX</td>
+<td>310</td>
+<td>310</td>
+<td>310</td>
+<td>300</td>
+<td>300</td>
+<td>300</td>
+<td>...</td>
+<td>330</td>
+<td>340</td>
+<td>350</td>
+<td>330</td>
+<td>310</td>
+<td>310</td>
+<td>320</td>
+<td>310</td>
+<td>300</td>
+<td>290</td>
+</tr>
+<tr>
+<th>3</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>5</td>
+<td>TMIN</td>
+<td>200</td>
+<td>160</td>
+<td>160</td>
+<td>150</td>
+<td>150</td>
+<td>150</td>
+<td>...</td>
+<td>170</td>
+<td>190</td>
+<td>190</td>
+<td>190</td>
+<td>180</td>
+<td>160</td>
+<td>150</td>
+<td>170</td>
+<td>150</td>
+<td>160</td>
+</tr>
+<tr>
+<th>4</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>5</td>
+<td>PRCP</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>...</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>142</td>
+<td>0</td>
+<td>54</td>
+<td>0</td>
+<td>46</td>
+</tr>
+<tr>
+<th>...</th>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+</tr>
+<tr>
+<th>1708</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>3</td>
+<td>TMIN</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>148</td>
+<td>9999</td>
+<td>...</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>162</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>170</td>
+</tr>
+<tr>
+<th>1709</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>3</td>
+<td>PRCP</td>
+<td>0</td>
+<td>9999</td>
+<td>0</td>
+<td>0</td>
+<td>0</td>
+<td>9999</td>
+<td>...</td>
+<td>0</td>
+<td>9999</td>
+<td>0</td>
+<td>9999</td>
+<td>0</td>
+<td>9999</td>
+<td>9999</td>
+<td>0</td>
+<td>9999</td>
+<td>0</td>
+</tr>
+<tr>
+<th>1710</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>TMAX</td>
+<td>9999</td>
+<td>350</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>...</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>1711</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>TMIN</td>
+<td>9999</td>
+<td>168</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>...</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>1712</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>PRCP</td>
+<td>0</td>
+<td>0</td>
+<td>9999</td>
+<td>9999</td>
+<td>0</td>
+<td>0</td>
+<td>...</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+</tr>
+</tbody>
+</table>
+<p>1713 rows × 35 columns</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Problem:">Problem:<a class="anchor-link" href="#Problem:">¶</a></h3><ol>
+<li>Columns header are values, not variable names</li>
+<li>"VARIABLE" column store multiple variables</li>
+</ol>
+<h3 id="L%C3%B6sungsweg:">Lösungsweg:<a class="anchor-link" href="#L%C3%B6sungsweg:">¶</a></h3><ol>
+<li>0,1,...30 should be values (days value) instead of column. (melt)</li>
+<li>values in "VARIABLE" should be spread into 3 Columns : PRCP, TMAX, TMIN (pivot_table)</li>
+</ol>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h1 id="Melt--(from-wide-data-to-long-data)">Melt (from wide data to long data)<a class="anchor-link" href="#Melt--(from-wide-data-to-long-data)">¶</a></h1>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">melt_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">melt</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">id_vars</span><span class="o">=</span><span class="p">[</span><span class="s2">"LAND_ID"</span><span class="p">,</span><span class="s2">"YEAR"</span><span class="p">,</span> <span class="s2">"MONTH"</span><span class="p">,</span> <span class="s2">"VARIABLE"</span><span class="p">],</span> <span class="n">var_name</span><span class="o">=</span><span class="s2">"DAY"</span><span class="p">,</span> <span class="n">value_name</span><span class="o">=</span><span class="s2">"TEMP"</span><span class="p">)</span>
+<span class="n">melt_df</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div>
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
+<div>
+<style scoped="">
+ .dataframe tbody tr th:only-of-type {
+ vertical-align: middle;
+ }
+
+ .dataframe tbody tr th {
+ vertical-align: top;
+ }
+
+ .dataframe thead th {
+ text-align: right;
+ }
+</style>
+<table border="1" class="dataframe">
+<thead>
+<tr style="text-align: right;">
+<th></th>
+<th>LAND_ID</th>
+<th>YEAR</th>
+<th>MONTH</th>
+<th>VARIABLE</th>
+<th>DAY</th>
+<th>TEMP</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<th>0</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>TMIN</td>
+<td>0</td>
+<td>150</td>
+</tr>
+<tr>
+<th>1</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>PRCP</td>
+<td>0</td>
+<td>0</td>
+</tr>
+<tr>
+<th>2</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>5</td>
+<td>TMAX</td>
+<td>0</td>
+<td>310</td>
+</tr>
+<tr>
+<th>3</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>5</td>
+<td>TMIN</td>
+<td>0</td>
+<td>200</td>
+</tr>
+<tr>
+<th>4</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>5</td>
+<td>PRCP</td>
+<td>0</td>
+<td>0</td>
+</tr>
+<tr>
+<th>...</th>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+</tr>
+<tr>
+<th>53098</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>3</td>
+<td>TMIN</td>
+<td>30</td>
+<td>170</td>
+</tr>
+<tr>
+<th>53099</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>3</td>
+<td>PRCP</td>
+<td>30</td>
+<td>0</td>
+</tr>
+<tr>
+<th>53100</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>TMAX</td>
+<td>30</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>53101</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>TMIN</td>
+<td>30</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>53102</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>PRCP</td>
+<td>30</td>
+<td>9999</td>
+</tr>
+</tbody>
+</table>
+<p>53103 rows × 6 columns</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h1 id="Pivot-(from-long-to-wide)">Pivot (from long to wide)<a class="anchor-link" href="#Pivot-(from-long-to-wide)">¶</a></h1><ul>
+<li>Achtung: hier funktioniert nur .pivot, nicht .pivot_table !!</li>
+</ul>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-ipython3"><pre><span></span><span class="n">melt_df</span><span class="o">.</span><span class="n">pivot</span><span class="p">(</span><span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s2">"LAND_ID"</span><span class="p">,</span> <span class="s2">"YEAR"</span><span class="p">,</span> <span class="s2">"MONTH"</span><span class="p">,</span> <span class="s2">"DAY"</span><span class="p">],</span> <span class="n">columns</span> <span class="o">=</span> <span class="s2">"VARIABLE"</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s2">"TEMP"</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+<div class="jp-OutputArea jp-Cell-outputArea">
+<div class="jp-OutputArea-child jp-OutputArea-executeResult">
+<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[ ]:</div>
+<div class="jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/html" tabindex="0">
+<div>
+<style scoped="">
+ .dataframe tbody tr th:only-of-type {
+ vertical-align: middle;
+ }
+
+ .dataframe tbody tr th {
+ vertical-align: top;
+ }
+
+ .dataframe thead th {
+ text-align: right;
+ }
+</style>
+<table border="1" class="dataframe">
+<thead>
+<tr style="text-align: right;">
+<th>VARIABLE</th>
+<th>LAND_ID</th>
+<th>YEAR</th>
+<th>MONTH</th>
+<th>DAY</th>
+<th>PRCP</th>
+<th>TMAX</th>
+<th>TMIN</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<th>0</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>0</td>
+<td>0</td>
+<td>NaN</td>
+<td>150</td>
+</tr>
+<tr>
+<th>1</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>1</td>
+<td>0</td>
+<td>NaN</td>
+<td>150</td>
+</tr>
+<tr>
+<th>2</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>2</td>
+<td>0</td>
+<td>NaN</td>
+<td>160</td>
+</tr>
+<tr>
+<th>3</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>3</td>
+<td>0</td>
+<td>NaN</td>
+<td>150</td>
+</tr>
+<tr>
+<th>4</th>
+<td>MX000017004</td>
+<td>1955</td>
+<td>4</td>
+<td>4</td>
+<td>0</td>
+<td>NaN</td>
+<td>160</td>
+</tr>
+<tr>
+<th>...</th>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+<td>...</td>
+</tr>
+<tr>
+<th>18192</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>26</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>18193</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>27</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>18194</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>28</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>18195</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>29</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+</tr>
+<tr>
+<th>18196</th>
+<td>MX000017004</td>
+<td>2011</td>
+<td>4</td>
+<td>30</td>
+<td>9999</td>
+<td>9999</td>
+<td>9999</td>
+</tr>
+</tbody>
+</table>
+<p>18197 rows × 7 columns</p>
+</div>
+</div>
+</div>
+</div>
+</div>
+</div>
+</main>
+</body>
+</html>
diff --git a/Praktikum/Praktikum1.ipynb b/Praktikum/Praktikum1.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..87559ce02fbd2b1dfe8eb9e0ae5a3c99fe79eaea
--- /dev/null
+++ b/Praktikum/Praktikum1.ipynb
@@ -0,0 +1,918 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# %pip install pandas\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Tidy Data\n",
+ "- 1. Each Variable forms a column.\n",
+ "- 2. Each observation forms a row.\n",
+ "- 3. Each type of observation unit forms a table"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Praktikum: Weather data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>MX000017004</th>\n",
+ " <th>1955</th>\n",
+ " <th>04</th>\n",
+ " <th>TMAX</th>\n",
+ " <th>310</th>\n",
+ " <th>310.1</th>\n",
+ " <th>310.2</th>\n",
+ " <th>320</th>\n",
+ " <th>330</th>\n",
+ " <th>320.1</th>\n",
+ " <th>...</th>\n",
+ " <th>330.5</th>\n",
+ " <th>330.6</th>\n",
+ " <th>330.7</th>\n",
+ " <th>330.8</th>\n",
+ " <th>330.9</th>\n",
+ " <th>330.10</th>\n",
+ " <th>340</th>\n",
+ " <th>330.11</th>\n",
+ " <th>320.9</th>\n",
+ " <th>9999</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>TMIN</td>\n",
+ " <td>150</td>\n",
+ " <td>150</td>\n",
+ " <td>160</td>\n",
+ " <td>150</td>\n",
+ " <td>160</td>\n",
+ " <td>160</td>\n",
+ " <td>...</td>\n",
+ " <td>170</td>\n",
+ " <td>170</td>\n",
+ " <td>170</td>\n",
+ " <td>180</td>\n",
+ " <td>190</td>\n",
+ " <td>190</td>\n",
+ " <td>170</td>\n",
+ " <td>180</td>\n",
+ " <td>160</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>PRCP</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>6</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>2 rows × 35 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " MX000017004 1955 04 TMAX 310 310.1 310.2 320 330 320.1 ... 330.5 \\\n",
+ "0 MX000017004 1955 4 TMIN 150 150 160 150 160 160 ... 170 \n",
+ "1 MX000017004 1955 4 PRCP 0 0 0 0 0 0 ... 0 \n",
+ "\n",
+ " 330.6 330.7 330.8 330.9 330.10 340 330.11 320.9 9999 \n",
+ "0 170 170 180 190 190 170 180 160 9999 \n",
+ "1 0 0 0 0 0 0 0 6 9999 \n",
+ "\n",
+ "[2 rows x 35 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "colspecs = [(0,11) ,(11,15),(15,17),(17,21)]\n",
+ "colspecs = colspecs + [(21+8*i+1, 28+8*i ) for i in range(31) ]\n",
+ "df = pd.read_fwf(\"weather.txt\", colspecs=colspecs)\n",
+ "df.head(2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Add Columns 's name"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>LAND_ID</th>\n",
+ " <th>YEAR</th>\n",
+ " <th>MONTH</th>\n",
+ " <th>VARIABLE</th>\n",
+ " <th>0</th>\n",
+ " <th>1</th>\n",
+ " <th>2</th>\n",
+ " <th>3</th>\n",
+ " <th>4</th>\n",
+ " <th>5</th>\n",
+ " <th>...</th>\n",
+ " <th>21</th>\n",
+ " <th>22</th>\n",
+ " <th>23</th>\n",
+ " <th>24</th>\n",
+ " <th>25</th>\n",
+ " <th>26</th>\n",
+ " <th>27</th>\n",
+ " <th>28</th>\n",
+ " <th>29</th>\n",
+ " <th>30</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>TMIN</td>\n",
+ " <td>150</td>\n",
+ " <td>150</td>\n",
+ " <td>160</td>\n",
+ " <td>150</td>\n",
+ " <td>160</td>\n",
+ " <td>160</td>\n",
+ " <td>...</td>\n",
+ " <td>170</td>\n",
+ " <td>170</td>\n",
+ " <td>170</td>\n",
+ " <td>180</td>\n",
+ " <td>190</td>\n",
+ " <td>190</td>\n",
+ " <td>170</td>\n",
+ " <td>180</td>\n",
+ " <td>160</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>PRCP</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>6</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>5</td>\n",
+ " <td>TMAX</td>\n",
+ " <td>310</td>\n",
+ " <td>310</td>\n",
+ " <td>310</td>\n",
+ " <td>300</td>\n",
+ " <td>300</td>\n",
+ " <td>300</td>\n",
+ " <td>...</td>\n",
+ " <td>330</td>\n",
+ " <td>340</td>\n",
+ " <td>350</td>\n",
+ " <td>330</td>\n",
+ " <td>310</td>\n",
+ " <td>310</td>\n",
+ " <td>320</td>\n",
+ " <td>310</td>\n",
+ " <td>300</td>\n",
+ " <td>290</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>5</td>\n",
+ " <td>TMIN</td>\n",
+ " <td>200</td>\n",
+ " <td>160</td>\n",
+ " <td>160</td>\n",
+ " <td>150</td>\n",
+ " <td>150</td>\n",
+ " <td>150</td>\n",
+ " <td>...</td>\n",
+ " <td>170</td>\n",
+ " <td>190</td>\n",
+ " <td>190</td>\n",
+ " <td>190</td>\n",
+ " <td>180</td>\n",
+ " <td>160</td>\n",
+ " <td>150</td>\n",
+ " <td>170</td>\n",
+ " <td>150</td>\n",
+ " <td>160</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>5</td>\n",
+ " <td>PRCP</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>142</td>\n",
+ " <td>0</td>\n",
+ " <td>54</td>\n",
+ " <td>0</td>\n",
+ " <td>46</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1708</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>3</td>\n",
+ " <td>TMIN</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>148</td>\n",
+ " <td>9999</td>\n",
+ " <td>...</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>162</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>170</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1709</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>3</td>\n",
+ " <td>PRCP</td>\n",
+ " <td>0</td>\n",
+ " <td>9999</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>9999</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>9999</td>\n",
+ " <td>0</td>\n",
+ " <td>9999</td>\n",
+ " <td>0</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>0</td>\n",
+ " <td>9999</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1710</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>TMAX</td>\n",
+ " <td>9999</td>\n",
+ " <td>350</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>...</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1711</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>TMIN</td>\n",
+ " <td>9999</td>\n",
+ " <td>168</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>...</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1712</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>PRCP</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>...</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1713 rows × 35 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " LAND_ID YEAR MONTH VARIABLE 0 1 2 3 4 5 \\\n",
+ "0 MX000017004 1955 4 TMIN 150 150 160 150 160 160 \n",
+ "1 MX000017004 1955 4 PRCP 0 0 0 0 0 0 \n",
+ "2 MX000017004 1955 5 TMAX 310 310 310 300 300 300 \n",
+ "3 MX000017004 1955 5 TMIN 200 160 160 150 150 150 \n",
+ "4 MX000017004 1955 5 PRCP 0 0 0 0 0 0 \n",
+ "... ... ... ... ... ... ... ... ... ... ... \n",
+ "1708 MX000017004 2011 3 TMIN 9999 9999 9999 9999 148 9999 \n",
+ "1709 MX000017004 2011 3 PRCP 0 9999 0 0 0 9999 \n",
+ "1710 MX000017004 2011 4 TMAX 9999 350 9999 9999 9999 9999 \n",
+ "1711 MX000017004 2011 4 TMIN 9999 168 9999 9999 9999 9999 \n",
+ "1712 MX000017004 2011 4 PRCP 0 0 9999 9999 0 0 \n",
+ "\n",
+ " ... 21 22 23 24 25 26 27 28 29 30 \n",
+ "0 ... 170 170 170 180 190 190 170 180 160 9999 \n",
+ "1 ... 0 0 0 0 0 0 0 0 6 9999 \n",
+ "2 ... 330 340 350 330 310 310 320 310 300 290 \n",
+ "3 ... 170 190 190 190 180 160 150 170 150 160 \n",
+ "4 ... 0 0 0 0 0 142 0 54 0 46 \n",
+ "... ... ... ... ... ... ... ... ... ... ... ... \n",
+ "1708 ... 9999 9999 9999 9999 162 9999 9999 9999 9999 170 \n",
+ "1709 ... 0 9999 0 9999 0 9999 9999 0 9999 0 \n",
+ "1710 ... 9999 9999 9999 9999 9999 9999 9999 9999 9999 9999 \n",
+ "1711 ... 9999 9999 9999 9999 9999 9999 9999 9999 9999 9999 \n",
+ "1712 ... 9999 9999 9999 9999 9999 9999 9999 9999 9999 9999 \n",
+ "\n",
+ "[1713 rows x 35 columns]"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.columns = [\"LAND_ID\", \"YEAR\", \"MONTH\", \"VARIABLE\"]+[i for i in range(31)]\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Problem:\n",
+ "1. Columns header are values, not variable names\n",
+ "2. \"VARIABLE\" column store multiple variables\n",
+ "\n",
+ "### Lösungsweg:\n",
+ "\n",
+ "1. 0,1,...30 should be values (days value) instead of column. (melt)\n",
+ "2. values in \"VARIABLE\" should be spread into 3 Columns : PRCP, TMAX, TMIN (pivot_table)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Melt (from wide data to long data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>LAND_ID</th>\n",
+ " <th>YEAR</th>\n",
+ " <th>MONTH</th>\n",
+ " <th>VARIABLE</th>\n",
+ " <th>DAY</th>\n",
+ " <th>TEMP</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>TMIN</td>\n",
+ " <td>0</td>\n",
+ " <td>150</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>PRCP</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>5</td>\n",
+ " <td>TMAX</td>\n",
+ " <td>0</td>\n",
+ " <td>310</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>5</td>\n",
+ " <td>TMIN</td>\n",
+ " <td>0</td>\n",
+ " <td>200</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>5</td>\n",
+ " <td>PRCP</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>53098</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>3</td>\n",
+ " <td>TMIN</td>\n",
+ " <td>30</td>\n",
+ " <td>170</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>53099</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>3</td>\n",
+ " <td>PRCP</td>\n",
+ " <td>30</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>53100</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>TMAX</td>\n",
+ " <td>30</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>53101</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>TMIN</td>\n",
+ " <td>30</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>53102</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>PRCP</td>\n",
+ " <td>30</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>53103 rows × 6 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " LAND_ID YEAR MONTH VARIABLE DAY TEMP\n",
+ "0 MX000017004 1955 4 TMIN 0 150\n",
+ "1 MX000017004 1955 4 PRCP 0 0\n",
+ "2 MX000017004 1955 5 TMAX 0 310\n",
+ "3 MX000017004 1955 5 TMIN 0 200\n",
+ "4 MX000017004 1955 5 PRCP 0 0\n",
+ "... ... ... ... ... .. ...\n",
+ "53098 MX000017004 2011 3 TMIN 30 170\n",
+ "53099 MX000017004 2011 3 PRCP 30 0\n",
+ "53100 MX000017004 2011 4 TMAX 30 9999\n",
+ "53101 MX000017004 2011 4 TMIN 30 9999\n",
+ "53102 MX000017004 2011 4 PRCP 30 9999\n",
+ "\n",
+ "[53103 rows x 6 columns]"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "melt_df = pd.melt(df, id_vars=[\"LAND_ID\",\"YEAR\", \"MONTH\", \"VARIABLE\"], var_name=\"DAY\", value_name=\"TEMP\")\n",
+ "melt_df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Pivot (from long to wide)\n",
+ "\n",
+ "- Achtung: hier funktioniert nur .pivot, nicht .pivot_table !!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th>VARIABLE</th>\n",
+ " <th>LAND_ID</th>\n",
+ " <th>YEAR</th>\n",
+ " <th>MONTH</th>\n",
+ " <th>DAY</th>\n",
+ " <th>PRCP</th>\n",
+ " <th>TMAX</th>\n",
+ " <th>TMIN</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>150</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>150</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>2</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>160</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>3</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>150</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>1955</td>\n",
+ " <td>4</td>\n",
+ " <td>4</td>\n",
+ " <td>0</td>\n",
+ " <td>NaN</td>\n",
+ " <td>160</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18192</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>26</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18193</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>27</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18194</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>28</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18195</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>29</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18196</th>\n",
+ " <td>MX000017004</td>\n",
+ " <td>2011</td>\n",
+ " <td>4</td>\n",
+ " <td>30</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " <td>9999</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>18197 rows × 7 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "VARIABLE LAND_ID YEAR MONTH DAY PRCP TMAX TMIN\n",
+ "0 MX000017004 1955 4 0 0 NaN 150\n",
+ "1 MX000017004 1955 4 1 0 NaN 150\n",
+ "2 MX000017004 1955 4 2 0 NaN 160\n",
+ "3 MX000017004 1955 4 3 0 NaN 150\n",
+ "4 MX000017004 1955 4 4 0 NaN 160\n",
+ "... ... ... ... ... ... ... ...\n",
+ "18192 MX000017004 2011 4 26 9999 9999 9999\n",
+ "18193 MX000017004 2011 4 27 9999 9999 9999\n",
+ "18194 MX000017004 2011 4 28 9999 9999 9999\n",
+ "18195 MX000017004 2011 4 29 9999 9999 9999\n",
+ "18196 MX000017004 2011 4 30 9999 9999 9999\n",
+ "\n",
+ "[18197 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "melt_df.pivot(index=[\"LAND_ID\", \"YEAR\", \"MONTH\", \"DAY\"], columns = \"VARIABLE\", values=\"TEMP\").reset_index()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "tutorial-env",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Praktikum/Praktikum1.pdf b/Praktikum/Praktikum1.pdf
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index 0000000000000000000000000000000000000000..a280a57c01755608c5878db9cce382743ba4a269
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diff --git a/Praktikum/Praktikum2.ipynb b/Praktikum/Praktikum2.ipynb
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+++ b/Praktikum/Praktikum2.ipynb
@@ -0,0 +1,415 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Praktikum 2\n",
+ "\n",
+ "Ihr Projektziel ist es, ein Modell zu trainieren, dass die Ergebnisse des nächsten NHL Spieltages vorhersagt.\n",
+ "\n",
+ "Heute sollen Sie einen Trainingsdatensatz zusammen stellen.\n",
+ "\n",
+ "Erstellen Sie dazu eine Tabelle der Spiele der NHL Saison 2017/2018.\n",
+ "\n",
+ "Eine Doku der API finden Sie auf folgenden Seiten:\n",
+ "\n",
+ "https://gitlab.com/dword4/nhlapi/-/blob/master/new-api.md\n",
+ "\n",
+ "Die Tabelle soll eine Zeile pro Spiel enthalten.\n",
+ "\n",
+ " \n",
+ "\n",
+ "Tipps zum vorgehen:\n",
+ "\n",
+ "Starten Sie mit dem Endpunkt http://api-web.nhle.com/v1/schedule/now\n",
+ "Finden Sie heraus, wie die GameIDs generiert sind\n",
+ "Rufen Sie rekursiv https://api-web.nhle.com/v1/gamecenter/GAME_ID/boxscore auf\n",
+ " \n",
+ "\n",
+ "Pro Spiel sollen Sie die wichtigsten Statistiken des Spiels hinzufügen (Endpunkt /boxscore)\n",
+ "\n",
+ "Entfernen Sie Spalten, die Sie für nicht relevant halten.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>date</th>\n",
+ " <th>dayAbbrev</th>\n",
+ " <th>numberOfGames</th>\n",
+ " <th>games</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>2017-01-01</td>\n",
+ " <td>SUN</td>\n",
+ " <td>3</td>\n",
+ " <td>[{'id': 2016020559, 'season': 20162017, 'gameT...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2017-01-02</td>\n",
+ " <td>MON</td>\n",
+ " <td>3</td>\n",
+ " <td>[{'id': 2016020562, 'season': 20162017, 'gameT...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2017-01-03</td>\n",
+ " <td>TUE</td>\n",
+ " <td>7</td>\n",
+ " <td>[{'id': 2016020565, 'season': 20162017, 'gameT...</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " date dayAbbrev numberOfGames \\\n",
+ "0 2017-01-01 SUN 3 \n",
+ "1 2017-01-02 MON 3 \n",
+ "2 2017-01-03 TUE 7 \n",
+ "\n",
+ " games \n",
+ "0 [{'id': 2016020559, 'season': 20162017, 'gameT... \n",
+ "1 [{'id': 2016020562, 'season': 20162017, 'gameT... \n",
+ "2 [{'id': 2016020565, 'season': 20162017, 'gameT... "
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import urllib3\n",
+ "import requests\n",
+ "import pandas as pd\n",
+ "\n",
+ "date = \"2017-01-01\"\n",
+ "base = \"http://api-web.nhle.com/v1/schedule/\"\n",
+ "response = requests.get(base + date)\n",
+ "json_data = response.json()\n",
+ "data = response.json()\n",
+ "# df = pd.json_normalize(data[\"gameWeek\"], \"games\")\n",
+ "df = pd.json_normalize(data[\"gameWeek\"])\n",
+ "\n",
+ "#df = pd.json_normalize(data)\n",
+ "df.head(3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\trann\\AppData\\Local\\Temp\\ipykernel_27940\\159042035.py:4: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+ " id_series = pd.Series()\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0 2017010001\n",
+ "0 2017010003\n",
+ "1 2017010002\n",
+ "2 2017010005\n",
+ "3 2017010009\n",
+ " ... \n",
+ "0 2017030411\n",
+ "1 2017030412\n",
+ "2 2017030413\n",
+ "0 2017030414\n",
+ "1 2017030415\n",
+ "Length: 1466, dtype: int64\n"
+ ]
+ }
+ ],
+ "source": [
+ "date = \"2017-01-01\"\n",
+ "base = \"http://api-web.nhle.com/v1/schedule/\"\n",
+ "\n",
+ "# generate all game id that in season 2017/2018\n",
+ "id_series = pd.Series()\n",
+ "while pd.Series(date[:4]).isin([\"2017\",\"2018\"]).all():\n",
+ " response = requests.get(base + date)\n",
+ " json_data = response.json()\n",
+ " data = response.json()\n",
+ " df = pd.json_normalize(data)\n",
+ " date = df.nextStartDate.values[0]\n",
+ " \n",
+ " df_games = pd.json_normalize(data[\"gameWeek\"], \"games\")\n",
+ " id_ss20172018 = df_games[df_games.season == 20172018].id\n",
+ " id_series = pd.concat([id_series, id_ss20172018])\n",
+ " \n",
+ "print(id_series)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 106,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'2018-06-07'"
+ ]
+ },
+ "execution_count": 106,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "base = \"https://api-web.nhle.com/v1/gamecenter/2017030415/boxscore\"\n",
+ "response = requests.get(base)\n",
+ "json_data = response.json()\n",
+ "data = response.json()\n",
+ "# df = pd.json_normalize(data[\"playerByGameStats\"][\"awayTeam\"], \"forwards\")\n",
+ "# df = pd.json_normalize(data[\"summary\"][\"gameInfo\"][\"homeTeam\"][\"headCoach\"])\n",
+ "# df = pd.json_normalize(data[\"gameOutcome\"])\n",
+ "# df = pd.json_normalize(data)[\"gameDate\"].values[0]\n",
+ "# df = pd.json_normalize(data[\"awayTeam\"][\"name\"]).default.values[0]\n",
+ "# df = pd.json_normalize(data[\"homeTeam\"][\"name\"])\n",
+ "df = pd.json_normalize(data[\"summary\"][\"linescore\"][\"totals\"])[\"away\"].values[0]\n",
+ "\n",
+ "\n",
+ "df\n",
+ "pd.json_normalize(data)[\"gameDate\"].values[0]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Game Date</th>\n",
+ " <th>awayTeam</th>\n",
+ " <th>homeTeam</th>\n",
+ " <th>awayTeam_Score</th>\n",
+ " <th>homeTeam_Score</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2017010001</th>\n",
+ " <td>2017-09-16</td>\n",
+ " <td>Canucks</td>\n",
+ " <td>Kings</td>\n",
+ " <td>4</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017010003</th>\n",
+ " <td>2017-09-17</td>\n",
+ " <td>Flyers</td>\n",
+ " <td>Islanders</td>\n",
+ " <td>2</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017010002</th>\n",
+ " <td>2017-09-17</td>\n",
+ " <td>Golden Knights</td>\n",
+ " <td>Canucks</td>\n",
+ " <td>9</td>\n",
+ " <td>4</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017010005</th>\n",
+ " <td>2017-09-18</td>\n",
+ " <td>Hurricanes</td>\n",
+ " <td>Sabres</td>\n",
+ " <td>3</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017010009</th>\n",
+ " <td>2017-09-18</td>\n",
+ " <td>Canadiens</td>\n",
+ " <td>Bruins</td>\n",
+ " <td>2</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017030411</th>\n",
+ " <td>2018-05-28</td>\n",
+ " <td>Capitals</td>\n",
+ " <td>Golden Knights</td>\n",
+ " <td>4</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017030412</th>\n",
+ " <td>2018-05-30</td>\n",
+ " <td>Capitals</td>\n",
+ " <td>Golden Knights</td>\n",
+ " <td>3</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017030413</th>\n",
+ " <td>2018-06-02</td>\n",
+ " <td>Golden Knights</td>\n",
+ " <td>Capitals</td>\n",
+ " <td>1</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017030414</th>\n",
+ " <td>2018-06-04</td>\n",
+ " <td>Golden Knights</td>\n",
+ " <td>Capitals</td>\n",
+ " <td>2</td>\n",
+ " <td>6</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017030415</th>\n",
+ " <td>2018-06-07</td>\n",
+ " <td>Capitals</td>\n",
+ " <td>Golden Knights</td>\n",
+ " <td>4</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1466 rows × 5 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Game Date awayTeam homeTeam awayTeam_Score \\\n",
+ "2017010001 2017-09-16 Canucks Kings 4 \n",
+ "2017010003 2017-09-17 Flyers Islanders 2 \n",
+ "2017010002 2017-09-17 Golden Knights Canucks 9 \n",
+ "2017010005 2017-09-18 Hurricanes Sabres 3 \n",
+ "2017010009 2017-09-18 Canadiens Bruins 2 \n",
+ "... ... ... ... ... \n",
+ "2017030411 2018-05-28 Capitals Golden Knights 4 \n",
+ "2017030412 2018-05-30 Capitals Golden Knights 3 \n",
+ "2017030413 2018-06-02 Golden Knights Capitals 1 \n",
+ "2017030414 2018-06-04 Golden Knights Capitals 2 \n",
+ "2017030415 2018-06-07 Capitals Golden Knights 4 \n",
+ "\n",
+ " homeTeam_Score \n",
+ "2017010001 3 \n",
+ "2017010003 3 \n",
+ "2017010002 4 \n",
+ "2017010005 2 \n",
+ "2017010009 3 \n",
+ "... ... \n",
+ "2017030411 6 \n",
+ "2017030412 2 \n",
+ "2017030413 3 \n",
+ "2017030414 6 \n",
+ "2017030415 3 \n",
+ "\n",
+ "[1466 rows x 5 columns]"
+ ]
+ },
+ "execution_count": 109,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Game_df = pd.DataFrame(columns=[\"Game Date\", \"awayTeam\", \"homeTeam\", \"awayTeam_Score\", \"homeTeam_Score\"])\n",
+ "for GAME_ID in id_series:\n",
+ " base = f\"https://api-web.nhle.com/v1/gamecenter/{GAME_ID}/boxscore\"\n",
+ " response = requests.get(base)\n",
+ " json_data = response.json()\n",
+ " data = response.json()\n",
+ " \n",
+ " gamedate = pd.json_normalize(data)[\"gameDate\"].values[0]\n",
+ " awayTeam = pd.json_normalize(data[\"awayTeam\"][\"name\"]).default.values[0]\n",
+ " homeTeam = pd.json_normalize(data[\"homeTeam\"][\"name\"]).default.values[0]\n",
+ " awayTeam_Score = pd.json_normalize(data[\"summary\"][\"linescore\"][\"totals\"])[\"away\"].values[0]\n",
+ " homeTeam_Score = pd.json_normalize(data[\"summary\"][\"linescore\"][\"totals\"])[\"home\"].values[0]\n",
+ " \n",
+ " Game_df.loc[GAME_ID] = [gamedate, awayTeam, homeTeam, awayTeam_Score, homeTeam_Score]\n",
+ "Game_df"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/Praktikum/Praktikum2.pdf b/Praktikum/Praktikum2.pdf
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diff --git a/Praktikum/Praktikum3.ipynb b/Praktikum/Praktikum3.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/Praktikum/formulaone b/Praktikum/formulaone
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+++ b/Praktikum/formulaone
@@ -0,0 +1 @@
+Subproject commit 7a78334853d254ea56968449966e01537e8405aa
diff --git a/Praktikum/test.ipynb b/Praktikum/test.ipynb
new file mode 100644
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--- /dev/null
+++ b/Praktikum/test.ipynb
@@ -0,0 +1,1532 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: boto3 in c:\\users\\trann\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (1.26.48)\n",
+ "Requirement already satisfied: botocore<1.30.0,>=1.29.48 in c:\\users\\trann\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from boto3) (1.29.48)\n",
+ "Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in c:\\users\\trann\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from boto3) (1.0.1)\n",
+ "Requirement already satisfied: s3transfer<0.7.0,>=0.6.0 in c:\\users\\trann\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from boto3) (0.6.0)\n",
+ "Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in c:\\users\\trann\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from botocore<1.30.0,>=1.29.48->boto3) (2.8.2)\n",
+ "Requirement already satisfied: urllib3<1.27,>=1.25.4 in c:\\users\\trann\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from botocore<1.30.0,>=1.29.48->boto3) (1.26.0)\n",
+ "Requirement already satisfied: six>=1.5 in c:\\users\\trann\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (from python-dateutil<3.0.0,>=2.1->botocore<1.30.0,>=1.29.48->boto3) (1.15.0)\n",
+ "Note: you may need to restart the kernel to use updated packages.\n"
+ ]
+ }
+ ],
+ "source": [
+ "# %pip install boto3\n",
+ "# zip or url git-repo mit Zugriff-veröffenlich\n",
+ "import boto3\n",
+ "session = boto3.Session(\n",
+ " aws_access_key_id = 'AKIAU4GCMVBSQNMHYVO4', # acess key nicht in git landet: git ignore\n",
+ " aws_secret_access_key = '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'\n",
+ ")\n",
+ "\n",
+ "dynamo_resource = session.resource(\n",
+ " 'dynamodb', # Datenbank für Json-Datei\n",
+ " region_name='eu-west-1'\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "doc-example-table-movies\n",
+ "json_test\n"
+ ]
+ }
+ ],
+ "source": [
+ "tables = []\n",
+ "for table in dynamo_resource.tables.all(): # print all table in Databank\n",
+ " print(table.name)\n",
+ " tables.append(table)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "movies = dynamo_resource.Table('doc-example-table-movies') # Table Zugreifen"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'Item': {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Denzel Washington', 'Mark Wahlberg', 'Paula Patton'],\n",
+ " 'release_date': '2013-07-30T00:00:00Z',\n",
+ " 'plot': 'A DEA agent and a naval intelligence officer find themselves on the run after a botched attempt to infiltrate a drug cartel. While fleeing, they learn the secret of their shaky alliance: Neither knew that the other was an undercover agent.',\n",
+ " 'genres': ['Action', 'Comedy', 'Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNTQ5MTgzNDg4OF5BMl5BanBnXkFtZTcwMjAyODEzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Baltasar Kormakur'],\n",
+ " 'rating': Decimal('7'),\n",
+ " 'rank': Decimal('62'),\n",
+ " 'running_time_secs': Decimal('6540')},\n",
+ " 'title': '2 Guns'},\n",
+ " 'ResponseMetadata': {'RequestId': 'AE86TEUARBP9EL7M4NQ7PEF88FVV4KQNSO5AEMVJF66Q9ASUAAJG',\n",
+ " 'HTTPStatusCode': 200,\n",
+ " 'HTTPHeaders': {'server': 'Server',\n",
+ " 'date': 'Thu, 23 May 2024 15:52:47 GMT',\n",
+ " 'content-type': 'application/x-amz-json-1.0',\n",
+ " 'content-length': '779',\n",
+ " 'connection': 'keep-alive',\n",
+ " 'x-amzn-requestid': 'AE86TEUARBP9EL7M4NQ7PEF88FVV4KQNSO5AEMVJF66Q9ASUAAJG',\n",
+ " 'x-amz-crc32': '2663942632'},\n",
+ " 'RetryAttempts': 0}}"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "movies.get_item(Key={'year': 2013, 'title': '2 Guns'}) # Einzeln Daten auslesen"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'Items': [{'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Chiwetel Ejiofor',\n",
+ " 'Michael K. Williams',\n",
+ " 'Michael Fassbender'],\n",
+ " 'release_date': '2013-08-30T00:00:00Z',\n",
+ " 'plot': 'In the antebellum United States, Solomon Northup, a free black man from upstate New York, is abducted and sold into slavery.',\n",
+ " 'genres': ['Biography', 'Drama', 'History'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjExMTEzODkyN15BMl5BanBnXkFtZTcwNTU4NTc4OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Steve McQueen'],\n",
+ " 'rating': Decimal('7.7'),\n",
+ " 'rank': Decimal('44'),\n",
+ " 'running_time_secs': Decimal('7980')},\n",
+ " 'title': '12 Years a Slave'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Denzel Washington', 'Mark Wahlberg', 'Paula Patton'],\n",
+ " 'release_date': '2013-07-30T00:00:00Z',\n",
+ " 'plot': 'A DEA agent and a naval intelligence officer find themselves on the run after a botched attempt to infiltrate a drug cartel. While fleeing, they learn the secret of their shaky alliance: Neither knew that the other was an undercover agent.',\n",
+ " 'genres': ['Action', 'Comedy', 'Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNTQ5MTgzNDg4OF5BMl5BanBnXkFtZTcwMjAyODEzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Baltasar Kormakur'],\n",
+ " 'rating': Decimal('7'),\n",
+ " 'rank': Decimal('62'),\n",
+ " 'running_time_secs': Decimal('6540')},\n",
+ " 'title': '2 Guns'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Chadwick Boseman', 'T.R. Knight', 'Harrison Ford'],\n",
+ " 'release_date': '2013-04-12T00:00:00Z',\n",
+ " 'plot': 'The life story of Jackie Robinson and his history-making signing with the Brooklyn Dodgers under the guidance of team executive Branch Rickey.',\n",
+ " 'genres': ['Biography', 'Drama', 'Sport'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQwMDU4MDI3MV5BMl5BanBnXkFtZTcwMjU1NDgyOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Brian Helgeland'],\n",
+ " 'rating': Decimal('7.5'),\n",
+ " 'rank': Decimal('229'),\n",
+ " 'running_time_secs': Decimal('7680')},\n",
+ " 'title': '42'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Domhnall Gleeson', 'Rachel McAdams', 'Bill Nighy'],\n",
+ " 'release_date': '2013-06-27T00:00:00Z',\n",
+ " 'plot': 'At the age of 21, Tim discovers he can travel in time and change what happens and has happened in his own life. His decision to make his world a better place by getting a girlfriend turns out not to be as easy as you might think.',\n",
+ " 'genres': ['Comedy', 'Drama', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTA1ODUzMDA3NzFeQTJeQWpwZ15BbWU3MDgxMTYxNTk@._V1_SX400_.jpg',\n",
+ " 'directors': ['Richard Curtis'],\n",
+ " 'rating': Decimal('7.6'),\n",
+ " 'rank': Decimal('94'),\n",
+ " 'running_time_secs': Decimal('7380')},\n",
+ " 'title': 'About Time'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Naomi Watts', 'Robin Wright', 'Xavier Samuel'],\n",
+ " 'release_date': '2013-01-18T00:00:00Z',\n",
+ " 'plot': \"A pair of childhood friends and neighbors fall for each other's sons.\",\n",
+ " 'genres': ['Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjg5ODY2MzcwMF5BMl5BanBnXkFtZTcwODEwNjQ3OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Anne Fontaine'],\n",
+ " 'rating': Decimal('6.1'),\n",
+ " 'rank': Decimal('205'),\n",
+ " 'running_time_secs': Decimal('6000')},\n",
+ " 'title': 'Adore'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jaden Smith', 'David Denman', 'Will Smith'],\n",
+ " 'release_date': '2013-05-01T00:00:00Z',\n",
+ " 'plot': \"A crash landing leaves Kitai Raige and his father Cypher stranded on Earth, a millennium after events forced humanity's escape. With Cypher injured, Kitai must embark on a perilous journey to signal for help.\",\n",
+ " 'genres': ['Action', 'Adventure', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTY3MzQyMjkwMl5BMl5BanBnXkFtZTcwMDk2OTE0OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['M. Night Shyamalan'],\n",
+ " 'rating': Decimal('4.9'),\n",
+ " 'rank': Decimal('17'),\n",
+ " 'running_time_secs': Decimal('6000')},\n",
+ " 'title': 'After Earth'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Christian Bale', 'Amy Adams', 'Bradley Cooper'],\n",
+ " 'release_date': '2013-12-13T00:00:00Z',\n",
+ " 'plot': 'The story of a con artist and his partner in crime, who were forced to work with a federal agent to turn the tables on other cons, mobsters, and politicians - namely, the volatile mayor of impoverished Camden, New Jersey.',\n",
+ " 'genres': ['Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjkyNDY3Mzg2Ml5BMl5BanBnXkFtZTgwMzU0OTYzMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['David O. Russell'],\n",
+ " 'rank': Decimal('203')},\n",
+ " 'title': 'American Hustle'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Will Ferrell', 'Christina Applegate', 'Paul Rudd'],\n",
+ " 'release_date': '2013-12-19T00:00:00Z',\n",
+ " 'plot': \"With the 70s behind him, San Diego's top rated newsman, Ron Burgundy, returns to take New York's first 24-hour news channel by storm.\",\n",
+ " 'genres': ['Comedy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTM5NTY0NTUzOV5BMl5BanBnXkFtZTcwMDY2MzA3OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Adam McKay'],\n",
+ " 'rank': Decimal('182')},\n",
+ " 'title': 'Anchorman 2: The Legend Continues'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Keri Russell', 'JJ Feild', 'Jennifer Coolidge'],\n",
+ " 'release_date': '2013-01-18T00:00:00Z',\n",
+ " 'plot': 'Obsessed with [link=tt0112130], a woman travels to a [link=nm0000807] theme park in search for her perfect gentleman.',\n",
+ " 'genres': ['Comedy', 'Romance'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjE2MTUzMjgyNF5BMl5BanBnXkFtZTcwNjY4NDM4OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Jerusha Hess'],\n",
+ " 'rating': Decimal('5.8'),\n",
+ " 'rank': Decimal('260'),\n",
+ " 'running_time_secs': Decimal('5820')},\n",
+ " 'title': 'Austenland'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Johnny Knoxville', 'Jackson Nicoll', 'Spike Jonze'],\n",
+ " 'release_date': '2013-10-23T00:00:00Z',\n",
+ " 'plot': '86-year-old Irving Zisman is on a journey across America with the most unlikely companion: his 8 year-old grandson, Billy.',\n",
+ " 'genres': ['Comedy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTg4NjIwMTI5OV5BMl5BanBnXkFtZTgwNjU1MTMyMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Jeff Tremaine'],\n",
+ " 'rank': Decimal('160')},\n",
+ " 'title': 'Bad Grandpa'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Paula Patton', 'Taye Diggs', 'Jill Scott'],\n",
+ " 'release_date': '2013-09-27T00:00:00Z',\n",
+ " 'plot': 'Pledging to keep herself from being the oldest and the only woman in her entire family never to wed, Montana embarks on a thirty-day, thirty-thousand-mile expedition to charm a potential suitor into becoming her fiance.',\n",
+ " 'genres': ['Comedy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjIyNDU4NTY3M15BMl5BanBnXkFtZTcwOTA3MDA1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['David E. Talbert'],\n",
+ " 'rating': Decimal('4.1'),\n",
+ " 'rank': Decimal('84'),\n",
+ " 'running_time_secs': Decimal('5760')},\n",
+ " 'title': 'Baggage Claim'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Josh Holloway', 'Laz Alonso', 'Josh Peck'],\n",
+ " 'release_date': '2013-09-19T00:00:00Z',\n",
+ " 'plot': \"Battle of the Year attracts all the best teams from around the world, but the Americans haven't won in fifteen years. Dante enlists Blake to assemble a team of the best dancers and bring the Trophy back to America where it started.\",\n",
+ " 'genres': ['Music'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BOTY2OTcyNzM3NF5BMl5BanBnXkFtZTgwNzgxMjkxMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Benson Lee'],\n",
+ " 'rating': Decimal('3.5'),\n",
+ " 'rank': Decimal('37'),\n",
+ " 'running_time_secs': Decimal('6600')},\n",
+ " 'title': 'Battle of the Year'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Matt Damon', 'Scott Bakula', 'Eric Zuckerman'],\n",
+ " 'release_date': '2013-05-21T00:00:00Z',\n",
+ " 'plot': 'Based on the autobiographical novel, the tempestuous 6-year relationship between Liberace and his (much younger) lover, Scott Thorson, is recounted.',\n",
+ " 'genres': ['Biography', 'Drama', 'Romance'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTg0OTY2OTM0OF5BMl5BanBnXkFtZTcwMTk4OTQ1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Steven Soderbergh'],\n",
+ " 'rating': Decimal('7'),\n",
+ " 'rank': Decimal('38'),\n",
+ " 'running_time_secs': Decimal('7080')},\n",
+ " 'title': 'Behind the Candelabra'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Stana Katic', 'Radha Mitchell', 'Kate Bosworth'],\n",
+ " 'release_date': '2013-01-23T00:00:00Z',\n",
+ " 'plot': \"A recounting of Jack Kerouac's (here known by the name of his fictional alter-ego Jack Duluoz) three sojourns to the cabin in Big Sur, owned by poet Lawrence Ferlinghetti.\",\n",
+ " 'genres': ['Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjI3MDU0MDY2MF5BMl5BanBnXkFtZTgwNDY3NjUzMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Michael Polish'],\n",
+ " 'rating': Decimal('6.3'),\n",
+ " 'rank': Decimal('119'),\n",
+ " 'running_time_secs': Decimal('6000')},\n",
+ " 'title': 'Big Sur'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Cate Blanchett', 'Alec Baldwin', 'Peter Sarsgaard'],\n",
+ " 'release_date': '2013-07-26T00:00:00Z',\n",
+ " 'plot': \"A New York socialite, deeply troubled and in denial, arrives in San Francisco to impose upon her sister. She looks a million, but isn't bringing money, peace, or love...\",\n",
+ " 'genres': ['Comedy', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTc0ODk5MzEyMV5BMl5BanBnXkFtZTcwMzI0MDY1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Woody Allen'],\n",
+ " 'rating': Decimal('7.8'),\n",
+ " 'rank': Decimal('58'),\n",
+ " 'running_time_secs': Decimal('5880')},\n",
+ " 'title': 'Blue Jasmine'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jonathan Groff', \"Denis O'Hare\", 'Corey Stoll'],\n",
+ " 'release_date': '2013-01-20T00:00:00Z',\n",
+ " 'plot': 'A cocky young man travels to Oregon to work on an apple farm. Out of his element, he finds his lifestyle and notions being picked apart by everyone who crosses his path.',\n",
+ " 'genres': ['Comedy', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTExODkwNTAzODBeQTJeQWpwZ15BbWU3MDAzNzE4OTk@._V1_SX400_.jpg',\n",
+ " 'directors': ['Kyle Patrick Alvarez'],\n",
+ " 'rating': Decimal('4.8'),\n",
+ " 'rank': Decimal('262'),\n",
+ " 'running_time_secs': Decimal('5280')},\n",
+ " 'title': 'C.O.G.'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Malin Akerman', 'Stana Katic', 'Johnny Galecki'],\n",
+ " 'release_date': '2013-09-05T00:00:00Z',\n",
+ " 'plot': 'A look at the New York City punk-rock scene and the venerable nightclub, CBGB.',\n",
+ " 'genres': ['Drama', 'History', 'Music'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTg1NDcxODY0OV5BMl5BanBnXkFtZTgwOTgwMzQxMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Randall Miller'],\n",
+ " 'rating': Decimal('6.3'),\n",
+ " 'rank': Decimal('154')},\n",
+ " 'title': 'CBGB'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Tom Hanks', 'Barkhad Abdi', 'Barkhad Abdirahman'],\n",
+ " 'release_date': '2013-09-27T00:00:00Z',\n",
+ " 'plot': 'The true story of Captain Richard Phillips and the 2009 hijacking by Somali pirates of the US-flagged MV Maersk Alabama, the first American cargo ship to be hijacked in two hundred years.',\n",
+ " 'genres': ['Action', 'Biography', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQzNzExMDg3Ml5BMl5BanBnXkFtZTgwODU1NzEzMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Paul Greengrass'],\n",
+ " 'rating': Decimal('6.7'),\n",
+ " 'rank': Decimal('101'),\n",
+ " 'running_time_secs': Decimal('8040')},\n",
+ " 'title': 'Captain Phillips'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Chloe Grace Moretz', 'Julianne Moore', 'Judy Greer'],\n",
+ " 'release_date': '2013-10-07T00:00:00Z',\n",
+ " 'plot': 'A reimagining of the classic horror tale about Carrie White, a shy girl outcast by her peers and sheltered by her deeply religious mother, who unleashes telekinetic terror on her small town after being pushed too far at her senior prom.',\n",
+ " 'genres': ['Drama', 'Horror'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTc1MDIyOTkxN15BMl5BanBnXkFtZTgwMTU1NzEzMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Kimberly Peirce'],\n",
+ " 'rank': Decimal('31')},\n",
+ " 'title': 'Carrie'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Bill Hader', 'Anna Faris', 'Will Forte'],\n",
+ " 'release_date': '2013-09-26T00:00:00Z',\n",
+ " 'plot': \"Flint Lockwood now works at The Live Corp Company for his idol Chester V. But he's forced to leave his post when he learns that his most infamous machine is still operational and is churning out menacing food-animal hybrids.\",\n",
+ " 'genres': ['Animation', 'Comedy', 'Family', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTYzNDM0MDI1NF5BMl5BanBnXkFtZTcwNzQ5NzYxOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Cody Cameron', 'Kris Pearn'],\n",
+ " 'rating': Decimal('6.7'),\n",
+ " 'rank': Decimal('29'),\n",
+ " 'running_time_secs': Decimal('5700')},\n",
+ " 'title': 'Cloudy with a Chance of Meatballs 2'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Chantal Quesnelle',\n",
+ " 'Fiona Dourif',\n",
+ " 'Danielle Bisutti'],\n",
+ " 'release_date': '2013-08-02T00:00:00Z',\n",
+ " 'plot': \"After her mother's mysterious death, Nica begins to suspect that the talking, red-haired doll her visiting niece has been playing with may be the key to recent bloodshed and chaos.\",\n",
+ " 'genres': ['Horror', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjkxMjM0MDE3OF5BMl5BanBnXkFtZTcwMDQ3NzI4OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Don Mancini'],\n",
+ " 'rating': Decimal('5.7'),\n",
+ " 'rank': Decimal('24'),\n",
+ " 'running_time_secs': Decimal('5820')},\n",
+ " 'title': 'Curse of Chucky'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Steve Carell', 'Kristen Wiig', 'Benjamin Bratt'],\n",
+ " 'release_date': '2013-06-16T00:00:00Z',\n",
+ " 'plot': 'Gru is recruited by the Anti-Villain League to help deal with a powerful new super criminal.',\n",
+ " 'genres': ['Animation',\n",
+ " 'Adventure',\n",
+ " 'Comedy',\n",
+ " 'Crime',\n",
+ " 'Family',\n",
+ " 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BOTg4NTk2OTg5N15BMl5BanBnXkFtZTcwMDk1MzI2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Pierre Coffin', 'Chris Renaud'],\n",
+ " 'rating': Decimal('7.7'),\n",
+ " 'rank': Decimal('55'),\n",
+ " 'running_time_secs': Decimal('5880')},\n",
+ " 'title': 'Despicable Me 2'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jude Law', 'Richard E. Grant', 'Demian Bichir'],\n",
+ " 'release_date': '2013-09-08T00:00:00Z',\n",
+ " 'plot': \"After spending 12 years in prison for keeping his mouth shut, notorious safe-cracker Dom Hemingway is back on the streets of London looking to collect what he's owed.\",\n",
+ " 'genres': ['Comedy', 'Crime', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTczMDYzOTAwM15BMl5BanBnXkFtZTgwMDg5OTgwMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Richard Shepard'],\n",
+ " 'rating': Decimal('6.9'),\n",
+ " 'rank': Decimal('51'),\n",
+ " 'running_time_secs': Decimal('5580')},\n",
+ " 'title': 'Dom Hemingway'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Matt Damon', 'Jodie Foster', 'Sharlto Copley'],\n",
+ " 'release_date': '2013-08-07T00:00:00Z',\n",
+ " 'plot': 'Set in the year 2154, where the very wealthy live on a man-made space station while the rest of the population resides on a ruined Earth, a man takes on a mission that could bring equality to the polarized worlds.',\n",
+ " 'genres': ['Action', 'Drama', 'Sci-Fi', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNDc2NjU0MTcwNV5BMl5BanBnXkFtZTcwMjg4MDg2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Neill Blomkamp'],\n",
+ " 'rating': Decimal('7'),\n",
+ " 'rank': Decimal('28'),\n",
+ " 'running_time_secs': Decimal('6540')},\n",
+ " 'title': 'Elysium'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Liam Hemsworth', 'Michael Angarano', 'Dwayne Johnson'],\n",
+ " 'release_date': '2013-03-19T00:00:00Z',\n",
+ " 'plot': 'A drama centered on two childhood friends who plan to rob an armored car depository, and the NYPD officer who stands in their way.',\n",
+ " 'genres': ['Action', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjExOTY4MDEzNF5BMl5BanBnXkFtZTcwNzIyMTY3OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Dito Montiel'],\n",
+ " 'rating': Decimal('5'),\n",
+ " 'rank': Decimal('132'),\n",
+ " 'running_time_secs': Decimal('5640')},\n",
+ " 'title': 'Empire State'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Harrison Ford', 'Asa Butterfield', 'Hailee Steinfeld'],\n",
+ " 'release_date': '2013-10-24T00:00:00Z',\n",
+ " 'plot': '70 years after a horrific alien war, an unusually gifted child is sent to an advanced military school in space to prepare for a future invasion.',\n",
+ " 'genres': ['Action', 'Adventure', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjAzMzI5OTgzMl5BMl5BanBnXkFtZTgwMTU5MTAwMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Gavin Hood'],\n",
+ " 'rank': Decimal('59'),\n",
+ " 'running_time_secs': Decimal('6840')},\n",
+ " 'title': \"Ender's Game\"},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Julia Louis-Dreyfus',\n",
+ " 'James Gandolfini',\n",
+ " 'Catherine Keener'],\n",
+ " 'release_date': '2013-09-07T00:00:00Z',\n",
+ " 'plot': \"A divorced woman who decides to pursue the man she's interested in learns he's her new friend's ex-husband.\",\n",
+ " 'genres': ['Comedy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjI2MjIwMDk2Ml5BMl5BanBnXkFtZTcwNTQ1MzQ5OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Nicole Holofcener'],\n",
+ " 'rating': Decimal('7.5'),\n",
+ " 'rank': Decimal('148'),\n",
+ " 'running_time_secs': Decimal('5580')},\n",
+ " 'title': 'Enough Said'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Amanda Seyfried',\n",
+ " 'Josh Hutcherson',\n",
+ " 'Beyonce Knowles'],\n",
+ " 'release_date': '2013-05-15T00:00:00Z',\n",
+ " 'plot': 'A teenager finds herself transported to a deep forest setting where a battle between the forces of good and the forces of evil is taking place. She bands together with a rag-tag group characters in order to save their world -- and ours.',\n",
+ " 'genres': ['Animation', 'Adventure', 'Family', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTgyNDYwNzE5NV5BMl5BanBnXkFtZTcwMzUyODM5OA@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Chris Wedge'],\n",
+ " 'rating': Decimal('6.6'),\n",
+ " 'rank': Decimal('47'),\n",
+ " 'running_time_secs': Decimal('6120')},\n",
+ " 'title': 'Epic'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Sylvester Stallone',\n",
+ " 'Arnold Schwarzenegger',\n",
+ " '50 Cent'],\n",
+ " 'release_date': '2013-07-18T00:00:00Z',\n",
+ " 'plot': 'When a structural-security authority finds himself incarcerated in a prison he designed, he has to put his skills to escape and find out who framed him.',\n",
+ " 'genres': ['Action', 'Mystery', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTk3OTcxMTEyNl5BMl5BanBnXkFtZTcwMDQ4MjQ2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Mikael Hafstrom'],\n",
+ " 'rating': Decimal('7.6'),\n",
+ " 'rank': Decimal('27'),\n",
+ " 'running_time_secs': Decimal('6960')},\n",
+ " 'title': 'Escape Plan'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Roy Abramsohn', 'Elena Schuber', 'Katelynn Rodriguez'],\n",
+ " 'release_date': '2013-01-18T00:00:00Z',\n",
+ " 'plot': \"In a world of fake castles and anthropomorphic rodents, an epic battle begins when an unemployed father's sanity is challenged by a chance encounter with two underage girls on holiday.\",\n",
+ " 'genres': ['Drama', 'Fantasy', 'Horror'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNTIxNjcxOTgxM15BMl5BanBnXkFtZTgwMjYzODEzMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Randy Moore'],\n",
+ " 'rating': Decimal('5.9'),\n",
+ " 'rank': Decimal('146'),\n",
+ " 'running_time_secs': Decimal('5400')},\n",
+ " 'title': 'Escape from Tomorrow'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jane Levy', 'Shiloh Fernandez', 'Jessica Lucas'],\n",
+ " 'release_date': '2013-03-08T00:00:00Z',\n",
+ " 'plot': 'Five friends head to a remote cabin, where the discovery of a Book of the Dead leads them to unwittingly summon up demons living in the nearby woods. The evil presence possesses them until only one is left to fight for survival.',\n",
+ " 'genres': ['Horror'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNTQ3OTkwNTgyN15BMl5BanBnXkFtZTcwNTAzOTAzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Fede Alvarez'],\n",
+ " 'rating': Decimal('6.5'),\n",
+ " 'rank': Decimal('158'),\n",
+ " 'running_time_secs': Decimal('5460')},\n",
+ " 'title': 'Evil Dead'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['James McAvoy', 'Imogen Poots', 'Iain De Caestecker'],\n",
+ " 'release_date': '2013-09-16T00:00:00Z',\n",
+ " 'plot': 'A bipolar, bigoted junkie cop manipulates and hallucinates his way through the festive season in a bid to secure promotion and win back his wife and daughter.',\n",
+ " 'genres': ['Comedy', 'Crime', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BODc3MjY5NTQxNl5BMl5BanBnXkFtZTcwNTQxMzczOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Jon S. Baird'],\n",
+ " 'rating': Decimal('7.2'),\n",
+ " 'rank': Decimal('144'),\n",
+ " 'running_time_secs': Decimal('5820')},\n",
+ " 'title': 'Filth'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Kristen Bell', 'Josh Gad', 'Idina Menzel'],\n",
+ " 'release_date': '2013-11-20T00:00:00Z',\n",
+ " 'plot': \"Fearless optimist Anna teams up with Kristoff in an epic journey, encountering Everest-like conditions, and a hilarious snowman named Olaf in a race to find Anna's sister Elsa, whose icy powers have trapped the kingdom in eternal winter.\",\n",
+ " 'genres': ['Animation',\n",
+ " 'Action',\n",
+ " 'Adventure',\n",
+ " 'Comedy',\n",
+ " 'Family',\n",
+ " 'Fantasy',\n",
+ " 'Musical',\n",
+ " 'Mystery',\n",
+ " 'Romance',\n",
+ " 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQ1MjQwMTE5OF5BMl5BanBnXkFtZTgwNjk3MTcyMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Chris Buck', 'Jennifer Lee'],\n",
+ " 'rank': Decimal('75')},\n",
+ " 'title': 'Frozen'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Vin Diesel', 'Paul Walker', 'Dwayne Johnson'],\n",
+ " 'release_date': '2013-05-07T00:00:00Z',\n",
+ " 'plot': 'Hobbs has Dom and Brian reassemble their crew in order to take down a mastermind who commands an organization of mercenary drivers across 12 countries. Payment? Full pardons for them all.',\n",
+ " 'genres': ['Action', 'Crime', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTM3NTg2NDQzOF5BMl5BanBnXkFtZTcwNjc2NzQzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Justin Lin'],\n",
+ " 'rating': Decimal('7.2'),\n",
+ " 'rank': Decimal('42'),\n",
+ " 'running_time_secs': Decimal('7800')},\n",
+ " 'title': 'Furious 6'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Dwayne Johnson', 'Channing Tatum', 'Adrianne Palicki'],\n",
+ " 'release_date': '2013-03-11T00:00:00Z',\n",
+ " 'plot': 'The G.I. Joes are not only fighting their mortal enemy Cobra; they are forced to contend with threats from within the government that jeopardize their very existence.',\n",
+ " 'genres': ['Action', 'Adventure', 'Sci-Fi', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNzk5ODM0OTQ0N15BMl5BanBnXkFtZTcwODg2ODE4OA@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Jon M. Chu'],\n",
+ " 'rating': Decimal('5.8'),\n",
+ " 'rank': Decimal('178'),\n",
+ " 'running_time_secs': Decimal('6600')},\n",
+ " 'title': 'G.I. Joe: Retaliation'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Sean Penn', 'Ryan Gosling', 'Emma Stone'],\n",
+ " 'release_date': '2013-01-07T00:00:00Z',\n",
+ " 'plot': 'Los Angeles, 1949: A secret crew of police officers led by two determined sergeants work together in an effort to take down the ruthless mob king Mickey Cohen who runs the city.',\n",
+ " 'genres': ['Action', 'Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTcwMjAyMTUzMl5BMl5BanBnXkFtZTcwODgxNzk1OA@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Ruben Fleischer'],\n",
+ " 'rating': Decimal('6.7'),\n",
+ " 'rank': Decimal('265'),\n",
+ " 'running_time_secs': Decimal('6780')},\n",
+ " 'title': 'Gangster Squad'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Arnold Schwarzenegger',\n",
+ " 'Mickey Rourke',\n",
+ " 'Michael Jai White'],\n",
+ " 'release_date': '2013-09-20T00:00:00Z',\n",
+ " 'plot': 'A documentary that follows top bodybuilders as they train to compete in the Mr. Olympia competition.',\n",
+ " 'genres': ['Documentary', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTY3NDcxNjIzMF5BMl5BanBnXkFtZTgwMzM1NDAxMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Vlad Yudin'],\n",
+ " 'rating': Decimal('6.7'),\n",
+ " 'rank': Decimal('240'),\n",
+ " 'running_time_secs': Decimal('6360')},\n",
+ " 'title': 'Generation Iron'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Carlos Santos', 'J.R. Villarreal', 'Tony Cavalero'],\n",
+ " 'release_date': '2013-01-20T00:00:00Z',\n",
+ " 'plot': 'Two roommates deathly afraid of ghosts both fall in love with a girl who believes their home is haunted.',\n",
+ " 'genres': ['Comedy', 'Horror'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BOTYwODQ3NzUyOV5BMl5BanBnXkFtZTgwNjAxNDcyMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Ben Peyser', 'Scott Rutherford'],\n",
+ " 'rating': Decimal('4.3'),\n",
+ " 'rank': Decimal('70'),\n",
+ " 'running_time_secs': Decimal('6420')},\n",
+ " 'title': 'Ghost Team One'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Sandra Bullock', 'George Clooney', 'Ed Harris'],\n",
+ " 'release_date': '2013-08-28T00:00:00Z',\n",
+ " 'plot': 'A medical engineer and an astronaut work together to survive after an accident leaves them adrift in space.',\n",
+ " 'genres': ['Drama', 'Sci-Fi', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNjE5MzYwMzYxMF5BMl5BanBnXkFtZTcwOTk4MTk0OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Alfonso Cuaron'],\n",
+ " 'rating': Decimal('8.2'),\n",
+ " 'rank': Decimal('12'),\n",
+ " 'running_time_secs': Decimal('5400')},\n",
+ " 'title': 'Gravity'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Adam Sandler', 'Kevin James', 'Chris Rock'],\n",
+ " 'release_date': '2013-07-11T00:00:00Z',\n",
+ " 'plot': 'After moving his family back to his hometown to be with his friends and their kids, Lenny finds out that between old bullies, new bullies, schizo bus drivers, drunk cops on skis, and 400 costumed party crashers sometimes crazy follows you.',\n",
+ " 'genres': ['Comedy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTgwNTI2MDI0OF5BMl5BanBnXkFtZTcwMTk5MDg0OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Dennis Dugan'],\n",
+ " 'rating': Decimal('5.2'),\n",
+ " 'rank': Decimal('98'),\n",
+ " 'running_time_secs': Decimal('6060')},\n",
+ " 'title': 'Grown Ups 2'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jeremy Renner', 'Gemma Arterton', 'Peter Stormare'],\n",
+ " 'release_date': '2013-01-17T00:00:00Z',\n",
+ " 'plot': 'Hansel & Gretel are bounty hunters who track and kill witches all over the world. As the fabled Blood Moon approaches, the siblings encounter a new form of evil that might hold a secret to their past.',\n",
+ " 'genres': ['Action', 'Fantasy', 'Horror'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjA4MDQwODg2NV5BMl5BanBnXkFtZTcwNTc5ODc2OA@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Tommy Wirkola'],\n",
+ " 'rating': Decimal('6.1'),\n",
+ " 'rank': Decimal('234'),\n",
+ " 'running_time_secs': Decimal('5280')},\n",
+ " 'title': 'Hansel & Gretel: Witch Hunters'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['James Franco', 'Jason Statham', 'Rachelle Lefevre'],\n",
+ " 'release_date': '2013-11-27T00:00:00Z',\n",
+ " 'plot': 'A former DEA agent moves his family to a quiet town, where he soon tangles with a local meth druglord.',\n",
+ " 'genres': ['Action', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTUwOTAzNzAwMl5BMl5BanBnXkFtZTgwOTc1NDIyMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Gary Fleder'],\n",
+ " 'rank': Decimal('211')},\n",
+ " 'title': 'Homefront'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jason Statham', 'Agata Buzek', 'Vicky McClure'],\n",
+ " 'release_date': '2013-05-09T00:00:00Z',\n",
+ " 'plot': \"Homeless and on the run from a military court martial, a damaged ex-special forces soldier navigating London's criminal underworld seizes an opportunity to assume another man's identity -- transforming into an avenging angel in the process.\",\n",
+ " 'genres': ['Action', 'Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjI0ODc3NjI4NV5BMl5BanBnXkFtZTcwOTc3MzI1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Steven Knight'],\n",
+ " 'rating': Decimal('6.2'),\n",
+ " 'rank': Decimal('93'),\n",
+ " 'running_time_secs': Decimal('6000')},\n",
+ " 'title': 'Hummingbird'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jemma Dallender', 'Yavor Baharov', 'Joe Absolom'],\n",
+ " 'release_date': '2013-08-25T00:00:00Z',\n",
+ " 'genres': ['Crime', 'Horror', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTc1Nzk3NjM0M15BMl5BanBnXkFtZTgwMjM5MzYyMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Steven R. Monroe'],\n",
+ " 'rating': Decimal('5.5'),\n",
+ " 'rank': Decimal('36'),\n",
+ " 'running_time_secs': Decimal('6360')},\n",
+ " 'title': 'I Spit on Your Grave 2'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Patrick Wilson', 'Rose Byrne', 'Barbara Hershey'],\n",
+ " 'release_date': '2013-09-13T00:00:00Z',\n",
+ " 'plot': 'The haunted Lambert family seeks to uncover the mysterious childhood secret that has left them dangerously connected to the spirit world.',\n",
+ " 'genres': ['Horror', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTg0OTA5ODIxNF5BMl5BanBnXkFtZTcwNTUzNDg4OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['James Wan'],\n",
+ " 'rating': Decimal('7.1'),\n",
+ " 'rank': Decimal('7'),\n",
+ " 'running_time_secs': Decimal('6360')},\n",
+ " 'title': 'Insidious: Chapter 2'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Robert Downey Jr.', 'Guy Pearce', 'Gwyneth Paltrow'],\n",
+ " 'release_date': '2013-04-18T00:00:00Z',\n",
+ " 'plot': \"When Tony Stark's world is torn apart by a formidable terrorist called the Mandarin, he starts an odyssey of rebuilding and retribution.\",\n",
+ " 'genres': ['Action', 'Adventure', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjIzMzAzMjQyM15BMl5BanBnXkFtZTcwNzM2NjcyOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Shane Black'],\n",
+ " 'rating': Decimal('7.4'),\n",
+ " 'rank': Decimal('22'),\n",
+ " 'running_time_secs': Decimal('7800')},\n",
+ " 'title': 'Iron Man 3'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Michael C. Hall',\n",
+ " 'Elizabeth Olsen',\n",
+ " 'Daniel Radcliffe'],\n",
+ " 'release_date': '2013-01-18T00:00:00Z',\n",
+ " 'plot': 'A murder in 1944 draws together the great poets of the beat generation: Allen Ginsberg, Jack Kerouac and William Burroughs.',\n",
+ " 'genres': ['Biography', 'Drama', 'Romance', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjA4MzAxMTE1N15BMl5BanBnXkFtZTgwMDY2OTIxMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['John Krokidas'],\n",
+ " 'rating': Decimal('7.1'),\n",
+ " 'rank': Decimal('156'),\n",
+ " 'running_time_secs': Decimal('6240')},\n",
+ " 'title': 'Kill Your Darlings'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Mark Wahlberg', 'Ben Foster', 'Eric Bana'],\n",
+ " 'release_date': '2013-12-27T00:00:00Z',\n",
+ " 'plot': 'Based on the failed June 28, 2005 mission \"Operation Red Wings\". Four members of SEAL Team 10 were tasked with the mission to capture or kill notorious Taliban leader Ahmad Shahd. Marcus Luttrell was the only member of his team to survive.',\n",
+ " 'genres': ['Action', 'Drama', 'Thriller', 'War'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjA0NTgwOTk5Ml5BMl5BanBnXkFtZTcwMjE3NDc5OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Peter Berg'],\n",
+ " 'rank': Decimal('246')},\n",
+ " 'title': 'Lone Survivor'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Danny Trejo', 'Alexa Vega', 'Mel Gibson'],\n",
+ " 'release_date': '2013-09-19T00:00:00Z',\n",
+ " 'plot': 'The U.S. government recruits Machete to battle his way through Mexico in order to take down an arms dealer who looks to launch a weapon into space.',\n",
+ " 'genres': ['Action', 'Crime', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjA2MzUxMTM3M15BMl5BanBnXkFtZTgwMzA2NzkxMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Robert Rodriguez'],\n",
+ " 'rating': Decimal('6.3'),\n",
+ " 'rank': Decimal('43'),\n",
+ " 'running_time_secs': Decimal('6420')},\n",
+ " 'title': 'Machete Kills'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Henry Cavill', 'Amy Adams', 'Michael Shannon'],\n",
+ " 'release_date': '2013-06-10T00:00:00Z',\n",
+ " 'plot': 'A young itinerant worker is forced to confront his secret extraterrestrial heritage when Earth is invaded by members of his race.',\n",
+ " 'genres': ['Action', 'Adventure', 'Fantasy', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjI5OTYzNjI0Ml5BMl5BanBnXkFtZTcwMzM1NDA1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Zack Snyder'],\n",
+ " 'rating': Decimal('7.6'),\n",
+ " 'rank': Decimal('69'),\n",
+ " 'running_time_secs': Decimal('8580')},\n",
+ " 'title': 'Man of Steel'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Dane DeHaan', 'James Hetfield', 'Lars Ulrich'],\n",
+ " 'release_date': '2013-09-09T00:00:00Z',\n",
+ " 'plot': \"Trip, a young roadie for Metallica, is sent on an urgent mission during the band's show. But what seems like a simple assignment turns into a surreal adventure.\",\n",
+ " 'genres': ['Action', 'Music'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjQwNjk5MTk4Ml5BMl5BanBnXkFtZTcwNTgwNDA5OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Nimrod Antal'],\n",
+ " 'rating': Decimal('7.8'),\n",
+ " 'rank': Decimal('49'),\n",
+ " 'running_time_secs': Decimal('5640')},\n",
+ " 'title': 'Metallica Through the Never'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Billy Crystal', 'John Goodman', 'Steve Buscemi'],\n",
+ " 'release_date': '2013-06-08T00:00:00Z',\n",
+ " 'plot': \"A look at the relationship between Mike and Sulley during their days at Monsters University -- when they weren't necessarily the best of friends.\",\n",
+ " 'genres': ['Animation', 'Adventure', 'Comedy', 'Family', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTUyODgwMDU3M15BMl5BanBnXkFtZTcwOTM4MjcxOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Dan Scanlon'],\n",
+ " 'rating': Decimal('7.6'),\n",
+ " 'rank': Decimal('207'),\n",
+ " 'running_time_secs': Decimal('6240')},\n",
+ " 'title': 'Monsters University'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Emma Stone', 'Stephen Merchant', 'Richard Gere'],\n",
+ " 'release_date': '2013-01-01T00:00:00Z',\n",
+ " 'plot': 'A series of interconnected short films follows a washed-up producer as he pitches insane story lines featuring some of the biggest stars in Hollywood.',\n",
+ " 'genres': ['Comedy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTg4NzQ3NDM1Nl5BMl5BanBnXkFtZTcwNjEzMjM3OA@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Elizabeth Banks', 'Steven Brill', 'Steve Carr'],\n",
+ " 'rating': Decimal('4.4'),\n",
+ " 'rank': Decimal('174'),\n",
+ " 'running_time_secs': Decimal('5640')},\n",
+ " 'title': 'Movie 43'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Bruce Dern', 'Will Forte', 'June Squibb'],\n",
+ " 'release_date': '2013-05-23T00:00:00Z',\n",
+ " 'plot': 'An aging, booze-addled father makes the trip from Montana to Nebraska with his estranged son in order to claim a million dollar Mega Sweepstakes Marketing prize.',\n",
+ " 'genres': ['Adventure', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTU2Mjk2NDkyMl5BMl5BanBnXkFtZTgwNTk0NzcyMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Alexander Payne'],\n",
+ " 'rating': Decimal('7.5'),\n",
+ " 'rank': Decimal('201'),\n",
+ " 'running_time_secs': Decimal('6900')},\n",
+ " 'title': 'Nebraska'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Eugenio Derbez', 'Karla Souza', 'Jessica Lindsey'],\n",
+ " 'release_date': '2013-08-30T00:00:00Z',\n",
+ " 'plot': 'A man who has made a new life for himself and the daughter left on his doorstep 6 years ago finds his family threatened when the birth mother resurfaces.',\n",
+ " 'genres': ['Comedy', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTUyNjI3ODI0N15BMl5BanBnXkFtZTcwMTQ1NTY5OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Eugenio Derbez'],\n",
+ " 'rating': Decimal('6.9'),\n",
+ " 'rank': Decimal('39'),\n",
+ " 'running_time_secs': Decimal('6900')},\n",
+ " 'title': 'No se Aceptan Devoluciones'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jesse Eisenberg', 'Common', 'Mark Ruffalo'],\n",
+ " 'release_date': '2013-05-21T00:00:00Z',\n",
+ " 'plot': 'An FBI agent and an Interpol detective track a team of illusionists who pull off bank heists during their performances and reward their audiences with the money.',\n",
+ " 'genres': ['Crime', 'Mystery', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTY0NDY3MDMxN15BMl5BanBnXkFtZTcwOTM5NzMzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Louis Leterrier'],\n",
+ " 'rating': Decimal('7.3'),\n",
+ " 'rank': Decimal('11'),\n",
+ " 'running_time_secs': Decimal('6900')},\n",
+ " 'title': 'Now You See Me'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Tom Cruise', 'Morgan Freeman', 'Andrea Riseborough'],\n",
+ " 'release_date': '2013-04-10T00:00:00Z',\n",
+ " 'plot': \"A veteran assigned to extract Earth's remaining resources begins to question what he knows about his mission and himself.\",\n",
+ " 'genres': ['Action', 'Adventure', 'Mystery', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQwMDY0MTA4MF5BMl5BanBnXkFtZTcwNzI3MDgxOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Joseph Kosinski'],\n",
+ " 'rating': Decimal('7'),\n",
+ " 'rank': Decimal('50'),\n",
+ " 'running_time_secs': Decimal('7440')},\n",
+ " 'title': 'Oblivion'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Josh Brolin', 'Elizabeth Olsen', 'Samuel L. Jackson'],\n",
+ " 'release_date': '2013-10-10T00:00:00Z',\n",
+ " 'plot': 'Obsessed with vengeance, a man sets out to find out why he was kidnapped and locked up into solitary confinement for 20 years without reason.',\n",
+ " 'genres': ['Action', 'Drama', 'Mystery', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTk5NTEwMzI5OV5BMl5BanBnXkFtZTgwMDQ4ODUwMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Spike Lee'],\n",
+ " 'rank': Decimal('26')},\n",
+ " 'title': 'Oldboy'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Gerard Butler', 'Aaron Eckhart', 'Morgan Freeman'],\n",
+ " 'release_date': '2013-03-20T00:00:00Z',\n",
+ " 'plot': 'Disgraced former Presidential guard Mike Banning finds himself trapped inside the White House in the wake of a terrorist attack; using his inside knowledge, Banning works with national security to rescue the President from his kidnappers.',\n",
+ " 'genres': ['Action', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTkxNjIyNjE5OF5BMl5BanBnXkFtZTcwMTI3NzkxOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Antoine Fuqua'],\n",
+ " 'rating': Decimal('6.4'),\n",
+ " 'rank': Decimal('92'),\n",
+ " 'running_time_secs': Decimal('7200')},\n",
+ " 'title': 'Olympus Has Fallen'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['James Corden', 'Colm Meaney', 'Mackenzie Crook'],\n",
+ " 'release_date': '2013-09-09T00:00:00Z',\n",
+ " 'plot': 'The true story of Paul Potts, a shy, bullied shop assistant by day and an amateur opera singer by night who became a phenomenon after being chosen for -- and ultimately winning -- \"Britain\\'s Got Talent\".',\n",
+ " 'genres': ['Biography', 'Comedy', 'Music'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTU4NzkxMzY2Nl5BMl5BanBnXkFtZTgwMjM5NDYxMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['David Frankel'],\n",
+ " 'rating': Decimal('5.2'),\n",
+ " 'rank': Decimal('218'),\n",
+ " 'running_time_secs': Decimal('6180')},\n",
+ " 'title': 'One Chance'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Liam Payne', 'Harry Styles', 'Zayn Malik'],\n",
+ " 'release_date': '2013-08-20T00:00:00Z',\n",
+ " 'plot': \"A look at Niall, Zayn, Liam, Louis, and Harry's meteoric rise to fame, from their humble hometown beginnings and competing on the X-Factor, to conquering the world and performing at London's famed O2 Arena.\",\n",
+ " 'genres': ['Documentary', 'Music'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTk5NTIxNzg3Nl5BMl5BanBnXkFtZTcwMzc5MDE0OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Morgan Spurlock'],\n",
+ " 'rating': Decimal('3.1'),\n",
+ " 'rank': Decimal('129'),\n",
+ " 'running_time_secs': Decimal('5520')},\n",
+ " 'title': 'One Direction: This Is Us'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Ryan Gosling',\n",
+ " 'Kristin Scott Thomas',\n",
+ " 'Vithaya Pansringarm'],\n",
+ " 'release_date': '2013-05-22T00:00:00Z',\n",
+ " 'plot': \"Julian, a drug-smuggler thriving in Bangkok's criminal underworld, sees his life get even more complicated when his mother compels him to find and kill whoever is responsible for his brother's recent death.\",\n",
+ " 'genres': ['Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMzE5NzcxMTk5NF5BMl5BanBnXkFtZTcwNjE2MDg2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Nicolas Winding Refn'],\n",
+ " 'rating': Decimal('6'),\n",
+ " 'rank': Decimal('157'),\n",
+ " 'running_time_secs': Decimal('5400')},\n",
+ " 'title': 'Only God Forgives'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['James Franco', 'Michelle Williams', 'Rachel Weisz'],\n",
+ " 'release_date': '2013-02-14T00:00:00Z',\n",
+ " 'plot': 'A small-time magician is swept away to an enchanted land and is forced into a power struggle between three witches.',\n",
+ " 'genres': ['Adventure', 'Family', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjMyMzQ1ODM1MF5BMl5BanBnXkFtZTcwMjE2MTQxOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Sam Raimi'],\n",
+ " 'rating': Decimal('6.5'),\n",
+ " 'rank': Decimal('172'),\n",
+ " 'running_time_secs': Decimal('7800')},\n",
+ " 'title': 'Oz the Great and Powerful'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Idris Elba', 'Charlie Hunnam', 'Rinko Kikuchi'],\n",
+ " 'release_date': '2013-07-02T00:00:00Z',\n",
+ " 'plot': 'As a war between humankind and monstrous sea creatures wages on, a former pilot and a trainee are paired up to drive a seemingly obsolete special weapon in a desperate effort to save the world from the apocalypse.',\n",
+ " 'genres': ['Action', 'Adventure', 'Fantasy', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTY3MTI5NjQ4Nl5BMl5BanBnXkFtZTcwOTU1OTU0OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Guillermo del Toro'],\n",
+ " 'rating': Decimal('7.5'),\n",
+ " 'rank': Decimal('81'),\n",
+ " 'running_time_secs': Decimal('7860')},\n",
+ " 'title': 'Pacific Rim'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Mark Wahlberg', 'Dwayne Johnson', 'Anthony Mackie'],\n",
+ " 'release_date': '2013-04-11T00:00:00Z',\n",
+ " 'plot': 'A trio of bodybuilders in Florida get caught up in an extortion ring and a kidnapping scheme that goes terribly wrong.',\n",
+ " 'genres': ['Comedy', 'Crime', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTU0NDE5NTU0OV5BMl5BanBnXkFtZTcwMzI1OTMzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Michael Bay'],\n",
+ " 'rating': Decimal('6.5'),\n",
+ " 'rank': Decimal('61'),\n",
+ " 'running_time_secs': Decimal('7740')},\n",
+ " 'title': 'Pain & Gain'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Liam Hemsworth', 'Gary Oldman', 'Harrison Ford'],\n",
+ " 'release_date': '2013-08-15T00:00:00Z',\n",
+ " 'plot': \"An entry-level employee at a powerful corporation finds himself occupying a corner office, but at a dangerous price: he must spy on his boss's old mentor to secure for him a multi-billion dollar advantage.\",\n",
+ " 'genres': ['Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTUyNjYwMTYwM15BMl5BanBnXkFtZTcwNDA4NTc2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Robert Luketic'],\n",
+ " 'rating': Decimal('4.8'),\n",
+ " 'rank': Decimal('254'),\n",
+ " 'running_time_secs': Decimal('6360')},\n",
+ " 'title': 'Paranoia'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Zac Efron', 'Tom Welling', 'Billy Bob Thornton'],\n",
+ " 'release_date': '2013-09-01T00:00:00Z',\n",
+ " 'plot': \"A recounting of the chaotic events that occurred at Dallas' Parkland Hospital on the day U.S. President John F. Kennedy was assassinated.\",\n",
+ " 'genres': ['Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjE2NjkwNDE2MF5BMl5BanBnXkFtZTgwNDY5ODIxMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Peter Landesman'],\n",
+ " 'rating': Decimal('5.6'),\n",
+ " 'rank': Decimal('208'),\n",
+ " 'running_time_secs': Decimal('5580')},\n",
+ " 'title': 'Parkland'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Logan Lerman',\n",
+ " 'Alexandra Daddario',\n",
+ " 'Brandon T. Jackson'],\n",
+ " 'release_date': '2013-08-07T00:00:00Z',\n",
+ " 'plot': 'In order to restore their dying safe haven, the son of Poseidon and his friends embark on a quest to the Sea of Monsters to find the mythical Golden Fleece while trying to stop an ancient evil from rising.',\n",
+ " 'genres': ['Adventure', 'Family', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTUwODUyODI0Nl5BMl5BanBnXkFtZTcwNzAxODY2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Thor Freudenthal'],\n",
+ " 'rating': Decimal('6.5'),\n",
+ " 'rank': Decimal('85'),\n",
+ " 'running_time_secs': Decimal('6360')},\n",
+ " 'title': 'Percy Jackson: Sea of Monsters'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Carlos Alazraqui', 'Dane Cook', 'Stacy Keach'],\n",
+ " 'release_date': '2013-08-05T00:00:00Z',\n",
+ " 'plot': 'A cropdusting plane with a fear of heights lives his dream of competing in a famous around-the-world aerial race.',\n",
+ " 'genres': ['Animation', 'Adventure', 'Comedy', 'Family'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjAwODc5NzYzOF5BMl5BanBnXkFtZTcwNTk4MjEzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Klay Hall'],\n",
+ " 'rating': Decimal('5.2'),\n",
+ " 'rank': Decimal('100'),\n",
+ " 'running_time_secs': Decimal('5460')},\n",
+ " 'title': 'Planes'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Hugh Jackman', 'Jake Gyllenhaal', 'Viola Davis'],\n",
+ " 'release_date': '2013-08-30T00:00:00Z',\n",
+ " 'plot': \"When Keller Dover's daughter and her friend go missing, he takes matters into his own hands as the police pursue multiple leads and the pressure mounts. But just how far will this desperate father go to protect his family?\",\n",
+ " 'genres': ['Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTg0NTIzMjQ1NV5BMl5BanBnXkFtZTcwNDc3MzM5OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Denis Villeneuve'],\n",
+ " 'rating': Decimal('8.2'),\n",
+ " 'rank': Decimal('3'),\n",
+ " 'running_time_secs': Decimal('9180')},\n",
+ " 'title': 'Prisoners'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Ryan Reynolds', 'Jeff Bridges', 'Mary-Louise Parker'],\n",
+ " 'release_date': '2013-07-17T00:00:00Z',\n",
+ " 'plot': 'A recently slain cop joins a team of undead police officers working for the Rest in Peace Department and tries to find the man who murdered him.',\n",
+ " 'genres': ['Action', 'Comedy', 'Crime', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTM5OTYxNzE5N15BMl5BanBnXkFtZTcwMDU1MTQ4OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Robert Schwentke'],\n",
+ " 'rating': Decimal('5.4'),\n",
+ " 'rank': Decimal('79'),\n",
+ " 'running_time_secs': Decimal('5760')},\n",
+ " 'title': 'R.I.P.D.'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Bruce Willis', 'Helen Mirren', 'John Malkovich'],\n",
+ " 'release_date': '2013-07-18T00:00:00Z',\n",
+ " 'plot': 'Retired C.I.A. agent Frank Moses reunites his unlikely team of elite operatives for a global quest to track down a missing portable nuclear device.',\n",
+ " 'genres': ['Action', 'Comedy', 'Crime', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjI2ODQ4ODY3Nl5BMl5BanBnXkFtZTcwNTc2NzE1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Dean Parisot'],\n",
+ " 'rating': Decimal('7'),\n",
+ " 'rank': Decimal('181'),\n",
+ " 'running_time_secs': Decimal('6960')},\n",
+ " 'title': 'Red 2'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Vin Diesel', 'Karl Urban', 'Katee Sackhoff'],\n",
+ " 'release_date': '2013-09-04T00:00:00Z',\n",
+ " 'plot': \"Left for dead on a sun-scorched planet, Riddick finds himself up against an alien race of predators. Activating an emergency beacon alerts two ships: one carrying a new breed of mercenary, the other captained by a man from Riddick's past.\",\n",
+ " 'genres': ['Action', 'Sci-Fi', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTk5NzYwMzQ4MV5BMl5BanBnXkFtZTcwMjE5MTI1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['David Twohy'],\n",
+ " 'rating': Decimal('6.8'),\n",
+ " 'rank': Decimal('14'),\n",
+ " 'running_time_secs': Decimal('7140')},\n",
+ " 'title': 'Riddick'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Hailee Steinfeld', 'Douglas Booth', 'Damian Lewis'],\n",
+ " 'release_date': '2013-09-24T00:00:00Z',\n",
+ " 'plot': 'When the star-crossed lovers of two enemy families meet, forbidden love ensues.',\n",
+ " 'genres': ['Drama', 'Romance'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTA3MjQwOTg4MTheQTJeQWpwZ15BbWU3MDM3NDE0OTk@._V1_SX400_.jpg',\n",
+ " 'directors': ['Carlo Carlei'],\n",
+ " 'rating': Decimal('5'),\n",
+ " 'rank': Decimal('152'),\n",
+ " 'running_time_secs': Decimal('7080')},\n",
+ " 'title': 'Romeo and Juliet'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Ben Affleck', 'Justin Timberlake', 'Gemma Arterton'],\n",
+ " 'release_date': '2013-09-25T00:00:00Z',\n",
+ " 'plot': 'When a poor college student who cracks an online poker game goes bust, he arranges a face-to-face with the man he thinks cheated him, a sly offshore entrepreneur.',\n",
+ " 'genres': ['Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTU5OTA0MjI4Ml5BMl5BanBnXkFtZTgwMTgxOTQwMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Brad Furman'],\n",
+ " 'rating': Decimal('5.4'),\n",
+ " 'rank': Decimal('35'),\n",
+ " 'running_time_secs': Decimal('5460')},\n",
+ " 'title': 'Runner Runner'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Daniel Bruhl', 'Chris Hemsworth', 'Olivia Wilde'],\n",
+ " 'release_date': '2013-09-02T00:00:00Z',\n",
+ " 'plot': 'A re-creation of the merciless 1970s rivalry between Formula One rivals James Hunt and Niki Lauda.',\n",
+ " 'genres': ['Action', 'Biography', 'Drama', 'Sport'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQyMDE0MTY0OV5BMl5BanBnXkFtZTcwMjI2OTI0OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Ron Howard'],\n",
+ " 'rating': Decimal('8.3'),\n",
+ " 'rank': Decimal('2'),\n",
+ " 'running_time_secs': Decimal('7380')},\n",
+ " 'title': 'Rush'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Julianne Hough', 'Josh Duhamel', 'Cobie Smulders'],\n",
+ " 'release_date': '2013-02-13T00:00:00Z',\n",
+ " 'plot': 'A young woman with a mysterious past lands in Southport, North Carolina where her bond with a widower forces her to confront the dark secret that haunts her.',\n",
+ " 'genres': ['Drama', 'Mystery', 'Romance', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTg4MzcxODA3OV5BMl5BanBnXkFtZTcwMTYzNDkwOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Lasse Hallstrom'],\n",
+ " 'rating': Decimal('6.4'),\n",
+ " 'rank': Decimal('126'),\n",
+ " 'running_time_secs': Decimal('6900')},\n",
+ " 'title': 'Safe Haven'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Josh Duhamel', 'Dan Fogler', 'Miracle Laurie'],\n",
+ " 'release_date': '2013-03-09T00:00:00Z',\n",
+ " 'plot': \"Tensions rise between lifelong friends Mitchell and Carter after their truck breaks down on an isolated desert road as they start to attack each other's life decisions with unwavering brutality.\",\n",
+ " 'genres': ['Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjAyNjIyOTU0M15BMl5BanBnXkFtZTcwNTUwOTI2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Kevin Goetz', 'Michael Goetz'],\n",
+ " 'rating': Decimal('6.3'),\n",
+ " 'rank': Decimal('166')},\n",
+ " 'title': 'Scenic Route'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Rooney Mara', 'Channing Tatum', 'Jude Law'],\n",
+ " 'release_date': '2013-02-08T00:00:00Z',\n",
+ " 'plot': \"A young woman's world unravels when a drug prescribed by her psychiatrist has unexpected side effects.\",\n",
+ " 'genres': ['Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTc2MzY0NDAwOF5BMl5BanBnXkFtZTcwMTE1Mzc4OA@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Steven Soderbergh'],\n",
+ " 'rating': Decimal('7.1'),\n",
+ " 'rank': Decimal('116'),\n",
+ " 'running_time_secs': Decimal('6360')},\n",
+ " 'title': 'Side Effects'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Chris Pine', 'Zachary Quinto', 'Zoe Saldana'],\n",
+ " 'release_date': '2013-05-02T00:00:00Z',\n",
+ " 'plot': 'After the crew of the Enterprise find an unstoppable force of terror from within their own organization, Captain Kirk leads a manhunt to a war-zone world to capture a one man weapon of mass destruction.',\n",
+ " 'genres': ['Action', 'Adventure', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTk2NzczOTgxNF5BMl5BanBnXkFtZTcwODQ5ODczOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['J.J. Abrams'],\n",
+ " 'rating': Decimal('7.9'),\n",
+ " 'rank': Decimal('16'),\n",
+ " 'running_time_secs': Decimal('7920')},\n",
+ " 'title': 'Star Trek Into Darkness'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Mia Wasikowska', 'Nicole Kidman', 'Matthew Goode'],\n",
+ " 'release_date': '2013-01-20T00:00:00Z',\n",
+ " 'plot': \"After India's father dies, her Uncle Charlie, who she never knew existed, comes to live with her and her unstable mother. She comes to suspect this mysterious, charming man has ulterior motives and becomes increasingly infatuated with him.\",\n",
+ " 'genres': ['Drama', 'Mystery', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjI3MTM5ODI5MV5BMl5BanBnXkFtZTcwMjE1Mzc4OA@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Chan-wook Park'],\n",
+ " 'rating': Decimal('6.9'),\n",
+ " 'rank': Decimal('245'),\n",
+ " 'running_time_secs': Decimal('5940')},\n",
+ " 'title': 'Stoker'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Katie Chang', 'Israel Broussard', 'Emma Watson'],\n",
+ " 'release_date': '2013-05-16T00:00:00Z',\n",
+ " 'plot': \"Inspired by actual events, a group of fame-obsessed teenagers use the internet to track celebrities' whereabouts in order to rob their homes.\",\n",
+ " 'genres': ['Crime', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQzMTgwMzQxN15BMl5BanBnXkFtZTcwOTcwNTY0OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Sofia Coppola'],\n",
+ " 'rating': Decimal('5.8'),\n",
+ " 'rank': Decimal('41'),\n",
+ " 'running_time_secs': Decimal('5400')},\n",
+ " 'title': 'The Bling Ring'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Forest Whitaker', 'Oprah Winfrey', 'John Cusack'],\n",
+ " 'release_date': '2013-08-05T00:00:00Z',\n",
+ " 'plot': \"As Cecil Gaines serves eight presidents during his tenure as a butler at the White House, the civil rights movement, Vietnam, and other major events affect this man's life, family, and American society.\",\n",
+ " 'genres': ['Biography', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjM2NDY3MjkyMF5BMl5BanBnXkFtZTcwMDM5Nzg5OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Lee Daniels'],\n",
+ " 'rating': Decimal('6.6'),\n",
+ " 'rank': Decimal('56'),\n",
+ " 'running_time_secs': Decimal('7920')},\n",
+ " 'title': 'The Butler'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Halle Berry', 'Evie Thompson', 'Abigail Breslin'],\n",
+ " 'release_date': '2013-03-14T00:00:00Z',\n",
+ " 'plot': \"When a veteran 911 operator takes a life-altering call from a teenage girl who has just been abducted, she realizes that she must confront a killer from her past in order to save the girl's life.\",\n",
+ " 'genres': ['Crime', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjExNDkzNjAwOV5BMl5BanBnXkFtZTcwMDMzMzQwOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Brad Anderson'],\n",
+ " 'rating': Decimal('6.6'),\n",
+ " 'rank': Decimal('115'),\n",
+ " 'running_time_secs': Decimal('5640')},\n",
+ " 'title': 'The Call'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Kevin Zegers', 'Laurence Fishburne', 'Bill Paxton'],\n",
+ " 'release_date': '2013-04-26T00:00:00Z',\n",
+ " 'plot': 'Forced underground by the next ice age, a struggling outpost of survivors must fight to preserve humanity against a threat even more savage than nature.',\n",
+ " 'genres': ['Action', 'Sci-Fi', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNzAzNzEzNDA4OF5BMl5BanBnXkFtZTcwOTUwODA3OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Jeff Renfroe'],\n",
+ " 'rating': Decimal('5.2'),\n",
+ " 'rank': Decimal('219'),\n",
+ " 'running_time_secs': Decimal('5700')},\n",
+ " 'title': 'The Colony'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Patrick Wilson', 'Vera Farmiga', 'Ron Livingston'],\n",
+ " 'release_date': '2013-06-08T00:00:00Z',\n",
+ " 'plot': 'Paranormal investigators Ed and Lorraine Warren work to help a family terrorized by a dark presence in their farmhouse.',\n",
+ " 'genres': ['Horror', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTM3NjA1NDMyMV5BMl5BanBnXkFtZTcwMDQzNDMzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['James Wan'],\n",
+ " 'rating': Decimal('7.7'),\n",
+ " 'rank': Decimal('25'),\n",
+ " 'running_time_secs': Decimal('6720')},\n",
+ " 'title': 'The Conjuring'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Brad Pitt', 'Goran Visnjic', 'Michael Fassbender'],\n",
+ " 'release_date': '2013-10-25T00:00:00Z',\n",
+ " 'plot': 'A lawyer finds himself in over his head when he gets involved in drug trafficking.',\n",
+ " 'genres': ['Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTc3ODk0MTY0N15BMl5BanBnXkFtZTgwOTU2MTEzMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Ridley Scott'],\n",
+ " 'rank': Decimal('155'),\n",
+ " 'running_time_secs': Decimal('6660')},\n",
+ " 'title': 'The Counselor'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Nicolas Cage', 'Ryan Reynolds', 'Emma Stone'],\n",
+ " 'release_date': '2013-02-15T00:00:00Z',\n",
+ " 'plot': 'After their cave is destroyed, a caveman family must trek through an unfamiliar fantastical world with the help of an inventive boy.',\n",
+ " 'genres': ['Animation', 'Adventure', 'Comedy', 'Family', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTcyOTc2OTA1Ml5BMl5BanBnXkFtZTcwOTI1MjkzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Kirk De Micco', 'Chris Sanders'],\n",
+ " 'rating': Decimal('7.3'),\n",
+ " 'rank': Decimal('91'),\n",
+ " 'running_time_secs': Decimal('5880')},\n",
+ " 'title': 'The Croods'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Brit Marling', 'Alexander Skarsgard', 'Ellen Page'],\n",
+ " 'release_date': '2013-01-20T00:00:00Z',\n",
+ " 'plot': 'An operative for an elite private intelligence firm finds her priorities changing dramatically after she is tasked with infiltrating an anarchist group known for executing covert attacks upon major corporations.',\n",
+ " 'genres': ['Crime', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjEyNjQzMzg5Nl5BMl5BanBnXkFtZTcwMjExNzU1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Zal Batmanglij'],\n",
+ " 'rating': Decimal('6.9'),\n",
+ " 'rank': Decimal('89'),\n",
+ " 'running_time_secs': Decimal('6960')},\n",
+ " 'title': 'The East'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Robert De Niro', 'Michelle Pfeiffer', 'Dianna Agron'],\n",
+ " 'release_date': '2013-09-10T00:00:00Z',\n",
+ " 'plot': 'The Manzoni family, a notorious mafia clan, is relocated to Normandy, France under the witness protection program, where fitting in soon becomes challenging as their old habits die hard.',\n",
+ " 'genres': ['Action', 'Comedy', 'Crime'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjE2MzI0MzkyNV5BMl5BanBnXkFtZTcwMjQ2MDM2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Luc Besson'],\n",
+ " 'rating': Decimal('6.5'),\n",
+ " 'rank': Decimal('15'),\n",
+ " 'running_time_secs': Decimal('6660')},\n",
+ " 'title': 'The Family'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Benedict Cumberbatch',\n",
+ " 'Daniel Bruhl',\n",
+ " 'Carice van Houten'],\n",
+ " 'release_date': '2013-09-05T00:00:00Z',\n",
+ " 'plot': \"A dramatic thriller based on real events, THE FIFTH ESTATE reveals the quest to expose the deceptions and corruptions of power that turned an Internet upstart into the 21st century's most fiercely debated organization.\",\n",
+ " 'genres': ['Biography', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjY1MTY5NTg3M15BMl5BanBnXkFtZTgwMDQyMjgwMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Bill Condon'],\n",
+ " 'rating': Decimal('6.4'),\n",
+ " 'rank': Decimal('110'),\n",
+ " 'running_time_secs': Decimal('7680')},\n",
+ " 'title': 'The Fifth Estate'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Nicolas Cage', 'Vanessa Hudgens', 'John Cusack'],\n",
+ " 'release_date': '2013-07-11T00:00:00Z',\n",
+ " 'plot': 'An Alaska State Trooper partners with a young woman who escaped the clutches of serial killer Robert Hansen to bring the murderer to justice. Based on actual events.',\n",
+ " 'genres': ['Biography', 'Crime', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjA0MjAyMjIxMl5BMl5BanBnXkFtZTcwNTQ1NDc2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Scott Walker'],\n",
+ " 'rating': Decimal('6.2'),\n",
+ " 'rank': Decimal('133'),\n",
+ " 'running_time_secs': Decimal('6300')},\n",
+ " 'title': 'The Frozen Ground'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Leonardo DiCaprio', 'Carey Mulligan', 'Joel Edgerton'],\n",
+ " 'release_date': '2013-05-01T00:00:00Z',\n",
+ " 'plot': 'A Midwestern war veteran finds himself drawn to the past and lifestyle of his millionaire neighbor.',\n",
+ " 'genres': ['Drama', 'Romance'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTkxNTk1ODcxNl5BMl5BanBnXkFtZTcwMDI1OTMzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Baz Luhrmann'],\n",
+ " 'rating': Decimal('7.3'),\n",
+ " 'rank': Decimal('18'),\n",
+ " 'running_time_secs': Decimal('8580')},\n",
+ " 'title': 'The Great Gatsby'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Bradley Cooper', 'Zach Galifianakis', 'Ed Helms'],\n",
+ " 'release_date': '2013-05-20T00:00:00Z',\n",
+ " 'plot': 'When one of their own is kidnapped by an angry gangster, the Wolf Pack must track down Mr. Chow, who has escaped from prison and is on the lam.',\n",
+ " 'genres': ['Comedy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTA0NjE1MzMzODheQTJeQWpwZ15BbWU3MDY4MTQ3Mzk@._V1_SX400_.jpg',\n",
+ " 'directors': ['Todd Phillips'],\n",
+ " 'rating': Decimal('5.9'),\n",
+ " 'rank': Decimal('52'),\n",
+ " 'running_time_secs': Decimal('6000')},\n",
+ " 'title': 'The Hangover Part III'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Sandra Bullock',\n",
+ " 'Michael McDonald',\n",
+ " 'Melissa McCarthy'],\n",
+ " 'release_date': '2013-06-27T00:00:00Z',\n",
+ " 'plot': 'An uptight FBI Special Agent is paired with a foul-mouthed Boston cop to take down a ruthless drug lord.',\n",
+ " 'genres': ['Action', 'Comedy', 'Crime'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNDEwMTg2OTI5MF5BMl5BanBnXkFtZTcwNjgyNjkzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Paul Feig'],\n",
+ " 'rating': Decimal('6.9'),\n",
+ " 'rank': Decimal('141'),\n",
+ " 'running_time_secs': Decimal('7020')},\n",
+ " 'title': 'The Heat'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Martin Freeman', 'Ian McKellen', 'Richard Armitage'],\n",
+ " 'release_date': '2013-12-11T00:00:00Z',\n",
+ " 'plot': 'The Dwarves, Bilbo and Gandalf have successfully escaped the Misty Mountains, and Bilbo has gained the One Ring. They all continue their journey to get their gold back from the Dragon, Smaug.',\n",
+ " 'genres': ['Adventure', 'Drama', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjAxMjMzMzAxOV5BMl5BanBnXkFtZTcwNTU3NzU2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Peter Jackson'],\n",
+ " 'rank': Decimal('74')},\n",
+ " 'title': 'The Hobbit: The Desolation of Smaug'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Saoirse Ronan', 'Max Irons', 'Jake Abel'],\n",
+ " 'release_date': '2013-03-22T00:00:00Z',\n",
+ " 'plot': 'When an unseen enemy threatens mankind by taking over their bodies and erasing their memories, Melanie will risk everything to protect the people she cares most about, proving that love can conquer all in a dangerous new world.',\n",
+ " 'genres': ['Adventure', 'Romance', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjMwNDg1MTAzNV5BMl5BanBnXkFtZTcwNTk5ODI3OA@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Andrew Niccol'],\n",
+ " 'rating': Decimal('5.7'),\n",
+ " 'rank': Decimal('230'),\n",
+ " 'running_time_secs': Decimal('7500')},\n",
+ " 'title': 'The Host'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jennifer Lawrence',\n",
+ " 'Josh Hutcherson',\n",
+ " 'Liam Hemsworth'],\n",
+ " 'release_date': '2013-11-11T00:00:00Z',\n",
+ " 'plot': 'Katniss Everdeen and Peeta Mellark become targets of the Capitol after their victory in the 74th Hunger Games sparks a rebellion in the Districts of Panem.',\n",
+ " 'genres': ['Action', 'Adventure', 'Sci-Fi', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTAyMjQ3OTAxMzNeQTJeQWpwZ15BbWU4MDU0NzA1MzAx._V1_SX400_.jpg',\n",
+ " 'directors': ['Francis Lawrence'],\n",
+ " 'rank': Decimal('4'),\n",
+ " 'running_time_secs': Decimal('8760')},\n",
+ " 'title': 'The Hunger Games: Catching Fire'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Vince Vaughn', 'Owen Wilson', 'Rose Byrne'],\n",
+ " 'release_date': '2013-06-05T00:00:00Z',\n",
+ " 'plot': 'Two salesmen whose careers have been torpedoed by the digital age find their way into a coveted internship at Google, where they must compete with a group of young, tech-savvy geniuses for a shot at employment.',\n",
+ " 'genres': ['Comedy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjM1MzczMDgwOV5BMl5BanBnXkFtZTcwMDM4NjM2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Shawn Levy'],\n",
+ " 'rating': Decimal('6.3'),\n",
+ " 'rank': Decimal('196'),\n",
+ " 'running_time_secs': Decimal('7140')},\n",
+ " 'title': 'The Internship'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Nick Robinson', 'Gabriel Basso', 'Moises Arias'],\n",
+ " 'release_date': '2013-01-19T00:00:00Z',\n",
+ " 'plot': 'Three teenage friends, in the ultimate act of independence, decide to spend their summer building a house in the woods and living off the land.',\n",
+ " 'genres': ['Comedy', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTc3ODA1NTI0MV5BMl5BanBnXkFtZTcwOTE4OTUzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Jordan Vogt-Roberts'],\n",
+ " 'rating': Decimal('7.1'),\n",
+ " 'rank': Decimal('107'),\n",
+ " 'running_time_secs': Decimal('5700')},\n",
+ " 'title': 'The Kings of Summer'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Liev Schreiber', 'Romola Garai', 'Elias Koteas'],\n",
+ " 'release_date': '2013-05-20T00:00:00Z',\n",
+ " 'plot': 'A group of astronaut explorers succumb one by one to a mysterious and terrifying force while collecting specimens on Mars.',\n",
+ " 'genres': ['Sci-Fi', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTk4ODgxMDU0M15BMl5BanBnXkFtZTgwOTg0NzcyMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Ruairi Robinson'],\n",
+ " 'rating': Decimal('7.4'),\n",
+ " 'rank': Decimal('83'),\n",
+ " 'running_time_secs': Decimal('5880')},\n",
+ " 'title': 'The Last Days on Mars'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Johnny Depp', 'Armie Hammer', 'William Fichtner'],\n",
+ " 'release_date': '2013-06-22T00:00:00Z',\n",
+ " 'plot': 'Native American warrior Tonto recounts the untold tales that transformed John Reid, a man of the law, into a legend of justice.',\n",
+ " 'genres': ['Action', 'Adventure', 'Western'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjI3Mjk5MTUxOV5BMl5BanBnXkFtZTcwNTMyNzY3OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Gore Verbinski'],\n",
+ " 'rating': Decimal('6.6'),\n",
+ " 'rank': Decimal('190'),\n",
+ " 'running_time_secs': Decimal('8940')},\n",
+ " 'title': 'The Lone Ranger'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Lily Collins',\n",
+ " 'Jamie Campbell Bower',\n",
+ " 'Robert Sheehan'],\n",
+ " 'release_date': '2013-08-12T00:00:00Z',\n",
+ " 'plot': 'When her mother disappears, Clary Fray learns that she descends from a line of warriors who protect our world from demons. She joins forces with others like her and heads into a dangerous alternate New York called Downworld.',\n",
+ " 'genres': ['Action',\n",
+ " 'Adventure',\n",
+ " 'Drama',\n",
+ " 'Fantasy',\n",
+ " 'Mystery',\n",
+ " 'Romance'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTc5NzAyOTQyNF5BMl5BanBnXkFtZTcwNzQ1MDc4OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Harald Zwart'],\n",
+ " 'rating': Decimal('6.6'),\n",
+ " 'rank': Decimal('32'),\n",
+ " 'running_time_secs': Decimal('7800')},\n",
+ " 'title': 'The Mortal Instruments: City of Bones'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Ethan Hawke', 'Lena Headey', 'Max Burkholder'],\n",
+ " 'release_date': '2013-05-02T00:00:00Z',\n",
+ " 'plot': 'A family is held hostage for harboring the target of a murderous syndicate during the Purge, a 12-hour period in which any and all crime is legalized.',\n",
+ " 'genres': ['Horror', 'Sci-Fi', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTU0OTE1Nzk2NF5BMl5BanBnXkFtZTcwMjE5NDY0OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['James DeMonaco'],\n",
+ " 'rating': Decimal('5.5'),\n",
+ " 'rank': Decimal('125'),\n",
+ " 'running_time_secs': Decimal('5100')},\n",
+ " 'title': 'The Purge'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Neil Patrick Harris', 'Jayma Mays', 'Katy Perry'],\n",
+ " 'release_date': '2013-07-28T00:00:00Z',\n",
+ " 'plot': \"The Smurfs team up with their human friends to rescue Smurfette, who has been kidnapped by Gargamel since she knows a secret spell that can turn the evil sorcerer's newest creation - creatures called the Naughties - into real Smurfs.\",\n",
+ " 'genres': ['Animation', 'Comedy', 'Family', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTkyNDUxODg3MV5BMl5BanBnXkFtZTcwNjE5OTY2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Raja Gosnell'],\n",
+ " 'rating': Decimal('4.9'),\n",
+ " 'rank': Decimal('184'),\n",
+ " 'running_time_secs': Decimal('6300')},\n",
+ " 'title': 'The Smurfs 2'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Miles Teller', 'Shailene Woodley', 'Kyle Chandler'],\n",
+ " 'release_date': '2013-01-18T00:00:00Z',\n",
+ " 'plot': 'A hard-partying high school senior\\'s philosophy on life changes when he meets the not-so-typical \"nice girl.\"',\n",
+ " 'genres': ['Comedy', 'Drama', 'Romance'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjA5MTc0NTkzM15BMl5BanBnXkFtZTcwODEwNjE3OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['James Ponsoldt'],\n",
+ " 'rating': Decimal('7.7'),\n",
+ " 'rank': Decimal('140'),\n",
+ " 'running_time_secs': Decimal('5700')},\n",
+ " 'title': 'The Spectacular Now'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Steve Carell', 'Toni Collette', 'Allison Janney'],\n",
+ " 'release_date': '2013-01-21T00:00:00Z',\n",
+ " 'plot': \"Shy 14-year-old Duncan goes on summer vacation with his mother, her overbearing boyfriend, and her boyfriend's daughter. Having a rough time fitting in, Duncan finds an unexpected friend in Owen, manager of the Water Wizz water park.\",\n",
+ " 'genres': ['Comedy', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNTU5ODk5NDg0Nl5BMl5BanBnXkFtZTcwNzQwMjI1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Nat Faxon', 'Jim Rash'],\n",
+ " 'rating': Decimal('7.8'),\n",
+ " 'rank': Decimal('237'),\n",
+ " 'running_time_secs': Decimal('6180')},\n",
+ " 'title': 'The Way Way Back'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Leonardo DiCaprio', 'P.J. Byrne', 'Jon Favreau'],\n",
+ " 'release_date': '2013-11-14T00:00:00Z',\n",
+ " 'plot': 'Based on the true story of Jordan Belfort, from his rise to a wealthy stockbroker living the high life to his fall involving crime, corruption and the federal government.',\n",
+ " 'genres': ['Biography', 'Crime', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQ5OTI2MTQ1MV5BMl5BanBnXkFtZTcwMjY0Njk2OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Martin Scorsese'],\n",
+ " 'rank': Decimal('134')},\n",
+ " 'title': 'The Wolf of Wall Street'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Hugh Jackman', 'Will Yun Lee', 'Tao Okamoto'],\n",
+ " 'release_date': '2013-07-16T00:00:00Z',\n",
+ " 'plot': 'When Wolverine is summoned to Japan by an old acquaintance, he is embroiled in a conflict that forces him to confront his own demons.',\n",
+ " 'genres': ['Action', 'Adventure', 'Fantasy', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNzg1MDQxMTQ2OF5BMl5BanBnXkFtZTcwMTk3MjAzOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['James Mangold'],\n",
+ " 'rating': Decimal('7.1'),\n",
+ " 'rank': Decimal('124'),\n",
+ " 'running_time_secs': Decimal('7560')},\n",
+ " 'title': 'The Wolverine'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Simon Pegg', 'Nick Frost', 'Martin Freeman'],\n",
+ " 'release_date': '2013-07-18T00:00:00Z',\n",
+ " 'plot': \"Five friends who reunite in an attempt to top their epic pub crawl from 20 years earlier unwittingly become humankind's only hope for survival.\",\n",
+ " 'genres': ['Action', 'Comedy', 'Sci-Fi'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BNzA1MTk1MzY0OV5BMl5BanBnXkFtZTgwNjkzNTUwMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Edgar Wright'],\n",
+ " 'rating': Decimal('7.5'),\n",
+ " 'rank': Decimal('45'),\n",
+ " 'running_time_secs': Decimal('6540')},\n",
+ " 'title': \"The World's End\"},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['James Franco', 'Jonah Hill', 'Seth Rogen'],\n",
+ " 'release_date': '2013-06-03T00:00:00Z',\n",
+ " 'plot': \"While attending a party at James Franco's house, Seth Rogen, Jay Baruchel and many other celebrities are faced with the apocalypse.\",\n",
+ " 'genres': ['Comedy', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQxODE3NjM1Ml5BMl5BanBnXkFtZTcwMzkzNjc4OA@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Evan Goldberg', 'Seth Rogen'],\n",
+ " 'rating': Decimal('7.2'),\n",
+ " 'rank': Decimal('6'),\n",
+ " 'running_time_secs': Decimal('6420')},\n",
+ " 'title': 'This Is the End'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Chris Hemsworth', 'Natalie Portman', 'Tom Hiddleston'],\n",
+ " 'release_date': '2013-10-30T00:00:00Z',\n",
+ " 'plot': 'Faced with an enemy that even Odin and Asgard cannot withstand, Thor must embark on his most perilous and personal journey yet, one that will reunite him with Jane Foster and force him to sacrifice everything to save us all.',\n",
+ " 'genres': ['Action', 'Adventure', 'Fantasy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQyNzAwOTUxOF5BMl5BanBnXkFtZTcwMTE0OTc5OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Alan Taylor'],\n",
+ " 'rank': Decimal('5')},\n",
+ " 'title': 'Thor: The Dark World'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['James McAvoy', 'Rosario Dawson', 'Vincent Cassel'],\n",
+ " 'release_date': '2013-03-27T00:00:00Z',\n",
+ " 'plot': 'An art auctioneer who has become mixed up with a group of criminals partners with a hypnotherapist in order to recover a lost painting.',\n",
+ " 'genres': ['Crime', 'Drama', 'Mystery', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjMzNjU1MTg5NF5BMl5BanBnXkFtZTcwMTExMTcwOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Danny Boyle'],\n",
+ " 'rating': Decimal('6.9'),\n",
+ " 'rank': Decimal('217'),\n",
+ " 'running_time_secs': Decimal('6060')},\n",
+ " 'title': 'Trance'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Ryan Reynolds', 'Paul Giamatti', 'Maya Rudolph'],\n",
+ " 'release_date': '2013-07-17T00:00:00Z',\n",
+ " 'plot': 'A freak accident might just help an everyday garden snail achieve his biggest dream: winning the Indy 500.',\n",
+ " 'genres': ['Animation', 'Adventure', 'Comedy', 'Family', 'Sport'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTA4NTgwMjM5MzheQTJeQWpwZ15BbWU3MDg2ODA1ODk@._V1_SX400_.jpg',\n",
+ " 'directors': ['David Soren'],\n",
+ " 'rating': Decimal('6.3'),\n",
+ " 'rank': Decimal('189'),\n",
+ " 'running_time_secs': Decimal('5760')},\n",
+ " 'title': 'Turbo'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Lawrence Michael Levine',\n",
+ " 'Kelsy Abbott',\n",
+ " 'Adam Wingard'],\n",
+ " 'release_date': '2013-01-19T00:00:00Z',\n",
+ " 'plot': \"Searching for a missing student, two private investigators break into his house and find collection of VHS tapes. Viewing the horrific contents of each cassette, they realize there may be dark motives behind the student's disappearance.\",\n",
+ " 'genres': ['Horror', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BODg4OTMxNDAxMV5BMl5BanBnXkFtZTcwMjM4ODQ0OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Simon Barrett', 'Jason Eisener', 'Gareth Evans'],\n",
+ " 'rating': Decimal('6.2'),\n",
+ " 'rank': Decimal('90'),\n",
+ " 'running_time_secs': Decimal('5760')},\n",
+ " 'title': 'V/H/S/2'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Nicholas Hoult', 'Teresa Palmer', 'John Malkovich'],\n",
+ " 'release_date': '2013-01-16T00:00:00Z',\n",
+ " 'plot': 'After a highly unusual zombie saves a still-living girl from an attack, the two form a relationship that sets in motion events that might transform the entire lifeless world.',\n",
+ " 'genres': ['Comedy', 'Horror', 'Romance'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQ4MjY2MjMzOV5BMl5BanBnXkFtZTcwMDUxNzIwOQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Jonathan Levine'],\n",
+ " 'rating': Decimal('6.9'),\n",
+ " 'rank': Decimal('175'),\n",
+ " 'running_time_secs': Decimal('5880')},\n",
+ " 'title': 'Warm Bodies'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Bill Sage', 'Ambyr Childers', 'Julia Garner'],\n",
+ " 'release_date': '2013-01-18T00:00:00Z',\n",
+ " 'plot': 'The Parkers, a reclusive family who follow ancient customs, find their secret existence threatened as a torrential downpour moves into their area, forcing daughters Iris and Rose to assume responsibilities beyond those of a typical family.',\n",
+ " 'genres': ['Drama', 'Horror', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjI3NjI3NjAyN15BMl5BanBnXkFtZTgwODE3NzMxMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Jim Mickle'],\n",
+ " 'rating': Decimal('6.2'),\n",
+ " 'rank': Decimal('21'),\n",
+ " 'running_time_secs': Decimal('6300')},\n",
+ " 'title': 'We Are What We Are'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Jason Sudeikis', 'Jennifer Aniston', 'Emma Roberts'],\n",
+ " 'release_date': '2013-08-03T00:00:00Z',\n",
+ " 'plot': 'A veteran pot dealer creates a fake family as part of his plan to move a huge shipment of weed into the U.S. from Mexico.',\n",
+ " 'genres': ['Comedy', 'Crime'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMjA5Njc0NDUxNV5BMl5BanBnXkFtZTcwMjYzNzU1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Rawson Marshall Thurber'],\n",
+ " 'rating': Decimal('7.2'),\n",
+ " 'rank': Decimal('13'),\n",
+ " 'running_time_secs': Decimal('6600')},\n",
+ " 'title': \"We're the Millers\"},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Channing Tatum', 'Jamie Foxx', 'Maggie Gyllenhaal'],\n",
+ " 'release_date': '2013-06-26T00:00:00Z',\n",
+ " 'plot': 'While on a tour of the White House with his young daughter, a Capitol policeman springs into action to save his child and protect the president from a heavily armed group of paramilitary invaders.',\n",
+ " 'genres': ['Action', 'Drama', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTAyNzQyNTcwNjVeQTJeQWpwZ15BbWU3MDAwOTQ4Nzk@._V1_SX400_.jpg',\n",
+ " 'directors': ['Roland Emmerich'],\n",
+ " 'rating': Decimal('6.4'),\n",
+ " 'rank': Decimal('60'),\n",
+ " 'running_time_secs': Decimal('7860')},\n",
+ " 'title': 'White House Down'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Brad Pitt', 'Mireille Enos', 'Daniella Kertesz'],\n",
+ " 'release_date': '2013-06-02T00:00:00Z',\n",
+ " 'plot': 'United Nations employee Gerry Lane traverses the world in a race against time to stop the Zombie pandemic that is toppling armies and governments, and threatening to destroy humanity itself.',\n",
+ " 'genres': ['Action', 'Adventure', 'Horror', 'Sci-Fi', 'Thriller'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTg0NTgxMjIxOF5BMl5BanBnXkFtZTcwMDM0MDY1OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Marc Forster'],\n",
+ " 'rating': Decimal('7.1'),\n",
+ " 'rank': Decimal('8'),\n",
+ " 'running_time_secs': Decimal('6960')},\n",
+ " 'title': 'World War Z'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Sam Eidson', 'Anne Gee Byrd', 'Brock England'],\n",
+ " 'release_date': '2013-04-25T00:00:00Z',\n",
+ " 'plot': 'An overgrown nerd who serves as Grand Master of a fantasy board game finds his role as leader of the misfits put into jeopardy when a new initiate enters the group.',\n",
+ " 'genres': ['Comedy'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTQ3MDU4MTI3NV5BMl5BanBnXkFtZTgwMzg5NDYyMDE@._V1_SX400_.jpg',\n",
+ " 'directors': ['Katie Graham', 'Andrew Matthews'],\n",
+ " 'rating': Decimal('6.2'),\n",
+ " 'rank': Decimal('202'),\n",
+ " 'running_time_secs': Decimal('5160')},\n",
+ " 'title': 'Zero Charisma'},\n",
+ " {'year': Decimal('2013'),\n",
+ " 'info': {'actors': ['Ashton Kutcher', 'Dermot Mulroney', 'Josh Gad'],\n",
+ " 'release_date': '2013-01-25T00:00:00Z',\n",
+ " 'plot': \"The story of Steve Jobs' ascension from college dropout into one of the most revered creative entrepreneurs of the 20th century.\",\n",
+ " 'genres': ['Biography', 'Drama'],\n",
+ " 'image_url': 'http://ia.media-imdb.com/images/M/MV5BMTM5NTQ3MTYxN15BMl5BanBnXkFtZTcwODE2Nzk3OQ@@._V1_SX400_.jpg',\n",
+ " 'directors': ['Joshua Michael Stern'],\n",
+ " 'rating': Decimal('5.6'),\n",
+ " 'rank': Decimal('66'),\n",
+ " 'running_time_secs': Decimal('7680')},\n",
+ " 'title': 'jOBS'}],\n",
+ " 'Count': 122,\n",
+ " 'ScannedCount': 122,\n",
+ " 'ResponseMetadata': {'RequestId': 'E25U80AU03627U0BSHQC4KGDBFVV4KQNSO5AEMVJF66Q9ASUAAJG',\n",
+ " 'HTTPStatusCode': 200,\n",
+ " 'HTTPHeaders': {'server': 'Server',\n",
+ " 'date': 'Thu, 16 Nov 2023 07:33:21 GMT',\n",
+ " 'content-type': 'application/x-amz-json-1.0',\n",
+ " 'content-length': '81254',\n",
+ " 'connection': 'keep-alive',\n",
+ " 'x-amzn-requestid': 'E25U80AU03627U0BSHQC4KGDBFVV4KQNSO5AEMVJF66Q9ASUAAJG',\n",
+ " 'x-amz-crc32': '243257950'},\n",
+ " 'RetryAttempts': 0}}"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from boto3.dynamodb.conditions import Key\n",
+ "movies.query(\n",
+ " KeyConditionExpression=Key('year').eq(2013)\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
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diff --git a/Praktikum/weather.txt b/Praktikum/weather.txt
new file mode 100644
index 0000000000000000000000000000000000000000..997710a94b5ed0181ea4a13b73ab98f8511d7fc3
--- /dev/null
+++ b/Praktikum/weather.txt
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diff --git a/VorLesung/Vorlesung2.ipynb b/VorLesung/Vorlesung2.ipynb
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--- /dev/null
+++ b/VorLesung/Vorlesung2.ipynb
@@ -0,0 +1,405 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Flat Files und Tabellen\n",
+ "\n",
+ "- Die Klassiker:\n",
+ " 1. Excel, csv, parquet etc.\n",
+ " 2. Tabellen in RDBMS: Relational Database Management System\n",
+ "\n",
+ "- Format hdf5:\n",
+ " 1. Jedes Element eines n-dimensionalen Datensatzes darf beliebig komplex sein.\n",
+ " 2. Erlaubt die Speicherung von Metadaten direkt an den Daten.\n",
+ " 3. Beliebt zu speichern von Bildern\n",
+ "\n",
+ "- Aufgabe:\n",
+ " 1. Lesen mnist.hdf5\n",
+ " 2. Lesen Bild als array\n",
+ " 3. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#%pip install h5py\n",
+ "import numpy as np\n",
+ "import h5py\n",
+ "filename = \"mnist.hdf5\"\n",
+ "f = h5py.File(filename, \"r\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "list(f.keys())\n",
+ "image = f[\"image\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(60000, 28, 28)"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "image.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "type(image[0])\n",
+ "image[0].shape\n",
+ "from matplotlib import pyplot as plt\n",
+ "plt.imshow(image[0])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(image[1])\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Rest API\n",
+ "\n",
+ "- A client-server architechtur, resources with request though HTTP.\n",
+ "- stateless cline-server comunication,meaning no client info is stored between get request and each request is reparate and unconnected.\n",
+ "\n",
+ "- cacheabla data steamlines client-server interactions.\n",
+ "-"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import urllib3\n",
+ "import requests\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "date = \"2017-01-01\"\n",
+ "base = \"http://api-web.nhle.com/v1/schedule/\"\n",
+ "response = requests.get(base + date)\n",
+ "json_data = response.json()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# feature = \"gameWeek\"\n",
+ "# df = pd.json_normalize(json_data, feature)\n",
+ "# df.games\n",
+ "\n",
+ "data = response.json()\n",
+ "df = pd.json_normalize(data[\"gameWeek\"], \"games\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[2023030211,\n",
+ " 2023030222,\n",
+ " 2023030212,\n",
+ " 2023030223,\n",
+ " 2023030213,\n",
+ " 2023030224,\n",
+ " 2023030214]"
+ ]
+ },
+ "execution_count": 33,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ids = []\n",
+ "for i in df.games:\n",
+ " id_i = i[0][\"id\"] \n",
+ " ids.append(id_i)\n",
+ "ids"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 2024-05-13\n",
+ "Name: nextStartDate, dtype: object"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "feature = \"nextStartDate\"\n",
+ "df = pd.json_normalize(json_data)\n",
+ "df[\"nextStartDate\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>date</th>\n",
+ " <th>dayAbbrev</th>\n",
+ " <th>numberOfGames</th>\n",
+ " <th>games</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>2024-05-06</td>\n",
+ " <td>MON</td>\n",
+ " <td>1</td>\n",
+ " <td>[{'id': 2023030211, 'season': 20232024, 'gameT...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2024-05-07</td>\n",
+ " <td>TUE</td>\n",
+ " <td>2</td>\n",
+ " <td>[{'id': 2023030222, 'season': 20232024, 'gameT...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>2024-05-08</td>\n",
+ " <td>WED</td>\n",
+ " <td>2</td>\n",
+ " <td>[{'id': 2023030212, 'season': 20232024, 'gameT...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>2024-05-09</td>\n",
+ " <td>THU</td>\n",
+ " <td>2</td>\n",
+ " <td>[{'id': 2023030223, 'season': 20232024, 'gameT...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>2024-05-10</td>\n",
+ " <td>FRI</td>\n",
+ " <td>2</td>\n",
+ " <td>[{'id': 2023030213, 'season': 20232024, 'gameT...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>2024-05-11</td>\n",
+ " <td>SAT</td>\n",
+ " <td>2</td>\n",
+ " <td>[{'id': 2023030224, 'season': 20232024, 'gameT...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>6</th>\n",
+ " <td>2024-05-12</td>\n",
+ " <td>SUN</td>\n",
+ " <td>2</td>\n",
+ " <td>[{'id': 2023030214, 'season': 20232024, 'gameT...</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " date dayAbbrev numberOfGames \\\n",
+ "0 2024-05-06 MON 1 \n",
+ "1 2024-05-07 TUE 2 \n",
+ "2 2024-05-08 WED 2 \n",
+ "3 2024-05-09 THU 2 \n",
+ "4 2024-05-10 FRI 2 \n",
+ "5 2024-05-11 SAT 2 \n",
+ "6 2024-05-12 SUN 2 \n",
+ "\n",
+ " games \n",
+ "0 [{'id': 2023030211, 'season': 20232024, 'gameT... \n",
+ "1 [{'id': 2023030222, 'season': 20232024, 'gameT... \n",
+ "2 [{'id': 2023030212, 'season': 20232024, 'gameT... \n",
+ "3 [{'id': 2023030223, 'season': 20232024, 'gameT... \n",
+ "4 [{'id': 2023030213, 'season': 20232024, 'gameT... \n",
+ "5 [{'id': 2023030224, 'season': 20232024, 'gameT... \n",
+ "6 [{'id': 2023030214, 'season': 20232024, 'gameT... "
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'nextStartDate': '2024-05-13', 'previousStartDate': '2024-04-29', 'gameWeek': [{'date': '2024-05-06', 'dayAbbrev': 'MON', 'numberOfGames': 1, 'games': [{'id': 2023030211, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'Amerant Bank Arena'}, 'neutralSite': False, 'startTimeUTC': '2024-05-07T00:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-04:00', 'venueTimezone': 'US/Eastern', 'gameState': 'FUT', 'gameScheduleState': 'OK', 'tvBroadcasts': [{'id': 309, 'market': 'N', 'countryCode': 'US', 'network': 'ESPN', 'sequenceNumber': 2}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 4, 'market': 'N', 'countryCode': 'CA', 'network': 'CBC', 'sequenceNumber': 24}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 6, 'placeName': {'default': 'Boston'}, 'abbrev': 'BOS', 'logo': 'https://assets.nhle.com/logos/nhl/svg/BOS_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/BOS_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/BOS/20232024/BOS-radio.m3u8', 'odds': [{'providerId': 6, 'value': '3.0500'}, {'providerId': 2, 'value': '230.0000'}, {'providerId': 9, 'value': '140.0000'}, {'providerId': 3, 'value': '4.1200'}, {'providerId': 7, 'value': '140.0000'}]}, 'homeTeam': {'id': 13, 'placeName': {'default': 'Florida', 'fr': 'Floride'}, 'abbrev': 'FLA', 'logo': 'https://assets.nhle.com/logos/nhl/svg/FLA_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/FLA_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/FLA/20232024/FLA-radio.m3u8', 'odds': [{'providerId': 6, 'value': '2.0400'}, {'providerId': 2, 'value': '-105.0000'}, {'providerId': 9, 'value': '-166.0000'}, {'providerId': 3, 'value': '4.1200'}, {'providerId': 7, 'value': '-167.0000'}]}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'I', 'neededToWin': 4, 'topSeedTeamAbbrev': 'FLA', 'topSeedWins': 0, 'bottomSeedTeamAbbrev': 'BOS', 'bottomSeedWins': 0, 'gameNumberOfSeries': 1}, 'seriesUrl': '/schedule/playoff-series/2024/series-i/panthers-vs-bruins', 'ticketsLink': 'https://www.nhl.com/panthers/tickets/', 'gameCenterLink': '/gamecenter/bos-vs-fla/2024/05/06/2023030211'}]}, {'date': '2024-05-07', 'dayAbbrev': 'TUE', 'numberOfGames': 2, 'games': [{'id': 2023030222, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'Madison Square Garden'}, 'neutralSite': False, 'startTimeUTC': '2024-05-07T23:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-04:00', 'venueTimezone': 'America/New_York', 'gameState': 'FUT', 'gameScheduleState': 'OK', 'tvBroadcasts': [{'id': 309, 'market': 'N', 'countryCode': 'US', 'network': 'ESPN', 'sequenceNumber': 2}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 4, 'market': 'N', 'countryCode': 'CA', 'network': 'CBC', 'sequenceNumber': 24}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 12, 'placeName': {'default': 'Carolina', 'fr': 'Caroline'}, 'abbrev': 'CAR', 'logo': 'https://assets.nhle.com/logos/nhl/svg/CAR_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/CAR_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/CAR/20232024/CAR-radio.m3u8'}, 'homeTeam': {'id': 3, 'placeName': {'default': 'Rangers'}, 'abbrev': 'NYR', 'logo': 'https://assets.nhle.com/logos/nhl/svg/NYR_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/NYR_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/NYR/20232024/NYR-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'J', 'neededToWin': 4, 'topSeedTeamAbbrev': 'NYR', 'topSeedWins': 1, 'bottomSeedTeamAbbrev': 'CAR', 'bottomSeedWins': 0, 'gameNumberOfSeries': 2}, 'seriesUrl': '/schedule/playoff-series/2024/series-j/rangers-vs-hurricanes', 'ticketsLink': 'https://www.ticketmaster.com/event/3B006076146021D3?brand=nhl&wt.mc_id=NHL_LEAGUE_NYR_SCHED_PAGE_LINK_PLAYOFFS_RD2_GM2&utm_source=nhl.com&utm_medium=client&utm_campaign=NHL_LEAGUE_NYR&utm_content=SCHED_PAGE_LINK_PLAYOFFS_RD2_GM2&CAMEFROM=CFC_RANGERS_WEB_NHL_SCHED_240506', 'gameCenterLink': '/gamecenter/car-vs-nyr/2024/05/07/2023030222'}, {'id': 2023030231, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'American Airlines Center'}, 'neutralSite': False, 'startTimeUTC': '2024-05-08T01:30:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-05:00', 'venueTimezone': 'US/Central', 'gameState': 'FUT', 'gameScheduleState': 'OK', 'tvBroadcasts': [{'id': 309, 'market': 'N', 'countryCode': 'US', 'network': 'ESPN', 'sequenceNumber': 2}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 283, 'market': 'N', 'countryCode': 'CA', 'network': 'SN360', 'sequenceNumber': 23}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 21, 'placeName': {'default': 'Colorado'}, 'abbrev': 'COL', 'logo': 'https://assets.nhle.com/logos/nhl/svg/COL_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/COL_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/COL/20232024/COL-radio.m3u8'}, 'homeTeam': {'id': 25, 'placeName': {'default': 'Dallas'}, 'abbrev': 'DAL', 'logo': 'https://assets.nhle.com/logos/nhl/svg/DAL_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/DAL_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/DAL/20232024/DAL-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'K', 'neededToWin': 4, 'topSeedTeamAbbrev': 'DAL', 'topSeedWins': 0, 'bottomSeedTeamAbbrev': 'COL', 'bottomSeedWins': 0, 'gameNumberOfSeries': 1}, 'seriesUrl': '/schedule/playoff-series/2024/series-k/stars-vs-avalanche', 'ticketsLink': 'https://www.nhl.com/stars/tickets/', 'gameCenterLink': '/gamecenter/col-vs-dal/2024/05/07/2023030231'}]}, {'date': '2024-05-08', 'dayAbbrev': 'WED', 'numberOfGames': 2, 'games': [{'id': 2023030212, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'Amerant Bank Arena'}, 'neutralSite': False, 'startTimeUTC': '2024-05-08T23:30:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-04:00', 'venueTimezone': 'US/Eastern', 'gameState': 'FUT', 'gameScheduleState': 'OK', 'tvBroadcasts': [{'id': 309, 'market': 'N', 'countryCode': 'US', 'network': 'ESPN', 'sequenceNumber': 2}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 4, 'market': 'N', 'countryCode': 'CA', 'network': 'CBC', 'sequenceNumber': 24}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 6, 'placeName': {'default': 'Boston'}, 'abbrev': 'BOS', 'logo': 'https://assets.nhle.com/logos/nhl/svg/BOS_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/BOS_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/BOS/20232024/BOS-radio.m3u8'}, 'homeTeam': {'id': 13, 'placeName': {'default': 'Florida', 'fr': 'Floride'}, 'abbrev': 'FLA', 'logo': 'https://assets.nhle.com/logos/nhl/svg/FLA_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/FLA_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/FLA/20232024/FLA-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'I', 'neededToWin': 4, 'topSeedTeamAbbrev': 'FLA', 'topSeedWins': 0, 'bottomSeedTeamAbbrev': 'BOS', 'bottomSeedWins': 0, 'gameNumberOfSeries': 2}, 'seriesUrl': '/schedule/playoff-series/2024/series-i/panthers-vs-bruins', 'ticketsLink': 'https://www.nhl.com/panthers/tickets/', 'gameCenterLink': '/gamecenter/bos-vs-fla/2024/05/08/2023030212'}, {'id': 2023030241, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'Rogers Arena'}, 'neutralSite': False, 'startTimeUTC': '2024-05-09T02:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-07:00', 'venueTimezone': 'America/Vancouver', 'gameState': 'FUT', 'gameScheduleState': 'OK', 'tvBroadcasts': [{'id': 309, 'market': 'N', 'countryCode': 'US', 'network': 'ESPN', 'sequenceNumber': 2}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 283, 'market': 'N', 'countryCode': 'CA', 'network': 'SN360', 'sequenceNumber': 23}, {'id': 4, 'market': 'N', 'countryCode': 'CA', 'network': 'CBC', 'sequenceNumber': 24}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 22, 'placeName': {'default': 'Edmonton'}, 'abbrev': 'EDM', 'logo': 'https://assets.nhle.com/logos/nhl/svg/EDM_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/EDM_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/EDM/20232024/EDM-radio.m3u8'}, 'homeTeam': {'id': 23, 'placeName': {'default': 'Vancouver'}, 'abbrev': 'VAN', 'logo': 'https://assets.nhle.com/logos/nhl/svg/VAN_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/VAN_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/VAN/20232024/VAN-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'L', 'neededToWin': 4, 'topSeedTeamAbbrev': 'VAN', 'topSeedWins': 0, 'bottomSeedTeamAbbrev': 'EDM', 'bottomSeedWins': 0, 'gameNumberOfSeries': 1}, 'seriesUrl': '/schedule/playoff-series/2024/series-l/canucks-vs-oilers', 'ticketsLink': 'https://www.nhl.com/canucks/tickets/', 'gameCenterLink': '/gamecenter/edm-vs-van/2024/05/08/2023030241'}]}, {'date': '2024-05-09', 'dayAbbrev': 'THU', 'numberOfGames': 2, 'games': [{'id': 2023030223, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'PNC Arena'}, 'neutralSite': False, 'startTimeUTC': '2024-05-09T23:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-04:00', 'venueTimezone': 'US/Eastern', 'gameState': 'FUT', 'gameScheduleState': 'OK', 'tvBroadcasts': [{'id': 385, 'market': 'N', 'countryCode': 'US', 'network': 'TNT', 'sequenceNumber': 4}, {'id': 501, 'market': 'N', 'countryCode': 'US', 'network': 'truTV', 'sequenceNumber': 6}, {'id': 519, 'market': 'N', 'countryCode': 'US', 'network': 'MAX', 'sequenceNumber': 9}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 4, 'market': 'N', 'countryCode': 'CA', 'network': 'CBC', 'sequenceNumber': 24}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 3, 'placeName': 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'gameCenterLink': '/gamecenter/col-vs-dal/2024/05/09/2023030232'}]}, {'date': '2024-05-10', 'dayAbbrev': 'FRI', 'numberOfGames': 2, 'games': [{'id': 2023030213, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'TD Garden'}, 'neutralSite': False, 'startTimeUTC': '2024-05-10T23:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-04:00', 'venueTimezone': 'US/Eastern', 'gameState': 'FUT', 'gameScheduleState': 'OK', 'tvBroadcasts': [{'id': 385, 'market': 'N', 'countryCode': 'US', 'network': 'TNT', 'sequenceNumber': 4}, {'id': 501, 'market': 'N', 'countryCode': 'US', 'network': 'truTV', 'sequenceNumber': 6}, {'id': 519, 'market': 'N', 'countryCode': 'US', 'network': 'MAX', 'sequenceNumber': 9}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 4, 'market': 'N', 'countryCode': 'CA', 'network': 'CBC', 'sequenceNumber': 24}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 13, 'placeName': {'default': 'Florida', 'fr': 'Floride'}, 'abbrev': 'FLA', 'logo': 'https://assets.nhle.com/logos/nhl/svg/FLA_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/FLA_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/FLA/20232024/FLA-radio.m3u8'}, 'homeTeam': {'id': 6, 'placeName': {'default': 'Boston'}, 'abbrev': 'BOS', 'logo': 'https://assets.nhle.com/logos/nhl/svg/BOS_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/BOS_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/BOS/20232024/BOS-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'I', 'neededToWin': 4, 'topSeedTeamAbbrev': 'FLA', 'topSeedWins': 0, 'bottomSeedTeamAbbrev': 'BOS', 'bottomSeedWins': 0, 'gameNumberOfSeries': 3}, 'seriesUrl': '/schedule/playoff-series/2024/series-i/bruins-vs-panthers', 'ticketsLink': 'https://www.nhl.com/bruins/tickets/', 'gameCenterLink': '/gamecenter/fla-vs-bos/2024/05/10/2023030213'}, {'id': 2023030242, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'Rogers Arena'}, 'neutralSite': False, 'startTimeUTC': '2024-05-11T02:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-07:00', 'venueTimezone': 'America/Vancouver', 'gameState': 'FUT', 'gameScheduleState': 'OK', 'tvBroadcasts': [{'id': 385, 'market': 'N', 'countryCode': 'US', 'network': 'TNT', 'sequenceNumber': 4}, {'id': 501, 'market': 'N', 'countryCode': 'US', 'network': 'truTV', 'sequenceNumber': 6}, {'id': 519, 'market': 'N', 'countryCode': 'US', 'network': 'MAX', 'sequenceNumber': 9}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 283, 'market': 'N', 'countryCode': 'CA', 'network': 'SN360', 'sequenceNumber': 23}, {'id': 4, 'market': 'N', 'countryCode': 'CA', 'network': 'CBC', 'sequenceNumber': 24}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 22, 'placeName': {'default': 'Edmonton'}, 'abbrev': 'EDM', 'logo': 'https://assets.nhle.com/logos/nhl/svg/EDM_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/EDM_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/EDM/20232024/EDM-radio.m3u8'}, 'homeTeam': {'id': 23, 'placeName': {'default': 'Vancouver'}, 'abbrev': 'VAN', 'logo': 'https://assets.nhle.com/logos/nhl/svg/VAN_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/VAN_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/VAN/20232024/VAN-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'L', 'neededToWin': 4, 'topSeedTeamAbbrev': 'VAN', 'topSeedWins': 0, 'bottomSeedTeamAbbrev': 'EDM', 'bottomSeedWins': 0, 'gameNumberOfSeries': 2}, 'seriesUrl': '/schedule/playoff-series/2024/series-l/canucks-vs-oilers', 'ticketsLink': 'https://www.nhl.com/canucks/tickets/', 'gameCenterLink': '/gamecenter/edm-vs-van/2024/05/10/2023030242'}]}, {'date': '2024-05-11', 'dayAbbrev': 'SAT', 'numberOfGames': 2, 'games': [{'id': 2023030224, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'PNC Arena'}, 'neutralSite': False, 'startTimeUTC': '2024-05-11T16:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-04:00', 'venueTimezone': 'US/Eastern', 'gameState': 'FUT', 'gameScheduleState': 'TBD', 'tvBroadcasts': [{'id': 385, 'market': 'N', 'countryCode': 'US', 'network': 'TNT', 'sequenceNumber': 4}, {'id': 501, 'market': 'N', 'countryCode': 'US', 'network': 'truTV', 'sequenceNumber': 6}, {'id': 519, 'market': 'N', 'countryCode': 'US', 'network': 'MAX', 'sequenceNumber': 9}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 4, 'market': 'N', 'countryCode': 'CA', 'network': 'CBC', 'sequenceNumber': 24}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 3, 'placeName': {'default': 'Rangers'}, 'abbrev': 'NYR', 'logo': 'https://assets.nhle.com/logos/nhl/svg/NYR_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/NYR_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/NYR/20232024/NYR-radio.m3u8'}, 'homeTeam': {'id': 12, 'placeName': {'default': 'Carolina', 'fr': 'Caroline'}, 'abbrev': 'CAR', 'logo': 'https://assets.nhle.com/logos/nhl/svg/CAR_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/CAR_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/CAR/20232024/CAR-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'J', 'neededToWin': 4, 'topSeedTeamAbbrev': 'NYR', 'topSeedWins': 1, 'bottomSeedTeamAbbrev': 'CAR', 'bottomSeedWins': 0, 'gameNumberOfSeries': 4}, 'seriesUrl': '/schedule/playoff-series/2024/series-j/hurricanes-vs-rangers', 'ticketsLink': 'https://www.nhl.com/hurricanes/tickets/', 'gameCenterLink': '/gamecenter/nyr-vs-car/2024/05/11/2023030224'}, {'id': 2023030233, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'Ball Arena'}, 'neutralSite': False, 'startTimeUTC': '2024-05-11T16:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-06:00', 'venueTimezone': 'America/Denver', 'gameState': 'FUT', 'gameScheduleState': 'TBD', 'tvBroadcasts': [{'id': 385, 'market': 'N', 'countryCode': 'US', 'network': 'TNT', 'sequenceNumber': 4}, {'id': 501, 'market': 'N', 'countryCode': 'US', 'network': 'truTV', 'sequenceNumber': 6}, {'id': 519, 'market': 'N', 'countryCode': 'US', 'network': 'MAX', 'sequenceNumber': 9}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 284, 'market': 'N', 'countryCode': 'CA', 'network': 'SN1', 'sequenceNumber': 22}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 25, 'placeName': {'default': 'Dallas'}, 'abbrev': 'DAL', 'logo': 'https://assets.nhle.com/logos/nhl/svg/DAL_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/DAL_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/DAL/20232024/DAL-radio.m3u8'}, 'homeTeam': {'id': 21, 'placeName': {'default': 'Colorado'}, 'abbrev': 'COL', 'logo': 'https://assets.nhle.com/logos/nhl/svg/COL_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/COL_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/COL/20232024/COL-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'K', 'neededToWin': 4, 'topSeedTeamAbbrev': 'DAL', 'topSeedWins': 0, 'bottomSeedTeamAbbrev': 'COL', 'bottomSeedWins': 0, 'gameNumberOfSeries': 3}, 'seriesUrl': '/schedule/playoff-series/2024/series-k/avalanche-vs-stars', 'ticketsLink': 'https://www.nhl.com/avalanche/tickets/', 'gameCenterLink': '/gamecenter/dal-vs-col/2024/05/11/2023030233'}]}, {'date': '2024-05-12', 'dayAbbrev': 'SUN', 'numberOfGames': 2, 'games': [{'id': 2023030214, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'TD Garden'}, 'neutralSite': False, 'startTimeUTC': '2024-05-12T16:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-04:00', 'venueTimezone': 'US/Eastern', 'gameState': 'FUT', 'gameScheduleState': 'TBD', 'tvBroadcasts': [{'id': 403, 'market': 'N', 'countryCode': 'US', 'network': 'TBS', 'sequenceNumber': 5}, {'id': 501, 'market': 'N', 'countryCode': 'US', 'network': 'truTV', 'sequenceNumber': 6}, {'id': 519, 'market': 'N', 'countryCode': 'US', 'network': 'MAX', 'sequenceNumber': 9}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 13, 'placeName': {'default': 'Florida', 'fr': 'Floride'}, 'abbrev': 'FLA', 'logo': 'https://assets.nhle.com/logos/nhl/svg/FLA_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/FLA_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/FLA/20232024/FLA-radio.m3u8'}, 'homeTeam': {'id': 6, 'placeName': {'default': 'Boston'}, 'abbrev': 'BOS', 'logo': 'https://assets.nhle.com/logos/nhl/svg/BOS_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/BOS_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/BOS/20232024/BOS-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'I', 'neededToWin': 4, 'topSeedTeamAbbrev': 'FLA', 'topSeedWins': 0, 'bottomSeedTeamAbbrev': 'BOS', 'bottomSeedWins': 0, 'gameNumberOfSeries': 4}, 'seriesUrl': '/schedule/playoff-series/2024/series-i/bruins-vs-panthers', 'ticketsLink': 'https://www.nhl.com/bruins/tickets/', 'gameCenterLink': '/gamecenter/fla-vs-bos/2024/05/12/2023030214'}, {'id': 2023030243, 'season': 20232024, 'gameType': 3, 'venue': {'default': 'Rogers Place'}, 'neutralSite': False, 'startTimeUTC': '2024-05-12T16:00:00Z', 'easternUTCOffset': '-04:00', 'venueUTCOffset': '-06:00', 'venueTimezone': 'America/Edmonton', 'gameState': 'FUT', 'gameScheduleState': 'TBD', 'tvBroadcasts': [{'id': 403, 'market': 'N', 'countryCode': 'US', 'network': 'TBS', 'sequenceNumber': 5}, {'id': 501, 'market': 'N', 'countryCode': 'US', 'network': 'truTV', 'sequenceNumber': 6}, {'id': 519, 'market': 'N', 'countryCode': 'US', 'network': 'MAX', 'sequenceNumber': 9}, {'id': 282, 'market': 'N', 'countryCode': 'CA', 'network': 'SN', 'sequenceNumber': 21}, {'id': 283, 'market': 'N', 'countryCode': 'CA', 'network': 'SN360', 'sequenceNumber': 23}, {'id': 281, 'market': 'N', 'countryCode': 'CA', 'network': 'TVAS', 'sequenceNumber': 31}], 'awayTeam': {'id': 23, 'placeName': {'default': 'Vancouver'}, 'abbrev': 'VAN', 'logo': 'https://assets.nhle.com/logos/nhl/svg/VAN_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/VAN_dark.svg', 'awaySplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/VAN/20232024/VAN-radio.m3u8'}, 'homeTeam': {'id': 22, 'placeName': {'default': 'Edmonton'}, 'abbrev': 'EDM', 'logo': 'https://assets.nhle.com/logos/nhl/svg/EDM_light.svg', 'darkLogo': 'https://assets.nhle.com/logos/nhl/svg/EDM_dark.svg', 'homeSplitSquad': False, 'radioLink': 'https://d2igy0yla8zi0u.cloudfront.net/EDM/20232024/EDM-radio.m3u8'}, 'periodDescriptor': {'number': 1, 'periodType': 'REG'}, 'seriesStatus': {'round': 2, 'seriesAbbrev': 'R2', 'seriesLetter': 'L', 'neededToWin': 4, 'topSeedTeamAbbrev': 'VAN', 'topSeedWins': 0, 'bottomSeedTeamAbbrev': 'EDM', 'bottomSeedWins': 0, 'gameNumberOfSeries': 3}, 'seriesUrl': '/schedule/playoff-series/2024/series-l/oilers-vs-canucks', 'ticketsLink': 'https://www.nhl.com/oilers/tickets/', 'gameCenterLink': '/gamecenter/van-vs-edm/2024/05/12/2023030243'}]}], 'oddsPartners': [{'partnerId': 2, 'country': 'SE', 'name': 'Unibet', 'imageUrl': 'https://assets.nhle.com/betting_partner/unibet.svg', 'siteUrl': 'https://www.unibet.se/betting/sports/filter/ice_hockey/nhl/all/matches', 'bgColor': '#14805E', 'textColor': '#FFFFFF', 'accentColor': '#3AAA35'}, {'partnerId': 3, 'country': 'CZ', 'name': 'Tipsport', 'imageUrl': 'https://assets.nhle.com/betting_partner/tipsport.svg', 'siteUrl': 'https://www.tipsport.cz/PartnerRedirectAction.do?pid=16961&sid=20360&bid=34954&tid=11268', 'bgColor': '#2497F2', 'textColor': '#FFFFFF', 'accentColor': '#FFFFFF'}, {'partnerId': 3, 'country': 'SK', 'name': 'Tipsport', 'imageUrl': 'https://assets.nhle.com/betting_partner/tipsport.svg', 'siteUrl': 'https://www.tipsport.sk/PartnerRedirectAction.do?pid=6823&sid=9018&bid=23079&tid=8475', 'bgColor': '#2497F2', 'textColor': '#FFFFFF', 'accentColor': '#FFFFFF'}, {'partnerId': 5, 'country': 'RU', 'name': 'Liga Stavok', 'imageUrl': 'https://assets.nhle.com/betting_partner/ligastavok.svg', 'bgColor': '#007354', 'textColor': '#FFFFFF', 'accentColor': '#FFEB00'}, {'partnerId': 6, 'country': 'FI', 'name': 'Veikkaus', 'imageUrl': 'https://assets.nhle.com/betting_partner/veikkaus.svg', 'siteUrl': 'https://www.veikkaus.fi/fi/vedonlyonti/pitkaveto?t=3-2-1_NHL', 'bgColor': '#0025F5', 'textColor': '#FFFFFF', 'accentColor': '#FFFFFF'}, {'partnerId': 7, 'country': 'CA', 'name': 'FanDuel', 'imageUrl': 'https://assets.nhle.com/betting_partner/fanduel.svg', 'siteUrl': 'https://fanduel.com', 'bgColor': '#0078ff', 'textColor': '#FFFFFF', 'accentColor': '#FFFFFF'}, {'partnerId': 8, 'country': 'DE', 'name': 'Sportradar', 'imageUrl': 'https://assets.nhle.com/betting_partner/sportsradar.svg', 'siteUrl': 'https://sportradar.com', 'bgColor': '#000000', 'textColor': '#FFFFFF', 'accentColor': '#E6E6E6'}, {'partnerId': 9, 'country': 'US', 'name': 'DraftKings', 'imageUrl': 'https://assets.nhle.com/betting_partner/draftkings.svg', 'siteUrl': 'https://dksb.sng.link/As9kz/720m?_dl=https%3A%2F%2Fsportsbook.draftkings.com%2Fgateway%3Fs%3D158542143%26wpcid%3D331060%26wpsrc%3D1320%26wpcn%3DNHLSportsbook%26wpscn%3DOddsByDK%26wpcrn%3DStatic%26wpscid%3DEvergreen%26wpcrid%3Dxx&psn=NHL&pcid=331060&pcrn=Evergreen&pscn=OddsByDK', 'bgColor': '#000000', 'textColor': '#FFFFFF', 'accentColor': '#FFFFFF'}], 'preSeasonStartDate': '2023-09-23', 'regularSeasonStartDate': '2023-10-10', 'regularSeasonEndDate': '2024-04-18', 'playoffEndDate': '2024-06-18', 'numberOfGames': 13}\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "'2024-05-13'"
+ ]
+ },
+ "execution_count": 70,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "data = response.json()\n",
+ "print(data)\n",
+ "df = pd.json_normalize(data[\"gameWeek\"], \"games\")\n",
+ "\n",
+ "data = response.json()\n",
+ "#pd.json_normalize(data[\"nextStartDate\"], \"games\")\n",
+ "data[\"nextStartDate\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# pd.read_pickel(\"nhl_pckl\")\n",
+ "for date in range(1, 10):\n",
+ " base = \"http://api-web.nhle.com/v1/schedule/'2024-05-13'\"\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/VorLesung/Vorlesung3.ipynb b/VorLesung/Vorlesung3.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..96e31a5db2baabebced878164cedb58842bdb991
--- /dev/null
+++ b/VorLesung/Vorlesung3.ipynb
@@ -0,0 +1,694 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Detecting Redundant Attributes\n",
+ "\n",
+ "- Ob es Spalten gibt, die wir wegwerfen können\n",
+ "\n",
+ "Eine Spalte ist redundant wenn sie von anderen Spalte abgeleitet werden kann. Es gibt eine Funktion $f$ so dass die Werte in Spalte y aus der Werten in Splaten x berechnen werden können.\n",
+ "\n",
+ "# Hinweis auf Redundanz\n",
+ "\n",
+ "- Test auf die Unabhängigkeit der Attribute. \n",
+ "Zwei Zufallsvariablen $X$ und $Y$ heißen unabhängig, falls:\n",
+ "$$\n",
+ "P(Y = y| X = x) = P(Y=y)\n",
+ "$$\n",
+ "\n",
+ "- Abhängige Variablen in X können Modellen schaden.\n",
+ "- Zur Vorhersagen von y brauche ich dagegen Variablen in X, die nicht unabhängig von y sind\n",
+ "\n",
+ "# Beispiel für Schaden von abhängige Variablen\n",
+ "\n",
+ "- Credit Scoring Models:\n",
+ " - Overfitting\n",
+ " - Falsche Vorhersagen\n",
+ "- Bild Erkennung:\n",
+ " - CNN stören\n",
+ " - bieten keine Hilfe bei der Unterscheidung\n",
+ "\n",
+ "# Die Umkehrung gilt leider auch .....\n",
+ "\n",
+ "Es gibt auch Fälle, wo hoch korrelierte Variablen die Modell Performance verbessern???\n",
+ "\n",
+ "# Unabhängigkeit für kategorielle Variablen\n",
+ "\n",
+ "Unabhängigkeit zwischen 2 Variablen lässt sich mit dem $X^2-Test$ überprüfen\n",
+ "\n",
+ "\n",
+ "$H_0$: Unabhängig\n",
+ "p-Wert: Wkeit dass $H_0$ gilt, Wenn p_wert > $\\alpha$ dann $H_0$ kann nicht ablehnen\n",
+ "Test Statistik:\n",
+ "$$\n",
+ "X^2 = \\sum \\frac{(obs-expect)^2}{expect}\n",
+ "$$\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Aufgabe\n",
+ "\n",
+ "- Suchen 2 kandidaten aus dem Datensatz\n",
+ "- Erstellen contigncy Tabellen\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>Customer_ID</th>\n",
+ " <th>Age</th>\n",
+ " <th>Gender</th>\n",
+ " <th>Annual_Income</th>\n",
+ " <th>Total_Spend</th>\n",
+ " <th>Years_as_Customer</th>\n",
+ " <th>Num_of_Purchases</th>\n",
+ " <th>Average_Transaction_Amount</th>\n",
+ " <th>Num_of_Returns</th>\n",
+ " <th>Num_of_Support_Contacts</th>\n",
+ " <th>Satisfaction_Score</th>\n",
+ " <th>Last_Purchase_Days_Ago</th>\n",
+ " <th>Email_Opt_In</th>\n",
+ " <th>Promotion_Response</th>\n",
+ " <th>Target_Churn</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1</td>\n",
+ " <td>62</td>\n",
+ " <td>Other</td>\n",
+ " <td>45.15</td>\n",
+ " <td>5892.58</td>\n",
+ " <td>5</td>\n",
+ " <td>22</td>\n",
+ " <td>453.80</td>\n",
+ " <td>2</td>\n",
+ " <td>0</td>\n",
+ " <td>3</td>\n",
+ " <td>129</td>\n",
+ " <td>True</td>\n",
+ " <td>Responded</td>\n",
+ " <td>True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2</td>\n",
+ " <td>65</td>\n",
+ " <td>Male</td>\n",
+ " <td>79.51</td>\n",
+ " <td>9025.47</td>\n",
+ " <td>13</td>\n",
+ " <td>77</td>\n",
+ " <td>22.90</td>\n",
+ " <td>2</td>\n",
+ " <td>2</td>\n",
+ " <td>3</td>\n",
+ " <td>227</td>\n",
+ " <td>False</td>\n",
+ " <td>Responded</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3</td>\n",
+ " <td>18</td>\n",
+ " <td>Male</td>\n",
+ " <td>29.19</td>\n",
+ " <td>618.83</td>\n",
+ " <td>13</td>\n",
+ " <td>71</td>\n",
+ " <td>50.53</td>\n",
+ " <td>5</td>\n",
+ " <td>2</td>\n",
+ " <td>2</td>\n",
+ " <td>283</td>\n",
+ " <td>False</td>\n",
+ " <td>Responded</td>\n",
+ " <td>True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>4</td>\n",
+ " <td>21</td>\n",
+ " <td>Other</td>\n",
+ " <td>79.63</td>\n",
+ " <td>9110.30</td>\n",
+ " <td>3</td>\n",
+ " <td>33</td>\n",
+ " <td>411.83</td>\n",
+ " <td>5</td>\n",
+ " <td>3</td>\n",
+ " <td>5</td>\n",
+ " <td>226</td>\n",
+ " <td>True</td>\n",
+ " <td>Ignored</td>\n",
+ " <td>True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5</td>\n",
+ " <td>21</td>\n",
+ " <td>Other</td>\n",
+ " <td>77.66</td>\n",
+ " <td>5390.88</td>\n",
+ " <td>15</td>\n",
+ " <td>43</td>\n",
+ " <td>101.19</td>\n",
+ " <td>3</td>\n",
+ " <td>0</td>\n",
+ " <td>5</td>\n",
+ " <td>242</td>\n",
+ " <td>False</td>\n",
+ " <td>Unsubscribed</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>995</th>\n",
+ " <td>996</td>\n",
+ " <td>54</td>\n",
+ " <td>Male</td>\n",
+ " <td>143.72</td>\n",
+ " <td>1089.09</td>\n",
+ " <td>2</td>\n",
+ " <td>29</td>\n",
+ " <td>77.75</td>\n",
+ " <td>0</td>\n",
+ " <td>3</td>\n",
+ " <td>2</td>\n",
+ " <td>88</td>\n",
+ " <td>True</td>\n",
+ " <td>Ignored</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>996</th>\n",
+ " <td>997</td>\n",
+ " <td>19</td>\n",
+ " <td>Male</td>\n",
+ " <td>164.19</td>\n",
+ " <td>3700.24</td>\n",
+ " <td>9</td>\n",
+ " <td>90</td>\n",
+ " <td>34.45</td>\n",
+ " <td>6</td>\n",
+ " <td>4</td>\n",
+ " <td>4</td>\n",
+ " <td>352</td>\n",
+ " <td>False</td>\n",
+ " <td>Responded</td>\n",
+ " <td>True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>997</th>\n",
+ " <td>998</td>\n",
+ " <td>47</td>\n",
+ " <td>Female</td>\n",
+ " <td>113.31</td>\n",
+ " <td>705.85</td>\n",
+ " <td>17</td>\n",
+ " <td>69</td>\n",
+ " <td>187.37</td>\n",
+ " <td>7</td>\n",
+ " <td>3</td>\n",
+ " <td>1</td>\n",
+ " <td>172</td>\n",
+ " <td>True</td>\n",
+ " <td>Unsubscribed</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>998</th>\n",
+ " <td>999</td>\n",
+ " <td>23</td>\n",
+ " <td>Male</td>\n",
+ " <td>72.98</td>\n",
+ " <td>3891.60</td>\n",
+ " <td>7</td>\n",
+ " <td>31</td>\n",
+ " <td>483.80</td>\n",
+ " <td>1</td>\n",
+ " <td>2</td>\n",
+ " <td>5</td>\n",
+ " <td>55</td>\n",
+ " <td>False</td>\n",
+ " <td>Responded</td>\n",
+ " <td>True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>999</th>\n",
+ " <td>1000</td>\n",
+ " <td>34</td>\n",
+ " <td>Other</td>\n",
+ " <td>134.86</td>\n",
+ " <td>3956.71</td>\n",
+ " <td>15</td>\n",
+ " <td>48</td>\n",
+ " <td>420.91</td>\n",
+ " <td>6</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>269</td>\n",
+ " <td>True</td>\n",
+ " <td>Ignored</td>\n",
+ " <td>True</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>1000 rows × 15 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Customer_ID Age Gender Annual_Income Total_Spend Years_as_Customer \\\n",
+ "0 1 62 Other 45.15 5892.58 5 \n",
+ "1 2 65 Male 79.51 9025.47 13 \n",
+ "2 3 18 Male 29.19 618.83 13 \n",
+ "3 4 21 Other 79.63 9110.30 3 \n",
+ "4 5 21 Other 77.66 5390.88 15 \n",
+ ".. ... ... ... ... ... ... \n",
+ "995 996 54 Male 143.72 1089.09 2 \n",
+ "996 997 19 Male 164.19 3700.24 9 \n",
+ "997 998 47 Female 113.31 705.85 17 \n",
+ "998 999 23 Male 72.98 3891.60 7 \n",
+ "999 1000 34 Other 134.86 3956.71 15 \n",
+ "\n",
+ " Num_of_Purchases Average_Transaction_Amount Num_of_Returns \\\n",
+ "0 22 453.80 2 \n",
+ "1 77 22.90 2 \n",
+ "2 71 50.53 5 \n",
+ "3 33 411.83 5 \n",
+ "4 43 101.19 3 \n",
+ ".. ... ... ... \n",
+ "995 29 77.75 0 \n",
+ "996 90 34.45 6 \n",
+ "997 69 187.37 7 \n",
+ "998 31 483.80 1 \n",
+ "999 48 420.91 6 \n",
+ "\n",
+ " Num_of_Support_Contacts Satisfaction_Score Last_Purchase_Days_Ago \\\n",
+ "0 0 3 129 \n",
+ "1 2 3 227 \n",
+ "2 2 2 283 \n",
+ "3 3 5 226 \n",
+ "4 0 5 242 \n",
+ ".. ... ... ... \n",
+ "995 3 2 88 \n",
+ "996 4 4 352 \n",
+ "997 3 1 172 \n",
+ "998 2 5 55 \n",
+ "999 0 1 269 \n",
+ "\n",
+ " Email_Opt_In Promotion_Response Target_Churn \n",
+ "0 True Responded True \n",
+ "1 False Responded False \n",
+ "2 False Responded True \n",
+ "3 True Ignored True \n",
+ "4 False Unsubscribed False \n",
+ ".. ... ... ... \n",
+ "995 True Ignored False \n",
+ "996 False Responded True \n",
+ "997 True Unsubscribed False \n",
+ "998 False Responded True \n",
+ "999 True Ignored True \n",
+ "\n",
+ "[1000 rows x 15 columns]"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "from scipy.stats import chi2_contingency\n",
+ "df = pd.read_csv(\"online_retail_customer_churn.csv\")\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Num_of_Purchases 1 2 3 4 5 6 7 8 9 10 ... 90 91 92 \\\n",
+ "Promotion_Response ... \n",
+ "Ignored 4 0 2 2 2 0 4 4 10 5 ... 4 1 5 \n",
+ "Responded 1 3 6 4 2 5 2 1 5 4 ... 5 5 2 \n",
+ "Unsubscribed 4 7 1 4 4 1 3 1 0 2 ... 2 3 2 \n",
+ "\n",
+ "Num_of_Purchases 93 94 95 96 97 98 99 \n",
+ "Promotion_Response \n",
+ "Ignored 4 6 3 4 0 3 2 \n",
+ "Responded 4 1 4 6 3 3 3 \n",
+ "Unsubscribed 5 5 5 5 4 3 3 \n",
+ "\n",
+ "[3 rows x 99 columns]\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Chi2ContingencyResult(statistic=196.58624560712934, pvalue=0.4747829140307219, dof=196, expected_freq=array([[2.709, 3.01 , 2.709, 3.01 , 2.408, 1.806, 2.709, 1.806, 4.515,\n",
+ " 3.311, 3.913, 3.01 , 2.709, 4.515, 3.311, 3.311, 2.709, 4.214,\n",
+ " 2.709, 1.806, 2.107, 4.214, 3.311, 3.612, 3.913, 4.214, 3.612,\n",
+ " 3.311, 3.612, 2.408, 4.816, 3.612, 4.214, 3.612, 2.709, 2.709,\n",
+ " 2.709, 1.505, 3.311, 2.408, 2.709, 3.913, 3.311, 2.709, 3.311,\n",
+ " 3.01 , 1.204, 3.612, 3.612, 2.709, 2.107, 3.612, 4.214, 2.107,\n",
+ " 2.107, 2.408, 2.709, 1.806, 3.01 , 4.515, 2.408, 3.01 , 3.01 ,\n",
+ " 3.913, 2.709, 4.515, 1.505, 3.01 , 4.214, 4.816, 1.806, 2.408,\n",
+ " 2.408, 2.107, 1.505, 3.612, 3.311, 2.709, 3.311, 2.709, 1.806,\n",
+ " 3.913, 1.806, 3.612, 3.311, 3.01 , 2.408, 3.913, 1.806, 3.311,\n",
+ " 2.709, 2.709, 3.913, 3.612, 3.612, 4.515, 2.107, 2.709, 2.408],\n",
+ " [3.042, 3.38 , 3.042, 3.38 , 2.704, 2.028, 3.042, 2.028, 5.07 ,\n",
+ " 3.718, 4.394, 3.38 , 3.042, 5.07 , 3.718, 3.718, 3.042, 4.732,\n",
+ " 3.042, 2.028, 2.366, 4.732, 3.718, 4.056, 4.394, 4.732, 4.056,\n",
+ " 3.718, 4.056, 2.704, 5.408, 4.056, 4.732, 4.056, 3.042, 3.042,\n",
+ " 3.042, 1.69 , 3.718, 2.704, 3.042, 4.394, 3.718, 3.042, 3.718,\n",
+ " 3.38 , 1.352, 4.056, 4.056, 3.042, 2.366, 4.056, 4.732, 2.366,\n",
+ " 2.366, 2.704, 3.042, 2.028, 3.38 , 5.07 , 2.704, 3.38 , 3.38 ,\n",
+ " 4.394, 3.042, 5.07 , 1.69 , 3.38 , 4.732, 5.408, 2.028, 2.704,\n",
+ " 2.704, 2.366, 1.69 , 4.056, 3.718, 3.042, 3.718, 3.042, 2.028,\n",
+ " 4.394, 2.028, 4.056, 3.718, 3.38 , 2.704, 4.394, 2.028, 3.718,\n",
+ " 3.042, 3.042, 4.394, 4.056, 4.056, 5.07 , 2.366, 3.042, 2.704],\n",
+ " [3.249, 3.61 , 3.249, 3.61 , 2.888, 2.166, 3.249, 2.166, 5.415,\n",
+ " 3.971, 4.693, 3.61 , 3.249, 5.415, 3.971, 3.971, 3.249, 5.054,\n",
+ " 3.249, 2.166, 2.527, 5.054, 3.971, 4.332, 4.693, 5.054, 4.332,\n",
+ " 3.971, 4.332, 2.888, 5.776, 4.332, 5.054, 4.332, 3.249, 3.249,\n",
+ " 3.249, 1.805, 3.971, 2.888, 3.249, 4.693, 3.971, 3.249, 3.971,\n",
+ " 3.61 , 1.444, 4.332, 4.332, 3.249, 2.527, 4.332, 5.054, 2.527,\n",
+ " 2.527, 2.888, 3.249, 2.166, 3.61 , 5.415, 2.888, 3.61 , 3.61 ,\n",
+ " 4.693, 3.249, 5.415, 1.805, 3.61 , 5.054, 5.776, 2.166, 2.888,\n",
+ " 2.888, 2.527, 1.805, 4.332, 3.971, 3.249, 3.971, 3.249, 2.166,\n",
+ " 4.693, 2.166, 4.332, 3.971, 3.61 , 2.888, 4.693, 2.166, 3.971,\n",
+ " 3.249, 3.249, 4.693, 4.332, 4.332, 5.415, 2.527, 3.249, 2.888]]))"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "contigency_table = pd.crosstab(df[\"Promotion_Response\"], df[\"Num_of_Purchases\"])\n",
+ "print(contigency_table)\n",
+ "test = chi2_contingency(contigency_table)\n",
+ "test"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Chi2ContingencyResult(statistic=18299.96267758467, pvalue=0.0, dof=999, expected_freq=array([[5.88631086e+03, 1.12691365e+01],\n",
+ " [9.02119923e+03, 1.72707707e+01],\n",
+ " [6.30622695e+02, 1.20730511e+00],\n",
+ " ...,\n",
+ " [7.21468773e+02, 1.38122676e+00],\n",
+ " [3.89115053e+03, 7.44947173e+00],\n",
+ " [3.96412083e+03, 7.58917082e+00]]))\n",
+ "0.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Choose 2 Variablen H_0: Unabhängigkeit der 2 Variablen\n",
+ "var1_2 = df[[\"Annual_Income\", \"Num_of_Purchases\"]]\n",
+ "var1_2 = df[[\"Total_Spend\", \"Years_as_Customer\"]]\n",
+ "var_1_2 = df[[\"Gender\", \"Num_of_Returns\"]]\n",
+ "var_1_2 = df[[\"Promotion_Response\", \"Num_of_Returns\"]]\n",
+ "var_1_2 = df[[\"Promotion_Response\", \"Satisfaction_Score\"]]\n",
+ "test = chi2_contingency(var1_2)\n",
+ "print(test)\n",
+ "\n",
+ "print(test.pvalue)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>name</th>\n",
+ " <th>phone_number</th>\n",
+ " <th>occupation</th>\n",
+ " <th>address</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1. Rachel Green</td>\n",
+ " <td>1(613)555 0149</td>\n",
+ " <td>buyer (fashion)</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2. Ross Geller</td>\n",
+ " <td>+1-613-555-0138</td>\n",
+ " <td>paleontogist</td>\n",
+ " <td>100 Grove Street, Apartment 16</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3. Mönica Geller</td>\n",
+ " <td>16135550185</td>\n",
+ " <td>Chef</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>4. Chandler BING</td>\n",
+ " <td>1 613 555 0161</td>\n",
+ " <td>???</td>\n",
+ " <td>90 Bedford Street, Apt 19</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5. Pheobe Buffay</td>\n",
+ " <td>1(613)5550114</td>\n",
+ " <td>musician</td>\n",
+ " <td>5 Morton Street, Apt. 14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>6. Joseph (Joey) Tribbiani</td>\n",
+ " <td>1(613)555-0148</td>\n",
+ " <td>actor</td>\n",
+ " <td>90 Bedford Street, Apt 19</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " name phone_number occupation \\\n",
+ "0 1. Rachel Green 1(613)555 0149 buyer (fashion) \n",
+ "1 2. Ross Geller +1-613-555-0138 paleontogist \n",
+ "2 3. Mönica Geller 16135550185 Chef \n",
+ "3 4. Chandler BING 1 613 555 0161 ??? \n",
+ "4 5. Pheobe Buffay 1(613)5550114 musician \n",
+ "5 6. Joseph (Joey) Tribbiani 1(613)555-0148 actor \n",
+ "\n",
+ " address \n",
+ "0 90 Bedford Street, Apt 20 \n",
+ "1 100 Grove Street, Apartment 16 \n",
+ "2 90 Bedford Street, Apt 20 \n",
+ "3 90 Bedford Street, Apt 19 \n",
+ "4 5 Morton Street, Apt. 14 \n",
+ "5 90 Bedford Street, Apt 19 "
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df2 = pd.read_csv(\"names_adress.csv\")\n",
+ "df2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "was mach sklearn.feature_selection import chi2\n",
+ "- Select Spalten mit höchsten Unabhängigkeit\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Index(['Customer_ID', 'Age', 'Gender', 'Annual_Income', 'Total_Spend',\n",
+ " 'Years_as_Customer', 'Num_of_Purchases', 'Average_Transaction_Amount',\n",
+ " 'Num_of_Returns', 'Num_of_Support_Contacts', 'Satisfaction_Score',\n",
+ " 'Last_Purchase_Days_Ago', 'Email_Opt_In', 'Promotion_Response',\n",
+ " 'Target_Churn'],\n",
+ " dtype='object')\n",
+ "0 True\n",
+ "1 False\n",
+ "2 True\n",
+ "3 True\n",
+ "4 False\n",
+ " ... \n",
+ "995 False\n",
+ "996 True\n",
+ "997 False\n",
+ "998 True\n",
+ "999 True\n",
+ "Name: Target_Churn, Length: 1000, dtype: bool\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(df.columns)\n",
+ "Y = df[\"Target_Churn\"]\n",
+ "X = df.drop(\"Target_Churn\", axis = 1)\n",
+ "print(Y)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ValueError",
+ "evalue": "could not convert string to float: 'Other'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[42], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfeature_selection\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m chi2\n\u001b[1;32m----> 2\u001b[0m \u001b[43mchi2\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mY\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\sklearn\\utils\\_param_validation.py:213\u001b[0m, in \u001b[0;36mvalidate_params.<locals>.decorator.<locals>.wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 207\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 208\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[0;32m 209\u001b[0m skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[0;32m 210\u001b[0m prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[0;32m 211\u001b[0m )\n\u001b[0;32m 212\u001b[0m ):\n\u001b[1;32m--> 213\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 214\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m InvalidParameterError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 215\u001b[0m \u001b[38;5;66;03m# When the function is just a wrapper around an estimator, we allow\u001b[39;00m\n\u001b[0;32m 216\u001b[0m \u001b[38;5;66;03m# the function to delegate validation to the estimator, but we replace\u001b[39;00m\n\u001b[0;32m 217\u001b[0m \u001b[38;5;66;03m# the name of the estimator by the name of the function in the error\u001b[39;00m\n\u001b[0;32m 218\u001b[0m \u001b[38;5;66;03m# message to avoid confusion.\u001b[39;00m\n\u001b[0;32m 219\u001b[0m msg \u001b[38;5;241m=\u001b[39m re\u001b[38;5;241m.\u001b[39msub(\n\u001b[0;32m 220\u001b[0m \u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mw+ must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 221\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m 222\u001b[0m \u001b[38;5;28mstr\u001b[39m(e),\n\u001b[0;32m 223\u001b[0m )\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\sklearn\\feature_selection\\_univariate_selection.py:264\u001b[0m, in \u001b[0;36mchi2\u001b[1;34m(X, y)\u001b[0m\n\u001b[0;32m 203\u001b[0m \u001b[38;5;124;03m\"\"\"Compute chi-squared stats between each non-negative feature and class.\u001b[39;00m\n\u001b[0;32m 204\u001b[0m \n\u001b[0;32m 205\u001b[0m \u001b[38;5;124;03mThis score can be used to select the `n_features` features with the\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 257\u001b[0m \u001b[38;5;124;03marray([0.0004..., 0.0387..., 0.0116... ])\u001b[39;00m\n\u001b[0;32m 258\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 260\u001b[0m \u001b[38;5;66;03m# XXX: we might want to do some of the following in logspace instead for\u001b[39;00m\n\u001b[0;32m 261\u001b[0m \u001b[38;5;66;03m# numerical stability.\u001b[39;00m\n\u001b[0;32m 262\u001b[0m \u001b[38;5;66;03m# Converting X to float allows getting better performance for the\u001b[39;00m\n\u001b[0;32m 263\u001b[0m \u001b[38;5;66;03m# safe_sparse_dot call made below.\u001b[39;00m\n\u001b[1;32m--> 264\u001b[0m X \u001b[38;5;241m=\u001b[39m \u001b[43mcheck_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccept_sparse\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcsr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfloat64\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfloat32\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 265\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m np\u001b[38;5;241m.\u001b[39many((X\u001b[38;5;241m.\u001b[39mdata \u001b[38;5;28;01mif\u001b[39;00m issparse(X) \u001b[38;5;28;01melse\u001b[39;00m X) \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m0\u001b[39m):\n\u001b[0;32m 266\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInput X must be non-negative.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\sklearn\\utils\\validation.py:921\u001b[0m, in \u001b[0;36mcheck_array\u001b[1;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator, input_name)\u001b[0m\n\u001b[0;32m 916\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m pandas_requires_conversion:\n\u001b[0;32m 917\u001b[0m \u001b[38;5;66;03m# pandas dataframe requires conversion earlier to handle extension dtypes with\u001b[39;00m\n\u001b[0;32m 918\u001b[0m \u001b[38;5;66;03m# nans\u001b[39;00m\n\u001b[0;32m 919\u001b[0m \u001b[38;5;66;03m# Use the original dtype for conversion if dtype is None\u001b[39;00m\n\u001b[0;32m 920\u001b[0m new_dtype \u001b[38;5;241m=\u001b[39m dtype_orig \u001b[38;5;28;01mif\u001b[39;00m dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m dtype\n\u001b[1;32m--> 921\u001b[0m array \u001b[38;5;241m=\u001b[39m \u001b[43marray\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mastype\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnew_dtype\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 922\u001b[0m \u001b[38;5;66;03m# Since we converted here, we do not need to convert again later\u001b[39;00m\n\u001b[0;32m 923\u001b[0m dtype \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\pandas\\core\\generic.py:6240\u001b[0m, in \u001b[0;36mNDFrame.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 6233\u001b[0m results \u001b[38;5;241m=\u001b[39m [\n\u001b[0;32m 6234\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39miloc[:, i]\u001b[38;5;241m.\u001b[39mastype(dtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n\u001b[0;32m 6235\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns))\n\u001b[0;32m 6236\u001b[0m ]\n\u001b[0;32m 6238\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 6239\u001b[0m \u001b[38;5;66;03m# else, only a single dtype is given\u001b[39;00m\n\u001b[1;32m-> 6240\u001b[0m new_data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mastype\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 6241\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_constructor(new_data)\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mastype\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m 6243\u001b[0m \u001b[38;5;66;03m# GH 33113: handle empty frame or series\u001b[39;00m\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\pandas\\core\\internals\\managers.py:448\u001b[0m, in \u001b[0;36mBaseBlockManager.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 447\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mastype\u001b[39m(\u001b[38;5;28mself\u001b[39m: T, dtype, copy: \u001b[38;5;28mbool\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m, errors: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mraise\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m T:\n\u001b[1;32m--> 448\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mastype\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\pandas\\core\\internals\\managers.py:352\u001b[0m, in \u001b[0;36mBaseBlockManager.apply\u001b[1;34m(self, f, align_keys, ignore_failures, **kwargs)\u001b[0m\n\u001b[0;32m 350\u001b[0m applied \u001b[38;5;241m=\u001b[39m b\u001b[38;5;241m.\u001b[39mapply(f, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 351\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 352\u001b[0m applied \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(b, f)(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 353\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mTypeError\u001b[39;00m, \u001b[38;5;167;01mNotImplementedError\u001b[39;00m):\n\u001b[0;32m 354\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m ignore_failures:\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\pandas\\core\\internals\\blocks.py:526\u001b[0m, in \u001b[0;36mBlock.astype\u001b[1;34m(self, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 508\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 509\u001b[0m \u001b[38;5;124;03mCoerce to the new dtype.\u001b[39;00m\n\u001b[0;32m 510\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 522\u001b[0m \u001b[38;5;124;03mBlock\u001b[39;00m\n\u001b[0;32m 523\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m 524\u001b[0m values \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvalues\n\u001b[1;32m--> 526\u001b[0m new_values \u001b[38;5;241m=\u001b[39m \u001b[43mastype_array_safe\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 528\u001b[0m new_values \u001b[38;5;241m=\u001b[39m maybe_coerce_values(new_values)\n\u001b[0;32m 529\u001b[0m newb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmake_block(new_values)\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\pandas\\core\\dtypes\\astype.py:299\u001b[0m, in \u001b[0;36mastype_array_safe\u001b[1;34m(values, dtype, copy, errors)\u001b[0m\n\u001b[0;32m 296\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m values\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[0;32m 298\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 299\u001b[0m new_values \u001b[38;5;241m=\u001b[39m \u001b[43mastype_array\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 300\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mValueError\u001b[39;00m, \u001b[38;5;167;01mTypeError\u001b[39;00m):\n\u001b[0;32m 301\u001b[0m \u001b[38;5;66;03m# e.g. astype_nansafe can fail on object-dtype of strings\u001b[39;00m\n\u001b[0;32m 302\u001b[0m \u001b[38;5;66;03m# trying to convert to float\u001b[39;00m\n\u001b[0;32m 303\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m errors \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\pandas\\core\\dtypes\\astype.py:230\u001b[0m, in \u001b[0;36mastype_array\u001b[1;34m(values, dtype, copy)\u001b[0m\n\u001b[0;32m 227\u001b[0m values \u001b[38;5;241m=\u001b[39m values\u001b[38;5;241m.\u001b[39mastype(dtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n\u001b[0;32m 229\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 230\u001b[0m values \u001b[38;5;241m=\u001b[39m \u001b[43mastype_nansafe\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 232\u001b[0m \u001b[38;5;66;03m# in pandas we don't store numpy str dtypes, so convert to object\u001b[39;00m\n\u001b[0;32m 233\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(dtype, np\u001b[38;5;241m.\u001b[39mdtype) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28missubclass\u001b[39m(values\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;241m.\u001b[39mtype, \u001b[38;5;28mstr\u001b[39m):\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\pandas\\core\\dtypes\\astype.py:170\u001b[0m, in \u001b[0;36mastype_nansafe\u001b[1;34m(arr, dtype, copy, skipna)\u001b[0m\n\u001b[0;32m 166\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n\u001b[0;32m 168\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m copy \u001b[38;5;129;01mor\u001b[39;00m is_object_dtype(arr\u001b[38;5;241m.\u001b[39mdtype) \u001b[38;5;129;01mor\u001b[39;00m is_object_dtype(dtype):\n\u001b[0;32m 169\u001b[0m \u001b[38;5;66;03m# Explicit copy, or required since NumPy can't view from / to object.\u001b[39;00m\n\u001b[1;32m--> 170\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43marr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mastype\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdtype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m 172\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m arr\u001b[38;5;241m.\u001b[39mastype(dtype, copy\u001b[38;5;241m=\u001b[39mcopy)\n",
+ "\u001b[1;31mValueError\u001b[0m: could not convert string to float: 'Other'"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.feature_selection import chi2\n",
+ "chi2(X, Y)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/VorLesung/Vorlesung4.ipynb b/VorLesung/Vorlesung4.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ab4451c4bef99073f78d094a8eec94bab73c411d
--- /dev/null
+++ b/VorLesung/Vorlesung4.ipynb
@@ -0,0 +1,72 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Vorlesung 4 \n",
+ "16/05/2024\n",
+ "\n",
+ "# Zusammenhang Unabhängigkeit und Korrelation\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.feature_selection import r_regression\n",
+ "\n",
+ "# suchen die Variable\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Duplicate Rows\n",
+ "\n",
+ "df.duplicated() ?\n",
+ "df.drop_duplicates()\n",
+ "\n",
+ "# Zentral Probleme bei der Erkennung\n",
+ "- Jeden mit jedem vergleich erzeugt quadratischen Aufwand.\n",
+ "- Wie vergleicht man 2 Strings?\n",
+ "- Wan nennen wir 2 exakt gleiche numerische Werte gleich?\n",
+ "\n",
+ "### High Level Vorgehen\n",
+ "1. Preprocessing\n",
+ "2. Indexing\n",
+ "3. Record pair comparison\n",
+ "4. Classification\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/VorLesung/Vorlesung5.ipynb b/VorLesung/Vorlesung5.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ff74743cf9c09e95d78ec96b84b3ff066f0b05a3
--- /dev/null
+++ b/VorLesung/Vorlesung5.ipynb
@@ -0,0 +1,1427 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# High-Level Vorgehen\n",
+ "## Indexing\n",
+ "\n",
+ "## Preprocessing\n",
+ "\n",
+ "## Record Pair Comparison\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>name</th>\n",
+ " <th>phone_number</th>\n",
+ " <th>occupation</th>\n",
+ " <th>address</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1. Rachel Green</td>\n",
+ " <td>1(613)555 0149</td>\n",
+ " <td>buyer (fashion)</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2. Ross Geller</td>\n",
+ " <td>+1-613-555-0138</td>\n",
+ " <td>paleontogist</td>\n",
+ " <td>100 Grove Street, Apartment 16</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3. Mönica Geller</td>\n",
+ " <td>16135550185</td>\n",
+ " <td>Chef</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>4. Chandler BING</td>\n",
+ " <td>1 613 555 0161</td>\n",
+ " <td>???</td>\n",
+ " <td>90 Bedford Street, Apt 19</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5. Pheobe Buffay</td>\n",
+ " <td>1(613)5550114</td>\n",
+ " <td>musician</td>\n",
+ " <td>5 Morton Street, Apt. 14</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " name phone_number occupation \\\n",
+ "0 1. Rachel Green 1(613)555 0149 buyer (fashion) \n",
+ "1 2. Ross Geller +1-613-555-0138 paleontogist \n",
+ "2 3. Mönica Geller 16135550185 Chef \n",
+ "3 4. Chandler BING 1 613 555 0161 ??? \n",
+ "4 5. Pheobe Buffay 1(613)5550114 musician \n",
+ "\n",
+ " address \n",
+ "0 90 Bedford Street, Apt 20 \n",
+ "1 100 Grove Street, Apartment 16 \n",
+ "2 90 Bedford Street, Apt 20 \n",
+ "3 90 Bedford Street, Apt 19 \n",
+ "4 5 Morton Street, Apt. 14 "
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#%pip install recordlinkage\n",
+ "import pandas as pd\n",
+ "from recordlinkage.standardise import clean\n",
+ "df = pd.read_csv(\"names_adress.csv\")\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>name</th>\n",
+ " <th>phone_number</th>\n",
+ " <th>occupation</th>\n",
+ " <th>address</th>\n",
+ " <th>name_clean_default</th>\n",
+ " <th>ocupation_clean</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1. Rachel Green</td>\n",
+ " <td>1(613)555 0149</td>\n",
+ " <td>buyer (fashion)</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " <td>1 rachel green</td>\n",
+ " <td>buyer fashion</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2. Ross Geller</td>\n",
+ " <td>+1-613-555-0138</td>\n",
+ " <td>paleontogist</td>\n",
+ " <td>100 Grove Street, Apartment 16</td>\n",
+ " <td>2 ross geller</td>\n",
+ " <td>paleontogist</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3. Mönica Geller</td>\n",
+ " <td>16135550185</td>\n",
+ " <td>Chef</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " <td>3 mnica geller</td>\n",
+ " <td>chef</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>4. Chandler BING</td>\n",
+ " <td>1 613 555 0161</td>\n",
+ " <td>???</td>\n",
+ " <td>90 Bedford Street, Apt 19</td>\n",
+ " <td>4 chandler bing</td>\n",
+ " <td></td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5. Pheobe Buffay</td>\n",
+ " <td>1(613)5550114</td>\n",
+ " <td>musician</td>\n",
+ " <td>5 Morton Street, Apt. 14</td>\n",
+ " <td>5 pheobe buffay</td>\n",
+ " <td>musician</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " name phone_number occupation \\\n",
+ "0 1. Rachel Green 1(613)555 0149 buyer (fashion) \n",
+ "1 2. Ross Geller +1-613-555-0138 paleontogist \n",
+ "2 3. Mönica Geller 16135550185 Chef \n",
+ "3 4. Chandler BING 1 613 555 0161 ??? \n",
+ "4 5. Pheobe Buffay 1(613)5550114 musician \n",
+ "\n",
+ " address name_clean_default ocupation_clean \n",
+ "0 90 Bedford Street, Apt 20 1 rachel green buyer fashion \n",
+ "1 100 Grove Street, Apartment 16 2 ross geller paleontogist \n",
+ "2 90 Bedford Street, Apt 20 3 mnica geller chef \n",
+ "3 90 Bedford Street, Apt 19 4 chandler bing \n",
+ "4 5 Morton Street, Apt. 14 5 pheobe buffay musician "
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"name_clean_default\"] = clean(df[\"name\"])\n",
+ "df.head()\n",
+ "df[\"ocupation_clean\"] = clean(df[\"occupation\"], replace_by_none = '[^ \\\\ - A-Za-z0-9]+',\n",
+ " remove_brackets = False)\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Aufgabe\n",
+ "1. Name verarbeiten\n",
+ "2. Phone number\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>name</th>\n",
+ " <th>phone_number</th>\n",
+ " <th>occupation</th>\n",
+ " <th>address</th>\n",
+ " <th>name_clean_default</th>\n",
+ " <th>ocupation_clean</th>\n",
+ " <th>phone_number_clean</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1. Rachel Green</td>\n",
+ " <td>1(613)555 0149</td>\n",
+ " <td>buyer (fashion)</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " <td>1 rachel green</td>\n",
+ " <td>buyer fashion</td>\n",
+ " <td>16135550149</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>2. Ross Geller</td>\n",
+ " <td>+1-613-555-0138</td>\n",
+ " <td>paleontogist</td>\n",
+ " <td>100 Grove Street, Apartment 16</td>\n",
+ " <td>2 ross geller</td>\n",
+ " <td>paleontogist</td>\n",
+ " <td>+16135550138</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>3. Mönica Geller</td>\n",
+ " <td>16135550185</td>\n",
+ " <td>Chef</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " <td>3 mnica geller</td>\n",
+ " <td>chef</td>\n",
+ " <td>16135550185</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>4. Chandler BING</td>\n",
+ " <td>1 613 555 0161</td>\n",
+ " <td>???</td>\n",
+ " <td>90 Bedford Street, Apt 19</td>\n",
+ " <td>4 chandler bing</td>\n",
+ " <td></td>\n",
+ " <td>16135550161</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>5. Pheobe Buffay</td>\n",
+ " <td>1(613)5550114</td>\n",
+ " <td>musician</td>\n",
+ " <td>5 Morton Street, Apt. 14</td>\n",
+ " <td>5 pheobe buffay</td>\n",
+ " <td>musician</td>\n",
+ " <td>16135550114</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>5</th>\n",
+ " <td>6. Joseph (Joey) Tribbiani</td>\n",
+ " <td>1(613)555-0148</td>\n",
+ " <td>actor</td>\n",
+ " <td>90 Bedford Street, Apt 19</td>\n",
+ " <td>6 joseph tribbiani</td>\n",
+ " <td>actor</td>\n",
+ " <td>16135550148</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " name phone_number occupation \\\n",
+ "0 1. Rachel Green 1(613)555 0149 buyer (fashion) \n",
+ "1 2. Ross Geller +1-613-555-0138 paleontogist \n",
+ "2 3. Mönica Geller 16135550185 Chef \n",
+ "3 4. Chandler BING 1 613 555 0161 ??? \n",
+ "4 5. Pheobe Buffay 1(613)5550114 musician \n",
+ "5 6. Joseph (Joey) Tribbiani 1(613)555-0148 actor \n",
+ "\n",
+ " address name_clean_default ocupation_clean \\\n",
+ "0 90 Bedford Street, Apt 20 1 rachel green buyer fashion \n",
+ "1 100 Grove Street, Apartment 16 2 ross geller paleontogist \n",
+ "2 90 Bedford Street, Apt 20 3 mnica geller chef \n",
+ "3 90 Bedford Street, Apt 19 4 chandler bing \n",
+ "4 5 Morton Street, Apt. 14 5 pheobe buffay musician \n",
+ "5 90 Bedford Street, Apt 19 6 joseph tribbiani actor \n",
+ "\n",
+ " phone_number_clean \n",
+ "0 16135550149 \n",
+ "1 +16135550138 \n",
+ "2 16135550185 \n",
+ "3 16135550161 \n",
+ "4 16135550114 \n",
+ "5 16135550148 "
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from recordlinkage.preprocessing import phonenumbers\n",
+ "df[\"phone_number_clean\"] = phonenumbers(df[\"phone_number\"])\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>name</th>\n",
+ " <th>phone_number</th>\n",
+ " <th>occupation</th>\n",
+ " <th>address</th>\n",
+ " <th>name_clean_default</th>\n",
+ " <th>ocupation_clean</th>\n",
+ " <th>phone_number_clean</th>\n",
+ " <th>firstname</th>\n",
+ " <th>lastname</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>rachel green</td>\n",
+ " <td>1(613)555 0149</td>\n",
+ " <td>buyer (fashion)</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " <td>1 rachel green</td>\n",
+ " <td>buyer fashion</td>\n",
+ " <td>16135550149</td>\n",
+ " <td>rachel</td>\n",
+ " <td>green</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>ross geller</td>\n",
+ " <td>+1-613-555-0138</td>\n",
+ " <td>paleontogist</td>\n",
+ " <td>100 Grove Street, Apartment 16</td>\n",
+ " <td>2 ross geller</td>\n",
+ " <td>paleontogist</td>\n",
+ " <td>+16135550138</td>\n",
+ " <td>ross</td>\n",
+ " <td>geller</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>monica geller</td>\n",
+ " <td>16135550185</td>\n",
+ " <td>Chef</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " <td>3 mnica geller</td>\n",
+ " <td>chef</td>\n",
+ " <td>16135550185</td>\n",
+ " <td>monica</td>\n",
+ " <td>geller</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>chandler bing</td>\n",
+ " <td>1 613 555 0161</td>\n",
+ " <td>???</td>\n",
+ " <td>90 Bedford Street, Apt 19</td>\n",
+ " <td>4 chandler bing</td>\n",
+ " <td></td>\n",
+ " <td>16135550161</td>\n",
+ " <td>chandler</td>\n",
+ " <td>bing</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>pheobe buffay</td>\n",
+ " <td>1(613)5550114</td>\n",
+ " <td>musician</td>\n",
+ " <td>5 Morton Street, Apt. 14</td>\n",
+ " <td>5 pheobe buffay</td>\n",
+ " <td>musician</td>\n",
+ " <td>16135550114</td>\n",
+ " <td>pheobe</td>\n",
+ " <td>buffay</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " name phone_number occupation \\\n",
+ "0 rachel green 1(613)555 0149 buyer (fashion) \n",
+ "1 ross geller +1-613-555-0138 paleontogist \n",
+ "2 monica geller 16135550185 Chef \n",
+ "3 chandler bing 1 613 555 0161 ??? \n",
+ "4 pheobe buffay 1(613)5550114 musician \n",
+ "\n",
+ " address name_clean_default ocupation_clean \\\n",
+ "0 90 Bedford Street, Apt 20 1 rachel green buyer fashion \n",
+ "1 100 Grove Street, Apartment 16 2 ross geller paleontogist \n",
+ "2 90 Bedford Street, Apt 20 3 mnica geller chef \n",
+ "3 90 Bedford Street, Apt 19 4 chandler bing \n",
+ "4 5 Morton Street, Apt. 14 5 pheobe buffay musician \n",
+ "\n",
+ " phone_number_clean firstname lastname \n",
+ "0 16135550149 rachel green \n",
+ "1 +16135550138 ross geller \n",
+ "2 16135550185 monica geller \n",
+ "3 16135550161 chandler bing \n",
+ "4 16135550114 pheobe buffay "
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "## name: zahl wegmachen\n",
+ "# Clean the name column to remove numbers and strip accents\n",
+ "df[\"name\"]= clean(df[\"name\"], replace_by_none='[^ \\\\-\\\\_A-Za-z]+', strip_accents=\"unicode\") # \n",
+ "df[[\"firstname\", \"lastname\"]] = df[\"name\"].str.split(\" \", expand=True)\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## soundex codierung\n",
+ "The Soundex is a coded surname index (using the first letter of the last name and three digits) based on the way a name sounds rather than the way it's spelled."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>name</th>\n",
+ " <th>phone_number</th>\n",
+ " <th>occupation</th>\n",
+ " <th>address</th>\n",
+ " <th>name_clean_default</th>\n",
+ " <th>ocupation_clean</th>\n",
+ " <th>phone_number_clean</th>\n",
+ " <th>firstname</th>\n",
+ " <th>lastname</th>\n",
+ " <th>firstname_soundex</th>\n",
+ " <th>lastname_soundex</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>rachel green</td>\n",
+ " <td>1(613)555 0149</td>\n",
+ " <td>buyer (fashion)</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " <td>1 rachel green</td>\n",
+ " <td>buyer fashion</td>\n",
+ " <td>16135550149</td>\n",
+ " <td>rachel</td>\n",
+ " <td>green</td>\n",
+ " <td>R240</td>\n",
+ " <td>G650</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>ross geller</td>\n",
+ " <td>+1-613-555-0138</td>\n",
+ " <td>paleontogist</td>\n",
+ " <td>100 Grove Street, Apartment 16</td>\n",
+ " <td>2 ross geller</td>\n",
+ " <td>paleontogist</td>\n",
+ " <td>+16135550138</td>\n",
+ " <td>ross</td>\n",
+ " <td>geller</td>\n",
+ " <td>R200</td>\n",
+ " <td>G460</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>monica geller</td>\n",
+ " <td>16135550185</td>\n",
+ " <td>Chef</td>\n",
+ " <td>90 Bedford Street, Apt 20</td>\n",
+ " <td>3 mnica geller</td>\n",
+ " <td>chef</td>\n",
+ " <td>16135550185</td>\n",
+ " <td>monica</td>\n",
+ " <td>geller</td>\n",
+ " <td>M520</td>\n",
+ " <td>G460</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>chandler bing</td>\n",
+ " <td>1 613 555 0161</td>\n",
+ " <td>???</td>\n",
+ " <td>90 Bedford Street, Apt 19</td>\n",
+ " <td>4 chandler bing</td>\n",
+ " <td></td>\n",
+ " <td>16135550161</td>\n",
+ " <td>chandler</td>\n",
+ " <td>bing</td>\n",
+ " <td>C534</td>\n",
+ " <td>B520</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>pheobe buffay</td>\n",
+ " <td>1(613)5550114</td>\n",
+ " <td>musician</td>\n",
+ " <td>5 Morton Street, Apt. 14</td>\n",
+ " <td>5 pheobe buffay</td>\n",
+ " <td>musician</td>\n",
+ " <td>16135550114</td>\n",
+ " <td>pheobe</td>\n",
+ " <td>buffay</td>\n",
+ " <td>P100</td>\n",
+ " <td>B100</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " name phone_number occupation \\\n",
+ "0 rachel green 1(613)555 0149 buyer (fashion) \n",
+ "1 ross geller +1-613-555-0138 paleontogist \n",
+ "2 monica geller 16135550185 Chef \n",
+ "3 chandler bing 1 613 555 0161 ??? \n",
+ "4 pheobe buffay 1(613)5550114 musician \n",
+ "\n",
+ " address name_clean_default ocupation_clean \\\n",
+ "0 90 Bedford Street, Apt 20 1 rachel green buyer fashion \n",
+ "1 100 Grove Street, Apartment 16 2 ross geller paleontogist \n",
+ "2 90 Bedford Street, Apt 20 3 mnica geller chef \n",
+ "3 90 Bedford Street, Apt 19 4 chandler bing \n",
+ "4 5 Morton Street, Apt. 14 5 pheobe buffay musician \n",
+ "\n",
+ " phone_number_clean firstname lastname firstname_soundex lastname_soundex \n",
+ "0 16135550149 rachel green R240 G650 \n",
+ "1 +16135550138 ross geller R200 G460 \n",
+ "2 16135550185 monica geller M520 G460 \n",
+ "3 16135550161 chandler bing C534 B520 \n",
+ "4 16135550114 pheobe buffay P100 B100 "
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from recordlinkage.preprocessing import phonetic\n",
+ "df[\"firstname_soundex\"] = phonetic(df[\"firstname\"], method = \"soundex\") # soundex codiereung von firstname\n",
+ "df[\"lastname_soundex\"] = phonetic(df[\"lastname\"], method = \"soundex\") # soundex codiereung von firstname\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Aufgabe zu Indizierung\n",
+ "\n",
+ "1. full index\n",
+ "2. block index\n",
+ "3. zufällig index\n",
+ "4. neighborhood index"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "names_1 = [\"alfred\", \"bob\", \"calvin\", \"hobbes\", \"rusty\"]\n",
+ "names_2 = [\"alfred\", \"boby\", \"calvine\", \"hobbies\", \"rusty\"]\n",
+ "df_a = pd.DataFrame({\"names\" : names_1})\n",
+ "df_b = pd.DataFrame({\"names\" : names_2})\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "WARNING:recordlinkage:indexing - performance warning - A full index can result in large number of record pairs.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "MultiIndex([(0, 0),\n",
+ " (0, 1),\n",
+ " (0, 2),\n",
+ " (0, 3),\n",
+ " (0, 4),\n",
+ " (1, 0),\n",
+ " (1, 1),\n",
+ " (1, 2),\n",
+ " (1, 3),\n",
+ " (1, 4),\n",
+ " (2, 0),\n",
+ " (2, 1),\n",
+ " (2, 2),\n",
+ " (2, 3),\n",
+ " (2, 4),\n",
+ " (3, 0),\n",
+ " (3, 1),\n",
+ " (3, 2),\n",
+ " (3, 3),\n",
+ " (3, 4),\n",
+ " (4, 0),\n",
+ " (4, 1),\n",
+ " (4, 2),\n",
+ " (4, 3),\n",
+ " (4, 4)],\n",
+ " )"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from recordlinkage.index import Full, Block, SortedNeighbourhood, random_pairs_with_replacement\n",
+ "from recordlinkage import index # make an index of record pairs.\n",
+ "indexer = Full()\n",
+ "indexer.index(df_a, df_b)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "MultiIndex([(3, 4),\n",
+ " (0, 4),\n",
+ " (1, 1),\n",
+ " (1, 2),\n",
+ " (2, 4),\n",
+ " (2, 1),\n",
+ " (0, 1),\n",
+ " (1, 3)],\n",
+ " )"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from recordlinkage.index import Full, Block, SortedNeighbourhood, random_pairs_with_replacement\n",
+ "from recordlinkage import index\n",
+ "indexer = index.Random(n = 8)\n",
+ "indexer.index(df_a, df_b)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Block: \n",
+ "Returns all record pairs that agree on the given variable(s). This method is known as blocking. Blocking is an effective way to make a subset of the record space (A * B)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "MultiIndex([(0, 0),\n",
+ " (4, 4)],\n",
+ " )"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from recordlinkage.index import Full, Block, SortedNeighbourhood, random_pairs_with_replacement\n",
+ "from recordlinkage import index\n",
+ "indexer = index.Block(\"names\")\n",
+ "indexer.index(df_a, df_b)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "MultiIndex([(1, 1),\n",
+ " (2, 2),\n",
+ " (3, 3),\n",
+ " (0, 0),\n",
+ " (4, 4),\n",
+ " (1, 0),\n",
+ " (2, 1),\n",
+ " (3, 2),\n",
+ " (4, 3)],\n",
+ " )"
+ ]
+ },
+ "execution_count": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from recordlinkage.index import Full, Block, SortedNeighbourhood, random_pairs_with_replacement\n",
+ "from recordlinkage import index\n",
+ "indexer = index.SortedNeighbourhood(\"names\")\n",
+ "indexer.index(df_a, df_b)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# String distances, Strings vergleichen (elastic search)\n",
+ "c ist die Anzahl gemeinsamer Zeichen, t ist die Anzahl der Transposistionen.\n",
+ "Jaro distances\n",
+ "\n",
+ "$$\n",
+ "Jaro_{s_1, s_2} = \\frac{1}{3}(\\frac{1}{|s_1|}+\\frac{1}{|s_2|}+\\frac{c-1}{|c|})\n",
+ "$$\n",
+ "\n",
+ "Jaro-Winkler : l ist die Anzahl gemeinsamer Zeichen am Beginn des Strings, aber max 4, und p eine gewichtung, normalerweiser 0.1\n",
+ "$$\n",
+ "Jaro-Winkler(s_1, s_2) = Jaro_{s_1, s_2} + lp(1-Jaro_{s_1, s_2})\n",
+ "$$\n",
+ "\n",
+ "Jaro-Winkler hat höhe Punkt von Abstand wenn die Strings am Anfang nicht entfern (max 4 Zeichen)\n",
+ "\n",
+ "BSP: FAREMVIEL und FARMVILLE hat Abstand $\\frac{1}{3}*(\\frac{8}{9}+\\frac{8}{9}+\\frac{8-1}{9}) = 0.88$\n",
+ "\n",
+ "# Numeric Distances (elastic search)\n",
+ "maximum absolute distance with linear interpolation\n",
+ "$$\n",
+ "sim(n_1, n_2) = { 1 - \\frac{|n_1-n_2|}{d_{max}} if |n_1-n_2| < d_{max}} \\\\\n",
+ "\n",
+ "sonst 0\n",
+ "$$\n",
+ "$$\n",
+ "Beispiel: d_{max} = 1000, n_1 = 2000, n_2 = 2500, Dann: sim(n_1,n_2) = \\frac{1}{2}\n",
+ "$$\n",
+ "\n",
+ "- Frage: Warum?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Requirement already satisfied: jellyfish in c:\\users\\trann\\appdata\\local\\programs\\python\\python39\\lib\\site-packages (1.0.3)Note: you may need to restart the kernel to use updated packages.\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "%pip install jellyfish\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>given_name</th>\n",
+ " <th>surname</th>\n",
+ " <th>street_number</th>\n",
+ " <th>address_1</th>\n",
+ " <th>address_2</th>\n",
+ " <th>suburb</th>\n",
+ " <th>postcode</th>\n",
+ " <th>state</th>\n",
+ " <th>date_of_birth</th>\n",
+ " <th>soc_sec_id</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec_id</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>rec-223-org</th>\n",
+ " <td>NaN</td>\n",
+ " <td>waller</td>\n",
+ " <td>6</td>\n",
+ " <td>tullaroop street</td>\n",
+ " <td>willaroo</td>\n",
+ " <td>st james</td>\n",
+ " <td>4011</td>\n",
+ " <td>wa</td>\n",
+ " <td>19081209</td>\n",
+ " <td>6988048</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-122-org</th>\n",
+ " <td>lachlan</td>\n",
+ " <td>berry</td>\n",
+ " <td>69</td>\n",
+ " <td>giblin street</td>\n",
+ " <td>killarney</td>\n",
+ " <td>bittern</td>\n",
+ " <td>4814</td>\n",
+ " <td>qld</td>\n",
+ " <td>19990219</td>\n",
+ " <td>7364009</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-373-org</th>\n",
+ " <td>deakin</td>\n",
+ " <td>sondergeld</td>\n",
+ " <td>48</td>\n",
+ " <td>goldfinch circuit</td>\n",
+ " <td>kooltuo</td>\n",
+ " <td>canterbury</td>\n",
+ " <td>2776</td>\n",
+ " <td>vic</td>\n",
+ " <td>19600210</td>\n",
+ " <td>2635962</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-10-dup-0</th>\n",
+ " <td>kayla</td>\n",
+ " <td>harrington</td>\n",
+ " <td>NaN</td>\n",
+ " <td>maltby circuit</td>\n",
+ " <td>coaling</td>\n",
+ " <td>coolaroo</td>\n",
+ " <td>3465</td>\n",
+ " <td>nsw</td>\n",
+ " <td>19150612</td>\n",
+ " <td>9004242</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-227-org</th>\n",
+ " <td>luke</td>\n",
+ " <td>purdon</td>\n",
+ " <td>23</td>\n",
+ " <td>ramsay place</td>\n",
+ " <td>mirani</td>\n",
+ " <td>garbutt</td>\n",
+ " <td>2260</td>\n",
+ " <td>vic</td>\n",
+ " <td>19831024</td>\n",
+ " <td>8099933</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " given_name surname ... date_of_birth soc_sec_id\n",
+ "rec_id ... \n",
+ "rec-223-org NaN waller ... 19081209 6988048\n",
+ "rec-122-org lachlan berry ... 19990219 7364009\n",
+ "rec-373-org deakin sondergeld ... 19600210 2635962\n",
+ "rec-10-dup-0 kayla harrington ... 19150612 9004242\n",
+ "rec-227-org luke purdon ... 19831024 8099933\n",
+ "\n",
+ "[5 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from recordlinkage.datasets import load_febrl1\n",
+ "df = load_febrl1()\n",
+ "df.head() # Patient Daten"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# index erstellen\n",
+ "from recordlinkage import index\n",
+ "indexer = index.Block(\"date_of_birth\")\n",
+ "Block_index = indexer.index(df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th>0</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec_id_1</th>\n",
+ " <th>rec_id_2</th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>rec-223-dup-0</th>\n",
+ " <th>rec-223-org</th>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-122-dup-0</th>\n",
+ " <th>rec-122-org</th>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-373-dup-0</th>\n",
+ " <th>rec-373-org</th>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-10-org</th>\n",
+ " <th>rec-10-dup-0</th>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-227-dup-0</th>\n",
+ " <th>rec-227-org</th>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-474-org</th>\n",
+ " <th>rec-474-dup-0</th>\n",
+ " <td>0.518519</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-132-org</th>\n",
+ " <th>rec-132-dup-0</th>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-8-org</th>\n",
+ " <th>rec-8-dup-0</th>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-222-dup-0</th>\n",
+ " <th>rec-222-org</th>\n",
+ " <td>0.966667</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-83-org</th>\n",
+ " <th>rec-83-dup-0</th>\n",
+ " <td>1.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>456 rows × 1 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " 0\n",
+ "rec_id_1 rec_id_2 \n",
+ "rec-223-dup-0 rec-223-org 0.000000\n",
+ "rec-122-dup-0 rec-122-org 1.000000\n",
+ "rec-373-dup-0 rec-373-org 1.000000\n",
+ "rec-10-org rec-10-dup-0 1.000000\n",
+ "rec-227-dup-0 rec-227-org 0.000000\n",
+ "... ...\n",
+ "rec-474-org rec-474-dup-0 0.518519\n",
+ "rec-132-org rec-132-dup-0 1.000000\n",
+ "rec-8-org rec-8-dup-0 1.000000\n",
+ "rec-222-dup-0 rec-222-org 0.966667\n",
+ "rec-83-org rec-83-dup-0 1.000000\n",
+ "\n",
+ "[456 rows x 1 columns]"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# compare objects\n",
+ "# initialise class\n",
+ "import recordlinkage\n",
+ "comp = recordlinkage.Compare()\n",
+ "\n",
+ "# initialise similarity measurement algorithms\n",
+ "comp.string('given_name', 'given_name', method='jarowinkler')\n",
+ "# comp.string('lastname', 'lastname', method='jarowinkler')\n",
+ "# comp.exact('dateofbirth', 'dob')\n",
+ "# comp.exact('sex', 'sex')\n",
+ "# comp.string('address', 'address', method='levenshtein')\n",
+ "# comp.exact('place', 'place')\n",
+ "# comp.numeric('income', 'income')\n",
+ "\n",
+ "# the method .compute() returns the DataFrame with the feature vectors.\n",
+ "comp.compute(Block_index, df, df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "given_name darcie\n",
+ "surname macgowan\n",
+ "street_number 17\n",
+ "address_1 james street\n",
+ "address_2 nulama village\n",
+ "suburb north curl curl\n",
+ "postcode 3030\n",
+ "state nsw\n",
+ "date_of_birth 19880925\n",
+ "soc_sec_id 9627942\n",
+ "Name: rec-474-org, dtype: object"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.loc[\"rec-474-org\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "given_name macgo wan\n",
+ "surname darcie\n",
+ "street_number 17\n",
+ "address_1 james street\n",
+ "address_2 nulama village\n",
+ "suburb north cuml curl\n",
+ "postcode 3030\n",
+ "state nsw\n",
+ "date_of_birth 19880925\n",
+ "soc_sec_id 9627942\n",
+ "Name: rec-474-dup-0, dtype: object"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "df.loc[\"rec-474-dup-0\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th>0</th>\n",
+ " <th>1</th>\n",
+ " <th>2</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec_id_1</th>\n",
+ " <th>rec_id_2</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>rec-223-dup-0</th>\n",
+ " <th>rec-223-org</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.000000e+00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-122-dup-0</th>\n",
+ " <th>rec-122-org</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.298279e-187</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-373-dup-0</th>\n",
+ " <th>rec-373-org</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.0</td>\n",
+ " <td>4.318084e-78</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-10-org</th>\n",
+ " <th>rec-10-dup-0</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.000000e+00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-227-dup-0</th>\n",
+ " <th>rec-227-org</th>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.0</td>\n",
+ " <td>5.684342e-14</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-474-org</th>\n",
+ " <th>rec-474-dup-0</th>\n",
+ " <td>0.518519</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.000000e+00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-132-org</th>\n",
+ " <th>rec-132-dup-0</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>0.0</td>\n",
+ " <td>7.629395e-06</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-8-org</th>\n",
+ " <th>rec-8-dup-0</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.000000e+00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-222-dup-0</th>\n",
+ " <th>rec-222-org</th>\n",
+ " <td>0.966667</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.000000e+00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>rec-83-org</th>\n",
+ " <th>rec-83-dup-0</th>\n",
+ " <td>1.000000</td>\n",
+ " <td>1.0</td>\n",
+ " <td>1.000000e+00</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>456 rows × 3 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " 0 1 2\n",
+ "rec_id_1 rec_id_2 \n",
+ "rec-223-dup-0 rec-223-org 0.000000 1.0 1.000000e+00\n",
+ "rec-122-dup-0 rec-122-org 1.000000 0.0 2.298279e-187\n",
+ "rec-373-dup-0 rec-373-org 1.000000 0.0 4.318084e-78\n",
+ "rec-10-org rec-10-dup-0 1.000000 1.0 1.000000e+00\n",
+ "rec-227-dup-0 rec-227-org 0.000000 0.0 5.684342e-14\n",
+ "... ... ... ...\n",
+ "rec-474-org rec-474-dup-0 0.518519 1.0 1.000000e+00\n",
+ "rec-132-org rec-132-dup-0 1.000000 0.0 7.629395e-06\n",
+ "rec-8-org rec-8-dup-0 1.000000 1.0 1.000000e+00\n",
+ "rec-222-dup-0 rec-222-org 0.966667 1.0 1.000000e+00\n",
+ "rec-83-org rec-83-dup-0 1.000000 1.0 1.000000e+00\n",
+ "\n",
+ "[456 rows x 3 columns]"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "df.postcode = pd.to_numeric(df.postcode)\n",
+ "comp.numeric(\"postcode\", \"postcode\", method = \"exp\", offset = 10)\n",
+ "comp.compute(Block_index, df, df)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/VorLesung/Vorlesung6.ipynb b/VorLesung/Vorlesung6.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..9601280b7e8595b6ab55223989e80916d980be06
--- /dev/null
+++ b/VorLesung/Vorlesung6.ipynb
@@ -0,0 +1,777 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Stagegien zur Klassifikation\n",
+ "\n",
+ "# Scaling and Normalizing\n",
+ "Frage: Warum muss man scalieren und normalizieren\n",
+ "- Reicht es für mein Ziel, zu wissen ob die Zahl positziv oder negativ ist ?\n",
+ "- grobe Größenordnung\n",
+ "- Skalierung\n",
+ "- Verteilung der Daten\n",
+ "\n",
+ "## Kriterien\n",
+ "- Modelle, die euklidische Norm verwenden, empfindlich auf Sklaliereung: k-meams, RBF kernels\n",
+ "- Model, die logistische Operation, nicht empfindlich: Entscheidungsbäume, Random Forests,..\n",
+ "Ausnahme: datadrift im Zietverlauf, zBsp Besuchzahlen auf Websiten (zahl wird immer größer => Skalierung)\n",
+ "\n",
+ "# Skalierung\n",
+ "- Verschieben der Verteilung einer Spalte in gewünschen Bereich, ohne die Verteilung der Daten zu ändern.\n",
+ "### Min Max Skalieren\n",
+ "neue Bereich: [n, n+R].\n",
+ "$$\n",
+ "x' = n+ R(\\frac{x-min_A}{max_A-min_A})\n",
+ "$$\n",
+ "Zielbereich [-1,1], or [0,1]\n",
+ "\n",
+ "### "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>longitude</th>\n",
+ " <th>latitude</th>\n",
+ " <th>housing_median_age</th>\n",
+ " <th>total_rooms</th>\n",
+ " <th>total_bedrooms</th>\n",
+ " <th>population</th>\n",
+ " <th>households</th>\n",
+ " <th>median_income</th>\n",
+ " <th>median_house_value</th>\n",
+ " <th>ocean_proximity</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>-122.23</td>\n",
+ " <td>37.88</td>\n",
+ " <td>41.0</td>\n",
+ " <td>880.0</td>\n",
+ " <td>129.0</td>\n",
+ " <td>322.0</td>\n",
+ " <td>126.0</td>\n",
+ " <td>8.3252</td>\n",
+ " <td>452600.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>-122.22</td>\n",
+ " <td>37.86</td>\n",
+ " <td>21.0</td>\n",
+ " <td>7099.0</td>\n",
+ " <td>1106.0</td>\n",
+ " <td>2401.0</td>\n",
+ " <td>1138.0</td>\n",
+ " <td>8.3014</td>\n",
+ " <td>358500.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>-122.24</td>\n",
+ " <td>37.85</td>\n",
+ " <td>52.0</td>\n",
+ " <td>1467.0</td>\n",
+ " <td>190.0</td>\n",
+ " <td>496.0</td>\n",
+ " <td>177.0</td>\n",
+ " <td>7.2574</td>\n",
+ " <td>352100.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>-122.25</td>\n",
+ " <td>37.85</td>\n",
+ " <td>52.0</td>\n",
+ " <td>1274.0</td>\n",
+ " <td>235.0</td>\n",
+ " <td>558.0</td>\n",
+ " <td>219.0</td>\n",
+ " <td>5.6431</td>\n",
+ " <td>341300.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>-122.25</td>\n",
+ " <td>37.85</td>\n",
+ " <td>52.0</td>\n",
+ " <td>1627.0</td>\n",
+ " <td>280.0</td>\n",
+ " <td>565.0</td>\n",
+ " <td>259.0</td>\n",
+ " <td>3.8462</td>\n",
+ " <td>342200.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
+ "0 -122.23 37.88 41.0 880.0 129.0 \n",
+ "1 -122.22 37.86 21.0 7099.0 1106.0 \n",
+ "2 -122.24 37.85 52.0 1467.0 190.0 \n",
+ "3 -122.25 37.85 52.0 1274.0 235.0 \n",
+ "4 -122.25 37.85 52.0 1627.0 280.0 \n",
+ "\n",
+ " population households median_income median_house_value ocean_proximity \n",
+ "0 322.0 126.0 8.3252 452600.0 NEAR BAY \n",
+ "1 2401.0 1138.0 8.3014 358500.0 NEAR BAY \n",
+ "2 496.0 177.0 7.2574 352100.0 NEAR BAY \n",
+ "3 558.0 219.0 5.6431 341300.0 NEAR BAY \n",
+ "4 565.0 259.0 3.8462 342200.0 NEAR BAY "
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import pandas as pd \n",
+ "df = pd.read_csv(\"housing.csv\")\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 20640.000000\n",
+ "mean 2635.763081\n",
+ "std 2181.615252\n",
+ "min 2.000000\n",
+ "25% 1447.750000\n",
+ "50% 2127.000000\n",
+ "75% 3148.000000\n",
+ "max 39320.000000\n",
+ "Name: total_rooms, dtype: float64"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.total_rooms.describe()\n",
+ "#df.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<Axes: >"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df.total_rooms.hist(bins = 100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.preprocessing import MinMaxScaler\n",
+ "scaler = MinMaxScaler()\n",
+ "scale = scaler.fit_transform(df[[\"total_rooms\"]])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<Axes: >"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "scaled_df = pd.DataFrame(scale, columns = [\"total_rooms_scaled\"])\n",
+ "scaled_df.total_rooms_scaled.hist(bins = 100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.0"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "scaled_df.total_rooms_scaled.min()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Vorsicht vor Data Leakage\n",
+ "\n",
+ "- implizit Imformation in DataTraining benutzen.\n",
+ "=> Bei MinMax Scale beachten. (nicht scale auf den ganzen Datemsatz, dh ohne Split die Scaler erst anpassen)\n",
+ "\n",
+ "Skalierung vorgehen:\n",
+ "1. erst mal fit auf Train Daten, Skalierung darf nur auf BAsis der Trainning daten durchgeführt werden. (fit/ fit_transform hier)\n",
+ "2. auf test-daten anpassen (hier nur transform, nicht Testdaten separat skalieren)\n",
+ "\n",
+ "# Test effekt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>longitude</th>\n",
+ " <th>latitude</th>\n",
+ " <th>housing_median_age</th>\n",
+ " <th>total_rooms</th>\n",
+ " <th>total_bedrooms</th>\n",
+ " <th>population</th>\n",
+ " <th>households</th>\n",
+ " <th>median_income</th>\n",
+ " <th>median_house_value</th>\n",
+ " <th>ocean_proximity</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>-122.23</td>\n",
+ " <td>37.88</td>\n",
+ " <td>41.0</td>\n",
+ " <td>880.0</td>\n",
+ " <td>129.0</td>\n",
+ " <td>322.0</td>\n",
+ " <td>126.0</td>\n",
+ " <td>8.3252</td>\n",
+ " <td>452600.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>-122.22</td>\n",
+ " <td>37.86</td>\n",
+ " <td>21.0</td>\n",
+ " <td>7099.0</td>\n",
+ " <td>1106.0</td>\n",
+ " <td>2401.0</td>\n",
+ " <td>1138.0</td>\n",
+ " <td>8.3014</td>\n",
+ " <td>358500.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>-122.24</td>\n",
+ " <td>37.85</td>\n",
+ " <td>52.0</td>\n",
+ " <td>1467.0</td>\n",
+ " <td>190.0</td>\n",
+ " <td>496.0</td>\n",
+ " <td>177.0</td>\n",
+ " <td>7.2574</td>\n",
+ " <td>352100.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>-122.25</td>\n",
+ " <td>37.85</td>\n",
+ " <td>52.0</td>\n",
+ " <td>1274.0</td>\n",
+ " <td>235.0</td>\n",
+ " <td>558.0</td>\n",
+ " <td>219.0</td>\n",
+ " <td>5.6431</td>\n",
+ " <td>341300.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>-122.25</td>\n",
+ " <td>37.85</td>\n",
+ " <td>52.0</td>\n",
+ " <td>1627.0</td>\n",
+ " <td>280.0</td>\n",
+ " <td>565.0</td>\n",
+ " <td>259.0</td>\n",
+ " <td>3.8462</td>\n",
+ " <td>342200.0</td>\n",
+ " <td>NEAR BAY</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20635</th>\n",
+ " <td>-121.09</td>\n",
+ " <td>39.48</td>\n",
+ " <td>25.0</td>\n",
+ " <td>1665.0</td>\n",
+ " <td>374.0</td>\n",
+ " <td>845.0</td>\n",
+ " <td>330.0</td>\n",
+ " <td>1.5603</td>\n",
+ " <td>78100.0</td>\n",
+ " <td>INLAND</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20636</th>\n",
+ " <td>-121.21</td>\n",
+ " <td>39.49</td>\n",
+ " <td>18.0</td>\n",
+ " <td>697.0</td>\n",
+ " <td>150.0</td>\n",
+ " <td>356.0</td>\n",
+ " <td>114.0</td>\n",
+ " <td>2.5568</td>\n",
+ " <td>77100.0</td>\n",
+ " <td>INLAND</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20637</th>\n",
+ " <td>-121.22</td>\n",
+ " <td>39.43</td>\n",
+ " <td>17.0</td>\n",
+ " <td>2254.0</td>\n",
+ " <td>485.0</td>\n",
+ " <td>1007.0</td>\n",
+ " <td>433.0</td>\n",
+ " <td>1.7000</td>\n",
+ " <td>92300.0</td>\n",
+ " <td>INLAND</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20638</th>\n",
+ " <td>-121.32</td>\n",
+ " <td>39.43</td>\n",
+ " <td>18.0</td>\n",
+ " <td>1860.0</td>\n",
+ " <td>409.0</td>\n",
+ " <td>741.0</td>\n",
+ " <td>349.0</td>\n",
+ " <td>1.8672</td>\n",
+ " <td>84700.0</td>\n",
+ " <td>INLAND</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20639</th>\n",
+ " <td>-121.24</td>\n",
+ " <td>39.37</td>\n",
+ " <td>16.0</td>\n",
+ " <td>2785.0</td>\n",
+ " <td>616.0</td>\n",
+ " <td>1387.0</td>\n",
+ " <td>530.0</td>\n",
+ " <td>2.3886</td>\n",
+ " <td>89400.0</td>\n",
+ " <td>INLAND</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>20640 rows × 10 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " longitude latitude housing_median_age total_rooms total_bedrooms \\\n",
+ "0 -122.23 37.88 41.0 880.0 129.0 \n",
+ "1 -122.22 37.86 21.0 7099.0 1106.0 \n",
+ "2 -122.24 37.85 52.0 1467.0 190.0 \n",
+ "3 -122.25 37.85 52.0 1274.0 235.0 \n",
+ "4 -122.25 37.85 52.0 1627.0 280.0 \n",
+ "... ... ... ... ... ... \n",
+ "20635 -121.09 39.48 25.0 1665.0 374.0 \n",
+ "20636 -121.21 39.49 18.0 697.0 150.0 \n",
+ "20637 -121.22 39.43 17.0 2254.0 485.0 \n",
+ "20638 -121.32 39.43 18.0 1860.0 409.0 \n",
+ "20639 -121.24 39.37 16.0 2785.0 616.0 \n",
+ "\n",
+ " population households median_income median_house_value \\\n",
+ "0 322.0 126.0 8.3252 452600.0 \n",
+ "1 2401.0 1138.0 8.3014 358500.0 \n",
+ "2 496.0 177.0 7.2574 352100.0 \n",
+ "3 558.0 219.0 5.6431 341300.0 \n",
+ "4 565.0 259.0 3.8462 342200.0 \n",
+ "... ... ... ... ... \n",
+ "20635 845.0 330.0 1.5603 78100.0 \n",
+ "20636 356.0 114.0 2.5568 77100.0 \n",
+ "20637 1007.0 433.0 1.7000 92300.0 \n",
+ "20638 741.0 349.0 1.8672 84700.0 \n",
+ "20639 1387.0 530.0 2.3886 89400.0 \n",
+ "\n",
+ " ocean_proximity \n",
+ "0 NEAR BAY \n",
+ "1 NEAR BAY \n",
+ "2 NEAR BAY \n",
+ "3 NEAR BAY \n",
+ "4 NEAR BAY \n",
+ "... ... \n",
+ "20635 INLAND \n",
+ "20636 INLAND \n",
+ "20637 INLAND \n",
+ "20638 INLAND \n",
+ "20639 INLAND \n",
+ "\n",
+ "[20640 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['longitude',\n",
+ " 'latitude',\n",
+ " 'housing_median_age',\n",
+ " 'total_rooms',\n",
+ " 'total_bedrooms',\n",
+ " 'population',\n",
+ " 'households',\n",
+ " 'median_income']"
+ ]
+ },
+ "execution_count": 39,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from sklearn.linear_model import LinearRegression\n",
+ "from sklearn.metrics import mean_squared_error\n",
+ "lin_reg = LinearRegression()\n",
+ "target_col = \"median_house_value\"\n",
+ "predictor_cols = [i for i in df.columns if i != target_col and i != \"ocean_proximity\"]\n",
+ "predictor_cols\n",
+ "#lin_reg.fit(df[predictor_cols], df[target_col])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Z-score Skalierung\n",
+ "$$\n",
+ "x' = \\frac{x-E(A)}{\\sigma_A}\n",
+ "$$\n",
+ "[0,1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 41.0\n",
+ "1 21.0\n",
+ "2 52.0\n",
+ "3 52.0\n",
+ "4 52.0\n",
+ " ... \n",
+ "20635 25.0\n",
+ "20636 18.0\n",
+ "20637 17.0\n",
+ "20638 18.0\n",
+ "20639 16.0\n",
+ "Name: housing_median_age, Length: 20640, dtype: float64"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df[\"housing_median_age\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<Axes: >"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "df.housing_median_age.hist(bins = 100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "5.508083222946513e-18\n",
+ "1.0000242256864988\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "<Figure size 640x480 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from sklearn.preprocessing import StandardScaler\n",
+ "scaler = StandardScaler()\n",
+ "housing_median_age_scaled = scaler.fit_transform(df[[\"housing_median_age\"]])\n",
+ "scaled_df = pd.DataFrame(housing_median_age_scaled, columns = [\"housing_median_age\"])\n",
+ "\n",
+ "scaled_df.housing_median_age.hist(bins = 100)\n",
+ "print(scaled_df.housing_median_age.mean())\n",
+ "print(scaled_df.housing_median_age.std())\n",
+ "\n",
+ "# std = 1, Erwartungswer=5.5e-18"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Normalisieren\n",
+ "jedes Sample so skalieren dass ||x|| = 1 gilt.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.preprocessing import Normalizer\n",
+ "import numpy as np \n",
+ "\n",
+ "scale = Normalizer()\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Power Transform\n",
+ "Verteilung der Daten verändert. Ziel: Annähert die Standard Normal Verteilung.\n",
+ "\n",
+ "- Varianz stabilisierende Transformationen.\n",
+ "- die Varianz nicht mit Erwartungswert wächst\n",
+ "\n",
+ "Bsp was nicht mit Power Transform funktioniert: Poission Verteilung P(x = $\\lambda$), Falls $\\lamda$ hoch sind, dann die Erwartungs wert verändern mit Varianz.\n",
+ "\n",
+ "# Log Transform\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "JSONDecodeError",
+ "evalue": "Expecting value: line 1 column 1 (char 0)",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mJSONDecodeError\u001b[0m Traceback (most recent call last)",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\requests\\models.py:971\u001b[0m, in \u001b[0;36mResponse.json\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m 970\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 971\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m complexjson\u001b[38;5;241m.\u001b[39mloads(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtext, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 972\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m JSONDecodeError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 973\u001b[0m \u001b[38;5;66;03m# Catch JSON-related errors and raise as requests.JSONDecodeError\u001b[39;00m\n\u001b[0;32m 974\u001b[0m \u001b[38;5;66;03m# This aliases json.JSONDecodeError and simplejson.JSONDecodeError\u001b[39;00m\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\json\\__init__.py:346\u001b[0m, in \u001b[0;36mloads\u001b[1;34m(s, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[0;32m 343\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[0;32m 344\u001b[0m parse_int \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m parse_float \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m\n\u001b[0;32m 345\u001b[0m parse_constant \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m object_pairs_hook \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kw):\n\u001b[1;32m--> 346\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_default_decoder\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 347\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mcls\u001b[39m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\json\\decoder.py:337\u001b[0m, in \u001b[0;36mJSONDecoder.decode\u001b[1;34m(self, s, _w)\u001b[0m\n\u001b[0;32m 333\u001b[0m \u001b[38;5;124;03m\"\"\"Return the Python representation of ``s`` (a ``str`` instance\u001b[39;00m\n\u001b[0;32m 334\u001b[0m \u001b[38;5;124;03mcontaining a JSON document).\u001b[39;00m\n\u001b[0;32m 335\u001b[0m \n\u001b[0;32m 336\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m--> 337\u001b[0m obj, end \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mraw_decode\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43midx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_w\u001b[49m\u001b[43m(\u001b[49m\u001b[43ms\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mend\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 338\u001b[0m end \u001b[38;5;241m=\u001b[39m _w(s, end)\u001b[38;5;241m.\u001b[39mend()\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\json\\decoder.py:355\u001b[0m, in \u001b[0;36mJSONDecoder.raw_decode\u001b[1;34m(self, s, idx)\u001b[0m\n\u001b[0;32m 354\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m--> 355\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m JSONDecodeError(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mExpecting value\u001b[39m\u001b[38;5;124m\"\u001b[39m, s, err\u001b[38;5;241m.\u001b[39mvalue) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m 356\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m obj, end\n",
+ "\u001b[1;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)",
+ "\nDuring handling of the above exception, another exception occurred:\n",
+ "\u001b[1;31mJSONDecodeError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[4], line 8\u001b[0m\n\u001b[0;32m 3\u001b[0m url \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://lernen.h-da.de/pluginfile.php/1070870/mod_resource/content/1/yelp_academic_dataset_business.json\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m 7\u001b[0m resp \u001b[38;5;241m=\u001b[39m requests\u001b[38;5;241m.\u001b[39mget(url\u001b[38;5;241m=\u001b[39murl)\n\u001b[1;32m----> 8\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mresp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjson\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
+ "File \u001b[1;32mc:\\Users\\trann\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\requests\\models.py:975\u001b[0m, in \u001b[0;36mResponse.json\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m 971\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m complexjson\u001b[38;5;241m.\u001b[39mloads(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtext, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 972\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m JSONDecodeError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 973\u001b[0m \u001b[38;5;66;03m# Catch JSON-related errors and raise as requests.JSONDecodeError\u001b[39;00m\n\u001b[0;32m 974\u001b[0m \u001b[38;5;66;03m# This aliases json.JSONDecodeError and simplejson.JSONDecodeError\u001b[39;00m\n\u001b[1;32m--> 975\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m RequestsJSONDecodeError(e\u001b[38;5;241m.\u001b[39mmsg, e\u001b[38;5;241m.\u001b[39mdoc, e\u001b[38;5;241m.\u001b[39mpos)\n",
+ "\u001b[1;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)"
+ ]
+ }
+ ],
+ "source": [
+ "import requests\n",
+ "\n",
+ "url = 'https://lernen.h-da.de/pluginfile.php/1070870/mod_resource/content/1/yelp_academic_dataset_business.json'\n",
+ "resp = requests.get(url=url)\n",
+ "data = resp.json()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/VorLesung/Vorlesung7.ipynb b/VorLesung/Vorlesung7.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/VorLesung/housing.csv b/VorLesung/housing.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d5e3fa249979387797b225dee7dc2c18e619c42c
--- /dev/null
+++ b/VorLesung/housing.csv
@@ -0,0 +1,20641 @@
+longitude,latitude,housing_median_age,total_rooms,total_bedrooms,population,households,median_income,median_house_value,ocean_proximity
+-122.23,37.88,41.0,880.0,129.0,322.0,126.0,8.3252,452600.0,NEAR BAY
+-122.22,37.86,21.0,7099.0,1106.0,2401.0,1138.0,8.3014,358500.0,NEAR BAY
+-122.24,37.85,52.0,1467.0,190.0,496.0,177.0,7.2574,352100.0,NEAR BAY
+-122.25,37.85,52.0,1274.0,235.0,558.0,219.0,5.6431,341300.0,NEAR BAY
+-122.25,37.85,52.0,1627.0,280.0,565.0,259.0,3.8462,342200.0,NEAR BAY
+-122.25,37.85,52.0,919.0,213.0,413.0,193.0,4.0368,269700.0,NEAR BAY
+-122.25,37.84,52.0,2535.0,489.0,1094.0,514.0,3.6591,299200.0,NEAR BAY
+-122.25,37.84,52.0,3104.0,687.0,1157.0,647.0,3.12,241400.0,NEAR BAY
+-122.26,37.84,42.0,2555.0,665.0,1206.0,595.0,2.0804,226700.0,NEAR BAY
+-122.25,37.84,52.0,3549.0,707.0,1551.0,714.0,3.6912,261100.0,NEAR BAY
+-122.26,37.85,52.0,2202.0,434.0,910.0,402.0,3.2031,281500.0,NEAR BAY
+-122.26,37.85,52.0,3503.0,752.0,1504.0,734.0,3.2705,241800.0,NEAR BAY
+-122.26,37.85,52.0,2491.0,474.0,1098.0,468.0,3.075,213500.0,NEAR BAY
+-122.26,37.84,52.0,696.0,191.0,345.0,174.0,2.6736,191300.0,NEAR BAY
+-122.26,37.85,52.0,2643.0,626.0,1212.0,620.0,1.9167,159200.0,NEAR BAY
+-122.26,37.85,50.0,1120.0,283.0,697.0,264.0,2.125,140000.0,NEAR BAY
+-122.27,37.85,52.0,1966.0,347.0,793.0,331.0,2.775,152500.0,NEAR BAY
+-122.27,37.85,52.0,1228.0,293.0,648.0,303.0,2.1202,155500.0,NEAR BAY
+-122.26,37.84,50.0,2239.0,455.0,990.0,419.0,1.9911,158700.0,NEAR BAY
+-122.27,37.84,52.0,1503.0,298.0,690.0,275.0,2.6033,162900.0,NEAR BAY
+-122.27,37.85,40.0,751.0,184.0,409.0,166.0,1.3578,147500.0,NEAR BAY
+-122.27,37.85,42.0,1639.0,367.0,929.0,366.0,1.7135,159800.0,NEAR BAY
+-122.27,37.84,52.0,2436.0,541.0,1015.0,478.0,1.725,113900.0,NEAR BAY
+-122.27,37.84,52.0,1688.0,337.0,853.0,325.0,2.1806,99700.0,NEAR BAY
+-122.27,37.84,52.0,2224.0,437.0,1006.0,422.0,2.6,132600.0,NEAR BAY
+-122.28,37.85,41.0,535.0,123.0,317.0,119.0,2.4038,107500.0,NEAR BAY
+-122.28,37.85,49.0,1130.0,244.0,607.0,239.0,2.4597,93800.0,NEAR BAY
+-122.28,37.85,52.0,1898.0,421.0,1102.0,397.0,1.808,105500.0,NEAR BAY
+-122.28,37.84,50.0,2082.0,492.0,1131.0,473.0,1.6424,108900.0,NEAR BAY
+-122.28,37.84,52.0,729.0,160.0,395.0,155.0,1.6875,132000.0,NEAR BAY
+-122.28,37.84,49.0,1916.0,447.0,863.0,378.0,1.9274,122300.0,NEAR BAY
+-122.28,37.84,52.0,2153.0,481.0,1168.0,441.0,1.9615,115200.0,NEAR BAY
+-122.27,37.84,48.0,1922.0,409.0,1026.0,335.0,1.7969,110400.0,NEAR BAY
+-122.27,37.83,49.0,1655.0,366.0,754.0,329.0,1.375,104900.0,NEAR BAY
+-122.27,37.83,51.0,2665.0,574.0,1258.0,536.0,2.7303,109700.0,NEAR BAY
+-122.27,37.83,49.0,1215.0,282.0,570.0,264.0,1.4861,97200.0,NEAR BAY
+-122.27,37.83,48.0,1798.0,432.0,987.0,374.0,1.0972,104500.0,NEAR BAY
+-122.28,37.83,52.0,1511.0,390.0,901.0,403.0,1.4103,103900.0,NEAR BAY
+-122.26,37.83,52.0,1470.0,330.0,689.0,309.0,3.48,191400.0,NEAR BAY
+-122.26,37.83,52.0,2432.0,715.0,1377.0,696.0,2.5898,176000.0,NEAR BAY
+-122.26,37.83,52.0,1665.0,419.0,946.0,395.0,2.0978,155400.0,NEAR BAY
+-122.26,37.83,51.0,936.0,311.0,517.0,249.0,1.2852,150000.0,NEAR BAY
+-122.26,37.84,49.0,713.0,202.0,462.0,189.0,1.025,118800.0,NEAR BAY
+-122.26,37.84,52.0,950.0,202.0,467.0,198.0,3.9643,188800.0,NEAR BAY
+-122.26,37.83,52.0,1443.0,311.0,660.0,292.0,3.0125,184400.0,NEAR BAY
+-122.26,37.83,52.0,1656.0,420.0,718.0,382.0,2.6768,182300.0,NEAR BAY
+-122.26,37.83,50.0,1125.0,322.0,616.0,304.0,2.026,142500.0,NEAR BAY
+-122.27,37.82,43.0,1007.0,312.0,558.0,253.0,1.7348,137500.0,NEAR BAY
+-122.26,37.82,40.0,624.0,195.0,423.0,160.0,0.9506,187500.0,NEAR BAY
+-122.27,37.82,40.0,946.0,375.0,700.0,352.0,1.775,112500.0,NEAR BAY
+-122.27,37.82,21.0,896.0,453.0,735.0,438.0,0.9218,171900.0,NEAR BAY
+-122.27,37.82,43.0,1868.0,456.0,1061.0,407.0,1.5045,93800.0,NEAR BAY
+-122.27,37.82,41.0,3221.0,853.0,1959.0,720.0,1.1108,97500.0,NEAR BAY
+-122.27,37.82,52.0,1630.0,456.0,1162.0,400.0,1.2475,104200.0,NEAR BAY
+-122.28,37.82,52.0,1170.0,235.0,701.0,233.0,1.6098,87500.0,NEAR BAY
+-122.28,37.82,52.0,945.0,243.0,576.0,220.0,1.4113,83100.0,NEAR BAY
+-122.28,37.82,52.0,1238.0,288.0,622.0,259.0,1.5057,87500.0,NEAR BAY
+-122.28,37.82,52.0,1489.0,335.0,728.0,244.0,0.8172,85300.0,NEAR BAY
+-122.28,37.82,52.0,1387.0,341.0,1074.0,304.0,1.2171,80300.0,NEAR BAY
+-122.29,37.82,2.0,158.0,43.0,94.0,57.0,2.5625,60000.0,NEAR BAY
+-122.29,37.83,52.0,1121.0,211.0,554.0,187.0,3.3929,75700.0,NEAR BAY
+-122.29,37.82,49.0,135.0,29.0,86.0,23.0,6.1183,75000.0,NEAR BAY
+-122.29,37.81,50.0,760.0,190.0,377.0,122.0,0.9011,86100.0,NEAR BAY
+-122.3,37.81,52.0,1224.0,237.0,521.0,159.0,1.191,76100.0,NEAR BAY
+-122.3,37.81,48.0,828.0,182.0,392.0,133.0,2.5938,73500.0,NEAR BAY
+-122.3,37.81,52.0,1010.0,209.0,604.0,187.0,1.1667,78400.0,NEAR BAY
+-122.3,37.81,48.0,1455.0,354.0,788.0,332.0,0.8056,84400.0,NEAR BAY
+-122.29,37.8,52.0,1027.0,244.0,492.0,147.0,2.6094,81300.0,NEAR BAY
+-122.3,37.81,52.0,572.0,109.0,274.0,82.0,1.8516,85000.0,NEAR BAY
+-122.29,37.81,46.0,2801.0,644.0,1823.0,611.0,0.9802,129200.0,NEAR BAY
+-122.29,37.81,26.0,768.0,152.0,392.0,127.0,1.7719,82500.0,NEAR BAY
+-122.29,37.81,46.0,935.0,297.0,582.0,277.0,0.7286,95200.0,NEAR BAY
+-122.29,37.81,49.0,844.0,204.0,560.0,152.0,1.75,75000.0,NEAR BAY
+-122.29,37.81,46.0,12.0,4.0,18.0,7.0,0.4999,67500.0,NEAR BAY
+-122.29,37.81,20.0,835.0,161.0,290.0,133.0,2.483,137500.0,NEAR BAY
+-122.28,37.81,17.0,1237.0,462.0,762.0,439.0,0.9241,177500.0,NEAR BAY
+-122.28,37.81,36.0,2914.0,562.0,1236.0,509.0,2.4464,102100.0,NEAR BAY
+-122.28,37.81,19.0,1207.0,243.0,721.0,207.0,1.1111,108300.0,NEAR BAY
+-122.29,37.81,23.0,1745.0,374.0,1054.0,325.0,0.8026,112500.0,NEAR BAY
+-122.28,37.8,38.0,684.0,176.0,344.0,155.0,2.0114,131300.0,NEAR BAY
+-122.28,37.81,17.0,924.0,289.0,609.0,289.0,1.5,162500.0,NEAR BAY
+-122.27,37.81,52.0,210.0,56.0,183.0,56.0,1.1667,112500.0,NEAR BAY
+-122.28,37.81,52.0,340.0,97.0,200.0,87.0,1.5208,112500.0,NEAR BAY
+-122.28,37.81,52.0,386.0,164.0,346.0,155.0,0.8075,137500.0,NEAR BAY
+-122.28,37.81,35.0,948.0,184.0,467.0,169.0,1.8088,118800.0,NEAR BAY
+-122.28,37.81,52.0,773.0,143.0,377.0,115.0,2.4083,98200.0,NEAR BAY
+-122.27,37.81,40.0,880.0,451.0,582.0,380.0,0.977,118800.0,NEAR BAY
+-122.27,37.81,10.0,875.0,348.0,546.0,330.0,0.76,162500.0,NEAR BAY
+-122.27,37.8,10.0,105.0,42.0,125.0,39.0,0.9722,137500.0,NEAR BAY
+-122.27,37.8,52.0,249.0,78.0,396.0,85.0,1.2434,500001.0,NEAR BAY
+-122.27,37.8,16.0,994.0,392.0,800.0,362.0,2.0938,162500.0,NEAR BAY
+-122.28,37.8,52.0,215.0,87.0,904.0,88.0,0.8668,137500.0,NEAR BAY
+-122.28,37.8,52.0,96.0,31.0,191.0,34.0,0.75,162500.0,NEAR BAY
+-122.27,37.79,27.0,1055.0,347.0,718.0,302.0,2.6354,187500.0,NEAR BAY
+-122.27,37.8,39.0,1715.0,623.0,1327.0,467.0,1.8477,179200.0,NEAR BAY
+-122.26,37.8,36.0,5329.0,2477.0,3469.0,2323.0,2.0096,130000.0,NEAR BAY
+-122.26,37.82,31.0,4596.0,1331.0,2048.0,1180.0,2.8345,183800.0,NEAR BAY
+-122.26,37.81,29.0,335.0,107.0,202.0,91.0,2.0062,125000.0,NEAR BAY
+-122.26,37.82,22.0,3682.0,1270.0,2024.0,1250.0,1.2185,170000.0,NEAR BAY
+-122.26,37.82,37.0,3633.0,1085.0,1838.0,980.0,2.6104,193100.0,NEAR BAY
+-122.25,37.81,29.0,4656.0,1414.0,2304.0,1250.0,2.4912,257800.0,NEAR BAY
+-122.25,37.81,28.0,5806.0,1603.0,2563.0,1497.0,3.2177,273400.0,NEAR BAY
+-122.25,37.81,39.0,854.0,242.0,389.0,228.0,3.125,237500.0,NEAR BAY
+-122.25,37.81,52.0,2155.0,701.0,895.0,613.0,2.5795,350000.0,NEAR BAY
+-122.26,37.81,34.0,5871.0,1914.0,2689.0,1789.0,2.8406,335700.0,NEAR BAY
+-122.24,37.82,52.0,1509.0,225.0,674.0,244.0,4.9306,313400.0,NEAR BAY
+-122.24,37.81,52.0,2026.0,482.0,709.0,456.0,3.2727,268500.0,NEAR BAY
+-122.25,37.81,52.0,1758.0,460.0,686.0,422.0,3.1691,259400.0,NEAR BAY
+-122.24,37.82,52.0,3481.0,751.0,1444.0,718.0,3.9,275700.0,NEAR BAY
+-122.25,37.82,28.0,3337.0,855.0,1520.0,802.0,3.9063,225000.0,NEAR BAY
+-122.25,37.82,52.0,1424.0,289.0,550.0,253.0,5.0917,262500.0,NEAR BAY
+-122.25,37.82,32.0,3809.0,1098.0,1806.0,1022.0,2.6429,218500.0,NEAR BAY
+-122.25,37.82,26.0,3959.0,1196.0,1749.0,1217.0,3.0233,255000.0,NEAR BAY
+-122.25,37.83,52.0,2376.0,559.0,939.0,519.0,3.1484,224100.0,NEAR BAY
+-122.25,37.83,35.0,1613.0,428.0,675.0,422.0,3.4722,243100.0,NEAR BAY
+-122.25,37.83,52.0,1279.0,287.0,534.0,291.0,3.1429,231600.0,NEAR BAY
+-122.25,37.83,28.0,5022.0,1750.0,2558.0,1661.0,2.4234,218500.0,NEAR BAY
+-122.25,37.83,52.0,4190.0,1105.0,1786.0,1037.0,3.0897,234100.0,NEAR BAY
+-122.23,37.84,50.0,2515.0,399.0,970.0,373.0,5.8596,327600.0,NEAR BAY
+-122.23,37.84,47.0,3175.0,454.0,1098.0,485.0,5.2868,347600.0,NEAR BAY
+-122.24,37.83,41.0,2576.0,406.0,794.0,376.0,5.956,366100.0,NEAR BAY
+-122.24,37.85,37.0,334.0,54.0,98.0,47.0,4.9643,335000.0,NEAR BAY
+-122.23,37.85,52.0,2800.0,411.0,1061.0,403.0,6.3434,373600.0,NEAR BAY
+-122.24,37.84,52.0,3529.0,574.0,1177.0,555.0,5.1773,389500.0,NEAR BAY
+-122.24,37.85,52.0,2612.0,365.0,901.0,367.0,7.2354,391100.0,NEAR BAY
+-122.22,37.85,28.0,5287.0,1048.0,2031.0,956.0,5.457,337300.0,NEAR BAY
+-122.22,37.84,50.0,2935.0,473.0,1031.0,479.0,7.5,295200.0,NEAR BAY
+-122.21,37.84,44.0,3424.0,597.0,1358.0,597.0,6.0194,292300.0,NEAR BAY
+-122.21,37.83,40.0,4991.0,674.0,1616.0,654.0,7.5544,411500.0,NEAR BAY
+-122.2,37.84,30.0,2211.0,346.0,844.0,343.0,6.0666,311500.0,NEAR BAY
+-122.21,37.84,34.0,3038.0,490.0,1140.0,496.0,7.0548,325900.0,NEAR BAY
+-122.19,37.84,18.0,1617.0,210.0,533.0,194.0,11.6017,392600.0,NEAR BAY
+-122.2,37.84,35.0,2865.0,460.0,1072.0,443.0,7.4882,319300.0,NEAR BAY
+-122.21,37.83,34.0,5065.0,788.0,1627.0,766.0,6.8976,333300.0,NEAR BAY
+-122.19,37.83,28.0,1326.0,184.0,463.0,190.0,8.2049,335200.0,NEAR BAY
+-122.2,37.83,26.0,1589.0,223.0,542.0,211.0,8.401,351200.0,NEAR BAY
+-122.19,37.83,29.0,1791.0,271.0,661.0,269.0,6.8538,368900.0,NEAR BAY
+-122.19,37.82,32.0,1835.0,264.0,635.0,263.0,8.317,365900.0,NEAR BAY
+-122.2,37.82,37.0,1229.0,181.0,420.0,176.0,7.0175,366700.0,NEAR BAY
+-122.2,37.82,39.0,3770.0,534.0,1265.0,500.0,6.3302,362800.0,NEAR BAY
+-122.18,37.81,30.0,292.0,38.0,126.0,52.0,6.3624,483300.0,NEAR BAY
+-122.21,37.82,52.0,2375.0,333.0,813.0,350.0,7.0549,331400.0,NEAR BAY
+-122.2,37.81,45.0,2964.0,436.0,1067.0,426.0,6.7851,323500.0,NEAR BAY
+-122.21,37.8,50.0,2833.0,605.0,1260.0,552.0,2.8929,216700.0,NEAR BAY
+-122.21,37.8,38.0,2254.0,535.0,951.0,487.0,3.0812,233100.0,NEAR BAY
+-122.21,37.81,52.0,1389.0,212.0,510.0,224.0,5.2402,296400.0,NEAR BAY
+-122.22,37.81,52.0,1971.0,335.0,765.0,308.0,6.5217,273700.0,NEAR BAY
+-122.22,37.8,52.0,2183.0,465.0,1129.0,460.0,3.2632,227700.0,NEAR BAY
+-122.22,37.8,52.0,2286.0,464.0,1073.0,441.0,3.0298,199600.0,NEAR BAY
+-122.22,37.8,52.0,2721.0,541.0,1185.0,515.0,4.5428,239800.0,NEAR BAY
+-122.22,37.81,52.0,2024.0,339.0,756.0,340.0,4.072,270100.0,NEAR BAY
+-122.22,37.81,52.0,2944.0,536.0,1034.0,521.0,5.3509,302100.0,NEAR BAY
+-122.23,37.8,52.0,2033.0,486.0,787.0,459.0,3.1603,269500.0,NEAR BAY
+-122.23,37.81,52.0,1433.0,229.0,612.0,213.0,4.7708,314700.0,NEAR BAY
+-122.22,37.81,52.0,2927.0,402.0,1021.0,380.0,8.1564,390100.0,NEAR BAY
+-122.23,37.81,52.0,2315.0,292.0,861.0,258.0,8.8793,410300.0,NEAR BAY
+-122.24,37.81,52.0,2485.0,313.0,953.0,327.0,6.8591,352400.0,NEAR BAY
+-122.24,37.81,52.0,1490.0,238.0,634.0,256.0,6.0302,287300.0,NEAR BAY
+-122.23,37.81,52.0,2814.0,365.0,878.0,352.0,7.508,348700.0,NEAR BAY
+-122.24,37.81,52.0,2093.0,550.0,918.0,483.0,2.7477,243800.0,NEAR BAY
+-122.24,37.8,52.0,888.0,168.0,360.0,175.0,2.1944,211500.0,NEAR BAY
+-122.25,37.8,52.0,2087.0,510.0,1197.0,488.0,3.0149,218400.0,NEAR BAY
+-122.24,37.81,52.0,2513.0,502.0,1048.0,518.0,3.675,269900.0,NEAR BAY
+-122.25,37.81,46.0,3232.0,835.0,1373.0,747.0,3.225,218800.0,NEAR BAY
+-122.25,37.8,42.0,4120.0,1065.0,1715.0,1015.0,2.9345,225000.0,NEAR BAY
+-122.25,37.8,43.0,2364.0,792.0,1359.0,722.0,2.1429,250000.0,NEAR BAY
+-122.25,37.8,41.0,1471.0,469.0,1062.0,413.0,1.6121,171400.0,NEAR BAY
+-122.25,37.8,29.0,2468.0,864.0,1335.0,773.0,1.3929,193800.0,NEAR BAY
+-122.24,37.79,27.0,1632.0,492.0,1171.0,429.0,2.3173,125000.0,NEAR BAY
+-122.25,37.79,45.0,1786.0,526.0,1475.0,460.0,1.7772,97500.0,NEAR BAY
+-122.25,37.79,50.0,629.0,188.0,742.0,196.0,2.6458,125000.0,NEAR BAY
+-122.25,37.79,52.0,1339.0,391.0,1086.0,363.0,2.181,138800.0,NEAR BAY
+-122.25,37.8,36.0,1678.0,606.0,1645.0,543.0,2.2303,116700.0,NEAR BAY
+-122.25,37.8,43.0,2344.0,647.0,1710.0,644.0,1.6504,151800.0,NEAR BAY
+-122.24,37.8,52.0,996.0,228.0,731.0,228.0,2.2697,127000.0,NEAR BAY
+-122.24,37.8,52.0,1591.0,373.0,1118.0,347.0,2.1563,128600.0,NEAR BAY
+-122.24,37.8,52.0,1586.0,398.0,1006.0,335.0,2.1348,140600.0,NEAR BAY
+-122.24,37.8,47.0,2046.0,588.0,1213.0,554.0,2.6292,182700.0,NEAR BAY
+-122.23,37.8,52.0,1192.0,289.0,772.0,257.0,2.3833,146900.0,NEAR BAY
+-122.24,37.8,52.0,1803.0,420.0,1321.0,401.0,2.957,122800.0,NEAR BAY
+-122.24,37.8,49.0,2838.0,749.0,1487.0,677.0,2.5238,169300.0,NEAR BAY
+-122.23,37.8,52.0,783.0,184.0,488.0,186.0,1.9375,126600.0,NEAR BAY
+-122.23,37.8,51.0,1590.0,414.0,949.0,392.0,1.9028,127900.0,NEAR BAY
+-122.23,37.8,50.0,1746.0,480.0,1149.0,415.0,2.25,123500.0,NEAR BAY
+-122.23,37.8,52.0,1252.0,299.0,844.0,280.0,2.3929,111900.0,NEAR BAY
+-122.23,37.79,43.0,5963.0,1344.0,4367.0,1231.0,2.1917,112800.0,NEAR BAY
+-122.23,37.79,52.0,1783.0,395.0,1659.0,412.0,2.9357,107900.0,NEAR BAY
+-122.23,37.79,30.0,999.0,264.0,1011.0,263.0,1.8854,137500.0,NEAR BAY
+-122.24,37.79,39.0,1469.0,431.0,1464.0,389.0,2.1638,105500.0,NEAR BAY
+-122.24,37.79,47.0,1372.0,395.0,1237.0,303.0,2.125,95500.0,NEAR BAY
+-122.24,37.79,52.0,674.0,180.0,647.0,168.0,3.375,116100.0,NEAR BAY
+-122.24,37.79,43.0,1626.0,376.0,1284.0,357.0,2.2542,112200.0,NEAR BAY
+-122.25,37.79,51.0,175.0,43.0,228.0,55.0,2.1,75000.0,NEAR BAY
+-122.25,37.79,39.0,461.0,129.0,381.0,123.0,1.6,112500.0,NEAR BAY
+-122.25,37.79,52.0,902.0,237.0,846.0,227.0,3.625,125000.0,NEAR BAY
+-122.26,37.8,20.0,2373.0,779.0,1659.0,676.0,1.6929,115000.0,NEAR BAY
+-122.22,37.77,52.0,391.0,128.0,520.0,138.0,1.6471,95000.0,NEAR BAY
+-122.22,37.77,52.0,1137.0,301.0,866.0,259.0,2.59,96400.0,NEAR BAY
+-122.23,37.77,52.0,769.0,206.0,612.0,183.0,2.57,72000.0,NEAR BAY
+-122.23,37.78,52.0,472.0,146.0,415.0,126.0,2.6429,71300.0,NEAR BAY
+-122.23,37.78,52.0,862.0,215.0,994.0,213.0,3.0257,80800.0,NEAR BAY
+-122.22,37.78,50.0,1920.0,530.0,1525.0,477.0,1.4886,128800.0,NEAR BAY
+-122.23,37.78,43.0,1420.0,472.0,1506.0,438.0,1.9338,112500.0,NEAR BAY
+-122.23,37.78,52.0,986.0,258.0,1008.0,255.0,1.4844,119400.0,NEAR BAY
+-122.23,37.78,44.0,2340.0,825.0,2813.0,751.0,1.6009,118100.0,NEAR BAY
+-122.23,37.79,48.0,1696.0,396.0,1481.0,343.0,2.0375,122500.0,NEAR BAY
+-122.23,37.79,49.0,1175.0,217.0,859.0,219.0,2.293,106300.0,NEAR BAY
+-122.22,37.79,37.0,2343.0,574.0,1608.0,523.0,2.1494,132500.0,NEAR BAY
+-122.23,37.79,30.0,610.0,145.0,425.0,140.0,1.6198,122700.0,NEAR BAY
+-122.23,37.79,40.0,930.0,199.0,564.0,184.0,1.3281,113300.0,NEAR BAY
+-122.22,37.79,44.0,1487.0,314.0,961.0,272.0,3.5156,109500.0,NEAR BAY
+-122.22,37.79,52.0,3424.0,690.0,2273.0,685.0,3.9048,164700.0,NEAR BAY
+-122.21,37.79,52.0,762.0,190.0,600.0,195.0,3.0893,125000.0,NEAR BAY
+-122.22,37.79,46.0,2366.0,575.0,1647.0,527.0,2.6042,124700.0,NEAR BAY
+-122.22,37.79,49.0,1826.0,450.0,1201.0,424.0,2.5,136700.0,NEAR BAY
+-122.22,37.79,38.0,3049.0,711.0,2167.0,659.0,2.7969,141700.0,NEAR BAY
+-122.2,37.79,29.0,1640.0,376.0,939.0,340.0,2.8321,150000.0,NEAR BAY
+-122.21,37.79,47.0,1543.0,307.0,859.0,292.0,2.9583,138800.0,NEAR BAY
+-122.21,37.79,34.0,2364.0,557.0,1517.0,516.0,2.8365,139200.0,NEAR BAY
+-122.21,37.79,35.0,1745.0,409.0,1143.0,386.0,2.875,143800.0,NEAR BAY
+-122.21,37.8,39.0,2003.0,500.0,1109.0,464.0,3.0682,156500.0,NEAR BAY
+-122.21,37.8,39.0,2018.0,447.0,1221.0,446.0,3.0757,151000.0,NEAR BAY
+-122.2,37.8,43.0,3045.0,499.0,1115.0,455.0,4.9559,273000.0,NEAR BAY
+-122.2,37.8,52.0,1547.0,293.0,706.0,268.0,4.7721,217100.0,NEAR BAY
+-122.21,37.8,52.0,3519.0,711.0,1883.0,706.0,3.4861,187100.0,NEAR BAY
+-122.2,37.8,41.0,2070.0,354.0,804.0,340.0,5.1184,239600.0,NEAR BAY
+-122.21,37.8,48.0,1321.0,263.0,506.0,252.0,4.0977,229700.0,NEAR BAY
+-122.19,37.8,48.0,1694.0,259.0,610.0,238.0,4.744,257300.0,NEAR BAY
+-122.19,37.8,46.0,1938.0,341.0,768.0,332.0,4.2727,246900.0,NEAR BAY
+-122.19,37.79,50.0,968.0,195.0,462.0,184.0,2.9844,179900.0,NEAR BAY
+-122.2,37.79,40.0,1060.0,256.0,667.0,235.0,4.1739,169600.0,NEAR BAY
+-122.2,37.8,46.0,2041.0,405.0,1059.0,399.0,3.8487,203300.0,NEAR BAY
+-122.19,37.8,52.0,1813.0,271.0,637.0,277.0,4.0114,263400.0,NEAR BAY
+-122.19,37.79,45.0,2718.0,451.0,1106.0,454.0,4.6563,231800.0,NEAR BAY
+-122.19,37.79,28.0,3144.0,761.0,1737.0,669.0,2.9297,140500.0,NEAR BAY
+-122.2,37.79,35.0,1802.0,459.0,1009.0,390.0,2.3036,126000.0,NEAR BAY
+-122.2,37.79,49.0,882.0,195.0,737.0,210.0,2.6667,122000.0,NEAR BAY
+-122.2,37.79,44.0,1621.0,452.0,1354.0,491.0,2.619,134700.0,NEAR BAY
+-122.21,37.79,45.0,2115.0,533.0,1530.0,474.0,2.4167,139400.0,NEAR BAY
+-122.2,37.79,45.0,2021.0,528.0,1410.0,480.0,2.7788,115400.0,NEAR BAY
+-122.21,37.78,46.0,2239.0,508.0,1390.0,569.0,2.7352,137300.0,NEAR BAY
+-122.21,37.78,52.0,1477.0,300.0,1065.0,269.0,1.8472,137000.0,NEAR BAY
+-122.21,37.78,52.0,1056.0,224.0,792.0,245.0,2.6583,142600.0,NEAR BAY
+-122.21,37.78,49.0,898.0,244.0,779.0,245.0,3.0536,137500.0,NEAR BAY
+-122.22,37.78,44.0,2968.0,710.0,2269.0,610.0,2.3906,111700.0,NEAR BAY
+-122.21,37.78,43.0,1702.0,460.0,1227.0,407.0,1.7188,126800.0,NEAR BAY
+-122.21,37.78,47.0,881.0,248.0,753.0,241.0,2.625,111300.0,NEAR BAY
+-122.22,37.77,40.0,494.0,114.0,547.0,135.0,2.8015,114800.0,NEAR BAY
+-122.22,37.78,50.0,1776.0,473.0,1807.0,440.0,1.7276,102300.0,NEAR BAY
+-122.22,37.78,44.0,1678.0,514.0,1700.0,495.0,2.0801,131900.0,NEAR BAY
+-122.22,37.78,51.0,1637.0,463.0,1543.0,393.0,2.489,119100.0,NEAR BAY
+-122.21,37.76,52.0,1420.0,314.0,1085.0,300.0,1.7546,80600.0,NEAR BAY
+-122.21,37.77,52.0,591.0,173.0,353.0,137.0,4.0904,80600.0,NEAR BAY
+-122.21,37.77,52.0,745.0,153.0,473.0,149.0,2.6765,88800.0,NEAR BAY
+-122.2,37.77,49.0,2272.0,498.0,1621.0,483.0,2.4338,102400.0,NEAR BAY
+-122.21,37.77,46.0,1234.0,375.0,1183.0,354.0,2.3309,98700.0,NEAR BAY
+-122.21,37.77,43.0,1017.0,328.0,836.0,277.0,2.2604,100000.0,NEAR BAY
+-122.19,37.77,42.0,932.0,254.0,900.0,263.0,1.8039,92300.0,NEAR BAY
+-122.2,37.77,39.0,2689.0,597.0,1888.0,537.0,2.2562,94800.0,NEAR BAY
+-122.2,37.77,41.0,1547.0,415.0,1024.0,341.0,2.0562,102000.0,NEAR BAY
+-122.2,37.78,52.0,2300.0,443.0,1225.0,423.0,3.5398,158400.0,NEAR BAY
+-122.2,37.78,39.0,1752.0,399.0,1071.0,376.0,3.1167,121600.0,NEAR BAY
+-122.2,37.78,50.0,1867.0,403.0,1128.0,378.0,2.5401,129100.0,NEAR BAY
+-122.2,37.77,43.0,2430.0,502.0,1537.0,484.0,2.898,121400.0,NEAR BAY
+-122.21,37.78,44.0,1729.0,414.0,1240.0,393.0,2.3125,102800.0,NEAR BAY
+-122.19,37.78,52.0,1026.0,180.0,469.0,168.0,2.875,160000.0,NEAR BAY
+-122.19,37.77,52.0,2170.0,428.0,1086.0,425.0,3.3715,143900.0,NEAR BAY
+-122.19,37.77,52.0,2329.0,445.0,1144.0,417.0,3.5114,151200.0,NEAR BAY
+-122.19,37.78,52.0,2492.0,415.0,1109.0,375.0,4.3125,164400.0,NEAR BAY
+-122.19,37.78,52.0,2198.0,397.0,984.0,369.0,3.22,156500.0,NEAR BAY
+-122.18,37.78,33.0,142.0,31.0,575.0,47.0,3.875,225000.0,NEAR BAY
+-122.19,37.78,49.0,1183.0,205.0,496.0,209.0,5.2328,174200.0,NEAR BAY
+-122.19,37.78,52.0,1070.0,193.0,555.0,190.0,3.7262,166900.0,NEAR BAY
+-122.2,37.78,45.0,1766.0,332.0,869.0,327.0,4.5893,163500.0,NEAR BAY
+-122.18,37.79,39.0,617.0,95.0,236.0,106.0,5.2578,253000.0,NEAR BAY
+-122.18,37.79,41.0,1411.0,233.0,626.0,214.0,7.0875,240700.0,NEAR BAY
+-122.18,37.79,46.0,2109.0,387.0,922.0,329.0,3.9712,208100.0,NEAR BAY
+-122.19,37.79,47.0,1229.0,243.0,582.0,256.0,2.9514,198100.0,NEAR BAY
+-122.19,37.79,50.0,954.0,217.0,546.0,201.0,2.6667,172800.0,NEAR BAY
+-122.18,37.81,37.0,1643.0,262.0,620.0,266.0,5.4446,336700.0,NEAR BAY
+-122.18,37.8,34.0,1355.0,195.0,442.0,195.0,6.2838,318200.0,NEAR BAY
+-122.18,37.8,23.0,2317.0,336.0,955.0,328.0,6.7527,285800.0,NEAR BAY
+-122.13,37.77,24.0,2459.0,317.0,916.0,324.0,7.0712,293000.0,NEAR BAY
+-122.16,37.79,22.0,12842.0,2048.0,4985.0,1967.0,5.9849,371000.0,NEAR BAY
+-122.17,37.78,42.0,1524.0,260.0,651.0,267.0,3.6875,157300.0,NEAR BAY
+-122.17,37.77,30.0,3326.0,746.0,1704.0,703.0,2.875,135300.0,NEAR BAY
+-122.18,37.78,43.0,1985.0,440.0,1085.0,407.0,3.4205,136700.0,NEAR BAY
+-122.18,37.78,50.0,1642.0,322.0,713.0,284.0,3.2984,160700.0,NEAR BAY
+-122.17,37.78,49.0,893.0,177.0,468.0,181.0,3.875,140600.0,NEAR BAY
+-122.17,37.78,52.0,653.0,128.0,296.0,121.0,4.175,144000.0,NEAR BAY
+-122.16,37.77,47.0,1256.0,,570.0,218.0,4.375,161900.0,NEAR BAY
+-122.16,37.77,48.0,977.0,194.0,446.0,180.0,4.7708,156300.0,NEAR BAY
+-122.16,37.77,45.0,2324.0,397.0,968.0,384.0,3.5739,176000.0,NEAR BAY
+-122.16,37.77,39.0,1583.0,349.0,857.0,316.0,3.0958,145800.0,NEAR BAY
+-122.17,37.77,39.0,1612.0,342.0,912.0,322.0,3.3958,141900.0,NEAR BAY
+-122.17,37.77,31.0,2424.0,533.0,1360.0,452.0,1.871,90700.0,NEAR BAY
+-122.17,37.76,41.0,1594.0,367.0,1074.0,355.0,1.9356,90600.0,NEAR BAY
+-122.17,37.76,47.0,2118.0,413.0,965.0,382.0,2.1842,107900.0,NEAR BAY
+-122.18,37.76,37.0,1575.0,358.0,933.0,320.0,2.2917,107000.0,NEAR BAY
+-122.17,37.76,38.0,1764.0,397.0,987.0,354.0,2.4333,98200.0,NEAR BAY
+-122.18,37.76,50.0,1187.0,261.0,907.0,246.0,1.9479,89500.0,NEAR BAY
+-122.18,37.76,52.0,754.0,175.0,447.0,165.0,3.9063,93800.0,NEAR BAY
+-122.18,37.76,49.0,2308.0,452.0,1299.0,451.0,1.8407,96700.0,NEAR BAY
+-122.18,37.77,27.0,909.0,236.0,396.0,157.0,2.0786,97500.0,NEAR BAY
+-122.18,37.77,42.0,1180.0,257.0,877.0,268.0,2.8125,97300.0,NEAR BAY
+-122.18,37.76,43.0,2018.0,408.0,1111.0,367.0,1.8913,91200.0,NEAR BAY
+-122.19,37.76,49.0,1368.0,282.0,790.0,269.0,1.7056,91400.0,NEAR BAY
+-122.18,37.77,52.0,2744.0,547.0,1479.0,554.0,2.2768,96200.0,NEAR BAY
+-122.18,37.77,51.0,2107.0,471.0,1173.0,438.0,3.2552,120100.0,NEAR BAY
+-122.18,37.77,52.0,1748.0,362.0,1029.0,366.0,2.0556,100000.0,NEAR BAY
+-122.19,37.76,52.0,2024.0,391.0,1030.0,350.0,2.4659,94700.0,NEAR BAY
+-122.2,37.76,47.0,1116.0,259.0,826.0,279.0,1.75,85700.0,NEAR BAY
+-122.19,37.77,41.0,2036.0,510.0,1412.0,454.0,2.0469,89300.0,NEAR BAY
+-122.19,37.77,45.0,1852.0,393.0,1132.0,349.0,2.7159,101400.0,NEAR BAY
+-122.19,37.76,41.0,921.0,207.0,522.0,159.0,1.2083,72500.0,NEAR BAY
+-122.19,37.76,45.0,995.0,238.0,630.0,237.0,1.925,74100.0,NEAR BAY
+-122.2,37.75,36.0,606.0,132.0,531.0,133.0,1.5809,70000.0,NEAR BAY
+-122.2,37.76,37.0,2680.0,736.0,1925.0,667.0,1.4097,84600.0,NEAR BAY
+-122.19,37.76,38.0,1493.0,370.0,1144.0,351.0,0.7683,81800.0,NEAR BAY
+-122.19,37.75,19.0,2207.0,565.0,1481.0,520.0,1.3194,81400.0,NEAR BAY
+-122.19,37.75,28.0,856.0,189.0,435.0,162.0,0.8012,81800.0,NEAR BAY
+-122.19,37.76,26.0,1293.0,297.0,984.0,303.0,1.9479,85800.0,NEAR BAY
+-122.19,37.74,36.0,847.0,212.0,567.0,159.0,1.1765,87100.0,NEAR BAY
+-122.18,37.74,42.0,541.0,154.0,380.0,123.0,2.3456,83500.0,NEAR BAY
+-122.19,37.73,44.0,1066.0,253.0,825.0,244.0,2.1538,79700.0,NEAR BAY
+-122.19,37.74,43.0,707.0,147.0,417.0,155.0,2.5139,83400.0,NEAR BAY
+-122.19,37.73,45.0,1528.0,291.0,801.0,287.0,1.2625,84700.0,NEAR BAY
+-122.18,37.73,42.0,909.0,215.0,646.0,198.0,2.9063,80000.0,NEAR BAY
+-122.18,37.73,43.0,1391.0,293.0,855.0,285.0,2.5192,76400.0,NEAR BAY
+-122.18,37.73,44.0,548.0,119.0,435.0,136.0,2.1111,79700.0,NEAR BAY
+-122.18,37.73,42.0,4074.0,874.0,2736.0,780.0,2.455,82400.0,NEAR BAY
+-122.17,37.74,41.0,1613.0,445.0,1481.0,414.0,2.4028,97700.0,NEAR BAY
+-122.17,37.74,47.0,463.0,134.0,327.0,137.0,2.15,97200.0,NEAR BAY
+-122.17,37.74,43.0,818.0,193.0,494.0,179.0,2.4776,101600.0,NEAR BAY
+-122.17,37.73,43.0,1473.0,371.0,1231.0,341.0,2.1587,86500.0,NEAR BAY
+-122.18,37.74,35.0,504.0,126.0,323.0,109.0,1.8438,90500.0,NEAR BAY
+-122.17,37.74,46.0,1026.0,226.0,749.0,225.0,3.0298,107600.0,NEAR BAY
+-122.17,37.74,46.0,769.0,183.0,693.0,178.0,2.25,84200.0,NEAR BAY
+-122.18,37.74,46.0,2103.0,391.0,1339.0,354.0,2.2467,88900.0,NEAR BAY
+-122.18,37.75,45.0,330.0,76.0,282.0,80.0,4.0469,80700.0,NEAR BAY
+-122.18,37.75,46.0,941.0,218.0,621.0,195.0,1.325,87100.0,NEAR BAY
+-122.17,37.75,38.0,992.0,,732.0,259.0,1.6196,85100.0,NEAR BAY
+-122.18,37.75,45.0,990.0,261.0,901.0,260.0,2.1731,82000.0,NEAR BAY
+-122.19,37.75,36.0,1126.0,263.0,482.0,150.0,1.9167,82800.0,NEAR BAY
+-122.18,37.75,43.0,1036.0,233.0,652.0,213.0,2.069,84600.0,NEAR BAY
+-122.18,37.75,36.0,1047.0,214.0,651.0,166.0,1.712,82100.0,NEAR BAY
+-122.17,37.76,33.0,1280.0,307.0,999.0,286.0,2.5625,89300.0,NEAR BAY
+-122.17,37.75,43.0,1587.0,320.0,907.0,306.0,1.9821,98300.0,NEAR BAY
+-122.17,37.75,41.0,1257.0,271.0,828.0,230.0,2.5043,92300.0,NEAR BAY
+-122.17,37.75,44.0,1218.0,248.0,763.0,254.0,2.3281,88800.0,NEAR BAY
+-122.17,37.75,48.0,1751.0,390.0,935.0,349.0,1.4375,90000.0,NEAR BAY
+-122.16,37.76,45.0,2299.0,514.0,1437.0,484.0,2.5122,95500.0,NEAR BAY
+-122.16,37.75,38.0,2457.0,624.0,1516.0,482.0,1.5625,91700.0,NEAR BAY
+-122.17,37.75,47.0,998.0,211.0,597.0,185.0,3.1587,100400.0,NEAR BAY
+-122.17,37.76,40.0,1685.0,343.0,949.0,342.0,1.8426,94800.0,NEAR BAY
+-122.16,37.76,46.0,1827.0,307.0,881.0,302.0,4.6696,164300.0,NEAR BAY
+-122.16,37.76,36.0,2781.0,574.0,1438.0,519.0,2.4598,155500.0,NEAR BAY
+-122.15,37.76,39.0,1823.0,286.0,763.0,270.0,6.0749,196900.0,NEAR BAY
+-122.14,37.77,27.0,2229.0,365.0,1297.0,355.0,4.8304,279100.0,NEAR BAY
+-122.14,37.76,34.0,1513.0,231.0,545.0,211.0,5.5701,252800.0,NEAR BAY
+-122.13,37.76,26.0,3266.0,491.0,1222.0,533.0,5.37,275400.0,NEAR BAY
+-122.12,37.75,33.0,1809.0,261.0,808.0,219.0,6.86,250000.0,NEAR BAY
+-122.12,37.75,28.0,794.0,111.0,329.0,109.0,7.6923,329800.0,NEAR BAY
+-122.14,37.75,36.0,690.0,105.0,299.0,109.0,4.0313,195500.0,NEAR BAY
+-122.14,37.75,33.0,1334.0,200.0,579.0,202.0,6.8323,255900.0,NEAR BAY
+-122.13,37.75,30.0,414.0,54.0,137.0,50.0,4.975,311100.0,NEAR BAY
+-122.13,37.75,36.0,768.0,93.0,229.0,93.0,5.3602,330000.0,NEAR BAY
+-122.13,37.74,41.0,4400.0,666.0,1476.0,648.0,5.0,248900.0,NEAR BAY
+-122.16,37.75,46.0,954.0,161.0,429.0,154.0,2.925,142900.0,NEAR BAY
+-122.15,37.75,40.0,1445.0,256.0,849.0,255.0,3.8913,126300.0,NEAR BAY
+-122.15,37.75,44.0,1938.0,399.0,946.0,331.0,3.225,135800.0,NEAR BAY
+-122.15,37.74,41.0,856.0,178.0,571.0,191.0,3.1458,130600.0,NEAR BAY
+-122.16,37.75,24.0,1790.0,454.0,1137.0,386.0,2.537,107900.0,NEAR BAY
+-122.16,37.75,44.0,617.0,131.0,378.0,135.0,2.5568,111100.0,NEAR BAY
+-122.15,37.74,43.0,1383.0,275.0,853.0,272.0,3.5083,122000.0,NEAR BAY
+-122.15,37.74,49.0,1325.0,277.0,764.0,282.0,3.3125,118000.0,NEAR BAY
+-122.16,37.75,40.0,1227.0,294.0,928.0,261.0,1.8235,95200.0,NEAR BAY
+-122.16,37.75,35.0,667.0,140.0,406.0,133.0,3.8047,94300.0,NEAR BAY
+-122.17,37.74,34.0,1223.0,281.0,824.0,280.0,2.2917,92500.0,NEAR BAY
+-122.17,37.75,37.0,1379.0,287.0,835.0,259.0,2.4962,91800.0,NEAR BAY
+-122.16,37.74,43.0,1534.0,300.0,826.0,295.0,4.0417,109400.0,NEAR BAY
+-122.16,37.74,46.0,1029.0,181.0,567.0,211.0,3.4844,129500.0,NEAR BAY
+-122.16,37.74,52.0,771.0,147.0,355.0,144.0,4.1458,143400.0,NEAR BAY
+-122.16,37.74,47.0,824.0,223.0,533.0,166.0,2.625,98200.0,NEAR BAY
+-122.16,37.74,44.0,1097.0,239.0,609.0,215.0,2.0227,103100.0,NEAR BAY
+-122.29,37.9,49.0,1283.0,238.0,576.0,236.0,3.3333,276800.0,NEAR BAY
+-122.29,37.9,52.0,1604.0,263.0,594.0,286.0,5.338,270900.0,NEAR BAY
+-122.29,37.89,52.0,2248.0,422.0,870.0,377.0,3.4732,246200.0,NEAR BAY
+-122.3,37.9,38.0,2263.0,522.0,1027.0,509.0,3.5125,224200.0,NEAR BAY
+-122.29,37.89,52.0,1571.0,349.0,693.0,326.0,3.1375,229100.0,NEAR BAY
+-122.3,37.89,46.0,1520.0,402.0,815.0,375.0,2.8036,211600.0,NEAR BAY
+-122.3,37.9,15.0,5083.0,1212.0,2420.0,1146.0,4.5824,256100.0,NEAR BAY
+-122.3,37.89,36.0,1077.0,293.0,518.0,276.0,3.0208,206300.0,NEAR BAY
+-122.3,37.89,52.0,1248.0,283.0,620.0,275.0,4.0875,221300.0,NEAR BAY
+-122.33,37.89,42.0,1342.0,291.0,551.0,266.0,4.5268,207400.0,NEAR BAY
+-122.34,37.88,37.0,3061.0,930.0,2556.0,924.0,1.7375,350000.0,NEAR BAY
+-122.29,37.89,52.0,3171.0,698.0,1498.0,696.0,3.1795,218200.0,NEAR BAY
+-122.29,37.88,50.0,1211.0,261.0,523.0,227.0,3.8672,216700.0,NEAR BAY
+-122.29,37.89,52.0,979.0,175.0,374.0,153.0,5.1675,270600.0,NEAR BAY
+-122.29,37.89,52.0,2269.0,380.0,1004.0,371.0,5.1696,261400.0,NEAR BAY
+-122.28,37.88,52.0,1844.0,332.0,769.0,334.0,4.2614,261300.0,NEAR BAY
+-122.29,37.89,52.0,2178.0,421.0,940.0,423.0,5.0551,232200.0,NEAR BAY
+-122.27,37.9,42.0,1650.0,274.0,645.0,256.0,5.6228,375400.0,NEAR BAY
+-122.26,37.9,52.0,1927.0,279.0,705.0,288.0,7.8864,357300.0,NEAR BAY
+-122.27,37.9,52.0,2079.0,273.0,684.0,275.0,7.9556,374400.0,NEAR BAY
+-122.27,37.9,52.0,1803.0,240.0,572.0,236.0,6.174,358800.0,NEAR BAY
+-122.27,37.9,52.0,2041.0,270.0,671.0,253.0,6.9414,417500.0,NEAR BAY
+-122.27,37.89,52.0,3046.0,373.0,975.0,365.0,8.8342,430500.0,NEAR BAY
+-122.28,37.9,52.0,2318.0,328.0,779.0,312.0,7.1754,362900.0,NEAR BAY
+-122.28,37.9,52.0,2003.0,250.0,658.0,244.0,10.0825,397000.0,NEAR BAY
+-122.28,37.9,52.0,2261.0,328.0,819.0,335.0,4.9083,346800.0,NEAR BAY
+-122.28,37.89,52.0,1225.0,169.0,412.0,168.0,5.7912,327100.0,NEAR BAY
+-122.28,37.89,52.0,2315.0,408.0,835.0,369.0,4.5893,290100.0,NEAR BAY
+-122.28,37.89,52.0,2070.0,329.0,722.0,306.0,5.4171,292000.0,NEAR BAY
+-122.28,37.89,52.0,2616.0,473.0,1085.0,487.0,4.125,270900.0,NEAR BAY
+-122.27,37.89,52.0,2640.0,366.0,973.0,355.0,7.266,371100.0,NEAR BAY
+-122.27,37.89,52.0,1978.0,293.0,723.0,272.0,5.3989,335600.0,NEAR BAY
+-122.26,37.9,37.0,2220.0,335.0,903.0,362.0,7.8336,371300.0,NEAR BAY
+-122.25,37.89,41.0,1125.0,195.0,356.0,181.0,6.1593,344000.0,NEAR BAY
+-122.26,37.89,52.0,3078.0,494.0,1005.0,462.0,6.381,342200.0,NEAR BAY
+-122.26,37.89,52.0,3706.0,531.0,1205.0,504.0,6.6828,370900.0,NEAR BAY
+-122.25,37.89,37.0,3000.0,457.0,987.0,450.0,7.5385,350000.0,NEAR BAY
+-122.25,37.89,42.0,2863.0,460.0,1031.0,448.0,6.7138,368600.0,NEAR BAY
+-122.26,37.88,52.0,2551.0,417.0,894.0,404.0,6.2425,391800.0,NEAR BAY
+-122.26,37.88,52.0,2255.0,410.0,823.0,377.0,5.7979,415300.0,NEAR BAY
+-122.27,37.88,52.0,3360.0,648.0,1232.0,621.0,4.2813,284900.0,NEAR BAY
+-122.27,37.88,52.0,1693.0,391.0,669.0,367.0,3.5417,287500.0,NEAR BAY
+-122.27,37.88,44.0,2252.0,592.0,989.0,550.0,3.0132,272900.0,NEAR BAY
+-122.28,37.88,52.0,2495.0,491.0,1058.0,464.0,4.1429,259600.0,NEAR BAY
+-122.28,37.88,52.0,1193.0,200.0,506.0,207.0,4.1912,254500.0,NEAR BAY
+-122.28,37.88,52.0,1172.0,215.0,489.0,218.0,3.9167,235600.0,NEAR BAY
+-122.29,37.88,52.0,2159.0,424.0,824.0,388.0,3.8897,218400.0,NEAR BAY
+-122.29,37.88,48.0,2365.0,490.0,1034.0,475.0,3.1065,229200.0,NEAR BAY
+-122.29,37.88,46.0,1895.0,442.0,920.0,425.0,2.9926,192100.0,NEAR BAY
+-122.29,37.88,52.0,1650.0,395.0,841.0,380.0,3.556,179300.0,NEAR BAY
+-122.3,37.88,45.0,453.0,146.0,749.0,137.0,1.475,187500.0,NEAR BAY
+-122.3,37.88,52.0,409.0,97.0,208.0,98.0,1.6971,138800.0,NEAR BAY
+-122.3,37.87,10.0,503.0,118.0,228.0,100.0,2.1705,150000.0,NEAR BAY
+-122.3,37.86,50.0,499.0,127.0,287.0,128.0,2.75,140600.0,NEAR BAY
+-122.29,37.85,52.0,477.0,119.0,218.0,106.0,2.5682,120000.0,NEAR BAY
+-122.3,37.88,46.0,1647.0,376.0,854.0,355.0,2.9,144800.0,NEAR BAY
+-122.3,37.87,52.0,3123.0,749.0,1695.0,684.0,2.2208,144800.0,NEAR BAY
+-122.28,37.88,52.0,957.0,188.0,403.0,172.0,3.2344,245500.0,NEAR BAY
+-122.28,37.87,52.0,589.0,132.0,288.0,131.0,3.5156,200000.0,NEAR BAY
+-122.28,37.87,49.0,2026.0,548.0,963.0,521.0,1.9805,173700.0,NEAR BAY
+-122.29,37.87,50.0,1829.0,536.0,1129.0,516.0,2.6684,185600.0,NEAR BAY
+-122.29,37.87,52.0,895.0,198.0,386.0,204.0,3.875,182600.0,NEAR BAY
+-122.28,37.88,52.0,1909.0,416.0,811.0,406.0,3.006,227900.0,NEAR BAY
+-122.28,37.87,46.0,3022.0,696.0,1293.0,675.0,2.543,220700.0,NEAR BAY
+-122.28,37.87,46.0,1777.0,446.0,805.0,431.0,2.8676,212000.0,NEAR BAY
+-122.27,37.88,52.0,2803.0,930.0,1372.0,876.0,2.1907,271400.0,NEAR BAY
+-122.27,37.87,30.0,1465.0,439.0,862.0,425.0,1.7778,268800.0,NEAR BAY
+-122.27,37.88,37.0,2619.0,682.0,1152.0,616.0,2.52,277800.0,NEAR BAY
+-122.26,37.88,52.0,1149.0,255.0,483.0,249.0,4.2788,332500.0,NEAR BAY
+-122.26,37.88,52.0,2363.0,604.0,1558.0,573.0,2.944,338900.0,NEAR BAY
+-122.26,37.88,52.0,2604.0,837.0,1798.0,769.0,1.725,287500.0,NEAR BAY
+-122.25,37.87,41.0,685.0,141.0,266.0,123.0,5.2289,384600.0,NEAR BAY
+-122.25,37.87,42.0,1756.0,465.0,2184.0,422.0,2.5562,371400.0,NEAR BAY
+-122.25,37.87,52.0,1204.0,460.0,2016.0,477.0,0.949,350000.0,NEAR BAY
+-122.25,37.87,52.0,609.0,236.0,1349.0,250.0,1.1696,500001.0,NEAR BAY
+-122.26,37.87,52.0,1087.0,371.0,3337.0,350.0,1.4012,175000.0,NEAR BAY
+-122.26,37.87,52.0,2773.0,998.0,1721.0,949.0,1.1859,241700.0,NEAR BAY
+-122.27,37.87,35.0,3218.0,1108.0,1675.0,1000.0,1.7464,216700.0,NEAR BAY
+-122.27,37.87,49.0,1350.0,368.0,707.0,350.0,2.8846,211300.0,NEAR BAY
+-122.27,37.87,52.0,3084.0,698.0,1424.0,694.0,2.7372,210200.0,NEAR BAY
+-122.28,37.86,52.0,938.0,195.0,393.0,189.0,3.8594,196400.0,NEAR BAY
+-122.28,37.87,52.0,1813.0,353.0,828.0,339.0,3.5625,191700.0,NEAR BAY
+-122.28,37.87,52.0,1233.0,300.0,571.0,292.0,2.2788,182300.0,NEAR BAY
+-122.29,37.87,44.0,2539.0,755.0,1382.0,713.0,2.537,175000.0,NEAR BAY
+-122.29,37.87,46.0,1267.0,324.0,792.0,321.0,2.525,165900.0,NEAR BAY
+-122.29,37.86,52.0,1665.0,404.0,815.0,372.0,1.9946,156900.0,NEAR BAY
+-122.28,37.86,52.0,1659.0,367.0,788.0,346.0,2.8214,164300.0,NEAR BAY
+-122.29,37.87,52.0,2225.0,460.0,1145.0,430.0,2.6165,150000.0,NEAR BAY
+-122.29,37.86,50.0,2485.0,607.0,1354.0,563.0,1.9483,150500.0,NEAR BAY
+-122.28,37.86,52.0,2031.0,450.0,958.0,445.0,1.9327,169900.0,NEAR BAY
+-122.28,37.86,49.0,2932.0,668.0,1361.0,608.0,1.9798,147400.0,NEAR BAY
+-122.28,37.85,52.0,2246.0,472.0,1005.0,449.0,2.4167,152700.0,NEAR BAY
+-122.27,37.86,49.0,2052.0,435.0,924.0,414.0,2.5417,182700.0,NEAR BAY
+-122.28,37.86,52.0,1999.0,417.0,780.0,358.0,3.3906,179300.0,NEAR BAY
+-122.28,37.86,52.0,3007.0,691.0,1582.0,636.0,2.5652,157700.0,NEAR BAY
+-122.28,37.86,41.0,2214.0,550.0,1213.0,568.0,2.2845,153100.0,NEAR BAY
+-122.27,37.86,52.0,1088.0,305.0,486.0,267.0,2.6071,250000.0,NEAR BAY
+-122.27,37.86,52.0,834.0,186.0,494.0,175.0,3.15,206300.0,NEAR BAY
+-122.27,37.86,52.0,1769.0,372.0,849.0,365.0,2.6914,218800.0,NEAR BAY
+-122.27,37.86,52.0,2307.0,583.0,1127.0,548.0,1.8447,198200.0,NEAR BAY
+-122.26,37.86,35.0,5161.0,1744.0,3276.0,1742.0,1.6307,253600.0,NEAR BAY
+-122.26,37.86,52.0,3497.0,832.0,1493.0,794.0,2.9044,257400.0,NEAR BAY
+-122.26,37.86,52.0,3774.0,744.0,1461.0,679.0,2.9405,289500.0,NEAR BAY
+-122.26,37.86,52.0,2888.0,604.0,1253.0,538.0,3.3893,241700.0,NEAR BAY
+-122.25,37.86,48.0,2153.0,517.0,1656.0,459.0,3.0417,489600.0,NEAR BAY
+-122.25,37.86,52.0,1389.0,191.0,514.0,202.0,7.0897,446200.0,NEAR BAY
+-122.25,37.86,52.0,1709.0,318.0,719.0,295.0,5.0463,456300.0,NEAR BAY
+-122.25,37.86,52.0,1587.0,444.0,878.0,449.0,1.7652,336800.0,NEAR BAY
+-122.24,37.86,52.0,1668.0,225.0,517.0,214.0,7.8521,500001.0,NEAR BAY
+-122.24,37.85,52.0,3726.0,474.0,1366.0,496.0,9.3959,500001.0,NEAR BAY
+-122.25,37.86,52.0,4048.0,663.0,1316.0,590.0,5.3794,376900.0,NEAR BAY
+-122.26,37.85,52.0,3618.0,768.0,1508.0,755.0,3.2619,309600.0,NEAR BAY
+-122.27,37.85,52.0,4076.0,920.0,1800.0,815.0,2.7054,182300.0,NEAR BAY
+-122.27,37.85,47.0,2077.0,400.0,719.0,326.0,2.2431,172700.0,NEAR BAY
+-122.27,37.85,50.0,1279.0,300.0,675.0,255.0,1.9028,150800.0,NEAR BAY
+-122.27,37.85,52.0,1974.0,426.0,875.0,363.0,1.5817,153600.0,NEAR BAY
+-122.27,37.85,52.0,335.0,83.0,152.0,77.0,2.2841,106300.0,NEAR BAY
+-122.27,37.85,47.0,1375.0,307.0,843.0,319.0,1.3785,142300.0,NEAR BAY
+-122.28,37.85,52.0,610.0,145.0,281.0,132.0,2.9018,119400.0,NEAR BAY
+-122.28,37.85,44.0,1025.0,198.0,506.0,204.0,1.73,147900.0,NEAR BAY
+-122.28,37.85,48.0,2063.0,484.0,1054.0,466.0,2.2625,132900.0,NEAR BAY
+-122.29,37.84,35.0,1872.0,419.0,1017.0,414.0,2.2106,132500.0,NEAR BAY
+-122.28,37.83,52.0,3108.0,813.0,1623.0,765.0,2.6997,126900.0,NEAR BAY
+-122.3,37.84,14.0,7355.0,2408.0,3100.0,2051.0,4.0018,143800.0,NEAR BAY
+-122.23,37.83,52.0,2990.0,379.0,947.0,361.0,7.8772,500001.0,NEAR BAY
+-122.22,37.82,39.0,2492.0,310.0,808.0,315.0,11.8603,500001.0,NEAR BAY
+-122.22,37.82,42.0,2991.0,335.0,1018.0,335.0,13.499,500001.0,NEAR BAY
+-122.23,37.82,52.0,3242.0,366.0,1001.0,352.0,12.2138,500001.0,NEAR BAY
+-122.23,37.82,52.0,3051.0,381.0,1005.0,369.0,8.1872,466100.0,NEAR BAY
+-122.23,37.82,52.0,3494.0,396.0,1192.0,383.0,12.3804,500001.0,NEAR BAY
+-122.24,37.83,52.0,1757.0,246.0,585.0,227.0,5.8948,457800.0,NEAR BAY
+-122.24,37.83,52.0,2449.0,312.0,916.0,316.0,8.1194,471600.0,NEAR BAY
+-122.23,37.82,52.0,1611.0,203.0,556.0,179.0,8.7477,500001.0,NEAR BAY
+-122.24,37.82,52.0,3665.0,517.0,1470.0,520.0,6.155,398600.0,NEAR BAY
+-122.25,37.82,52.0,2474.0,403.0,1104.0,398.0,5.883,340700.0,NEAR BAY
+-122.23,37.76,52.0,3037.0,516.0,1242.0,518.0,5.2128,289900.0,NEAR BAY
+-122.23,37.76,52.0,2269.0,323.0,805.0,321.0,4.7188,335300.0,NEAR BAY
+-122.23,37.76,52.0,1316.0,177.0,378.0,162.0,5.2915,333000.0,NEAR BAY
+-122.24,37.77,52.0,1153.0,235.0,481.0,223.0,2.6411,241000.0,NEAR BAY
+-122.23,37.77,52.0,772.0,179.0,409.0,160.0,3.3214,189600.0,NEAR BAY
+-122.24,37.77,52.0,1711.0,386.0,885.0,373.0,3.6417,206300.0,NEAR BAY
+-122.25,37.77,52.0,2650.0,566.0,1468.0,567.0,3.0161,215700.0,NEAR BAY
+-122.25,37.77,52.0,1038.0,220.0,482.0,215.0,3.1771,210200.0,NEAR BAY
+-122.25,37.77,52.0,1527.0,320.0,825.0,264.0,3.4531,208800.0,NEAR BAY
+-122.25,37.77,52.0,859.0,157.0,429.0,158.0,4.3098,197900.0,NEAR BAY
+-122.26,37.78,52.0,970.0,217.0,528.0,208.0,3.3438,201300.0,NEAR BAY
+-122.26,37.78,52.0,1045.0,239.0,496.0,216.0,2.9213,190800.0,NEAR BAY
+-122.27,37.78,52.0,1408.0,280.0,718.0,265.0,2.6806,207900.0,NEAR BAY
+-122.27,37.78,52.0,1222.0,264.0,630.0,265.0,3.7708,215300.0,NEAR BAY
+-122.27,37.78,45.0,1169.0,263.0,723.0,286.0,3.9444,212900.0,NEAR BAY
+-122.27,37.78,13.0,2020.0,535.0,959.0,486.0,5.2601,292700.0,NEAR BAY
+-122.28,37.79,30.0,4145.0,869.0,3668.0,855.0,2.5444,275000.0,NEAR BAY
+-122.3,37.77,42.0,2038.0,368.0,2037.0,355.0,2.6447,200000.0,NEAR BAY
+-122.28,37.78,29.0,5154.0,,3741.0,1273.0,2.5762,173400.0,NEAR BAY
+-122.29,37.78,42.0,1241.0,309.0,821.0,300.0,1.9427,102200.0,NEAR BAY
+-122.28,37.77,52.0,1468.0,363.0,870.0,347.0,2.9688,220800.0,NEAR BAY
+-122.28,37.77,27.0,3997.0,1073.0,1901.0,966.0,3.75,242800.0,NEAR BAY
+-122.29,37.76,18.0,2873.0,763.0,1243.0,663.0,5.1702,265400.0,NEAR BAY
+-122.28,37.78,50.0,1487.0,306.0,730.0,327.0,2.5139,219000.0,NEAR BAY
+-122.26,37.77,52.0,1670.0,350.0,793.0,299.0,2.9732,282100.0,NEAR BAY
+-122.27,37.77,52.0,2252.0,388.0,1033.0,434.0,5.5337,372000.0,NEAR BAY
+-122.27,37.77,52.0,1731.0,377.0,872.0,363.0,4.1667,225800.0,NEAR BAY
+-122.27,37.77,52.0,1710.0,481.0,849.0,457.0,2.7115,220800.0,NEAR BAY
+-122.27,37.77,52.0,2388.0,559.0,1121.0,518.0,3.3269,234500.0,NEAR BAY
+-122.25,37.77,52.0,2156.0,458.0,872.0,445.0,3.2685,254200.0,NEAR BAY
+-122.26,37.77,52.0,1565.0,315.0,637.0,297.0,4.7778,351800.0,NEAR BAY
+-122.26,37.77,52.0,1704.0,371.0,663.0,340.0,4.226,275000.0,NEAR BAY
+-122.26,37.77,52.0,1210.0,168.0,411.0,172.0,3.3571,405400.0,NEAR BAY
+-122.26,37.77,52.0,2097.0,444.0,915.0,413.0,2.9899,228100.0,NEAR BAY
+-122.26,37.77,52.0,1848.0,479.0,921.0,477.0,2.875,234000.0,NEAR BAY
+-122.24,37.77,43.0,955.0,284.0,585.0,266.0,2.3882,162500.0,NEAR BAY
+-122.25,37.77,43.0,4329.0,1110.0,2086.0,1053.0,2.975,243400.0,NEAR BAY
+-122.23,37.76,52.0,3011.0,542.0,1303.0,535.0,5.1039,273800.0,NEAR BAY
+-122.23,37.76,52.0,1049.0,185.0,374.0,176.0,4.1458,248500.0,NEAR BAY
+-122.24,37.76,52.0,2504.0,516.0,979.0,472.0,3.4762,244000.0,NEAR BAY
+-122.24,37.76,52.0,1846.0,471.0,827.0,446.0,2.6833,240900.0,NEAR BAY
+-122.23,37.76,52.0,1705.0,246.0,658.0,253.0,5.75,306300.0,NEAR BAY
+-122.23,37.75,50.0,1542.0,289.0,654.0,268.0,3.9632,240000.0,NEAR BAY
+-122.24,37.75,45.0,891.0,,384.0,146.0,4.9489,247100.0,NEAR BAY
+-122.24,37.75,27.0,4051.0,753.0,1499.0,797.0,4.8711,286600.0,NEAR BAY
+-122.24,37.76,52.0,2646.0,581.0,1128.0,522.0,3.0718,266700.0,NEAR BAY
+-122.24,37.76,49.0,2428.0,525.0,1110.0,492.0,3.6719,229800.0,NEAR BAY
+-122.24,37.76,52.0,2567.0,436.0,1119.0,415.0,4.6094,229300.0,NEAR BAY
+-122.24,37.73,21.0,7031.0,1249.0,2930.0,1235.0,4.5213,228400.0,NEAR BAY
+-122.25,37.74,25.0,1914.0,365.0,897.0,390.0,4.4562,206200.0,NEAR BAY
+-122.24,37.72,5.0,18634.0,2885.0,7427.0,2718.0,7.611,350700.0,NEAR BAY
+-122.27,37.73,31.0,5785.0,1379.0,2973.0,1312.0,3.2689,231000.0,NEAR BAY
+-122.25,37.76,52.0,2876.0,648.0,1340.0,632.0,3.567,252900.0,NEAR BAY
+-122.27,37.74,28.0,6909.0,1554.0,2974.0,1484.0,3.6875,353900.0,NEAR BAY
+-122.27,37.77,23.0,5679.0,1270.0,2690.0,1151.0,4.7695,291700.0,NEAR BAY
+-122.28,37.75,20.0,1156.0,365.0,583.0,326.0,3.1972,100000.0,NEAR BAY
+-122.06,37.77,12.0,14316.0,2045.0,5781.0,2007.0,7.2634,341600.0,NEAR BAY
+-122.06,37.73,5.0,3596.0,467.0,1738.0,512.0,7.0568,412500.0,NEAR BAY
+-122.06,37.71,36.0,3541.0,570.0,1478.0,529.0,4.635,248600.0,NEAR BAY
+-122.07,37.71,40.0,1808.0,302.0,746.0,270.0,5.3015,254900.0,NEAR BAY
+-122.07,37.71,36.0,2879.0,480.0,1235.0,455.0,4.9801,241500.0,NEAR BAY
+-122.07,37.72,26.0,3204.0,477.0,1411.0,484.0,5.4834,295200.0,NEAR BAY
+-122.08,37.72,31.0,3866.0,531.0,1368.0,521.0,6.187,340400.0,NEAR BAY
+-122.08,37.72,32.0,2476.0,368.0,1048.0,367.0,5.6194,274700.0,NEAR BAY
+-122.08,37.71,35.0,2211.0,350.0,1004.0,365.0,5.4639,238600.0,NEAR BAY
+-122.09,37.71,35.0,2663.0,387.0,1086.0,367.0,5.1498,266400.0,NEAR BAY
+-122.1,37.72,30.0,2599.0,366.0,922.0,350.0,5.8382,330200.0,NEAR BAY
+-122.11,37.71,36.0,4569.0,824.0,1950.0,819.0,4.65,206800.0,NEAR BAY
+-122.1,37.7,25.0,2973.0,622.0,1413.0,595.0,4.3819,209200.0,NEAR BAY
+-122.1,37.69,30.0,3115.0,625.0,1444.0,568.0,3.7222,195800.0,NEAR BAY
+-122.09,37.71,31.0,1843.0,282.0,749.0,269.0,5.2855,253500.0,NEAR BAY
+-122.09,37.7,31.0,2053.0,336.0,867.0,329.0,4.3375,241800.0,NEAR BAY
+-122.1,37.71,27.0,6740.0,1073.0,2723.0,1035.0,5.2131,252500.0,NEAR BAY
+-122.09,37.7,30.0,1751.0,269.0,731.0,263.0,6.005,263900.0,NEAR BAY
+-122.08,37.71,38.0,1663.0,295.0,781.0,301.0,5.0519,227000.0,NEAR BAY
+-122.08,37.71,38.0,3716.0,657.0,1784.0,652.0,4.8237,220900.0,NEAR BAY
+-122.08,37.7,32.0,2718.0,447.0,1156.0,410.0,5.2497,259300.0,NEAR BAY
+-122.07,37.7,39.0,1420.0,272.0,645.0,277.0,4.125,232500.0,NEAR BAY
+-122.06,37.7,37.0,1893.0,310.0,821.0,315.0,4.6005,231600.0,NEAR BAY
+-122.06,37.7,33.0,3906.0,790.0,1912.0,770.0,3.5187,209400.0,NEAR BAY
+-122.07,37.7,32.0,3400.0,736.0,1487.0,694.0,3.0,223200.0,NEAR BAY
+-122.08,37.7,25.0,3402.0,758.0,1645.0,710.0,3.4934,209900.0,NEAR BAY
+-122.09,37.7,33.0,4413.0,1107.0,2239.0,1051.0,2.9861,208200.0,NEAR BAY
+-122.07,37.69,29.0,2304.0,618.0,1021.0,552.0,2.5362,203800.0,NEAR BAY
+-122.08,37.69,36.0,2350.0,499.0,1105.0,467.0,3.3021,195700.0,NEAR BAY
+-122.07,37.69,31.0,5914.0,1309.0,2999.0,1295.0,3.0964,190500.0,NEAR BAY
+-122.08,37.69,43.0,1575.0,324.0,740.0,284.0,2.8512,181000.0,NEAR BAY
+-122.08,37.69,42.0,1414.0,274.0,629.0,244.0,3.3478,184900.0,NEAR BAY
+-122.08,37.68,37.0,848.0,202.0,314.0,205.0,2.3958,190800.0,NEAR BAY
+-122.08,37.68,15.0,3051.0,685.0,1479.0,668.0,3.5295,242200.0,NEAR BAY
+-122.09,37.69,20.0,4296.0,817.0,1732.0,800.0,4.8036,188300.0,NEAR BAY
+-122.15,37.74,52.0,2898.0,557.0,1338.0,550.0,3.851,183500.0,NEAR BAY
+-122.14,37.74,52.0,1071.0,201.0,440.0,192.0,4.0662,204200.0,NEAR BAY
+-122.14,37.73,51.0,2619.0,403.0,922.0,393.0,4.6042,251900.0,NEAR BAY
+-122.15,37.74,49.0,1494.0,316.0,611.0,288.0,2.2,187500.0,NEAR BAY
+-122.16,37.73,52.0,2260.0,416.0,994.0,412.0,4.1164,198200.0,NEAR BAY
+-122.15,37.74,52.0,1394.0,223.0,545.0,230.0,3.95,219000.0,NEAR BAY
+-122.15,37.73,52.0,1028.0,129.0,317.0,143.0,4.9135,275000.0,NEAR BAY
+-122.15,37.73,45.0,3758.0,819.0,1573.0,736.0,2.8355,245400.0,NEAR BAY
+-122.17,37.73,46.0,2163.0,470.0,925.0,435.0,3.25,177500.0,NEAR BAY
+-122.16,37.73,49.0,1699.0,408.0,768.0,385.0,2.8301,171600.0,NEAR BAY
+-122.17,37.73,52.0,1555.0,289.0,620.0,292.0,3.7159,183300.0,NEAR BAY
+-122.16,37.73,52.0,1114.0,206.0,425.0,207.0,2.5625,175000.0,NEAR BAY
+-122.18,37.72,45.0,1498.0,313.0,1003.0,305.0,3.8047,156700.0,NEAR BAY
+-122.18,37.71,45.0,726.0,147.0,519.0,135.0,3.375,157500.0,NEAR BAY
+-122.17,37.71,38.0,890.0,200.0,481.0,198.0,3.244,179800.0,NEAR BAY
+-122.18,37.7,36.0,2639.0,533.0,1209.0,519.0,4.0268,205500.0,NEAR BAY
+-122.18,37.7,35.0,2562.0,554.0,1398.0,525.0,3.3906,178900.0,NEAR BAY
+-122.19,37.71,36.0,361.0,69.0,158.0,58.0,5.5461,262500.0,NEAR BAY
+-122.17,37.72,42.0,3008.0,659.0,1817.0,664.0,3.371,165000.0,NEAR BAY
+-122.17,37.72,46.0,1369.0,284.0,766.0,289.0,3.5313,159700.0,NEAR BAY
+-122.17,37.72,5.0,1692.0,398.0,814.0,328.0,3.663,158300.0,NEAR BAY
+-122.16,37.72,38.0,1007.0,245.0,618.0,239.0,2.875,144800.0,NEAR BAY
+-122.17,37.72,43.0,3783.0,814.0,2139.0,789.0,4.0202,166300.0,NEAR BAY
+-122.16,37.71,37.0,1507.0,242.0,632.0,253.0,4.5553,191000.0,NEAR BAY
+-122.16,37.71,36.0,666.0,132.0,366.0,134.0,3.4643,175000.0,NEAR BAY
+-122.16,37.72,10.0,2229.0,601.0,877.0,485.0,3.3431,137500.0,NEAR BAY
+-122.15,37.73,28.0,2215.0,587.0,830.0,573.0,2.1898,141700.0,NEAR BAY
+-122.15,37.72,31.0,1616.0,372.0,739.0,379.0,2.9097,210900.0,NEAR BAY
+-122.15,37.72,47.0,1190.0,251.0,540.0,266.0,3.375,198300.0,NEAR BAY
+-122.15,37.72,29.0,4169.0,1047.0,2024.0,962.0,2.8125,157400.0,NEAR BAY
+-122.14,37.73,52.0,2024.0,320.0,823.0,334.0,5.0,264700.0,NEAR BAY
+-122.14,37.73,38.0,1723.0,394.0,711.0,353.0,3.0673,218400.0,NEAR BAY
+-122.14,37.73,43.0,2264.0,390.0,931.0,368.0,3.8125,235100.0,NEAR BAY
+-122.13,37.73,33.0,1996.0,268.0,686.0,270.0,6.9096,341800.0,NEAR BAY
+-122.13,37.72,26.0,2862.0,394.0,1030.0,397.0,7.912,367300.0,NEAR BAY
+-122.13,37.72,35.0,2183.0,383.0,976.0,392.0,3.8393,243500.0,NEAR BAY
+-122.12,37.71,35.0,1037.0,207.0,552.0,210.0,4.0,167900.0,NEAR BAY
+-122.13,37.72,25.0,1134.0,153.0,340.0,171.0,6.5095,371200.0,NEAR BAY
+-122.14,37.72,39.0,786.0,132.0,288.0,132.0,3.5156,218900.0,NEAR BAY
+-122.14,37.72,45.0,1397.0,253.0,555.0,248.0,2.983,202700.0,NEAR BAY
+-122.13,37.72,45.0,2315.0,451.0,1006.0,444.0,3.524,186200.0,NEAR BAY
+-122.13,37.71,44.0,1613.0,339.0,776.0,346.0,3.1103,188900.0,NEAR BAY
+-122.13,37.71,44.0,1421.0,298.0,609.0,270.0,3.5781,180000.0,NEAR BAY
+-122.15,37.71,18.0,5778.0,1526.0,2441.0,1352.0,3.1682,202700.0,NEAR BAY
+-122.14,37.71,27.0,3094.0,866.0,1364.0,789.0,2.6101,181700.0,NEAR BAY
+-122.14,37.71,18.0,3905.0,1007.0,2197.0,1044.0,3.6932,166800.0,NEAR BAY
+-122.13,37.7,43.0,3046.0,557.0,1333.0,544.0,3.4583,183700.0,NEAR BAY
+-122.13,37.7,19.0,3516.0,710.0,1810.0,703.0,3.9032,218000.0,NEAR BAY
+-122.15,37.71,36.0,998.0,178.0,531.0,183.0,4.0208,191500.0,NEAR BAY
+-122.15,37.7,36.0,1464.0,244.0,672.0,261.0,3.5547,194700.0,NEAR BAY
+-122.14,37.7,17.0,1463.0,292.0,695.0,330.0,4.5859,187200.0,NEAR BAY
+-122.13,37.7,21.0,4124.0,1054.0,2162.0,998.0,2.6321,223100.0,NEAR BAY
+-122.13,37.69,17.0,2380.0,769.0,1216.0,643.0,3.395,271300.0,NEAR BAY
+-122.14,37.7,36.0,1266.0,228.0,606.0,239.0,3.9702,194100.0,NEAR BAY
+-122.16,37.7,36.0,2239.0,391.0,1203.0,379.0,5.0043,190400.0,NEAR BAY
+-122.14,37.69,38.0,1571.0,317.0,874.0,301.0,4.4659,189100.0,NEAR BAY
+-122.15,37.69,38.0,1246.0,221.0,637.0,222.0,3.6625,184600.0,NEAR BAY
+-122.15,37.69,36.0,1501.0,287.0,703.0,276.0,3.8864,197300.0,NEAR BAY
+-122.15,37.7,36.0,1468.0,252.0,733.0,229.0,3.4583,192600.0,NEAR BAY
+-122.16,37.69,36.0,1118.0,219.0,625.0,228.0,3.7813,192200.0,NEAR BAY
+-122.16,37.7,36.0,1097.0,208.0,568.0,225.0,2.9917,194600.0,NEAR BAY
+-122.16,37.7,36.0,1719.0,303.0,836.0,311.0,4.4375,193500.0,NEAR BAY
+-122.17,37.7,24.0,1755.0,365.0,952.0,362.0,4.0,202600.0,NEAR BAY
+-122.16,37.68,16.0,1687.0,348.0,568.0,352.0,2.3869,83300.0,NEAR BAY
+-122.17,37.69,24.0,2262.0,391.0,1125.0,366.0,4.7609,212600.0,NEAR BAY
+-122.18,37.68,5.0,2087.0,407.0,840.0,401.0,5.4858,187800.0,NEAR BAY
+-122.16,37.69,36.0,1480.0,278.0,796.0,283.0,4.3971,205700.0,NEAR BAY
+-122.15,37.69,36.0,1545.0,273.0,863.0,267.0,4.0109,192900.0,NEAR BAY
+-122.15,37.68,35.0,2632.0,447.0,1349.0,486.0,4.3864,205200.0,NEAR BAY
+-122.15,37.68,30.0,2261.0,443.0,929.0,383.0,4.2841,213400.0,NEAR BAY
+-122.15,37.69,39.0,1670.0,308.0,957.0,335.0,5.1312,183600.0,NEAR BAY
+-122.14,37.69,37.0,2141.0,535.0,1093.0,555.0,2.9958,178400.0,NEAR BAY
+-122.14,37.68,27.0,3337.0,613.0,1489.0,607.0,3.6364,219200.0,NEAR BAY
+-122.14,37.68,31.0,3184.0,716.0,1561.0,628.0,2.7955,183100.0,NEAR BAY
+-122.1,37.69,44.0,2341.0,500.0,1256.0,485.0,2.9507,157100.0,NEAR BAY
+-122.12,37.69,30.0,1197.0,269.0,695.0,279.0,3.4375,157800.0,NEAR BAY
+-122.13,37.69,34.0,1131.0,278.0,560.0,237.0,2.875,161700.0,NEAR BAY
+-122.12,37.71,38.0,1164.0,284.0,632.0,289.0,3.0345,152100.0,NEAR BAY
+-122.12,37.7,41.0,3495.0,787.0,1849.0,750.0,2.679,144900.0,NEAR BAY
+-122.12,37.7,17.0,2488.0,617.0,1287.0,538.0,2.9922,179900.0,NEAR BAY
+-122.12,37.69,35.0,2681.0,508.0,1580.0,536.0,4.1042,179100.0,NEAR BAY
+-122.12,37.7,19.0,2495.0,635.0,1571.0,579.0,2.5833,159900.0,NEAR BAY
+-122.11,37.7,23.0,1689.0,461.0,828.0,443.0,2.1552,161400.0,NEAR BAY
+-122.11,37.7,29.0,1298.0,306.0,835.0,338.0,2.3274,170400.0,NEAR BAY
+-122.11,37.7,19.0,2693.0,789.0,1765.0,724.0,2.4206,137500.0,NEAR BAY
+-122.1,37.69,41.0,746.0,,387.0,161.0,3.9063,178400.0,NEAR BAY
+-122.11,37.69,37.0,2444.0,651.0,1562.0,618.0,2.6464,155200.0,NEAR BAY
+-122.11,37.69,42.0,1472.0,310.0,768.0,309.0,3.4643,160900.0,NEAR BAY
+-122.12,37.69,10.0,2227.0,560.0,1140.0,472.0,2.3973,167300.0,NEAR BAY
+-122.03,37.69,20.0,200.0,25.0,83.0,31.0,6.5,340000.0,NEAR BAY
+-121.97,37.64,32.0,1283.0,194.0,485.0,171.0,6.0574,431000.0,<1H OCEAN
+-122.02,37.63,6.0,2445.0,590.0,1189.0,573.0,3.8958,301100.0,NEAR BAY
+-122.04,37.63,21.0,1307.0,236.0,586.0,249.0,4.7813,241900.0,NEAR BAY
+-122.05,37.63,5.0,3785.0,936.0,2240.0,792.0,3.2829,162500.0,NEAR BAY
+-122.04,37.66,10.0,2031.0,357.0,867.0,352.0,5.3169,299200.0,NEAR BAY
+-122.04,37.65,10.0,8299.0,1326.0,3827.0,1288.0,6.2579,315500.0,NEAR BAY
+-122.05,37.68,23.0,7518.0,1279.0,3827.0,1294.0,5.1701,216800.0,NEAR BAY
+-122.07,37.68,36.0,1815.0,426.0,1280.0,431.0,3.25,218100.0,NEAR BAY
+-122.06,37.68,30.0,5367.0,1207.0,2667.0,1047.0,3.1796,170300.0,NEAR BAY
+-122.08,37.68,26.0,1167.0,370.0,253.0,137.0,2.4196,275000.0,NEAR BAY
+-122.08,37.68,26.0,2607.0,682.0,1401.0,607.0,2.6563,184100.0,NEAR BAY
+-122.08,37.67,29.0,493.0,168.0,233.0,152.0,0.9637,160000.0,NEAR BAY
+-122.09,37.67,48.0,1252.0,305.0,673.0,308.0,2.3357,175000.0,NEAR BAY
+-122.09,37.68,41.0,1382.0,353.0,704.0,314.0,3.5114,197500.0,NEAR BAY
+-122.09,37.69,43.0,500.0,110.0,273.0,120.0,3.3125,150000.0,NEAR BAY
+-122.09,37.68,29.0,2333.0,538.0,1120.0,540.0,2.4042,205600.0,NEAR BAY
+-122.09,37.68,41.0,1834.0,463.0,1105.0,467.0,2.8322,170300.0,NEAR BAY
+-122.09,37.68,43.0,1415.0,348.0,569.0,293.0,2.5156,190900.0,NEAR BAY
+-122.1,37.68,37.0,1352.0,342.0,691.0,324.0,3.4032,196900.0,NEAR BAY
+-122.1,37.68,37.0,2116.0,503.0,1109.0,448.0,2.535,174000.0,NEAR BAY
+-122.11,37.68,37.0,1976.0,481.0,1197.0,465.0,2.5772,170200.0,NEAR BAY
+-122.1,37.68,38.0,1779.0,413.0,1061.0,400.0,3.0962,180900.0,NEAR BAY
+-122.1,37.67,34.0,3659.0,897.0,2479.0,903.0,2.9564,150500.0,NEAR BAY
+-122.1,37.68,31.0,1892.0,428.0,1162.0,389.0,3.125,167100.0,NEAR BAY
+-122.12,37.68,35.0,1958.0,484.0,1146.0,448.0,2.95,148900.0,NEAR BAY
+-122.12,37.68,40.0,1553.0,253.0,724.0,267.0,4.38,196400.0,NEAR BAY
+-122.12,37.68,37.0,2412.0,394.0,975.0,375.0,4.0417,191100.0,NEAR BAY
+-122.11,37.67,36.0,2110.0,389.0,952.0,370.0,3.8,187500.0,NEAR BAY
+-122.12,37.68,45.0,2179.0,401.0,1159.0,399.0,3.4839,180600.0,NEAR BAY
+-122.13,37.68,45.0,2457.0,445.0,1129.0,422.0,4.0588,182800.0,NEAR BAY
+-122.13,37.68,44.0,2147.0,399.0,1175.0,401.0,4.1974,179300.0,NEAR BAY
+-122.13,37.68,43.0,1676.0,340.0,924.0,328.0,3.6,179400.0,NEAR BAY
+-122.14,37.68,35.0,2976.0,518.0,1424.0,538.0,4.267,210300.0,NEAR BAY
+-122.14,37.67,34.0,3036.0,533.0,1366.0,500.0,4.2386,192300.0,NEAR BAY
+-122.15,37.67,35.0,2472.0,398.0,1171.0,390.0,5.5797,198100.0,NEAR BAY
+-122.14,37.67,36.0,1487.0,249.0,641.0,243.0,4.0682,196200.0,NEAR BAY
+-122.13,37.67,38.0,2012.0,347.0,880.0,332.0,3.1734,181600.0,NEAR BAY
+-122.14,37.67,37.0,3342.0,,1635.0,557.0,4.7933,186900.0,NEAR BAY
+-122.14,37.67,37.0,3156.0,534.0,1495.0,543.0,4.8125,188300.0,NEAR BAY
+-122.13,37.67,40.0,1748.0,318.0,914.0,317.0,3.8676,184000.0,NEAR BAY
+-122.12,37.67,33.0,3429.0,681.0,1798.0,694.0,3.9395,184700.0,NEAR BAY
+-122.13,37.67,42.0,3592.0,703.0,1625.0,665.0,3.2434,179900.0,NEAR BAY
+-122.11,37.67,38.0,1035.0,247.0,599.0,224.0,3.0917,167200.0,NEAR BAY
+-122.11,37.67,32.0,3028.0,811.0,2037.0,703.0,3.0645,165400.0,NEAR BAY
+-122.09,37.67,33.0,2431.0,655.0,1854.0,603.0,2.7019,154000.0,NEAR BAY
+-122.09,37.67,39.0,2069.0,500.0,1408.0,478.0,3.1115,153500.0,NEAR BAY
+-122.09,37.66,40.0,1340.0,313.0,766.0,271.0,3.4722,135400.0,NEAR BAY
+-122.09,37.66,39.0,1160.0,259.0,725.0,274.0,2.2222,158300.0,NEAR BAY
+-122.05,37.68,32.0,2015.0,318.0,1019.0,340.0,6.1104,240700.0,NEAR BAY
+-122.06,37.67,22.0,3882.0,816.0,1830.0,743.0,4.2733,180700.0,NEAR BAY
+-122.07,37.67,27.0,3239.0,671.0,1469.0,616.0,3.2465,230600.0,NEAR BAY
+-122.07,37.67,28.0,2932.0,739.0,1198.0,624.0,3.2417,210800.0,NEAR BAY
+-122.07,37.67,38.0,2104.0,409.0,1039.0,394.0,3.875,165300.0,NEAR BAY
+-122.04,37.67,29.0,1694.0,251.0,690.0,242.0,6.0501,254200.0,NEAR BAY
+-122.04,37.67,18.0,3000.0,419.0,1155.0,415.0,6.8233,332600.0,NEAR BAY
+-122.04,37.66,23.0,2419.0,348.0,1066.0,384.0,6.3501,350000.0,NEAR BAY
+-122.07,37.66,28.0,2280.0,610.0,1255.0,587.0,2.6719,161200.0,NEAR BAY
+-122.07,37.66,21.0,5031.0,1168.0,2461.0,1042.0,3.875,179300.0,NEAR BAY
+-122.08,37.66,33.0,1547.0,372.0,1063.0,356.0,2.5625,154300.0,NEAR BAY
+-122.07,37.65,31.0,3300.0,790.0,2181.0,740.0,3.016,161800.0,NEAR BAY
+-122.08,37.65,17.0,5018.0,1439.0,3069.0,1299.0,2.7694,161900.0,NEAR BAY
+-122.08,37.65,35.0,1813.0,393.0,1093.0,374.0,3.6818,165400.0,NEAR BAY
+-122.08,37.66,37.0,1997.0,436.0,1349.0,437.0,2.1382,166600.0,NEAR BAY
+-122.1,37.66,37.0,901.0,191.0,599.0,206.0,3.7303,149700.0,NEAR BAY
+-122.1,37.66,35.0,686.0,142.0,480.0,149.0,3.875,162100.0,NEAR BAY
+-122.1,37.66,33.0,1954.0,464.0,1293.0,448.0,3.0489,152600.0,NEAR BAY
+-122.09,37.65,27.0,2630.0,722.0,1414.0,634.0,2.8203,195200.0,NEAR BAY
+-122.09,37.65,35.0,1130.0,192.0,543.0,184.0,4.3897,190600.0,NEAR BAY
+-122.09,37.65,35.0,1184.0,200.0,572.0,194.0,4.7143,193800.0,NEAR BAY
+-122.1,37.66,34.0,656.0,115.0,342.0,112.0,4.6875,200600.0,NEAR BAY
+-122.11,37.66,29.0,2544.0,643.0,2332.0,603.0,3.2091,150000.0,NEAR BAY
+-122.1,37.66,36.0,1305.0,225.0,768.0,234.0,4.275,185300.0,NEAR BAY
+-122.11,37.66,36.0,1755.0,316.0,913.0,299.0,4.1302,172700.0,NEAR BAY
+-122.11,37.66,35.0,2843.0,652.0,1726.0,643.0,3.09,174100.0,NEAR BAY
+-122.1,37.65,25.0,2538.0,494.0,1185.0,501.0,4.5417,194400.0,NEAR BAY
+-122.1,37.64,28.0,1784.0,311.0,735.0,278.0,4.6635,206700.0,NEAR BAY
+-122.1,37.65,31.0,1797.0,327.0,796.0,319.0,4.4427,204500.0,NEAR BAY
+-122.1,37.65,36.0,410.0,76.0,252.0,82.0,4.5303,175000.0,NEAR BAY
+-122.12,37.65,26.0,162.0,27.0,86.0,25.0,2.375,137500.0,NEAR BAY
+-122.1,37.63,18.0,9963.0,2031.0,5613.0,1946.0,3.8171,187200.0,NEAR BAY
+-122.1,37.61,35.0,2361.0,458.0,1727.0,467.0,4.5281,173600.0,NEAR BAY
+-122.13,37.66,19.0,862.0,167.0,407.0,183.0,4.3456,163000.0,NEAR BAY
+-122.11,37.65,18.0,4335.0,808.0,2041.0,734.0,3.4861,331600.0,NEAR BAY
+-122.11,37.64,31.0,1487.0,280.0,854.0,301.0,5.2312,197600.0,NEAR BAY
+-122.11,37.64,8.0,3592.0,849.0,1907.0,746.0,3.6708,197900.0,NEAR BAY
+-122.12,37.64,40.0,432.0,102.0,264.0,77.0,3.8875,228100.0,NEAR BAY
+-122.09,37.63,34.0,1457.0,242.0,735.0,249.0,3.9167,189500.0,NEAR BAY
+-122.09,37.64,32.0,1578.0,284.0,836.0,292.0,3.9063,184200.0,NEAR BAY
+-122.1,37.63,29.0,2172.0,435.0,1377.0,408.0,3.7895,180900.0,NEAR BAY
+-122.08,37.64,36.0,1340.0,245.0,789.0,248.0,3.8,172000.0,NEAR BAY
+-122.08,37.64,36.0,1116.0,199.0,662.0,226.0,5.7309,177900.0,NEAR BAY
+-122.09,37.64,36.0,1885.0,307.0,853.0,271.0,4.1141,173100.0,NEAR BAY
+-122.09,37.64,36.0,1180.0,212.0,664.0,200.0,5.2838,172600.0,NEAR BAY
+-122.08,37.64,30.0,5267.0,1253.0,4065.0,1113.0,3.3479,182100.0,NEAR BAY
+-122.08,37.64,23.0,1897.0,440.0,1109.0,418.0,3.142,179500.0,NEAR BAY
+-122.08,37.63,31.0,767.0,171.0,548.0,185.0,3.7614,176000.0,NEAR BAY
+-122.08,37.63,33.0,691.0,127.0,431.0,149.0,4.25,192600.0,NEAR BAY
+-122.08,37.64,36.0,786.0,133.0,463.0,160.0,3.9338,182700.0,NEAR BAY
+-122.07,37.64,22.0,5861.0,1516.0,5436.0,1463.0,2.5158,134900.0,NEAR BAY
+-122.07,37.63,27.0,2784.0,723.0,2028.0,693.0,2.4808,157600.0,NEAR BAY
+-122.07,37.64,25.0,4524.0,860.0,2426.0,862.0,4.7083,190900.0,NEAR BAY
+-122.06,37.64,37.0,1468.0,304.0,1038.0,282.0,4.1652,158200.0,NEAR BAY
+-122.06,37.64,20.0,1655.0,450.0,857.0,430.0,3.5541,350000.0,NEAR BAY
+-122.06,37.65,33.0,1227.0,286.0,848.0,291.0,3.8036,158200.0,NEAR BAY
+-122.06,37.64,33.0,1160.0,252.0,729.0,220.0,3.8259,146100.0,NEAR BAY
+-122.04,37.63,33.0,952.0,172.0,369.0,159.0,3.2331,226700.0,NEAR BAY
+-122.03,37.62,35.0,2072.0,352.0,1001.0,350.0,4.7109,198700.0,NEAR BAY
+-122.03,37.62,32.0,2964.0,547.0,1472.0,527.0,4.2468,221200.0,NEAR BAY
+-122.04,37.62,35.0,1032.0,173.0,453.0,176.0,6.396,208500.0,NEAR BAY
+-122.04,37.62,35.0,657.0,118.0,328.0,134.0,3.8125,204200.0,NEAR BAY
+-122.04,37.62,32.0,1540.0,324.0,793.0,302.0,3.2857,193200.0,NEAR BAY
+-122.03,37.62,35.0,1298.0,236.0,632.0,204.0,3.8929,209500.0,NEAR BAY
+-122.03,37.61,36.0,1409.0,271.0,1002.0,281.0,3.7262,164900.0,NEAR BAY
+-122.03,37.61,37.0,1383.0,259.0,808.0,241.0,4.0125,161400.0,NEAR BAY
+-122.04,37.61,36.0,1151.0,216.0,727.0,215.0,4.1719,187000.0,NEAR BAY
+-122.04,37.62,35.0,899.0,179.0,455.0,185.0,4.2857,190400.0,NEAR BAY
+-122.08,37.63,37.0,1793.0,364.0,1534.0,346.0,3.6458,156600.0,NEAR BAY
+-122.08,37.62,17.0,2485.0,518.0,1139.0,550.0,2.6875,157300.0,NEAR BAY
+-122.07,37.63,35.0,1931.0,376.0,1175.0,337.0,3.7292,168100.0,NEAR BAY
+-122.07,37.63,24.0,2329.0,465.0,1401.0,453.0,4.5913,177600.0,NEAR BAY
+-122.06,37.63,12.0,6711.0,1374.0,3388.0,1289.0,3.8625,208900.0,NEAR BAY
+-122.06,37.63,23.0,1939.0,356.0,841.0,364.0,3.3611,169200.0,NEAR BAY
+-122.05,37.61,16.0,1642.0,346.0,705.0,351.0,2.8971,163900.0,NEAR BAY
+-122.08,37.63,34.0,1619.0,293.0,1148.0,310.0,4.0326,164700.0,NEAR BAY
+-122.08,37.63,35.0,517.0,108.0,391.0,107.0,4.0682,156900.0,NEAR BAY
+-122.09,37.63,36.0,1570.0,274.0,992.0,249.0,5.3644,168800.0,NEAR BAY
+-122.09,37.63,35.0,1213.0,221.0,790.0,243.0,4.7019,174100.0,NEAR BAY
+-122.08,37.62,27.0,1826.0,309.0,1016.0,313.0,5.64,206500.0,NEAR BAY
+-122.08,37.61,26.0,2261.0,443.0,1039.0,395.0,3.7931,203900.0,NEAR BAY
+-121.99,37.61,9.0,3666.0,711.0,2341.0,703.0,4.6458,217000.0,<1H OCEAN
+-122.02,37.6,36.0,1633.0,345.0,1382.0,338.0,3.694,159600.0,NEAR BAY
+-122.02,37.6,31.0,2155.0,522.0,1858.0,437.0,2.652,159800.0,NEAR BAY
+-122.02,37.6,32.0,1295.0,280.0,1156.0,300.0,3.5,154300.0,NEAR BAY
+-122.02,37.6,32.0,1295.0,295.0,1097.0,328.0,3.2386,149600.0,NEAR BAY
+-122.03,37.61,33.0,1518.0,302.0,831.0,268.0,5.097,188600.0,NEAR BAY
+-122.04,37.6,17.0,3314.0,638.0,1873.0,602.0,4.3875,238500.0,NEAR BAY
+-122.06,37.6,22.0,3009.0,497.0,1640.0,514.0,4.625,235300.0,NEAR BAY
+-122.08,37.61,6.0,2605.0,474.0,1568.0,433.0,5.0406,261400.0,NEAR BAY
+-122.06,37.6,17.0,5159.0,832.0,3174.0,817.0,5.8704,234400.0,NEAR BAY
+-122.06,37.6,18.0,1726.0,276.0,1186.0,310.0,5.3226,231700.0,NEAR BAY
+-122.08,37.59,16.0,1816.0,365.0,1367.0,355.0,4.235,156300.0,NEAR BAY
+-122.07,37.59,13.0,2578.0,551.0,1680.0,528.0,4.825,222000.0,NEAR BAY
+-122.08,37.58,15.0,2576.0,418.0,1657.0,410.0,5.5218,254400.0,NEAR BAY
+-122.07,37.58,16.0,1644.0,251.0,1033.0,267.0,6.5116,244300.0,NEAR BAY
+-122.07,37.58,16.0,1606.0,240.0,1117.0,268.0,6.0661,247000.0,NEAR BAY
+-122.08,37.58,16.0,3349.0,544.0,2003.0,488.0,6.0074,236500.0,NEAR BAY
+-122.07,37.59,15.0,3475.0,686.0,2568.0,653.0,4.6211,151400.0,NEAR BAY
+-122.07,37.58,16.0,1893.0,338.0,1461.0,344.0,5.225,213700.0,NEAR BAY
+-122.04,37.59,14.0,1727.0,302.0,1116.0,273.0,5.3428,243600.0,NEAR BAY
+-122.05,37.59,15.0,6243.0,1273.0,3163.0,1274.0,3.7462,212500.0,NEAR BAY
+-122.03,37.6,24.0,2077.0,383.0,1488.0,389.0,4.5721,214700.0,NEAR BAY
+-122.02,37.59,18.0,1165.0,333.0,855.0,319.0,3.6923,213200.0,NEAR BAY
+-122.03,37.59,16.0,4371.0,889.0,2530.0,817.0,4.6786,256000.0,NEAR BAY
+-122.01,37.59,2.0,838.0,295.0,240.0,149.0,2.875,237500.0,NEAR BAY
+-122.02,37.58,15.0,3052.0,760.0,2097.0,728.0,3.3617,178100.0,NEAR BAY
+-122.01,37.58,17.0,4313.0,717.0,2629.0,721.0,5.7579,231800.0,NEAR BAY
+-122.09,37.6,36.0,385.0,94.0,295.0,92.0,2.9706,147900.0,NEAR BAY
+-122.08,37.6,10.0,3046.0,678.0,2056.0,628.0,3.9022,191700.0,NEAR BAY
+-121.97,37.57,21.0,4342.0,783.0,2172.0,789.0,4.6146,247600.0,<1H OCEAN
+-121.96,37.58,15.0,3575.0,597.0,1777.0,559.0,5.7192,283500.0,<1H OCEAN
+-121.98,37.58,20.0,4126.0,1031.0,2079.0,975.0,3.6832,216900.0,<1H OCEAN
+-121.99,37.58,31.0,2878.0,478.0,1276.0,485.0,6.2073,282500.0,<1H OCEAN
+-122.0,37.58,6.0,4405.0,717.0,2071.0,688.0,5.8151,295600.0,<1H OCEAN
+-122.01,37.57,14.0,16199.0,2993.0,8117.0,2847.0,5.8322,281800.0,NEAR BAY
+-122.04,37.58,14.0,14917.0,2708.0,8012.0,2606.0,5.6277,269800.0,NEAR BAY
+-122.04,37.57,12.0,5719.0,1064.0,3436.0,1057.0,5.2879,231200.0,NEAR BAY
+-122.07,37.57,8.0,8647.0,1407.0,5019.0,1379.0,6.5615,318300.0,NEAR BAY
+-122.06,37.58,15.0,8112.0,1376.0,4576.0,1348.0,5.6758,253400.0,NEAR BAY
+-122.05,37.57,7.0,10648.0,1818.0,6075.0,1797.0,6.1047,278200.0,NEAR BAY
+-121.93,37.49,5.0,1150.0,311.0,648.0,245.0,3.5714,300000.0,<1H OCEAN
+-122.07,37.52,3.0,14014.0,2861.0,7205.0,2753.0,6.0824,273500.0,NEAR BAY
+-122.02,37.56,23.0,4332.0,857.0,2461.0,829.0,4.3594,223400.0,NEAR BAY
+-122.02,37.56,35.0,1716.0,312.0,914.0,316.0,5.5737,214500.0,NEAR BAY
+-122.03,37.56,31.0,4981.0,964.0,2841.0,924.0,4.8962,220200.0,NEAR BAY
+-122.03,37.56,24.0,8444.0,1492.0,4446.0,1491.0,4.6978,240300.0,NEAR BAY
+-122.01,37.56,6.0,3028.0,778.0,1531.0,736.0,4.4259,158000.0,NEAR BAY
+-122.01,37.55,26.0,2068.0,532.0,1434.0,495.0,3.3008,224200.0,NEAR BAY
+-122.02,37.55,33.0,1325.0,274.0,909.0,267.0,4.5687,177200.0,NEAR BAY
+-122.01,37.56,24.0,2563.0,485.0,1174.0,501.0,3.8179,216100.0,NEAR BAY
+-121.99,37.56,18.0,5505.0,1005.0,2641.0,971.0,5.0,269700.0,<1H OCEAN
+-121.99,37.56,20.0,6462.0,1294.0,3288.0,1235.0,4.3393,231200.0,<1H OCEAN
+-121.96,37.55,4.0,3746.0,993.0,1606.0,838.0,4.1387,162500.0,<1H OCEAN
+-121.97,37.56,13.0,8918.0,1823.0,4518.0,1772.0,4.8052,254000.0,<1H OCEAN
+-121.97,37.54,31.0,1949.0,344.0,986.0,322.0,4.6349,196200.0,<1H OCEAN
+-121.97,37.55,17.0,4924.0,1247.0,3080.0,1182.0,3.168,189400.0,<1H OCEAN
+-121.98,37.54,17.0,5133.0,1375.0,3386.0,1339.0,3.1326,220800.0,<1H OCEAN
+-121.99,37.55,16.0,6647.0,2098.0,4649.0,1903.0,2.9074,213800.0,<1H OCEAN
+-121.94,37.56,15.0,5674.0,748.0,2412.0,714.0,8.3996,442900.0,<1H OCEAN
+-121.95,37.55,21.0,10687.0,1540.0,4552.0,1520.0,6.6478,333400.0,<1H OCEAN
+-121.93,37.54,25.0,1354.0,192.0,596.0,220.0,6.629,352400.0,<1H OCEAN
+-121.94,37.54,27.0,3715.0,526.0,1631.0,538.0,6.2179,305300.0,<1H OCEAN
+-121.94,37.53,33.0,2095.0,342.0,941.0,304.0,5.761,259600.0,<1H OCEAN
+-121.95,37.54,29.0,3517.0,645.0,1724.0,585.0,4.6641,248900.0,<1H OCEAN
+-121.94,37.54,31.0,2537.0,382.0,1067.0,410.0,6.7599,356000.0,<1H OCEAN
+-121.96,37.54,14.0,5106.0,1207.0,2738.0,1108.0,3.9909,236000.0,<1H OCEAN
+-121.96,37.53,23.0,2215.0,475.0,1278.0,492.0,4.2955,218800.0,<1H OCEAN
+-121.96,37.53,28.0,2949.0,529.0,1538.0,545.0,4.9615,228000.0,<1H OCEAN
+-121.96,37.53,18.0,2375.0,652.0,1252.0,586.0,2.6198,235900.0,<1H OCEAN
+-121.97,37.54,28.0,2312.0,496.0,1344.0,467.0,4.7135,203200.0,<1H OCEAN
+-121.97,37.53,35.0,2277.0,420.0,1353.0,413.0,4.75,197000.0,<1H OCEAN
+-121.97,37.53,26.0,2506.0,387.0,1273.0,406.0,5.4299,236400.0,<1H OCEAN
+-121.98,37.53,28.0,2829.0,566.0,1610.0,540.0,4.6,223200.0,<1H OCEAN
+-121.98,37.53,26.0,3179.0,703.0,2142.0,639.0,4.1947,222700.0,<1H OCEAN
+-121.99,37.54,26.0,2332.0,371.0,1285.0,404.0,5.388,225000.0,<1H OCEAN
+-121.99,37.54,18.0,3584.0,715.0,1673.0,661.0,3.9444,240100.0,<1H OCEAN
+-121.99,37.54,28.0,3046.0,507.0,1772.0,516.0,5.3283,227900.0,<1H OCEAN
+-121.99,37.55,28.0,2414.0,415.0,1106.0,453.0,4.8403,268600.0,<1H OCEAN
+-122.0,37.54,29.0,4133.0,744.0,2023.0,749.0,5.1616,275100.0,<1H OCEAN
+-122.01,37.55,34.0,2791.0,495.0,1276.0,468.0,4.9167,256300.0,NEAR BAY
+-122.0,37.55,27.0,6103.0,1249.0,3026.0,1134.0,4.1591,332400.0,<1H OCEAN
+-122.01,37.54,32.0,2572.0,406.0,1128.0,395.0,5.0,287600.0,NEAR BAY
+-122.0,37.54,26.0,1910.0,371.0,852.0,357.0,5.8325,298900.0,<1H OCEAN
+-122.01,37.53,27.0,1890.0,303.0,889.0,314.0,5.7057,287600.0,NEAR BAY
+-121.99,37.53,25.0,5405.0,939.0,2831.0,923.0,5.0423,222200.0,<1H OCEAN
+-121.97,37.52,26.0,3761.0,623.0,1776.0,613.0,4.5317,232600.0,<1H OCEAN
+-121.97,37.51,25.0,3333.0,511.0,1671.0,504.0,5.4359,258300.0,<1H OCEAN
+-121.97,37.52,23.0,4925.0,948.0,2530.0,894.0,5.0824,230900.0,<1H OCEAN
+-121.95,37.52,33.0,3994.0,764.0,2721.0,763.0,5.2308,196900.0,<1H OCEAN
+-121.96,37.51,22.0,5811.0,1125.0,3215.0,1086.0,4.4107,223500.0,<1H OCEAN
+-121.96,37.52,26.0,4211.0,741.0,2352.0,734.0,5.2396,223900.0,<1H OCEAN
+-121.93,37.53,27.0,5532.0,973.0,2855.0,960.0,4.7478,243500.0,<1H OCEAN
+-121.92,37.53,7.0,28258.0,3864.0,12203.0,3701.0,8.4045,451100.0,<1H OCEAN
+-121.89,37.49,9.0,4909.0,577.0,1981.0,591.0,9.7194,500001.0,<1H OCEAN
+-121.92,37.49,10.0,7441.0,1588.0,3571.0,1466.0,5.1643,193100.0,<1H OCEAN
+-121.92,37.48,23.0,4314.0,676.0,1972.0,623.0,5.3813,264400.0,<1H OCEAN
+-121.92,37.47,26.0,2016.0,322.0,1105.0,357.0,6.0878,246900.0,<1H OCEAN
+-121.91,37.47,13.0,5377.0,744.0,2759.0,760.0,6.868,337300.0,<1H OCEAN
+-122.03,37.55,22.0,9167.0,1373.0,4319.0,1404.0,6.992,284800.0,NEAR BAY
+-122.03,37.55,26.0,3087.0,532.0,1597.0,483.0,4.9118,217300.0,NEAR BAY
+-122.04,37.55,23.0,3170.0,532.0,1446.0,515.0,4.4357,291700.0,NEAR BAY
+-122.04,37.54,26.0,2145.0,369.0,1285.0,377.0,4.9464,223800.0,NEAR BAY
+-122.05,37.54,25.0,4209.0,731.0,2568.0,703.0,5.2882,223100.0,NEAR BAY
+-122.05,37.55,23.0,4247.0,835.0,2357.0,823.0,5.1321,211300.0,NEAR BAY
+-122.04,37.53,25.0,4458.0,922.0,2998.0,890.0,3.9667,218500.0,NEAR BAY
+-122.04,37.5,17.0,407.0,97.0,307.0,100.0,3.1696,156300.0,NEAR BAY
+-122.06,37.54,20.0,6483.0,1068.0,3526.0,1060.0,5.0838,248200.0,NEAR BAY
+-122.03,37.54,35.0,1867.0,343.0,1213.0,338.0,4.8214,186000.0,NEAR BAY
+-122.03,37.54,6.0,2918.0,672.0,1911.0,639.0,4.1406,178200.0,NEAR BAY
+-122.04,37.53,34.0,2316.0,478.0,1524.0,467.0,3.7364,190400.0,NEAR BAY
+-122.02,37.54,31.0,1240.0,264.0,719.0,236.0,3.535,210300.0,NEAR BAY
+-122.03,37.54,16.0,4458.0,856.0,3038.0,870.0,5.0739,208000.0,NEAR BAY
+-122.03,37.53,18.0,1746.0,437.0,1268.0,404.0,3.256,183300.0,NEAR BAY
+-122.01,37.53,19.0,4572.0,712.0,2346.0,709.0,6.0667,245700.0,NEAR BAY
+-122.02,37.53,21.0,4280.0,673.0,2216.0,681.0,5.7072,242200.0,NEAR BAY
+-122.0,37.51,7.0,6352.0,1390.0,3223.0,1316.0,4.9867,181700.0,<1H OCEAN
+-121.92,37.72,4.0,7477.0,1576.0,2937.0,1506.0,5.1437,299400.0,<1H OCEAN
+-121.92,37.72,22.0,4638.0,716.0,2302.0,687.0,5.347,219500.0,<1H OCEAN
+-121.91,37.71,25.0,4377.0,668.0,2038.0,671.0,5.7233,231800.0,<1H OCEAN
+-121.93,37.72,26.0,3816.0,637.0,1935.0,642.0,4.4697,221300.0,<1H OCEAN
+-121.93,37.72,26.0,2806.0,459.0,1453.0,444.0,4.9107,213800.0,<1H OCEAN
+-121.93,37.71,26.0,4822.0,845.0,2288.0,805.0,4.2281,206000.0,<1H OCEAN
+-121.94,37.71,15.0,6473.0,1027.0,2484.0,970.0,5.0143,271100.0,<1H OCEAN
+-121.96,37.71,6.0,8072.0,1050.0,3386.0,1062.0,7.2494,336500.0,<1H OCEAN
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+-121.79,37.99,10.0,4156.0,609.0,1878.0,586.0,5.6506,178600.0,INLAND
+-121.79,37.99,18.0,3646.0,534.0,1651.0,535.0,5.7321,164700.0,INLAND
+-121.8,38.0,34.0,2738.0,475.0,1316.0,459.0,3.5368,122500.0,INLAND
+-121.8,37.99,16.0,3077.0,465.0,1575.0,446.0,5.5,179500.0,INLAND
+-121.77,37.99,4.0,5623.0,780.0,2429.0,716.0,5.4409,205100.0,INLAND
+-121.88,38.03,10.0,2769.0,619.0,1045.0,469.0,4.1111,158600.0,INLAND
+-121.9,38.04,36.0,1489.0,331.0,838.0,259.0,1.2024,90200.0,INLAND
+-121.86,38.04,52.0,242.0,59.0,188.0,54.0,1.3958,67500.0,INLAND
+-121.87,38.02,52.0,2264.0,439.0,1403.0,476.0,2.7083,99400.0,INLAND
+-121.88,38.03,52.0,1225.0,250.0,725.0,231.0,2.0,101400.0,INLAND
+-121.9,38.03,51.0,2982.0,689.0,1831.0,608.0,2.0034,87700.0,INLAND
+-121.88,38.02,46.0,2112.0,466.0,1249.0,382.0,2.5737,87000.0,INLAND
+-121.89,38.02,36.0,2707.0,550.0,1827.0,545.0,3.3371,94600.0,INLAND
+-121.9,38.02,5.0,1560.0,369.0,1037.0,372.0,3.6154,181800.0,INLAND
+-121.87,38.02,31.0,3644.0,746.0,2229.0,678.0,3.1389,117800.0,INLAND
+-121.88,38.0,16.0,2605.0,440.0,1352.0,408.0,4.1947,140300.0,INLAND
+-121.88,38.01,9.0,5329.0,1284.0,2827.0,1202.0,2.7374,150000.0,INLAND
+-121.89,38.01,30.0,4114.0,743.0,1994.0,722.0,4.2227,134400.0,INLAND
+-121.88,38.0,22.0,721.0,117.0,367.0,129.0,5.3098,151900.0,INLAND
+-121.86,38.0,4.0,4075.0,927.0,2239.0,849.0,3.5857,165200.0,INLAND
+-121.86,38.0,16.0,3216.0,464.0,1504.0,453.0,5.25,161700.0,INLAND
+-121.89,37.99,4.0,2171.0,597.0,928.0,461.0,4.1016,170500.0,INLAND
+-121.88,37.99,16.0,3787.0,515.0,1606.0,507.0,5.5676,174200.0,INLAND
+-121.87,38.0,17.0,2713.0,442.0,1475.0,415.0,4.8542,144100.0,INLAND
+-121.87,37.99,15.0,2203.0,312.0,1051.0,311.0,4.9783,163900.0,INLAND
+-121.89,38.01,28.0,3639.0,751.0,2362.0,641.0,3.0042,103900.0,INLAND
+-121.9,38.02,12.0,1497.0,360.0,943.0,341.0,2.1417,122200.0,INLAND
+-121.9,38.01,16.0,2604.0,454.0,1696.0,481.0,4.6628,136000.0,INLAND
+-121.92,38.02,8.0,2750.0,479.0,1526.0,484.0,5.102,156500.0,INLAND
+-121.89,38.01,32.0,1000.0,188.0,663.0,212.0,4.0972,99200.0,INLAND
+-121.9,38.01,34.0,3779.0,766.0,2356.0,722.0,3.5129,110600.0,INLAND
+-121.9,38.0,14.0,1930.0,363.0,990.0,322.0,4.1094,162200.0,INLAND
+-121.9,38.0,14.0,2677.0,368.0,1288.0,375.0,6.0497,177500.0,INLAND
+-121.92,38.01,7.0,1632.0,248.0,879.0,262.0,6.1237,166000.0,INLAND
+-121.93,38.01,9.0,2294.0,389.0,1142.0,365.0,5.3363,160800.0,INLAND
+-121.93,38.02,13.0,1524.0,286.0,940.0,308.0,5.1337,154800.0,INLAND
+-121.95,38.03,5.0,5526.0,,3207.0,1012.0,4.0767,143100.0,INLAND
+-121.94,38.03,27.0,1654.0,478.0,1141.0,420.0,1.4871,87100.0,INLAND
+-121.96,38.02,35.0,2691.0,542.0,1409.0,505.0,3.016,95300.0,INLAND
+-121.95,38.02,9.0,3360.0,833.0,2041.0,810.0,2.1013,100700.0,INLAND
+-121.94,38.02,29.0,5765.0,1170.0,3266.0,1131.0,2.7907,113900.0,INLAND
+-121.92,38.03,16.0,2176.0,464.0,1410.0,434.0,3.5436,100200.0,INLAND
+-121.92,38.02,16.0,1840.0,355.0,1288.0,338.0,4.2067,125000.0,INLAND
+-121.91,38.02,15.0,2966.0,558.0,1687.0,527.0,3.4817,129800.0,INLAND
+-121.97,38.04,38.0,2505.0,554.0,1595.0,498.0,2.5833,83500.0,INLAND
+-121.97,38.03,17.0,3685.0,685.0,1939.0,649.0,3.7043,139800.0,INLAND
+-121.98,38.05,31.0,2810.0,518.0,1640.0,503.0,3.3661,98500.0,INLAND
+-122.02,38.02,44.0,1465.0,247.0,817.0,237.0,4.8693,156900.0,NEAR BAY
+-122.0,38.03,4.0,2341.0,408.0,1235.0,431.0,6.0424,165900.0,INLAND
+-122.14,38.02,44.0,1625.0,432.0,825.0,385.0,2.0523,133900.0,NEAR BAY
+-122.14,38.03,42.0,118.0,34.0,54.0,30.0,2.5795,225000.0,NEAR BAY
+-122.13,38.02,52.0,2378.0,508.0,940.0,451.0,2.9583,166000.0,NEAR BAY
+-122.13,38.01,48.0,2123.0,494.0,859.0,474.0,1.8523,144800.0,NEAR BAY
+-122.14,38.01,50.0,1760.0,341.0,741.0,316.0,4.5,178300.0,NEAR BAY
+-122.13,38.01,51.0,1262.0,309.0,608.0,298.0,2.1974,139300.0,NEAR BAY
+-122.13,38.0,33.0,2821.0,652.0,1206.0,640.0,2.5481,150800.0,NEAR BAY
+-122.16,38.02,40.0,1800.0,290.0,761.0,277.0,5.1265,196100.0,NEAR BAY
+-122.11,38.01,39.0,1313.0,306.0,575.0,231.0,3.1711,116100.0,NEAR BAY
+-122.11,38.01,41.0,1345.0,272.0,718.0,283.0,3.3831,129400.0,NEAR BAY
+-122.12,38.0,20.0,6992.0,1404.0,3221.0,1334.0,4.2042,166400.0,NEAR BAY
+-122.12,38.01,50.0,1300.0,263.0,691.0,239.0,3.9519,126500.0,NEAR BAY
+-122.12,38.01,50.0,1738.0,355.0,837.0,363.0,3.609,135700.0,NEAR BAY
+-122.12,38.01,42.0,2225.0,367.0,864.0,381.0,4.1189,172400.0,NEAR BAY
+-122.09,38.02,37.0,1742.0,339.0,1128.0,345.0,3.8824,113700.0,NEAR BAY
+-122.1,38.02,28.0,4308.0,824.0,2086.0,776.0,3.6523,159700.0,NEAR BAY
+-122.07,38.0,37.0,978.0,202.0,462.0,184.0,3.625,156300.0,NEAR BAY
+-122.09,38.0,6.0,10191.0,1882.0,4377.0,1789.0,5.2015,204200.0,NEAR BAY
+-122.11,38.0,9.0,3424.0,583.0,1460.0,543.0,5.76,212600.0,NEAR BAY
+-122.08,37.99,19.0,4657.0,739.0,1914.0,732.0,5.0509,199900.0,NEAR BAY
+-122.09,37.99,19.0,3073.0,506.0,1773.0,493.0,5.4496,205400.0,NEAR BAY
+-122.11,37.99,16.0,3913.0,710.0,1782.0,676.0,5.1297,206700.0,NEAR BAY
+-122.11,37.99,10.0,2864.0,514.0,1300.0,507.0,4.3875,287700.0,NEAR BAY
+-122.08,37.97,9.0,2643.0,439.0,1105.0,467.0,6.6579,245200.0,NEAR BAY
+-122.09,37.97,5.0,5303.0,779.0,2017.0,727.0,6.9961,294100.0,NEAR BAY
+-122.11,37.98,11.0,4371.0,679.0,1790.0,660.0,6.135,297300.0,NEAR BAY
+-122.09,37.98,14.0,5381.0,871.0,2296.0,872.0,5.6875,211000.0,NEAR BAY
+-122.12,37.99,33.0,1660.0,277.0,741.0,261.0,4.675,225400.0,NEAR BAY
+-122.1,37.97,18.0,4326.0,655.0,1753.0,646.0,5.6931,269600.0,NEAR BAY
+-122.1,37.96,20.0,3796.0,650.0,1679.0,611.0,4.3571,228200.0,NEAR BAY
+-122.1,37.96,25.0,1374.0,206.0,569.0,235.0,6.3699,235500.0,NEAR BAY
+-122.07,37.99,28.0,3310.0,574.0,1811.0,597.0,4.5401,166900.0,NEAR BAY
+-122.07,37.98,12.0,6915.0,1639.0,2940.0,1468.0,4.0154,186100.0,NEAR BAY
+-122.07,37.97,20.0,1705.0,353.0,856.0,341.0,3.7262,211800.0,NEAR BAY
+-122.07,37.96,34.0,1692.0,290.0,836.0,289.0,5.0172,197100.0,NEAR BAY
+-122.06,37.96,37.0,1784.0,313.0,788.0,304.0,4.2917,189600.0,NEAR BAY
+-122.08,37.96,21.0,9135.0,1534.0,3748.0,1502.0,6.0859,266000.0,NEAR BAY
+-122.06,37.95,36.0,2213.0,386.0,950.0,370.0,4.7386,186400.0,NEAR BAY
+-122.07,37.95,39.0,2199.0,388.0,1025.0,385.0,4.5893,190000.0,NEAR BAY
+-122.08,37.95,24.0,3173.0,548.0,1351.0,536.0,5.0672,243000.0,NEAR BAY
+-122.08,37.95,33.0,1043.0,157.0,425.0,148.0,4.8702,235600.0,NEAR BAY
+-122.07,37.96,37.0,1217.0,199.0,552.0,194.0,5.0445,196200.0,NEAR BAY
+-122.06,37.96,10.0,7136.0,1691.0,2959.0,1507.0,3.9816,182000.0,NEAR BAY
+-122.05,37.95,34.0,1408.0,277.0,738.0,269.0,4.175,169400.0,NEAR BAY
+-122.05,37.94,22.0,4162.0,1194.0,1804.0,1185.0,2.5459,179300.0,NEAR BAY
+-122.06,37.94,19.0,4005.0,972.0,1896.0,893.0,2.5268,235700.0,NEAR BAY
+-122.07,37.94,36.0,2639.0,488.0,1111.0,476.0,3.5057,205100.0,NEAR BAY
+-122.07,37.94,30.0,1260.0,276.0,707.0,221.0,2.892,220800.0,NEAR BAY
+-122.08,37.93,35.0,4043.0,689.0,1832.0,662.0,5.0761,233200.0,NEAR BAY
+-122.08,37.94,44.0,2185.0,357.0,943.0,366.0,4.725,232100.0,NEAR BAY
+-122.07,37.94,43.0,1454.0,234.0,683.0,258.0,4.475,265700.0,NEAR BAY
+-122.09,37.95,32.0,1339.0,209.0,601.0,209.0,6.0265,247900.0,NEAR BAY
+-122.09,37.94,29.0,6895.0,1022.0,2634.0,1022.0,6.1922,273200.0,NEAR BAY
+-122.04,38.0,16.0,3077.0,733.0,1447.0,709.0,3.2484,91100.0,NEAR BAY
+-122.04,37.99,32.0,1504.0,279.0,749.0,267.0,3.2,134500.0,NEAR BAY
+-122.04,37.99,36.0,2765.0,495.0,1478.0,441.0,4.125,136200.0,NEAR BAY
+-122.05,37.97,16.0,60.0,10.0,65.0,19.0,6.1359,250000.0,NEAR BAY
+-122.06,37.99,16.0,2445.0,469.0,721.0,474.0,2.8043,87500.0,NEAR BAY
+-122.06,37.99,17.0,1319.0,316.0,384.0,269.0,1.8229,137500.0,NEAR BAY
+-122.05,38.0,36.0,2476.0,472.0,1213.0,393.0,3.7333,136400.0,NEAR BAY
+-122.05,38.0,16.0,1085.0,217.0,356.0,232.0,2.3462,75000.0,NEAR BAY
+-122.03,37.98,16.0,1209.0,477.0,627.0,482.0,1.3894,156300.0,NEAR BAY
+-122.04,37.97,10.0,974.0,316.0,631.0,286.0,2.3152,140600.0,NEAR BAY
+-122.03,38.0,25.0,3577.0,581.0,1753.0,593.0,5.7295,178300.0,NEAR BAY
+-122.03,38.01,27.0,3228.0,562.0,1666.0,588.0,4.5707,175900.0,NEAR BAY
+-122.04,37.99,38.0,2675.0,541.0,1378.0,480.0,3.8897,139900.0,NEAR BAY
+-122.03,37.98,45.0,2842.0,567.0,1261.0,535.0,3.6042,138200.0,NEAR BAY
+-122.02,38.0,28.0,2965.0,533.0,1591.0,472.0,4.6375,178200.0,NEAR BAY
+-122.03,37.99,35.0,3103.0,537.0,1614.0,566.0,4.9022,169300.0,NEAR BAY
+-122.02,37.99,37.0,2247.0,416.0,1237.0,397.0,4.45,161900.0,NEAR BAY
+-122.03,37.99,37.0,1755.0,327.0,882.0,350.0,4.59,166600.0,NEAR BAY
+-122.03,37.98,44.0,1254.0,252.0,498.0,217.0,3.4531,148900.0,NEAR BAY
+-122.01,37.98,25.0,1476.0,336.0,777.0,297.0,3.5179,165500.0,NEAR BAY
+-122.01,37.98,29.0,2001.0,373.0,956.0,370.0,4.317,194000.0,NEAR BAY
+-122.0,37.98,32.0,1013.0,169.0,436.0,173.0,5.1118,226900.0,INLAND
+-122.0,37.97,27.0,2491.0,428.0,1171.0,431.0,5.1021,202800.0,INLAND
+-122.01,37.97,32.0,3012.0,527.0,1288.0,512.0,3.6449,211500.0,NEAR BAY
+-122.02,37.98,40.0,1797.0,401.0,756.0,369.0,2.8456,165500.0,NEAR BAY
+-122.02,37.98,37.0,1474.0,343.0,782.0,331.0,3.4187,161700.0,NEAR BAY
+-122.0,37.99,28.0,4035.0,641.0,1881.0,659.0,5.4607,192300.0,INLAND
+-122.0,37.98,31.0,2030.0,337.0,867.0,341.0,5.0915,193200.0,INLAND
+-121.99,37.98,23.0,2293.0,411.0,969.0,399.0,4.4536,184000.0,INLAND
+-121.99,37.97,28.0,2839.0,428.0,1372.0,443.0,6.2135,217200.0,INLAND
+-122.0,37.98,35.0,1192.0,201.0,535.0,172.0,4.9219,182000.0,INLAND
+-122.0,37.98,36.0,404.0,77.0,237.0,88.0,4.525,161300.0,INLAND
+-122.01,37.98,34.0,1256.0,267.0,638.0,252.0,4.0507,161000.0,NEAR BAY
+-122.01,37.99,28.0,1900.0,401.0,918.0,351.0,3.7841,144900.0,NEAR BAY
+-121.95,37.96,18.0,2739.0,393.0,1072.0,374.0,6.1436,259500.0,INLAND
+-121.97,37.97,27.0,1691.0,289.0,807.0,296.0,6.1168,210500.0,INLAND
+-121.97,37.97,24.0,1330.0,183.0,656.0,205.0,5.0092,244100.0,INLAND
+-121.97,37.96,28.0,1433.0,290.0,877.0,313.0,4.7891,184800.0,INLAND
+-121.96,37.96,28.0,1838.0,273.0,899.0,270.0,5.2145,229200.0,INLAND
+-121.96,37.95,7.0,3418.0,740.0,1583.0,676.0,3.6133,196100.0,INLAND
+-121.98,37.96,22.0,2987.0,,1420.0,540.0,3.65,204100.0,INLAND
+-121.97,37.97,26.0,1977.0,264.0,817.0,273.0,5.7512,240200.0,INLAND
+-121.98,37.97,26.0,2714.0,390.0,1232.0,409.0,5.9617,231100.0,INLAND
+-121.98,37.97,26.0,2738.0,428.0,1316.0,430.0,5.2442,213200.0,INLAND
+-121.99,37.97,22.0,2823.0,509.0,1271.0,474.0,5.1333,207200.0,INLAND
+-121.99,37.97,30.0,3320.0,589.0,1470.0,543.0,4.6071,184100.0,INLAND
+-122.0,37.96,32.0,3364.0,666.0,1980.0,678.0,3.7,179000.0,INLAND
+-122.0,37.96,28.0,4071.0,713.0,2033.0,647.0,4.5833,190700.0,INLAND
+-121.96,37.95,13.0,3216.0,765.0,1627.0,715.0,3.0859,167800.0,INLAND
+-121.97,37.95,8.0,4253.0,709.0,1883.0,662.0,5.431,246700.0,INLAND
+-121.98,37.96,12.0,5048.0,1122.0,2209.0,1014.0,3.1573,126700.0,INLAND
+-121.99,37.96,16.0,3324.0,479.0,1470.0,461.0,7.6166,260400.0,INLAND
+-121.99,37.96,17.0,2756.0,423.0,1228.0,426.0,5.5872,200600.0,INLAND
+-121.98,37.95,14.0,6290.0,854.0,2724.0,820.0,6.7371,267400.0,INLAND
+-121.98,37.95,16.0,2984.0,406.0,1317.0,397.0,6.7821,265900.0,INLAND
+-122.01,37.97,34.0,3259.0,498.0,1250.0,478.0,5.3794,206200.0,NEAR BAY
+-122.02,37.97,36.0,2342.0,436.0,1191.0,416.0,4.0,171000.0,NEAR BAY
+-122.03,37.97,45.0,1613.0,338.0,865.0,336.0,3.25,151100.0,NEAR BAY
+-122.04,37.97,26.0,2470.0,626.0,1174.0,573.0,2.9861,160900.0,NEAR BAY
+-122.03,37.97,20.0,3968.0,931.0,2629.0,903.0,2.9915,166700.0,NEAR BAY
+-122.04,37.96,16.0,2913.0,723.0,1705.0,693.0,2.9097,106300.0,NEAR BAY
+-122.04,37.97,21.0,6445.0,1839.0,3621.0,1735.0,2.5841,112500.0,NEAR BAY
+-122.04,37.97,39.0,1323.0,245.0,705.0,261.0,3.1968,151000.0,NEAR BAY
+-122.04,37.96,20.0,1143.0,346.0,578.0,298.0,2.2411,151800.0,NEAR BAY
+-122.05,37.96,35.0,2190.0,384.0,1154.0,401.0,3.8456,159800.0,NEAR BAY
+-122.04,37.96,28.0,1207.0,252.0,724.0,252.0,3.6964,165700.0,NEAR BAY
+-122.04,37.96,27.0,2587.0,729.0,1500.0,623.0,1.837,175000.0,NEAR BAY
+-122.05,37.95,27.0,3513.0,791.0,1875.0,694.0,3.1838,182000.0,NEAR BAY
+-122.05,37.95,20.0,563.0,107.0,246.0,123.0,5.4482,190800.0,NEAR BAY
+-122.01,37.95,8.0,3866.0,539.0,1555.0,513.0,6.0901,298200.0,NEAR BAY
+-122.02,37.96,25.0,2615.0,368.0,935.0,366.0,6.6727,305100.0,NEAR BAY
+-122.03,37.96,20.0,2636.0,691.0,1142.0,627.0,2.1083,162500.0,NEAR BAY
+-122.03,37.95,14.0,3287.0,793.0,1601.0,716.0,3.1719,220500.0,NEAR BAY
+-122.02,37.95,25.0,1205.0,260.0,608.0,272.0,2.4519,208300.0,NEAR BAY
+-122.03,37.95,32.0,1955.0,313.0,804.0,317.0,4.9485,202300.0,NEAR BAY
+-122.02,37.95,22.0,3526.0,510.0,1660.0,508.0,5.6642,237000.0,NEAR BAY
+-122.02,37.94,23.0,3516.0,661.0,1465.0,623.0,4.2569,213100.0,NEAR BAY
+-122.01,37.94,23.0,3741.0,,1339.0,499.0,6.7061,322300.0,NEAR BAY
+-122.02,37.94,19.0,3192.0,612.0,1317.0,594.0,4.125,267100.0,NEAR BAY
+-122.01,37.94,26.0,1619.0,224.0,706.0,220.0,6.0704,268000.0,NEAR BAY
+-122.01,37.94,18.0,2077.0,298.0,937.0,292.0,6.3809,273600.0,NEAR BAY
+-122.0,37.95,9.0,2214.0,256.0,848.0,239.0,6.8145,339200.0,INLAND
+-122.01,37.93,25.0,2652.0,335.0,1062.0,334.0,7.5898,330200.0,NEAR BAY
+-122.04,37.95,33.0,1653.0,334.0,814.0,328.0,3.1406,163100.0,NEAR BAY
+-122.04,37.94,24.0,5732.0,873.0,2444.0,888.0,5.6292,231400.0,NEAR BAY
+-122.05,37.94,22.0,2105.0,354.0,993.0,365.0,4.6602,227800.0,NEAR BAY
+-122.04,37.95,29.0,866.0,138.0,341.0,133.0,4.7188,197100.0,NEAR BAY
+-122.05,37.95,22.0,5175.0,1213.0,2804.0,1091.0,2.85,144600.0,NEAR BAY
+-122.03,37.94,21.0,5541.0,776.0,2214.0,737.0,5.5777,279300.0,NEAR BAY
+-122.03,37.93,21.0,4712.0,624.0,1773.0,615.0,6.0918,344800.0,NEAR BAY
+-122.05,37.93,5.0,4274.0,1153.0,1503.0,881.0,4.0473,266500.0,NEAR BAY
+-122.05,37.93,15.0,7803.0,1603.0,2957.0,1546.0,4.45,184900.0,NEAR BAY
+-122.05,37.92,14.0,12713.0,2558.0,4741.0,2412.0,4.7094,234700.0,NEAR BAY
+-122.02,37.92,26.0,5077.0,640.0,1872.0,636.0,7.4713,351200.0,NEAR BAY
+-122.03,37.92,23.0,3318.0,408.0,1124.0,393.0,6.5847,358800.0,NEAR BAY
+-122.01,37.91,21.0,10093.0,1269.0,3645.0,1219.0,7.6877,367700.0,NEAR BAY
+-122.03,37.91,29.0,5438.0,871.0,2310.0,890.0,5.0362,275300.0,NEAR BAY
+-122.06,37.91,15.0,5393.0,1422.0,2133.0,1288.0,4.1612,232800.0,NEAR BAY
+-122.06,37.9,25.0,5869.0,1685.0,2669.0,1554.0,2.6998,216100.0,NEAR BAY
+-122.06,37.89,21.0,4985.0,1590.0,2575.0,1458.0,3.1002,114300.0,NEAR BAY
+-122.07,37.93,45.0,1544.0,244.0,614.0,238.0,5.0255,226000.0,NEAR BAY
+-122.07,37.93,25.0,7201.0,1521.0,3264.0,1433.0,3.7433,252100.0,NEAR BAY
+-122.07,37.92,26.0,3872.0,739.0,1629.0,684.0,4.4312,225000.0,NEAR BAY
+-122.08,37.92,28.0,2377.0,469.0,1068.0,435.0,4.4561,250000.0,NEAR BAY
+-122.08,37.92,26.0,1733.0,265.0,796.0,274.0,6.195,264900.0,NEAR BAY
+-122.07,37.91,28.0,1731.0,295.0,810.0,295.0,5.0391,259800.0,NEAR BAY
+-122.07,37.91,33.0,1550.0,277.0,638.0,254.0,3.6833,292500.0,NEAR BAY
+-122.08,37.9,32.0,1075.0,170.0,486.0,173.0,5.0499,306800.0,NEAR BAY
+-122.09,37.91,18.0,9576.0,1455.0,3486.0,1380.0,7.0895,306900.0,NEAR BAY
+-122.07,37.89,28.0,3410.0,746.0,1428.0,670.0,4.3864,266800.0,NEAR BAY
+-122.08,37.89,39.0,3018.0,501.0,1223.0,489.0,6.2924,283900.0,NEAR BAY
+-122.08,37.9,29.0,4133.0,770.0,1691.0,744.0,5.1097,288000.0,NEAR BAY
+-122.07,37.89,38.0,2139.0,343.0,809.0,340.0,5.5636,268800.0,NEAR BAY
+-122.07,37.89,38.0,757.0,124.0,319.0,123.0,5.6558,263300.0,NEAR BAY
+-122.06,37.88,34.0,4781.0,703.0,1879.0,714.0,6.5378,340900.0,NEAR BAY
+-122.05,37.87,30.0,2296.0,329.0,847.0,322.0,6.7192,397500.0,NEAR BAY
+-122.05,37.9,24.0,4125.0,1020.0,1699.0,873.0,2.9526,271000.0,NEAR BAY
+-122.05,37.9,32.0,2676.0,484.0,986.0,473.0,4.6528,335700.0,NEAR BAY
+-122.05,37.89,37.0,1677.0,269.0,689.0,283.0,4.2625,310600.0,NEAR BAY
+-122.04,37.89,33.0,2423.0,322.0,998.0,346.0,7.5349,349100.0,NEAR BAY
+-122.05,37.9,32.0,4498.0,862.0,1818.0,851.0,4.8088,321200.0,NEAR BAY
+-122.04,37.9,20.0,5467.0,1044.0,2310.0,963.0,5.6986,275800.0,NEAR BAY
+-122.02,37.89,29.0,6349.0,858.0,2450.0,778.0,7.5,356200.0,NEAR BAY
+-122.04,37.88,32.0,3250.0,550.0,1230.0,557.0,4.6424,312700.0,NEAR BAY
+-122.03,37.86,29.0,3025.0,477.0,1035.0,452.0,6.112,390600.0,NEAR BAY
+-122.04,37.85,27.0,6039.0,780.0,2181.0,761.0,9.5862,469400.0,NEAR BAY
+-121.94,37.73,22.0,1980.0,291.0,861.0,290.0,6.2726,258200.0,<1H OCEAN
+-121.94,37.73,22.0,6719.0,1068.0,2843.0,994.0,6.1265,260300.0,<1H OCEAN
+-121.93,37.73,23.0,2564.0,347.0,1043.0,351.0,6.2048,275000.0,<1H OCEAN
+-121.93,37.73,8.0,831.0,231.0,404.0,224.0,3.375,350000.0,<1H OCEAN
+-121.95,37.74,19.0,1127.0,170.0,518.0,167.0,6.3325,250000.0,<1H OCEAN
+-121.95,37.74,19.0,5721.0,837.0,2653.0,813.0,6.2631,266000.0,<1H OCEAN
+-121.94,37.75,17.0,2559.0,370.0,1238.0,377.0,6.2781,269800.0,<1H OCEAN
+-121.92,37.73,24.0,1407.0,327.0,501.0,295.0,2.4821,157200.0,<1H OCEAN
+-121.93,37.74,16.0,3326.0,419.0,1272.0,402.0,6.8806,343500.0,<1H OCEAN
+-121.94,37.75,16.0,5121.0,735.0,2464.0,761.0,6.6204,296100.0,<1H OCEAN
+-121.97,37.79,17.0,5688.0,824.0,2111.0,773.0,6.6131,312500.0,<1H OCEAN
+-121.98,37.8,17.0,3354.0,422.0,1457.0,425.0,7.6473,345800.0,<1H OCEAN
+-121.98,37.8,16.0,2498.0,330.0,1027.0,343.0,8.155,343700.0,<1H OCEAN
+-121.98,37.81,18.0,2903.0,387.0,1127.0,372.0,5.5921,359100.0,<1H OCEAN
+-121.96,37.81,12.0,6488.0,778.0,2404.0,765.0,8.3188,403400.0,<1H OCEAN
+-121.97,37.8,17.0,3279.0,418.0,1222.0,381.0,7.9168,356000.0,<1H OCEAN
+-121.94,37.8,8.0,11336.0,1657.0,4089.0,1555.0,7.8287,369200.0,<1H OCEAN
+-121.97,37.79,16.0,3873.0,484.0,1451.0,501.0,6.7857,341300.0,<1H OCEAN
+-121.95,37.78,4.0,14652.0,2826.0,5613.0,2579.0,6.3942,356700.0,<1H OCEAN
+-121.96,37.76,8.0,3865.0,463.0,1548.0,432.0,9.7037,425100.0,<1H OCEAN
+-121.94,37.76,4.0,6875.0,1439.0,2889.0,1307.0,4.6932,356100.0,<1H OCEAN
+-121.93,37.76,5.0,2255.0,269.0,876.0,258.0,10.3345,461400.0,<1H OCEAN
+-121.92,37.74,8.0,452.0,51.0,140.0,43.0,12.5915,432400.0,<1H OCEAN
+-121.93,37.78,2.0,227.0,35.0,114.0,49.0,3.1591,434700.0,<1H OCEAN
+-121.96,37.74,2.0,200.0,20.0,25.0,9.0,15.0001,350000.0,<1H OCEAN
+-121.97,37.76,8.0,3743.0,581.0,1633.0,567.0,6.7027,381900.0,<1H OCEAN
+-121.97,37.77,13.0,7241.0,1007.0,3221.0,947.0,7.2216,324600.0,<1H OCEAN
+-121.98,37.74,8.0,2865.0,389.0,1376.0,417.0,7.9393,399300.0,<1H OCEAN
+-122.02,37.84,34.0,1879.0,265.0,729.0,263.0,7.7072,443800.0,NEAR BAY
+-122.01,37.83,30.0,3917.0,549.0,1330.0,544.0,6.5617,386600.0,NEAR BAY
+-122.0,37.82,20.0,2206.0,458.0,926.0,432.0,4.6042,256400.0,<1H OCEAN
+-121.99,37.82,22.0,1248.0,271.0,579.0,269.0,3.375,200000.0,<1H OCEAN
+-122.03,37.83,24.0,5948.0,738.0,1997.0,710.0,9.8708,500001.0,NEAR BAY
+-121.99,37.77,14.0,8213.0,1364.0,3283.0,1286.0,5.1755,294800.0,<1H OCEAN
+-121.99,37.81,17.0,465.0,83.0,146.0,75.0,4.9018,188500.0,<1H OCEAN
+-122.02,37.8,11.0,6200.0,907.0,2286.0,896.0,7.6518,359300.0,NEAR BAY
+-122.03,37.87,21.0,3521.0,447.0,1396.0,467.0,8.2673,358700.0,NEAR BAY
+-122.02,37.88,16.0,3031.0,438.0,1087.0,421.0,7.3732,287300.0,NEAR BAY
+-122.02,37.87,14.0,3056.0,369.0,1209.0,377.0,8.4352,441400.0,NEAR BAY
+-122.03,37.86,25.0,3004.0,393.0,1145.0,376.0,7.2655,494000.0,NEAR BAY
+-122.0,37.86,18.0,8953.0,1074.0,3011.0,993.0,10.7372,500001.0,<1H OCEAN
+-121.97,37.87,4.0,1029.0,126.0,416.0,122.0,13.4883,500001.0,INLAND
+-121.96,37.84,29.0,7479.0,977.0,2744.0,943.0,7.5139,398200.0,INLAND
+-122.0,37.84,16.0,7681.0,946.0,2777.0,908.0,9.5271,500001.0,<1H OCEAN
+-121.96,37.85,10.0,3209.0,379.0,1199.0,392.0,12.2478,500001.0,INLAND
+-121.99,37.83,16.0,2939.0,380.0,1177.0,396.0,8.0839,372000.0,<1H OCEAN
+-121.98,37.82,18.0,9117.0,1248.0,3280.0,1167.0,8.003,351300.0,<1H OCEAN
+-121.95,37.81,5.0,7178.0,898.0,2823.0,907.0,9.0776,450400.0,<1H OCEAN
+-122.1,37.93,20.0,10212.0,1424.0,4083.0,1374.0,8.039,382200.0,NEAR BAY
+-122.12,37.94,22.0,4949.0,626.0,1850.0,590.0,10.4549,500001.0,NEAR BAY
+-122.1,37.9,38.0,827.0,144.0,368.0,136.0,6.5095,294400.0,NEAR BAY
+-122.14,37.9,32.0,5738.0,746.0,2099.0,732.0,10.3224,500001.0,NEAR BAY
+-122.12,37.91,34.0,5683.0,755.0,1962.0,723.0,8.3678,455300.0,NEAR BAY
+-122.09,37.89,35.0,880.0,139.0,352.0,132.0,6.8686,406500.0,NEAR BAY
+-122.1,37.89,21.0,3282.0,653.0,1398.0,601.0,5.2079,310300.0,NEAR BAY
+-122.11,37.89,32.0,2372.0,516.0,1067.0,492.0,4.3235,279500.0,NEAR BAY
+-122.11,37.88,37.0,4005.0,614.0,1602.0,606.0,6.4666,348200.0,NEAR BAY
+-122.12,37.88,35.0,2785.0,362.0,1001.0,363.0,8.0448,433300.0,NEAR BAY
+-122.12,37.89,30.0,3227.0,733.0,1260.0,684.0,4.125,257100.0,NEAR BAY
+-122.13,37.89,27.0,744.0,214.0,295.0,169.0,2.7411,350000.0,NEAR BAY
+-122.13,37.87,18.0,1820.0,220.0,728.0,229.0,10.3713,426100.0,NEAR BAY
+-122.14,37.88,34.0,6986.0,1096.0,2865.0,1124.0,6.2275,394400.0,NEAR BAY
+-122.07,37.88,11.0,1077.0,318.0,590.0,264.0,3.5536,387200.0,NEAR BAY
+-122.08,37.88,24.0,2059.0,462.0,410.0,294.0,2.3971,99400.0,NEAR BAY
+-122.08,37.88,26.0,2947.0,,825.0,626.0,2.933,85000.0,NEAR BAY
+-122.08,37.87,24.0,6130.0,1359.0,1750.0,1286.0,2.9167,102700.0,NEAR BAY
+-122.06,37.85,17.0,7475.0,1556.0,2092.0,1449.0,3.6437,186500.0,NEAR BAY
+-122.07,37.86,23.0,1025.0,205.0,263.0,191.0,3.12,155000.0,NEAR BAY
+-122.06,37.86,16.0,5187.0,1014.0,1512.0,986.0,4.4551,252400.0,NEAR BAY
+-122.07,37.86,17.0,1102.0,224.0,317.0,208.0,3.5893,206300.0,NEAR BAY
+-122.08,37.87,26.0,2405.0,564.0,680.0,531.0,2.4896,73400.0,NEAR BAY
+-122.1,37.88,35.0,3701.0,528.0,1511.0,517.0,7.2315,367100.0,NEAR BAY
+-122.09,37.86,27.0,5484.0,760.0,2212.0,770.0,7.6202,402600.0,NEAR BAY
+-122.11,37.87,33.0,3398.0,500.0,1351.0,457.0,6.5814,314200.0,NEAR BAY
+-122.12,37.85,18.0,5252.0,686.0,1870.0,657.0,8.0074,454100.0,NEAR BAY
+-122.08,37.84,17.0,1320.0,159.0,1722.0,141.0,11.7064,500001.0,NEAR BAY
+-122.12,37.81,26.0,4048.0,513.0,1486.0,498.0,7.6717,416500.0,NEAR BAY
+-122.12,37.82,26.0,2269.0,317.0,918.0,313.0,6.6657,364500.0,NEAR BAY
+-122.11,37.83,19.0,5130.0,741.0,1887.0,712.0,7.203,369900.0,NEAR BAY
+-122.08,37.82,4.0,2045.0,237.0,830.0,252.0,11.3421,500001.0,NEAR BAY
+-122.14,37.86,20.0,6201.0,1182.0,2415.0,1141.0,4.5744,314000.0,NEAR BAY
+-122.14,37.85,27.0,9147.0,1276.0,3371.0,1269.0,7.3267,389900.0,NEAR BAY
+-122.14,37.84,24.0,2131.0,343.0,874.0,373.0,5.6349,355600.0,NEAR BAY
+-122.16,37.83,16.0,4596.0,705.0,1480.0,650.0,7.52,370200.0,NEAR BAY
+-122.16,37.86,36.0,3359.0,493.0,1298.0,483.0,8.1586,404300.0,NEAR BAY
+-122.18,37.88,36.0,542.0,119.0,231.0,121.0,4.9,354200.0,NEAR BAY
+-122.18,37.86,33.0,4449.0,636.0,1684.0,617.0,8.9571,399700.0,NEAR BAY
+-122.16,37.89,32.0,1779.0,241.0,721.0,258.0,8.7589,434500.0,NEAR BAY
+-122.17,37.88,32.0,3633.0,508.0,1393.0,506.0,7.6917,401800.0,NEAR BAY
+-122.17,37.88,33.0,3626.0,502.0,1348.0,480.0,7.6107,423200.0,NEAR BAY
+-122.17,37.87,38.0,1261.0,177.0,472.0,183.0,6.917,438000.0,NEAR BAY
+-122.22,37.88,20.0,95.0,13.0,31.0,15.0,2.4444,475000.0,NEAR BAY
+-122.2,37.89,37.0,3881.0,560.0,1315.0,517.0,7.3195,367500.0,NEAR BAY
+-122.2,37.88,36.0,1065.0,160.0,398.0,155.0,7.7736,378100.0,NEAR BAY
+-122.18,37.91,31.0,7200.0,876.0,2428.0,843.0,10.9405,500001.0,NEAR BAY
+-122.2,37.9,36.0,2107.0,287.0,740.0,280.0,10.3416,500001.0,NEAR BAY
+-122.18,37.9,36.0,4760.0,610.0,1511.0,572.0,9.0064,500001.0,NEAR BAY
+-122.18,37.89,18.0,4845.0,735.0,1634.0,734.0,8.1489,499000.0,NEAR BAY
+-121.84,37.98,8.0,7505.0,1089.0,3325.0,1016.0,5.2699,204200.0,INLAND
+-121.81,37.97,8.0,1584.0,236.0,615.0,202.0,6.4753,166800.0,INLAND
+-121.78,37.97,4.0,17032.0,2546.0,7653.0,2359.0,5.5601,213700.0,INLAND
+-121.83,37.95,17.0,1133.0,244.0,716.0,235.0,2.875,162500.0,INLAND
+-121.94,37.83,11.0,2836.0,373.0,959.0,335.0,10.5815,500001.0,INLAND
+-121.89,37.82,4.0,11444.0,1355.0,3898.0,1257.0,13.2949,500001.0,INLAND
+-121.91,37.81,7.0,3477.0,416.0,1216.0,395.0,13.1499,500001.0,INLAND
+-121.82,37.81,12.0,4711.0,659.0,2089.0,621.0,8.3209,485400.0,INLAND
+-121.96,37.99,2.0,3129.0,707.0,1606.0,698.0,2.9591,210100.0,INLAND
+-121.96,37.94,26.0,3084.0,505.0,1557.0,501.0,5.1582,194700.0,INLAND
+-121.96,37.95,25.0,4026.0,791.0,1850.0,709.0,4.1483,181200.0,INLAND
+-121.95,37.94,21.0,3153.0,411.0,1318.0,431.0,6.8642,285400.0,INLAND
+-121.97,37.93,4.0,3241.0,464.0,1552.0,494.0,6.6134,307000.0,INLAND
+-122.01,37.92,18.0,2808.0,337.0,1038.0,337.0,8.3956,353600.0,NEAR BAY
+-122.01,37.92,16.0,2638.0,345.0,1055.0,334.0,8.1163,365800.0,NEAR BAY
+-121.99,37.92,14.0,1780.0,224.0,764.0,226.0,9.0243,427700.0,INLAND
+-121.93,37.89,13.0,2085.0,292.0,852.0,264.0,7.3445,366700.0,INLAND
+-121.92,37.96,14.0,5332.0,884.0,2093.0,839.0,5.2798,237400.0,INLAND
+-121.94,37.95,18.0,2541.0,355.0,986.0,346.0,7.1978,288000.0,INLAND
+-121.91,37.93,13.0,1610.0,198.0,703.0,217.0,8.7059,329400.0,INLAND
+-121.94,37.94,26.0,1299.0,174.0,533.0,180.0,6.2296,291700.0,INLAND
+-121.94,37.93,16.0,3421.0,427.0,1341.0,428.0,7.5695,320400.0,INLAND
+-121.93,37.93,16.0,2876.0,391.0,1089.0,377.0,6.299,286900.0,INLAND
+-121.93,37.93,16.0,2169.0,262.0,877.0,245.0,6.6049,312600.0,INLAND
+-121.95,37.94,27.0,1469.0,216.0,578.0,219.0,5.9346,253600.0,INLAND
+-122.25,38.02,16.0,1803.0,267.0,946.0,266.0,5.7001,205100.0,NEAR BAY
+-122.25,38.03,15.0,3338.0,532.0,1834.0,520.0,5.6293,197600.0,NEAR BAY
+-122.21,38.02,15.0,2150.0,327.0,1094.0,324.0,6.0224,198500.0,NEAR BAY
+-122.2,37.96,9.0,6306.0,962.0,2581.0,911.0,6.7741,310700.0,NEAR BAY
+-122.23,38.06,52.0,1350.0,266.0,490.0,257.0,3.125,171100.0,NEAR BAY
+-122.23,38.05,52.0,1736.0,358.0,638.0,297.0,2.5517,147100.0,NEAR BAY
+-122.21,38.06,52.0,2735.0,559.0,1076.0,487.0,3.6154,155700.0,NEAR BAY
+-122.2,38.04,31.0,3029.0,500.0,1236.0,487.0,5.6022,197000.0,NEAR BAY
+-122.26,38.03,25.0,2239.0,361.0,928.0,353.0,4.4474,203700.0,NEAR BAY
+-122.27,38.04,47.0,1685.0,405.0,835.0,372.0,2.3103,134500.0,NEAR BAY
+-122.26,38.03,41.0,1631.0,282.0,752.0,288.0,3.9345,150200.0,NEAR BAY
+-122.26,38.04,41.0,2512.0,539.0,1179.0,480.0,2.694,123000.0,NEAR BAY
+-122.25,38.05,30.0,1255.0,297.0,779.0,307.0,1.6767,147700.0,NEAR BAY
+-122.32,38.06,4.0,7999.0,1611.0,3596.0,1396.0,5.0969,174200.0,NEAR BAY
+-122.28,38.0,26.0,2335.0,413.0,980.0,417.0,3.4471,178900.0,NEAR BAY
+-122.29,38.0,16.0,4986.0,1081.0,2805.0,1016.0,4.025,173200.0,NEAR BAY
+-122.36,38.03,32.0,2159.0,393.0,981.0,369.0,4.3173,175400.0,NEAR BAY
+-122.3,38.0,34.0,1712.0,317.0,956.0,341.0,4.4394,162000.0,NEAR BAY
+-122.31,38.0,26.0,3735.0,641.0,1708.0,633.0,4.621,191100.0,NEAR BAY
+-122.31,38.01,18.0,4123.0,874.0,1895.0,772.0,3.2759,195000.0,NEAR BAY
+-122.28,37.99,28.0,3801.0,622.0,1654.0,571.0,4.375,193300.0,NEAR BAY
+-122.26,37.98,28.0,2038.0,329.0,947.0,349.0,5.1178,198000.0,NEAR BAY
+-122.27,37.99,16.0,4921.0,737.0,2312.0,725.0,5.8899,243200.0,NEAR BAY
+-122.27,37.98,23.0,3455.0,479.0,1375.0,474.0,6.0289,218600.0,NEAR BAY
+-122.26,38.02,5.0,3846.0,786.0,2053.0,716.0,5.0473,184800.0,NEAR BAY
+-122.24,38.01,11.0,3751.0,565.0,1949.0,555.0,5.7862,269400.0,NEAR BAY
+-122.24,38.01,16.0,2084.0,315.0,1154.0,307.0,6.0102,235600.0,NEAR BAY
+-122.25,38.0,16.0,2978.0,411.0,1531.0,400.0,6.5006,237700.0,NEAR BAY
+-122.26,38.0,14.0,2338.0,391.0,1003.0,398.0,4.2269,170500.0,NEAR BAY
+-122.26,38.0,6.0,678.0,104.0,318.0,91.0,5.2375,246400.0,NEAR BAY
+-122.27,38.0,15.0,1216.0,166.0,572.0,178.0,5.8418,240300.0,NEAR BAY
+-122.27,38.0,12.0,1592.0,242.0,969.0,233.0,6.1576,248700.0,NEAR BAY
+-122.26,38.0,5.0,6265.0,908.0,3326.0,872.0,6.2073,272900.0,NEAR BAY
+-122.29,37.98,27.0,2133.0,347.0,850.0,350.0,5.1046,209800.0,NEAR BAY
+-122.28,37.96,35.0,1579.0,243.0,734.0,264.0,5.5,201000.0,NEAR BAY
+-122.27,37.97,10.0,15259.0,2275.0,7266.0,2338.0,6.0666,272400.0,NEAR BAY
+-122.3,37.97,30.0,4030.0,772.0,1777.0,718.0,3.6393,184000.0,NEAR BAY
+-122.3,37.97,34.0,2854.0,528.0,1211.0,452.0,3.5353,164700.0,NEAR BAY
+-122.29,37.97,20.0,3426.0,632.0,1512.0,580.0,4.4911,227400.0,NEAR BAY
+-122.3,37.97,35.0,1811.0,377.0,911.0,340.0,3.375,149700.0,NEAR BAY
+-122.29,37.94,20.0,7578.0,1426.0,3637.0,1362.0,4.4387,190000.0,NEAR BAY
+-122.32,37.95,37.0,1887.0,353.0,895.0,359.0,4.45,196600.0,NEAR BAY
+-122.31,37.94,38.0,1794.0,349.0,810.0,335.0,3.8343,191400.0,NEAR BAY
+-122.31,37.94,38.0,2172.0,403.0,945.0,384.0,4.3958,194200.0,NEAR BAY
+-122.32,37.95,36.0,1425.0,245.0,573.0,239.0,4.35,185000.0,NEAR BAY
+-122.31,37.99,25.0,6508.0,1137.0,3259.0,1081.0,4.2348,157800.0,NEAR BAY
+-122.3,37.98,25.0,3807.0,806.0,1821.0,792.0,3.6518,164300.0,NEAR BAY
+-122.32,37.97,29.0,2347.0,464.0,1135.0,490.0,3.9722,161000.0,NEAR BAY
+-122.32,38.01,26.0,3054.0,492.0,1495.0,496.0,4.6944,171100.0,NEAR BAY
+-122.33,38.0,35.0,3779.0,711.0,2493.0,679.0,2.9781,109000.0,NEAR BAY
+-122.31,38.0,29.0,3108.0,534.0,1687.0,516.0,4.3333,170800.0,NEAR BAY
+-122.32,37.99,24.0,4865.0,968.0,2315.0,893.0,4.2852,173500.0,NEAR BAY
+-122.32,38.0,32.0,2275.0,397.0,1233.0,418.0,4.0437,162800.0,NEAR BAY
+-122.34,37.99,42.0,1531.0,326.0,1271.0,377.0,2.6167,85100.0,NEAR BAY
+-122.33,37.98,3.0,2850.0,544.0,1024.0,515.0,6.0115,175000.0,NEAR BAY
+-122.33,37.99,4.0,3999.0,1079.0,1591.0,887.0,3.911,112500.0,NEAR BAY
+-122.39,38.0,33.0,44.0,6.0,23.0,11.0,4.125,212500.0,NEAR BAY
+-122.36,37.96,39.0,246.0,57.0,316.0,52.0,0.716,104200.0,NEAR BAY
+-122.36,37.96,31.0,1157.0,276.0,956.0,232.0,1.5347,80400.0,NEAR BAY
+-122.36,37.95,40.0,408.0,102.0,302.0,81.0,1.8333,69800.0,NEAR BAY
+-122.37,37.95,35.0,215.0,45.0,100.0,34.0,1.6023,81300.0,NEAR BAY
+-122.37,37.95,32.0,1298.0,363.0,716.0,268.0,0.9797,76400.0,NEAR BAY
+-122.37,37.96,37.0,1572.0,402.0,1046.0,350.0,0.7403,68600.0,NEAR BAY
+-122.41,37.98,36.0,60.0,15.0,42.0,25.0,1.4583,67500.0,NEAR BAY
+-122.34,37.98,33.0,2014.0,410.0,1354.0,427.0,3.9773,131300.0,NEAR BAY
+-122.35,37.98,34.0,3756.0,726.0,2237.0,686.0,3.7562,132900.0,NEAR BAY
+-122.34,37.97,19.0,392.0,109.0,287.0,81.0,6.0426,110000.0,NEAR BAY
+-122.35,37.96,32.0,1991.0,504.0,1139.0,423.0,2.0353,113600.0,NEAR BAY
+-122.35,37.97,43.0,2178.0,482.0,1545.0,471.0,2.5863,112200.0,NEAR BAY
+-122.35,37.97,31.0,2892.0,685.0,2104.0,641.0,3.2188,113800.0,NEAR BAY
+-122.32,37.97,33.0,1595.0,292.0,991.0,300.0,4.6937,134100.0,NEAR BAY
+-122.32,37.97,33.0,1156.0,190.0,643.0,209.0,4.5,156600.0,NEAR BAY
+-122.33,37.97,19.0,5151.0,1335.0,2548.0,1165.0,3.3125,158800.0,NEAR BAY
+-122.33,37.98,32.0,1967.0,348.0,1144.0,364.0,4.4135,150100.0,NEAR BAY
+-122.33,37.97,45.0,1982.0,376.0,1179.0,398.0,3.5463,130800.0,NEAR BAY
+-122.34,37.97,19.0,2237.0,580.0,1438.0,551.0,2.3382,120700.0,NEAR BAY
+-122.33,37.96,46.0,1222.0,236.0,819.0,251.0,3.9118,129400.0,NEAR BAY
+-122.35,37.96,36.0,2191.0,531.0,1563.0,524.0,2.5164,114200.0,NEAR BAY
+-122.35,37.96,29.0,1899.0,524.0,1357.0,443.0,1.875,97200.0,NEAR BAY
+-122.35,37.96,35.0,1326.0,346.0,1023.0,295.0,2.0724,97700.0,NEAR BAY
+-122.35,37.95,31.0,2449.0,595.0,1801.0,548.0,2.6328,110300.0,NEAR BAY
+-122.35,37.96,34.0,1428.0,335.0,1272.0,319.0,2.5461,93900.0,NEAR BAY
+-122.36,37.96,30.0,950.0,317.0,1073.0,280.0,1.8664,107800.0,NEAR BAY
+-122.32,37.96,25.0,1728.0,403.0,934.0,412.0,3.375,133700.0,NEAR BAY
+-122.32,37.96,34.0,2070.0,357.0,784.0,294.0,4.0417,182800.0,NEAR BAY
+-122.32,37.95,35.0,1612.0,354.0,887.0,331.0,2.5769,146100.0,NEAR BAY
+-122.33,37.95,22.0,2099.0,569.0,1135.0,509.0,2.1915,120800.0,NEAR BAY
+-122.34,37.96,15.0,6487.0,1717.0,3408.0,1560.0,2.1991,133300.0,NEAR BAY
+-122.34,37.96,33.0,1817.0,441.0,1220.0,389.0,2.5382,103600.0,NEAR BAY
+-122.32,37.94,38.0,2751.0,522.0,1390.0,489.0,3.7277,165100.0,NEAR BAY
+-122.32,37.94,46.0,1901.0,295.0,833.0,352.0,5.5196,210800.0,NEAR BAY
+-122.32,37.93,40.0,1141.0,213.0,434.0,196.0,3.9464,186900.0,NEAR BAY
+-122.33,37.95,42.0,1627.0,336.0,848.0,316.0,3.7708,144600.0,NEAR BAY
+-122.33,37.94,45.0,1226.0,279.0,590.0,260.0,2.8833,140400.0,NEAR BAY
+-122.33,37.94,47.0,1882.0,361.0,797.0,342.0,3.5848,140800.0,NEAR BAY
+-122.33,37.94,43.0,1876.0,389.0,807.0,377.0,3.1571,141600.0,NEAR BAY
+-122.33,37.94,42.0,1695.0,345.0,719.0,334.0,3.9417,139100.0,NEAR BAY
+-122.33,37.94,44.0,1769.0,332.0,828.0,309.0,4.0526,150800.0,NEAR BAY
+-122.34,37.95,45.0,1128.0,240.0,702.0,270.0,3.6719,134100.0,NEAR BAY
+-122.33,37.95,45.0,1585.0,329.0,981.0,373.0,3.0313,135800.0,NEAR BAY
+-122.33,37.95,46.0,1543.0,339.0,777.0,322.0,4.0927,142600.0,NEAR BAY
+-122.34,37.95,44.0,1675.0,317.0,806.0,311.0,3.0694,135300.0,NEAR BAY
+-122.34,37.95,44.0,1788.0,368.0,933.0,329.0,2.875,133400.0,NEAR BAY
+-122.34,37.95,39.0,1986.0,427.0,1041.0,385.0,3.2333,135100.0,NEAR BAY
+-122.34,37.95,38.0,1340.0,298.0,766.0,241.0,3.2833,111700.0,NEAR BAY
+-122.35,37.95,45.0,2142.0,431.0,1318.0,431.0,3.0737,111600.0,NEAR BAY
+-122.35,37.95,42.0,1485.0,290.0,971.0,303.0,3.6094,114600.0,NEAR BAY
+-122.36,37.95,38.0,1042.0,289.0,773.0,248.0,2.7714,104700.0,NEAR BAY
+-122.34,37.94,47.0,2313.0,433.0,947.0,430.0,3.942,143300.0,NEAR BAY
+-122.34,37.94,44.0,1917.0,444.0,936.0,435.0,2.7391,140300.0,NEAR BAY
+-122.34,37.94,31.0,1611.0,455.0,786.0,411.0,1.681,145500.0,NEAR BAY
+-122.34,37.94,42.0,2206.0,451.0,989.0,444.0,3.125,143900.0,NEAR BAY
+-122.35,37.94,45.0,2112.0,493.0,1406.0,452.0,2.3456,105200.0,NEAR BAY
+-122.35,37.94,34.0,1880.0,459.0,1358.0,422.0,1.6571,105200.0,NEAR BAY
+-122.35,37.94,47.0,1275.0,275.0,844.0,273.0,2.8967,95600.0,NEAR BAY
+-122.36,37.95,38.0,1066.0,248.0,729.0,286.0,1.5139,81700.0,NEAR BAY
+-122.36,37.94,45.0,907.0,188.0,479.0,161.0,3.0862,79000.0,NEAR BAY
+-122.36,37.94,27.0,844.0,249.0,583.0,265.0,0.9687,105800.0,NEAR BAY
+-122.36,37.94,26.0,1540.0,343.0,1007.0,338.0,1.3365,72900.0,NEAR BAY
+-122.36,37.94,41.0,2591.0,585.0,1638.0,462.0,1.822,79700.0,NEAR BAY
+-122.37,37.94,49.0,969.0,229.0,599.0,195.0,1.3167,71600.0,NEAR BAY
+-122.35,37.93,19.0,1334.0,366.0,1048.0,316.0,1.7865,88000.0,NEAR BAY
+-122.35,37.93,28.0,1995.0,488.0,1182.0,439.0,2.3352,84300.0,NEAR BAY
+-122.36,37.94,43.0,369.0,107.0,371.0,111.0,1.6,79400.0,NEAR BAY
+-122.36,37.93,17.0,1258.0,254.0,885.0,229.0,3.05,121600.0,NEAR BAY
+-122.37,37.94,40.0,1064.0,266.0,912.0,239.0,1.0521,69100.0,NEAR BAY
+-122.37,37.93,45.0,3150.0,756.0,1798.0,749.0,1.75,37900.0,NEAR BAY
+-122.38,37.91,18.0,3507.0,711.0,1224.0,676.0,5.0524,269800.0,NEAR BAY
+-122.42,37.93,47.0,3453.0,779.0,1353.0,728.0,4.016,274500.0,NEAR BAY
+-122.41,37.94,52.0,154.0,33.0,89.0,38.0,3.2875,275000.0,NEAR BAY
+-122.34,37.93,30.0,2515.0,481.0,1327.0,428.0,2.1287,95000.0,NEAR BAY
+-122.35,37.93,39.0,2002.0,416.0,1166.0,395.0,1.7257,91500.0,NEAR BAY
+-122.36,37.93,44.0,1891.0,449.0,1047.0,432.0,1.7727,86100.0,NEAR BAY
+-122.36,37.93,42.0,1796.0,389.0,1107.0,372.0,1.9375,87000.0,NEAR BAY
+-122.37,37.93,37.0,709.0,190.0,644.0,174.0,0.8641,84200.0,NEAR BAY
+-122.33,37.91,36.0,1954.0,513.0,1437.0,440.0,1.125,93800.0,NEAR BAY
+-122.35,37.92,36.0,921.0,200.0,585.0,236.0,1.9224,94000.0,NEAR BAY
+-122.36,37.92,52.0,215.0,41.0,126.0,43.0,1.3929,104200.0,NEAR BAY
+-122.35,37.91,4.0,2851.0,798.0,1285.0,712.0,4.2895,186800.0,NEAR BAY
+-122.33,37.93,34.0,2326.0,471.0,1356.0,441.0,2.3475,90300.0,NEAR BAY
+-122.33,37.93,27.0,2158.0,424.0,1220.0,442.0,3.0156,111500.0,NEAR BAY
+-122.34,37.93,32.0,2389.0,652.0,1672.0,584.0,1.4423,88300.0,NEAR BAY
+-122.34,37.93,45.0,2225.0,486.0,1304.0,459.0,2.64,112100.0,NEAR BAY
+-122.35,37.93,41.0,268.0,75.0,198.0,82.0,3.2222,156300.0,NEAR BAY
+-122.32,37.92,29.0,2304.0,399.0,1377.0,454.0,5.0187,140600.0,NEAR BAY
+-122.33,37.92,26.0,3887.0,779.0,2512.0,740.0,2.2301,122400.0,NEAR BAY
+-122.32,37.92,28.0,4649.0,977.0,2606.0,953.0,3.2674,129100.0,NEAR BAY
+-122.32,37.91,34.0,2669.0,647.0,1341.0,555.0,2.6399,119600.0,NEAR BAY
+-122.31,37.91,39.0,2955.0,696.0,1417.0,682.0,2.7628,167800.0,NEAR BAY
+-122.31,37.91,43.0,2549.0,511.0,1060.0,528.0,3.6417,178400.0,NEAR BAY
+-122.31,37.91,45.0,3924.0,834.0,1992.0,773.0,4.1146,177800.0,NEAR BAY
+-122.31,37.93,39.0,2505.0,371.0,872.0,345.0,5.3433,286500.0,NEAR BAY
+-122.31,37.93,36.0,2403.0,408.0,917.0,404.0,5.0399,253400.0,NEAR BAY
+-122.32,37.93,40.0,3056.0,489.0,1103.0,481.0,5.1067,247300.0,NEAR BAY
+-122.32,37.94,47.0,1911.0,283.0,697.0,275.0,6.2712,267700.0,NEAR BAY
+-122.3,37.92,32.0,3943.0,605.0,1524.0,614.0,6.0677,321600.0,NEAR BAY
+-122.29,37.92,35.0,583.0,88.0,235.0,84.0,5.943,288200.0,NEAR BAY
+-122.29,37.92,32.0,1736.0,234.0,602.0,231.0,6.516,401000.0,NEAR BAY
+-122.3,37.93,34.0,2254.0,357.0,715.0,306.0,4.5,304000.0,NEAR BAY
+-122.31,37.93,36.0,1526.0,256.0,696.0,263.0,3.5089,261900.0,NEAR BAY
+-122.32,37.93,33.0,296.0,73.0,216.0,63.0,2.675,22500.0,NEAR BAY
+-122.31,37.92,30.0,1014.0,236.0,537.0,204.0,2.8456,183300.0,NEAR BAY
+-122.31,37.92,38.0,1250.0,236.0,631.0,279.0,3.724,220100.0,NEAR BAY
+-122.31,37.92,12.0,1895.0,600.0,983.0,519.0,2.5,195800.0,NEAR BAY
+-122.32,37.92,22.0,1119.0,220.0,565.0,199.0,3.3594,186900.0,NEAR BAY
+-122.31,37.92,43.0,2116.0,407.0,900.0,361.0,4.1587,212200.0,NEAR BAY
+-122.3,37.92,33.0,1615.0,271.0,710.0,285.0,4.0804,239000.0,NEAR BAY
+-122.31,37.91,31.0,1432.0,348.0,681.0,348.0,2.7243,218100.0,NEAR BAY
+-122.3,37.91,39.0,2686.0,569.0,1159.0,559.0,2.9441,200400.0,NEAR BAY
+-122.3,37.91,40.0,2866.0,617.0,1305.0,589.0,3.6321,209100.0,NEAR BAY
+-122.3,37.9,37.0,2125.0,489.0,912.0,462.0,2.9219,217200.0,NEAR BAY
+-122.3,37.9,41.0,2053.0,435.0,873.0,415.0,3.4091,223000.0,NEAR BAY
+-122.3,37.9,35.0,1102.0,308.0,688.0,303.0,2.3946,141700.0,NEAR BAY
+-122.3,37.9,30.0,1772.0,471.0,880.0,437.0,2.2672,162500.0,NEAR BAY
+-122.29,37.92,36.0,1450.0,235.0,568.0,234.0,6.0,311400.0,NEAR BAY
+-122.29,37.91,38.0,2591.0,424.0,905.0,378.0,5.1691,263200.0,NEAR BAY
+-122.29,37.91,46.0,2085.0,346.0,748.0,354.0,4.0536,262000.0,NEAR BAY
+-122.29,37.91,40.0,2085.0,329.0,796.0,339.0,5.5357,273700.0,NEAR BAY
+-122.29,37.9,52.0,2657.0,500.0,1131.0,489.0,4.4286,234900.0,NEAR BAY
+-122.28,37.91,38.0,2501.0,348.0,805.0,329.0,6.5576,358500.0,NEAR BAY
+-122.28,37.9,49.0,3191.0,516.0,1148.0,507.0,6.3538,333700.0,NEAR BAY
+-122.28,37.9,52.0,1369.0,249.0,490.0,248.0,4.1212,287500.0,NEAR BAY
+-122.28,37.91,41.0,3009.0,482.0,1053.0,490.0,5.828,324400.0,NEAR BAY
+-122.27,37.91,47.0,1930.0,315.0,692.0,296.0,6.3669,315500.0,NEAR BAY
+-122.28,37.91,48.0,2083.0,298.0,685.0,286.0,7.3089,331200.0,NEAR BAY
+-124.17,41.8,16.0,2739.0,480.0,1259.0,436.0,3.7557,109400.0,NEAR OCEAN
+-124.3,41.8,19.0,2672.0,552.0,1298.0,478.0,1.9797,85800.0,NEAR OCEAN
+-124.23,41.75,11.0,3159.0,616.0,1343.0,479.0,2.4805,73200.0,NEAR OCEAN
+-124.21,41.77,17.0,3461.0,722.0,1947.0,647.0,2.5795,68400.0,NEAR OCEAN
+-124.19,41.78,15.0,3140.0,714.0,1645.0,640.0,1.6654,74600.0,NEAR OCEAN
+-124.22,41.73,28.0,3003.0,699.0,1530.0,653.0,1.7038,78300.0,NEAR OCEAN
+-124.21,41.75,20.0,3810.0,787.0,1993.0,721.0,2.0074,66900.0,NEAR OCEAN
+-124.17,41.76,20.0,2673.0,538.0,1282.0,514.0,2.4605,105900.0,NEAR OCEAN
+-124.16,41.74,15.0,2715.0,569.0,1532.0,530.0,2.1829,69500.0,NEAR OCEAN
+-124.14,41.95,21.0,2696.0,578.0,1208.0,494.0,2.275,122400.0,NEAR OCEAN
+-124.16,41.92,19.0,1668.0,324.0,841.0,283.0,2.1336,75000.0,NEAR OCEAN
+-124.3,41.84,17.0,2677.0,531.0,1244.0,456.0,3.0313,103600.0,NEAR OCEAN
+-124.15,41.81,17.0,3276.0,628.0,3546.0,585.0,2.2868,103100.0,NEAR OCEAN
+-123.91,41.68,22.0,1880.0,360.0,743.0,314.0,2.9688,152700.0,<1H OCEAN
+-123.83,41.88,18.0,1504.0,357.0,660.0,258.0,3.13,116700.0,<1H OCEAN
+-123.92,41.54,22.0,2920.0,636.0,1382.0,499.0,2.0202,71100.0,NEAR OCEAN
+-119.94,38.96,20.0,1451.0,386.0,467.0,255.0,1.5536,212500.0,INLAND
+-119.95,38.95,8.0,430.0,107.0,36.0,18.0,2.625,187500.0,INLAND
+-119.95,38.95,22.0,1058.0,352.0,851.0,269.0,2.02,87500.0,INLAND
+-119.95,38.95,21.0,2046.0,580.0,952.0,353.0,1.7245,92200.0,INLAND
+-119.94,38.95,25.0,1789.0,536.0,1134.0,396.0,2.32,91300.0,INLAND
+-119.95,38.94,24.0,2180.0,517.0,755.0,223.0,2.5875,173400.0,INLAND
+-119.93,38.94,27.0,1709.0,408.0,97.0,44.0,2.4917,200000.0,INLAND
+-119.97,38.94,26.0,1485.0,334.0,406.0,180.0,1.9667,84600.0,INLAND
+-119.97,38.93,24.0,856.0,185.0,388.0,108.0,3.1806,107200.0,INLAND
+-119.98,38.96,25.0,2443.0,444.0,868.0,342.0,3.5417,114800.0,INLAND
+-119.96,38.94,19.0,1429.0,292.0,585.0,188.0,2.2589,131600.0,INLAND
+-119.96,38.94,27.0,1492.0,393.0,717.0,254.0,1.8906,104200.0,INLAND
+-119.96,38.93,22.0,2731.0,632.0,1215.0,483.0,2.83,110500.0,INLAND
+-119.94,38.92,24.0,1258.0,216.0,235.0,96.0,4.6,136800.0,INLAND
+-119.98,38.94,25.0,1339.0,328.0,503.0,219.0,1.9018,109700.0,INLAND
+-119.98,38.94,23.0,1564.0,298.0,339.0,147.0,4.0417,99300.0,INLAND
+-119.99,38.94,24.0,1216.0,289.0,421.0,185.0,3.1625,103600.0,INLAND
+-119.99,38.94,22.0,3119.0,640.0,786.0,351.0,3.0806,118500.0,INLAND
+-119.99,38.93,23.0,1882.0,414.0,673.0,277.0,2.9091,141900.0,INLAND
+-119.98,38.93,28.0,1194.0,272.0,494.0,203.0,2.3281,85800.0,INLAND
+-119.98,38.93,25.0,1262.0,293.0,534.0,226.0,2.6607,90400.0,INLAND
+-119.98,38.92,27.0,2682.0,606.0,1010.0,399.0,3.15,86900.0,INLAND
+-119.98,38.92,28.0,1408.0,312.0,522.0,221.0,2.0708,89600.0,INLAND
+-120.0,38.93,17.0,8005.0,1382.0,999.0,383.0,3.9722,313400.0,INLAND
+-120.01,38.93,22.0,3080.0,610.0,1045.0,425.0,2.996,126100.0,INLAND
+-120.0,38.92,17.0,1106.0,207.0,466.0,180.0,3.3295,126600.0,INLAND
+-120.0,38.92,26.0,529.0,116.0,191.0,83.0,3.5,103600.0,INLAND
+-120.01,38.92,23.0,964.0,246.0,485.0,198.0,1.7188,96100.0,INLAND
+-120.01,38.92,25.0,1758.0,357.0,689.0,278.0,2.675,104200.0,INLAND
+-120.02,38.91,22.0,2138.0,493.0,829.0,330.0,2.2056,107200.0,INLAND
+-120.02,38.92,24.0,1194.0,246.0,414.0,151.0,3.2396,101900.0,INLAND
+-120.01,38.91,27.0,968.0,191.0,283.0,143.0,2.0938,94400.0,INLAND
+-120.01,38.91,17.0,2732.0,609.0,1005.0,499.0,1.9851,86700.0,INLAND
+-120.01,38.89,24.0,1669.0,422.0,589.0,281.0,3.0089,100800.0,INLAND
+-120.0,38.9,21.0,1653.0,419.0,737.0,308.0,1.9727,114100.0,INLAND
+-119.99,38.88,17.0,2807.0,529.0,675.0,251.0,2.7457,107800.0,INLAND
+-119.98,38.9,16.0,3109.0,572.0,885.0,334.0,3.5,134700.0,INLAND
+-119.92,38.91,15.0,3831.0,625.0,984.0,328.0,5.0718,162500.0,INLAND
+-120.0,38.87,12.0,1437.0,268.0,395.0,144.0,4.225,127600.0,INLAND
+-119.96,38.84,17.0,2722.0,512.0,828.0,289.0,3.5714,109700.0,INLAND
+-120.02,38.76,15.0,3142.0,618.0,725.0,285.0,4.3333,121400.0,INLAND
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+-120.03,38.89,15.0,3042.0,588.0,918.0,336.0,3.8333,118800.0,INLAND
+-120.02,38.86,19.0,2429.0,459.0,883.0,300.0,3.017,97600.0,INLAND
+-120.13,39.06,22.0,2465.0,539.0,381.0,146.0,2.875,87500.0,INLAND
+-120.16,39.04,18.0,2040.0,402.0,350.0,129.0,4.0313,126000.0,INLAND
+-120.16,39.01,16.0,1463.0,264.0,54.0,26.0,4.975,206300.0,INLAND
+-120.06,39.01,19.0,2967.0,528.0,112.0,48.0,4.0714,437500.0,INLAND
+-120.1,38.91,33.0,1561.0,282.0,30.0,11.0,1.875,500001.0,INLAND
+-120.97,38.91,7.0,4341.0,716.0,1978.0,682.0,4.8311,172200.0,INLAND
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+-120.72,38.94,10.0,1604.0,352.0,540.0,190.0,3.7625,113200.0,INLAND
+-120.88,38.91,15.0,3876.0,778.0,1960.0,691.0,2.902,127300.0,INLAND
+-120.92,38.86,11.0,1720.0,345.0,850.0,326.0,3.2027,128600.0,INLAND
+-120.87,38.83,12.0,2180.0,423.0,1070.0,377.0,2.8562,128200.0,INLAND
+-120.84,38.81,11.0,1280.0,286.0,609.0,248.0,3.1635,132600.0,INLAND
+-120.81,38.89,17.0,1438.0,324.0,675.0,268.0,2.9444,119300.0,INLAND
+-120.79,38.83,15.0,1374.0,291.0,709.0,239.0,1.7222,118500.0,INLAND
+-120.71,38.85,8.0,1877.0,479.0,884.0,323.0,3.4688,120100.0,INLAND
+-120.5,38.87,10.0,81.0,41.0,55.0,16.0,4.9583,87500.0,INLAND
+-120.3,38.9,11.0,1961.0,435.0,113.0,53.0,0.9227,95500.0,INLAND
+-121.09,38.68,15.0,5218.0,711.0,1949.0,659.0,4.7083,213300.0,INLAND
+-121.08,38.67,10.0,2499.0,331.0,1040.0,333.0,6.844,239600.0,INLAND
+-121.07,38.66,22.0,1831.0,274.0,813.0,269.0,4.6394,173400.0,INLAND
+-121.06,38.7,9.0,13255.0,1739.0,5001.0,1627.0,6.314,228900.0,INLAND
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+-121.01,38.73,7.0,6322.0,1046.0,2957.0,1024.0,4.7276,197500.0,INLAND
+-120.99,38.69,5.0,5743.0,1074.0,2651.0,962.0,4.1163,172500.0,INLAND
+-121.02,38.66,4.0,7392.0,1155.0,3096.0,1065.0,4.5246,198900.0,INLAND
+-120.99,38.67,8.0,4913.0,744.0,2005.0,723.0,5.4413,187900.0,INLAND
+-120.98,38.67,13.0,3432.0,516.0,1286.0,470.0,5.584,186600.0,INLAND
+-120.98,38.66,9.0,2073.0,404.0,916.0,373.0,3.225,163300.0,INLAND
+-120.98,38.68,5.0,4810.0,909.0,2242.0,900.0,3.2964,176900.0,INLAND
+-120.95,38.69,10.0,3421.0,563.0,1689.0,545.0,5.2032,217100.0,INLAND
+-120.96,38.66,11.0,2339.0,436.0,1062.0,380.0,3.9036,180800.0,INLAND
+-120.97,38.65,9.0,3707.0,602.0,1601.0,555.0,4.0714,300600.0,INLAND
+-120.93,38.65,12.0,2213.0,384.0,1097.0,351.0,4.5568,170100.0,INLAND
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+-120.93,38.77,9.0,2229.0,355.0,788.0,341.0,5.5111,196300.0,INLAND
+-120.91,38.73,11.0,5460.0,859.0,2645.0,838.0,4.835,230600.0,INLAND
+-120.87,38.71,13.0,2692.0,470.0,1302.0,420.0,4.0,167400.0,INLAND
+-120.84,38.77,11.0,1013.0,188.0,410.0,158.0,4.825,184600.0,INLAND
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+-120.83,38.74,17.0,3685.0,775.0,1714.0,734.0,2.2269,128300.0,INLAND
+-120.84,38.73,17.0,2616.0,492.0,1158.0,457.0,2.8807,142600.0,INLAND
+-120.81,38.73,38.0,2005.0,385.0,882.0,353.0,2.5104,120500.0,INLAND
+-120.78,38.74,28.0,4236.0,877.0,2008.0,881.0,2.1603,111300.0,INLAND
+-120.81,38.74,29.0,2259.0,482.0,1099.0,463.0,2.3314,121600.0,INLAND
+-120.76,38.76,21.0,3509.0,606.0,1576.0,564.0,2.6392,148500.0,INLAND
+-120.76,38.73,17.0,512.0,129.0,314.0,140.0,1.5625,108300.0,INLAND
+-120.78,38.73,31.0,3117.0,616.0,1606.0,588.0,2.9844,127900.0,INLAND
+-120.81,38.73,42.0,1276.0,260.0,799.0,259.0,2.7273,128600.0,INLAND
+-120.78,38.72,19.0,4414.0,767.0,1865.0,699.0,3.6406,150900.0,INLAND
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+-120.08,38.8,34.0,1988.0,511.0,36.0,15.0,4.625,162500.0,INLAND
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+-124.16,40.77,35.0,2141.0,438.0,1053.0,434.0,2.8529,85600.0,NEAR OCEAN
+-124.17,40.77,30.0,1895.0,366.0,990.0,359.0,2.2227,81300.0,NEAR OCEAN
+-124.18,40.78,37.0,1453.0,293.0,867.0,310.0,2.5536,70200.0,NEAR OCEAN
+-124.18,40.78,33.0,1076.0,222.0,656.0,236.0,2.5096,72200.0,NEAR OCEAN
+-124.18,40.78,34.0,1592.0,364.0,950.0,317.0,2.1607,67000.0,NEAR OCEAN
+-124.17,40.75,13.0,2171.0,339.0,951.0,353.0,4.8516,116100.0,NEAR OCEAN
+-124.17,40.76,26.0,1776.0,361.0,992.0,380.0,2.8056,82800.0,NEAR OCEAN
+-124.19,40.77,30.0,2975.0,634.0,1367.0,583.0,2.442,69000.0,NEAR OCEAN
+-124.15,40.81,50.0,340.0,74.0,235.0,83.0,1.75,67500.0,NEAR OCEAN
+-124.14,40.8,32.0,1373.0,312.0,872.0,306.0,2.5,72600.0,NEAR OCEAN
+-124.15,40.8,47.0,1486.0,335.0,765.0,329.0,1.755,74100.0,NEAR OCEAN
+-124.16,40.8,52.0,2167.0,480.0,908.0,451.0,1.6111,74700.0,NEAR OCEAN
+-124.16,40.8,52.0,1703.0,500.0,952.0,435.0,1.1386,74100.0,NEAR OCEAN
+-124.14,40.79,38.0,1552.0,290.0,873.0,291.0,2.4896,81000.0,NEAR OCEAN
+-124.15,40.78,41.0,2127.0,358.0,911.0,349.0,3.1711,104200.0,NEAR OCEAN
+-124.16,40.78,46.0,1975.0,346.0,791.0,349.0,3.8,81800.0,NEAR OCEAN
+-124.16,40.79,46.0,3042.0,597.0,1206.0,541.0,2.1135,90600.0,NEAR OCEAN
+-124.15,40.79,37.0,2692.0,488.0,1263.0,486.0,3.0216,86400.0,NEAR OCEAN
+-124.14,40.78,35.0,2426.0,423.0,982.0,432.0,3.4219,92800.0,NEAR OCEAN
+-124.14,40.77,27.0,3046.0,605.0,1407.0,571.0,2.9143,99600.0,NEAR OCEAN
+-124.15,40.76,24.0,2858.0,511.0,1388.0,512.0,3.375,100600.0,NEAR OCEAN
+-124.15,40.78,36.0,2112.0,374.0,829.0,368.0,3.3984,90000.0,NEAR OCEAN
+-124.11,40.81,23.0,959.0,212.0,425.0,175.0,2.5536,96100.0,NEAR OCEAN
+-124.13,40.78,34.0,2142.0,420.0,1056.0,382.0,2.1101,86900.0,NEAR OCEAN
+-124.13,40.8,31.0,2152.0,462.0,1259.0,420.0,2.2478,81100.0,NEAR OCEAN
+-124.13,40.79,29.0,2474.0,453.0,1130.0,427.0,2.8833,83000.0,NEAR OCEAN
+-124.13,40.79,32.0,2017.0,359.0,855.0,346.0,3.5833,92800.0,NEAR OCEAN
+-124.06,40.86,34.0,4183.0,,1891.0,669.0,3.2216,98100.0,NEAR OCEAN
+-124.05,40.85,31.0,2414.0,428.0,1005.0,401.0,3.5156,143000.0,NEAR OCEAN
+-124.02,40.8,22.0,2588.0,435.0,1198.0,442.0,3.9792,133900.0,<1H OCEAN
+-124.08,40.86,18.0,1287.0,484.0,805.0,502.0,1.1157,150000.0,NEAR OCEAN
+-124.09,40.86,25.0,1322.0,387.0,794.0,379.0,1.1742,75000.0,NEAR OCEAN
+-124.09,40.87,44.0,692.0,206.0,398.0,211.0,1.1576,87500.0,NEAR OCEAN
+-124.07,40.87,47.0,1765.0,326.0,796.0,333.0,2.2138,99200.0,NEAR OCEAN
+-124.08,40.87,29.0,1710.0,469.0,990.0,425.0,1.1479,101100.0,NEAR OCEAN
+-124.09,40.88,50.0,921.0,187.0,420.0,187.0,2.2188,105800.0,NEAR OCEAN
+-124.07,40.87,31.0,334.0,134.0,780.0,130.0,0.7684,153100.0,NEAR OCEAN
+-124.15,40.88,33.0,2235.0,506.0,1165.0,441.0,1.725,57500.0,NEAR OCEAN
+-124.1,40.88,35.0,2987.0,578.0,1581.0,585.0,2.0657,81100.0,NEAR OCEAN
+-124.09,40.88,31.0,1982.0,495.0,1052.0,467.0,1.5326,74100.0,NEAR OCEAN
+-124.09,40.88,26.0,2683.0,555.0,1353.0,526.0,2.4321,82100.0,NEAR OCEAN
+-124.1,40.9,18.0,4032.0,798.0,1948.0,775.0,2.7321,92600.0,NEAR OCEAN
+-124.23,40.81,52.0,1112.0,209.0,544.0,172.0,3.3462,50800.0,NEAR OCEAN
+-124.06,40.88,12.0,2087.0,424.0,1603.0,438.0,2.5667,139500.0,NEAR OCEAN
+-123.74,40.66,25.0,2395.0,431.0,983.0,375.0,3.0469,136000.0,<1H OCEAN
+-124.08,40.91,13.0,2522.0,719.0,1381.0,628.0,1.6667,78800.0,NEAR OCEAN
+-123.76,41.03,24.0,2386.0,565.0,1058.0,414.0,2.0644,79800.0,<1H OCEAN
+-123.85,41.32,31.0,938.0,238.0,425.0,157.0,1.0486,36700.0,<1H OCEAN
+-123.72,41.09,19.0,1970.0,431.0,1166.0,363.0,1.8208,50000.0,<1H OCEAN
+-123.63,41.11,19.0,1797.0,384.0,1033.0,327.0,1.4911,59200.0,<1H OCEAN
+-123.66,41.3,22.0,1580.0,372.0,686.0,264.0,1.8065,62700.0,<1H OCEAN
+-123.52,41.01,17.0,1564.0,345.0,517.0,222.0,2.1542,83800.0,INLAND
+-124.08,41.36,29.0,1029.0,239.0,509.0,196.0,2.0156,62800.0,NEAR OCEAN
+-124.06,41.13,22.0,3263.0,799.0,1384.0,578.0,2.4708,119400.0,NEAR OCEAN
+-124.14,41.06,32.0,1020.0,215.0,421.0,198.0,3.0208,143400.0,NEAR OCEAN
+-124.1,41.04,26.0,1633.0,380.0,890.0,370.0,1.9741,97900.0,NEAR OCEAN
+-124.01,40.97,21.0,1513.0,319.0,943.0,301.0,3.538,102700.0,<1H OCEAN
+-124.0,40.92,29.0,1429.0,,672.0,266.0,2.9485,98800.0,<1H OCEAN
+-124.01,40.89,28.0,1470.0,336.0,811.0,314.0,2.4559,75600.0,<1H OCEAN
+-123.98,40.88,41.0,1719.0,372.0,844.0,336.0,2.6923,84200.0,<1H OCEAN
+-123.88,40.93,28.0,1272.0,259.0,519.0,220.0,3.2891,106300.0,<1H OCEAN
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+-124.08,40.99,18.0,3297.0,662.0,1554.0,578.0,2.6847,111300.0,NEAR OCEAN
+-124.16,40.95,20.0,1075.0,214.0,529.0,196.0,3.1406,96000.0,NEAR OCEAN
+-124.11,40.95,19.0,1734.0,365.0,866.0,342.0,2.96,81700.0,NEAR OCEAN
+-124.09,40.95,18.0,2250.0,484.0,1248.0,472.0,2.5893,99600.0,NEAR OCEAN
+-124.11,40.93,25.0,2392.0,474.0,1298.0,461.0,3.5076,73600.0,NEAR OCEAN
+-124.11,40.93,17.0,1661.0,329.0,948.0,357.0,2.7639,90200.0,NEAR OCEAN
+-124.08,40.94,18.0,1550.0,345.0,941.0,335.0,2.3147,70100.0,NEAR OCEAN
+-124.09,40.92,12.0,2497.0,491.0,1153.0,462.0,2.8182,126900.0,NEAR OCEAN
+-124.05,40.94,14.0,1452.0,217.0,516.0,181.0,5.0329,165600.0,NEAR OCEAN
+-124.1,40.95,17.0,1485.0,345.0,823.0,316.0,1.8993,78400.0,NEAR OCEAN
+-124.07,40.81,23.0,2103.0,411.0,1019.0,387.0,2.9911,119700.0,NEAR OCEAN
+-124.02,40.72,28.0,3513.0,634.0,1658.0,598.0,3.8095,119900.0,<1H OCEAN
+-124.1,40.73,33.0,644.0,129.0,334.0,121.0,3.9659,111800.0,NEAR OCEAN
+-124.17,40.74,17.0,2026.0,338.0,873.0,313.0,4.0357,128900.0,NEAR OCEAN
+-124.14,40.72,18.0,2581.0,499.0,1375.0,503.0,2.8446,100500.0,NEAR OCEAN
+-124.14,40.67,23.0,580.0,117.0,320.0,109.0,4.2054,130600.0,NEAR OCEAN
+-124.19,40.73,21.0,5694.0,1056.0,2907.0,972.0,3.5363,90100.0,NEAR OCEAN
+-124.21,40.75,32.0,1218.0,331.0,620.0,268.0,1.6528,58100.0,NEAR OCEAN
+-124.27,40.69,36.0,2349.0,528.0,1194.0,465.0,2.5179,79000.0,NEAR OCEAN
+-124.18,40.62,35.0,952.0,178.0,480.0,179.0,3.0536,107000.0,NEAR OCEAN
+-124.17,40.62,32.0,1595.0,309.0,706.0,277.0,2.8958,86400.0,NEAR OCEAN
+-124.13,40.62,43.0,2131.0,399.0,910.0,389.0,2.5804,92100.0,NEAR OCEAN
+-124.16,40.6,39.0,1322.0,283.0,642.0,292.0,2.4519,85100.0,NEAR OCEAN
+-124.15,40.59,39.0,1186.0,238.0,539.0,212.0,2.0938,79600.0,NEAR OCEAN
+-124.14,40.6,27.0,1148.0,206.0,521.0,219.0,4.025,128100.0,NEAR OCEAN
+-124.14,40.59,22.0,1665.0,405.0,826.0,382.0,1.5625,66800.0,NEAR OCEAN
+-124.14,40.59,17.0,2985.0,610.0,1544.0,584.0,2.178,76800.0,NEAR OCEAN
+-124.05,40.59,32.0,1878.0,340.0,937.0,353.0,3.4408,95200.0,<1H OCEAN
+-124.09,40.55,24.0,2978.0,553.0,1370.0,480.0,2.7644,97300.0,<1H OCEAN
+-123.96,40.57,31.0,1854.0,365.0,883.0,310.0,2.3167,92600.0,<1H OCEAN
+-123.73,40.48,25.0,2015.0,524.0,746.0,251.0,1.7153,77100.0,INLAND
+-124.14,40.58,25.0,1899.0,357.0,891.0,355.0,2.6987,92500.0,<1H OCEAN
+-124.14,40.57,29.0,2864.0,600.0,1314.0,562.0,2.1354,75100.0,<1H OCEAN
+-124.11,40.57,33.0,1348.0,234.0,573.0,236.0,2.4896,74100.0,<1H OCEAN
+-124.13,40.55,38.0,544.0,,240.0,91.0,3.25,94800.0,<1H OCEAN
+-124.1,40.5,30.0,1927.0,393.0,996.0,374.0,2.2357,72300.0,<1H OCEAN
+-124.1,40.5,42.0,2380.0,553.0,1300.0,504.0,1.7574,57500.0,<1H OCEAN
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+-124.1,40.47,52.0,1196.0,236.0,965.0,265.0,3.5345,55000.0,<1H OCEAN
+-124.03,40.45,34.0,1006.0,213.0,443.0,158.0,2.6094,71300.0,<1H OCEAN
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+-124.35,40.54,52.0,1820.0,300.0,806.0,270.0,3.0147,94600.0,NEAR OCEAN
+-124.25,40.28,32.0,1430.0,419.0,434.0,187.0,1.9417,76100.0,NEAR OCEAN
+-124.08,40.06,17.0,1319.0,267.0,393.0,163.0,2.625,135600.0,NEAR OCEAN
+-124.0,40.22,16.0,2088.0,535.0,816.0,326.0,1.319,70700.0,<1H OCEAN
+-123.84,40.28,28.0,2809.0,605.0,1093.0,438.0,2.0962,74000.0,<1H OCEAN
+-123.68,40.24,31.0,1852.0,452.0,917.0,359.0,1.725,54300.0,<1H OCEAN
+-123.82,40.16,19.0,2283.0,634.0,1184.0,453.0,1.2227,76800.0,<1H OCEAN
+-123.82,40.12,33.0,2985.0,591.0,1221.0,486.0,2.087,82400.0,<1H OCEAN
+-123.75,40.11,35.0,2052.0,477.0,900.0,402.0,1.9625,101500.0,<1H OCEAN
+-123.78,40.05,17.0,2019.0,496.0,899.0,347.0,2.1864,101900.0,<1H OCEAN
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+-115.52,33.13,18.0,1109.0,283.0,1006.0,253.0,2.163,53400.0,INLAND
+-115.51,33.12,21.0,1024.0,218.0,890.0,232.0,2.101,46700.0,INLAND
+-115.46,33.19,33.0,1234.0,373.0,777.0,298.0,1.0,40000.0,INLAND
+-115.51,33.24,32.0,1995.0,523.0,1069.0,410.0,1.6552,43300.0,INLAND
+-115.6,33.2,37.0,709.0,187.0,390.0,142.0,2.4511,72500.0,INLAND
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+-115.62,33.04,20.0,1121.0,244.0,766.0,230.0,2.2969,62000.0,INLAND
+-115.6,33.04,31.0,314.0,61.0,152.0,56.0,3.3472,91700.0,INLAND
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+-118.25,33.79,39.0,981.0,286.0,1183.0,298.0,1.9208,139800.0,NEAR OCEAN
+-118.26,33.78,21.0,2188.0,706.0,2265.0,652.0,1.9923,164700.0,NEAR OCEAN
+-118.26,33.79,42.0,1162.0,264.0,1044.0,241.0,3.5488,205600.0,<1H OCEAN
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+-118.25,33.78,32.0,296.0,139.0,511.0,133.0,1.4444,182100.0,NEAR OCEAN
+-118.24,33.78,24.0,574.0,173.0,784.0,162.0,2.25,152300.0,NEAR OCEAN
+-118.26,33.78,36.0,2191.0,739.0,2931.0,692.0,2.1311,163100.0,NEAR OCEAN
+-118.26,33.77,36.0,886.0,253.0,809.0,219.0,2.4545,164200.0,NEAR OCEAN
+-118.27,33.77,26.0,2272.0,694.0,2567.0,595.0,1.9964,150600.0,NEAR OCEAN
+-118.27,33.78,21.0,3354.0,1174.0,4426.0,1110.0,2.5262,167300.0,<1H OCEAN
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+-118.28,33.74,40.0,1751.0,512.0,1939.0,503.0,1.5394,200000.0,NEAR OCEAN
+-118.28,33.75,21.0,2442.0,719.0,1916.0,646.0,1.2276,208300.0,NEAR OCEAN
+-118.28,33.74,16.0,855.0,271.0,486.0,250.0,0.7591,350000.0,NEAR OCEAN
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+-118.3,33.76,6.0,6097.0,1270.0,2678.0,1226.0,5.1269,285200.0,<1H OCEAN
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+-118.3,33.75,48.0,1958.0,386.0,1098.0,380.0,4.625,273400.0,<1H OCEAN
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+-118.31,33.74,36.0,2464.0,472.0,1111.0,457.0,4.5074,350000.0,NEAR OCEAN
+-118.31,33.74,22.0,5042.0,974.0,2260.0,935.0,4.3472,351200.0,NEAR OCEAN
+-118.29,33.75,27.0,1650.0,443.0,1359.0,386.0,2.5795,192400.0,NEAR OCEAN
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+-118.29,33.74,52.0,1438.0,472.0,1018.0,399.0,2.2188,306700.0,NEAR OCEAN
+-118.29,33.74,41.0,1382.0,361.0,905.0,344.0,2.75,238300.0,NEAR OCEAN
+-118.29,33.74,30.0,2074.0,533.0,1311.0,531.0,2.0329,225800.0,NEAR OCEAN
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+-118.29,33.73,21.0,2492.0,711.0,1699.0,672.0,2.1382,242300.0,NEAR OCEAN
+-118.29,33.73,30.0,2835.0,711.0,1669.0,652.0,3.3616,268500.0,NEAR OCEAN
+-118.3,33.73,42.0,1731.0,,866.0,403.0,2.7451,255400.0,NEAR OCEAN
+-118.3,33.74,23.0,3075.0,860.0,1584.0,806.0,2.9386,260500.0,NEAR OCEAN
+-118.31,33.73,36.0,1725.0,295.0,799.0,306.0,5.0874,368500.0,NEAR OCEAN
+-118.31,33.73,52.0,1665.0,280.0,656.0,282.0,5.249,351900.0,NEAR OCEAN
+-118.3,33.74,20.0,2625.0,673.0,1184.0,606.0,3.9167,285200.0,NEAR OCEAN
+-118.3,33.73,47.0,2852.0,603.0,1130.0,560.0,4.194,293900.0,NEAR OCEAN
+-118.31,33.73,52.0,2025.0,361.0,957.0,363.0,4.2059,350000.0,NEAR OCEAN
+-118.28,33.74,44.0,1853.0,556.0,2090.0,539.0,1.8584,248100.0,NEAR OCEAN
+-118.28,33.73,39.0,2602.0,802.0,2178.0,737.0,2.0469,234500.0,NEAR OCEAN
+-118.28,33.73,52.0,2085.0,588.0,1767.0,516.0,2.1935,243200.0,NEAR OCEAN
+-118.28,33.73,45.0,2137.0,559.0,1550.0,529.0,1.9167,227200.0,NEAR OCEAN
+-118.29,33.73,30.0,3161.0,,1865.0,771.0,2.7139,231700.0,NEAR OCEAN
+-118.29,33.72,25.0,2469.0,584.0,1253.0,535.0,3.1932,257500.0,NEAR OCEAN
+-118.3,33.72,28.0,2647.0,658.0,1459.0,595.0,3.4474,253400.0,NEAR OCEAN
+-118.3,33.72,28.0,2510.0,583.0,1388.0,554.0,3.3397,267800.0,NEAR OCEAN
+-118.3,33.73,40.0,2582.0,606.0,1304.0,588.0,3.5694,276400.0,NEAR OCEAN
+-118.31,33.73,52.0,1642.0,287.0,692.0,288.0,4.1812,321500.0,NEAR OCEAN
+-118.31,33.72,26.0,2711.0,508.0,1372.0,459.0,4.1451,326700.0,NEAR OCEAN
+-118.33,33.69,41.0,2168.0,357.0,1171.0,374.0,4.7216,311900.0,NEAR OCEAN
+-118.31,33.73,33.0,2265.0,366.0,986.0,388.0,5.4533,409800.0,NEAR OCEAN
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+-118.3,33.72,35.0,2790.0,,1167.0,441.0,6.2028,361500.0,NEAR OCEAN
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+-118.17,33.85,37.0,3714.0,708.0,1956.0,694.0,4.2218,200500.0,<1H OCEAN
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+-118.17,33.83,45.0,2019.0,363.0,880.0,339.0,4.1023,217300.0,NEAR OCEAN
+-118.18,33.85,40.0,2597.0,582.0,1285.0,559.0,3.975,213800.0,<1H OCEAN
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+-118.19,33.84,44.0,2731.0,577.0,1396.0,555.0,4.1771,219100.0,NEAR OCEAN
+-118.19,33.84,24.0,1228.0,320.0,537.0,273.0,2.25,192000.0,NEAR OCEAN
+-118.18,33.85,30.0,2548.0,717.0,2086.0,700.0,0.7007,134400.0,<1H OCEAN
+-118.18,33.85,44.0,1890.0,465.0,1378.0,430.0,3.8819,143200.0,<1H OCEAN
+-118.19,33.85,30.0,3533.0,1061.0,2678.0,1033.0,2.2417,151900.0,NEAR OCEAN
+-118.19,33.85,49.0,1073.0,260.0,725.0,272.0,3.8026,149700.0,NEAR OCEAN
+-118.19,33.85,45.0,1167.0,302.0,773.0,287.0,3.2798,150300.0,NEAR OCEAN
+-118.2,33.85,33.0,2557.0,731.0,2286.0,700.0,2.3041,149100.0,<1H OCEAN
+-118.2,33.85,46.0,1854.0,462.0,1360.0,429.0,2.4844,158200.0,<1H OCEAN
+-118.2,33.84,35.0,3405.0,779.0,1953.0,671.0,2.7813,159200.0,NEAR OCEAN
+-118.2,33.83,35.0,3737.0,613.0,1305.0,583.0,7.2096,490300.0,NEAR OCEAN
+-118.19,33.83,43.0,2641.0,411.0,1011.0,444.0,6.4468,444200.0,NEAR OCEAN
+-118.19,33.83,42.0,1773.0,360.0,815.0,299.0,4.9,406300.0,NEAR OCEAN
+-118.17,33.83,45.0,1808.0,315.0,800.0,302.0,4.8693,277700.0,NEAR OCEAN
+-118.17,33.83,46.0,1362.0,214.0,531.0,222.0,4.3125,290500.0,NEAR OCEAN
+-118.18,33.83,44.0,1497.0,277.0,542.0,274.0,5.0052,321800.0,NEAR OCEAN
+-118.18,33.83,45.0,1535.0,274.0,591.0,276.0,4.2411,371700.0,NEAR OCEAN
+-118.18,33.83,39.0,3622.0,745.0,1330.0,648.0,3.3125,425500.0,NEAR OCEAN
+-118.18,33.84,43.0,2561.0,544.0,1063.0,537.0,3.835,418600.0,NEAR OCEAN
+-118.17,33.82,50.0,3587.0,693.0,1513.0,651.0,5.5106,252200.0,NEAR OCEAN
+-118.17,33.82,52.0,2539.0,497.0,1152.0,488.0,4.1354,268200.0,NEAR OCEAN
+-118.18,33.83,52.0,2569.0,484.0,1030.0,451.0,4.1301,268400.0,NEAR OCEAN
+-118.18,33.82,52.0,2618.0,472.0,943.0,440.0,3.7895,254000.0,NEAR OCEAN
+-118.18,33.82,43.0,284.0,65.0,167.0,68.0,4.25,207500.0,NEAR OCEAN
+-118.19,33.83,30.0,2246.0,552.0,1032.0,548.0,3.5871,347100.0,NEAR OCEAN
+-118.19,33.82,19.0,2953.0,895.0,1914.0,855.0,3.5521,290000.0,NEAR OCEAN
+-118.2,33.82,21.0,2251.0,452.0,913.0,420.0,4.6042,272200.0,NEAR OCEAN
+-118.2,33.82,43.0,1758.0,347.0,954.0,312.0,5.2606,198900.0,NEAR OCEAN
+-118.19,33.82,11.0,872.0,203.0,422.0,221.0,4.6364,156300.0,NEAR OCEAN
+-118.19,33.81,21.0,1835.0,427.0,1038.0,384.0,4.4559,198500.0,NEAR OCEAN
+-118.2,33.81,43.0,3013.0,574.0,1525.0,529.0,4.95,194000.0,NEAR OCEAN
+-118.2,33.82,34.0,2807.0,768.0,2217.0,744.0,2.4286,204800.0,NEAR OCEAN
+-118.19,33.81,23.0,954.0,390.0,804.0,373.0,2.5833,181300.0,NEAR OCEAN
+-118.2,33.81,45.0,944.0,178.0,533.0,193.0,3.4808,206900.0,NEAR OCEAN
+-118.2,33.81,46.0,1388.0,254.0,742.0,241.0,4.6458,212100.0,NEAR OCEAN
+-118.2,33.81,47.0,2347.0,437.0,1219.0,420.0,5.3096,209900.0,NEAR OCEAN
+-118.21,33.82,34.0,1719.0,398.0,1444.0,372.0,2.8438,139300.0,NEAR OCEAN
+-118.21,33.81,43.0,905.0,199.0,764.0,204.0,3.3214,162200.0,NEAR OCEAN
+-118.21,33.81,40.0,1815.0,428.0,1807.0,413.0,3.0882,160700.0,NEAR OCEAN
+-118.21,33.82,33.0,1278.0,311.0,1157.0,320.0,3.5054,146800.0,NEAR OCEAN
+-118.22,33.82,30.0,1680.0,469.0,1779.0,429.0,3.6086,146300.0,NEAR OCEAN
+-118.21,33.82,45.0,455.0,92.0,394.0,89.0,4.9562,165700.0,NEAR OCEAN
+-118.21,33.82,43.0,1005.0,199.0,723.0,191.0,4.3424,162500.0,NEAR OCEAN
+-118.22,33.82,17.0,5357.0,1332.0,3030.0,1266.0,1.9311,138100.0,NEAR OCEAN
+-118.21,33.81,45.0,1693.0,337.0,1255.0,333.0,3.6923,159700.0,NEAR OCEAN
+-118.21,33.81,45.0,1816.0,398.0,1524.0,388.0,3.8586,157900.0,NEAR OCEAN
+-118.22,33.81,38.0,1486.0,359.0,1345.0,326.0,3.3988,147800.0,NEAR OCEAN
+-118.22,33.81,41.0,726.0,166.0,602.0,183.0,3.7885,156900.0,NEAR OCEAN
+-118.21,33.8,45.0,1160.0,274.0,1095.0,269.0,2.7308,139000.0,NEAR OCEAN
+-118.21,33.8,41.0,1251.0,279.0,1053.0,278.0,3.2778,150800.0,NEAR OCEAN
+-118.22,33.8,36.0,1285.0,347.0,1291.0,337.0,3.7708,157100.0,NEAR OCEAN
+-118.22,33.8,33.0,1984.0,477.0,1764.0,440.0,3.875,165100.0,NEAR OCEAN
+-118.22,33.79,28.0,3008.0,629.0,2537.0,596.0,2.3,137500.0,NEAR OCEAN
+-118.21,33.79,39.0,1598.0,458.0,1691.0,399.0,2.3605,141800.0,NEAR OCEAN
+-118.21,33.79,32.0,2020.0,613.0,2557.0,562.0,2.1397,145300.0,NEAR OCEAN
+-118.21,33.8,44.0,1387.0,280.0,984.0,302.0,4.25,143100.0,NEAR OCEAN
+-118.19,33.8,38.0,2010.0,595.0,1535.0,525.0,1.9848,160400.0,NEAR OCEAN
+-118.19,33.79,29.0,3497.0,1096.0,2994.0,919.0,1.8109,137500.0,NEAR OCEAN
+-118.2,33.79,47.0,767.0,195.0,569.0,195.0,2.9514,185200.0,NEAR OCEAN
+-118.2,33.79,48.0,2105.0,592.0,1807.0,539.0,2.7183,190400.0,NEAR OCEAN
+-118.2,33.79,47.0,2549.0,626.0,1388.0,606.0,3.0135,192700.0,NEAR OCEAN
+-118.2,33.8,52.0,1786.0,445.0,1090.0,430.0,2.8988,194900.0,NEAR OCEAN
+-118.19,33.8,41.0,2125.0,591.0,1604.0,555.0,2.9943,190600.0,NEAR OCEAN
+-118.2,33.8,42.0,4577.0,1146.0,2749.0,1094.0,2.5012,197500.0,NEAR OCEAN
+-118.2,33.8,45.0,2456.0,495.0,1300.0,450.0,3.9792,210200.0,NEAR OCEAN
+-118.2,33.8,52.0,1009.0,216.0,614.0,231.0,4.0074,200800.0,NEAR OCEAN
+-118.18,33.8,42.0,2301.0,621.0,2114.0,561.0,2.0579,132700.0,NEAR OCEAN
+-118.19,33.8,36.0,2326.0,729.0,2635.0,657.0,2.1985,141800.0,NEAR OCEAN
+-118.18,33.79,42.0,1571.0,435.0,1631.0,417.0,1.6384,128000.0,NEAR OCEAN
+-118.19,33.79,41.0,2114.0,612.0,2357.0,529.0,1.7938,142600.0,NEAR OCEAN
+-118.19,33.79,43.0,1823.0,600.0,2339.0,560.0,1.6792,130600.0,NEAR OCEAN
+-118.18,33.8,30.0,2734.0,758.0,2951.0,691.0,1.7689,117600.0,NEAR OCEAN
+-118.17,33.79,36.0,948.0,303.0,1042.0,301.0,1.55,100000.0,NEAR OCEAN
+-118.18,33.82,43.0,2210.0,469.0,1042.0,418.0,3.5,216700.0,NEAR OCEAN
+-118.18,33.81,27.0,471.0,132.0,315.0,96.0,1.75,154200.0,NEAR OCEAN
+-118.16,33.8,9.0,3564.0,835.0,1530.0,807.0,5.1806,175000.0,NEAR OCEAN
+-118.16,33.79,25.0,5463.0,1265.0,3010.0,1179.0,3.233,199100.0,NEAR OCEAN
+-118.17,33.8,26.0,1589.0,380.0,883.0,366.0,3.5313,187500.0,NEAR OCEAN
+-118.18,33.8,15.0,2407.0,589.0,1591.0,506.0,3.0513,148100.0,NEAR OCEAN
+-118.12,33.83,45.0,1579.0,278.0,687.0,285.0,5.0424,225900.0,<1H OCEAN
+-118.12,33.83,45.0,1734.0,331.0,797.0,293.0,4.8917,222800.0,<1H OCEAN
+-118.12,33.82,43.0,1544.0,286.0,701.0,298.0,4.1375,226000.0,<1H OCEAN
+-118.12,33.82,42.0,1493.0,277.0,671.0,267.0,3.2794,224500.0,<1H OCEAN
+-118.13,33.82,44.0,1619.0,280.0,815.0,284.0,5.5449,232200.0,<1H OCEAN
+-118.13,33.82,44.0,1785.0,307.0,779.0,291.0,4.3056,228600.0,<1H OCEAN
+-118.13,33.83,45.0,3087.0,574.0,1474.0,567.0,5.5196,227600.0,<1H OCEAN
+-118.1,33.83,36.0,1408.0,250.0,702.0,251.0,4.875,222500.0,<1H OCEAN
+-118.11,33.83,36.0,1462.0,233.0,664.0,220.0,5.1171,225300.0,<1H OCEAN
+-118.11,33.82,36.0,1999.0,390.0,887.0,379.0,3.8162,221900.0,<1H OCEAN
+-118.11,33.82,36.0,1742.0,340.0,857.0,341.0,4.6875,218200.0,<1H OCEAN
+-118.11,33.83,37.0,1249.0,202.0,517.0,189.0,4.4196,223100.0,<1H OCEAN
+-118.11,33.83,36.0,1820.0,313.0,899.0,295.0,4.918,225200.0,<1H OCEAN
+-118.09,33.83,36.0,2734.0,448.0,1308.0,441.0,5.9265,227300.0,<1H OCEAN
+-118.1,33.82,36.0,2422.0,420.0,1193.0,421.0,4.8462,225700.0,<1H OCEAN
+-118.1,33.82,36.0,1930.0,354.0,915.0,328.0,5.2713,244400.0,<1H OCEAN
+-118.1,33.83,36.0,2000.0,343.0,956.0,352.0,5.3735,234400.0,<1H OCEAN
+-118.08,33.81,20.0,6295.0,937.0,2292.0,874.0,7.6084,402500.0,<1H OCEAN
+-118.09,33.82,36.0,2219.0,393.0,1042.0,396.0,5.2299,239800.0,<1H OCEAN
+-118.09,33.81,36.0,1878.0,323.0,846.0,325.0,7.1937,254400.0,<1H OCEAN
+-118.1,33.81,36.0,1111.0,184.0,444.0,177.0,3.7031,245300.0,<1H OCEAN
+-118.1,33.81,36.0,856.0,146.0,451.0,164.0,5.1993,246000.0,<1H OCEAN
+-118.11,33.81,36.0,1252.0,209.0,558.0,214.0,3.9722,235600.0,<1H OCEAN
+-118.11,33.82,37.0,1987.0,347.0,1095.0,357.0,4.3203,232800.0,<1H OCEAN
+-118.1,33.82,36.0,1946.0,346.0,871.0,336.0,5.2155,254800.0,<1H OCEAN
+-118.11,33.82,37.0,1756.0,345.0,836.0,335.0,4.375,218200.0,<1H OCEAN
+-118.12,33.81,36.0,2565.0,458.0,1155.0,443.0,4.6087,224600.0,<1H OCEAN
+-118.12,33.81,37.0,1798.0,331.0,860.0,340.0,4.2143,228500.0,<1H OCEAN
+-118.13,33.81,37.0,1013.0,199.0,493.0,183.0,4.7845,231400.0,<1H OCEAN
+-118.13,33.81,37.0,1228.0,237.0,572.0,242.0,4.325,223900.0,<1H OCEAN
+-118.13,33.82,37.0,1530.0,290.0,711.0,283.0,5.1795,225400.0,<1H OCEAN
+-118.13,33.82,36.0,665.0,114.0,273.0,112.0,3.7321,223700.0,<1H OCEAN
+-118.13,33.81,34.0,1903.0,343.0,928.0,349.0,5.395,241900.0,<1H OCEAN
+-118.13,33.81,36.0,1749.0,322.0,855.0,319.0,4.6473,227100.0,<1H OCEAN
+-118.13,33.8,36.0,1026.0,182.0,505.0,176.0,4.3438,233600.0,<1H OCEAN
+-118.13,33.8,36.0,1496.0,271.0,743.0,265.0,4.4312,226000.0,<1H OCEAN
+-118.13,33.8,41.0,1509.0,325.0,821.0,314.0,4.0893,223000.0,<1H OCEAN
+-118.15,33.8,44.0,1886.0,399.0,1167.0,372.0,3.1042,219800.0,NEAR OCEAN
+-118.12,33.81,36.0,1774.0,299.0,784.0,298.0,5.0447,249200.0,<1H OCEAN
+-118.12,33.81,36.0,1665.0,291.0,721.0,294.0,4.6875,250700.0,<1H OCEAN
+-118.12,33.8,35.0,1835.0,435.0,774.0,418.0,2.7092,256300.0,<1H OCEAN
+-118.12,33.8,36.0,1257.0,205.0,530.0,211.0,5.3701,251400.0,<1H OCEAN
+-118.11,33.8,36.0,1837.0,319.0,810.0,305.0,4.3897,235000.0,<1H OCEAN
+-118.11,33.79,36.0,1993.0,354.0,884.0,337.0,5.587,244900.0,<1H OCEAN
+-118.11,33.79,36.0,2223.0,370.0,1039.0,370.0,5.7942,257000.0,<1H OCEAN
+-118.09,33.81,36.0,1371.0,250.0,666.0,257.0,5.0795,243300.0,<1H OCEAN
+-118.09,33.8,36.0,1724.0,322.0,838.0,328.0,4.4831,253900.0,<1H OCEAN
+-118.11,33.8,36.0,1680.0,291.0,744.0,280.0,4.66,244800.0,<1H OCEAN
+-118.11,33.8,35.0,1034.0,180.0,444.0,177.0,5.4602,231600.0,<1H OCEAN
+-118.11,33.81,37.0,1694.0,280.0,776.0,271.0,6.2187,257900.0,<1H OCEAN
+-118.1,33.81,36.0,1962.0,325.0,786.0,315.0,5.62,239600.0,<1H OCEAN
+-118.1,33.8,37.0,1814.0,329.0,850.0,328.0,5.0574,240800.0,<1H OCEAN
+-118.09,33.79,36.0,4210.0,657.0,1911.0,631.0,5.8491,247300.0,<1H OCEAN
+-118.1,33.78,35.0,4466.0,740.0,2134.0,743.0,5.7389,251800.0,<1H OCEAN
+-118.1,33.79,35.0,2370.0,379.0,996.0,380.0,5.7368,287200.0,<1H OCEAN
+-118.1,33.79,36.0,3359.0,596.0,1522.0,565.0,5.1805,249400.0,<1H OCEAN
+-118.11,33.78,16.0,3985.0,567.0,1327.0,564.0,7.9767,500001.0,<1H OCEAN
+-118.13,33.79,29.0,2937.0,524.0,1132.0,528.0,4.6133,500001.0,NEAR OCEAN
+-118.13,33.78,31.0,3039.0,739.0,1199.0,697.0,3.7232,500001.0,NEAR OCEAN
+-118.13,33.79,36.0,1245.0,211.0,508.0,221.0,5.3441,480600.0,NEAR OCEAN
+-118.12,33.79,43.0,1471.0,301.0,767.0,311.0,4.3317,232400.0,<1H OCEAN
+-118.12,33.79,41.0,1762.0,314.0,738.0,300.0,4.1687,240700.0,<1H OCEAN
+-118.13,33.79,44.0,2153.0,375.0,947.0,364.0,5.0072,236200.0,NEAR OCEAN
+-118.13,33.79,45.0,2317.0,448.0,1057.0,428.0,4.375,234800.0,NEAR OCEAN
+-118.14,33.79,45.0,1519.0,263.0,681.0,267.0,4.6452,212500.0,NEAR OCEAN
+-118.13,33.79,20.0,6678.0,1797.0,3625.0,1599.0,3.7716,242900.0,NEAR OCEAN
+-118.14,33.8,43.0,2506.0,531.0,1230.0,543.0,3.4211,203900.0,NEAR OCEAN
+-118.15,33.79,5.0,3700.0,993.0,1657.0,848.0,3.7826,196300.0,NEAR OCEAN
+-118.14,33.79,23.0,2573.0,688.0,1478.0,604.0,3.4833,209400.0,NEAR OCEAN
+-118.14,33.79,44.0,2388.0,619.0,1461.0,592.0,3.1711,215400.0,NEAR OCEAN
+-118.14,33.78,44.0,2101.0,496.0,1038.0,500.0,3.108,217900.0,NEAR OCEAN
+-118.15,33.79,25.0,4013.0,1097.0,2297.0,969.0,3.0453,185900.0,NEAR OCEAN
+-118.15,33.78,17.0,1584.0,435.0,904.0,406.0,2.0875,181300.0,NEAR OCEAN
+-118.16,33.78,14.0,1709.0,558.0,1939.0,520.0,1.9808,139100.0,NEAR OCEAN
+-118.16,33.78,33.0,2048.0,585.0,2074.0,597.0,2.0156,152700.0,NEAR OCEAN
+-118.16,33.79,25.0,3742.0,1180.0,3916.0,1063.0,2.4,153700.0,NEAR OCEAN
+-118.16,33.79,26.0,3061.0,844.0,2135.0,769.0,2.875,164000.0,NEAR OCEAN
+-118.17,33.79,32.0,2171.0,672.0,3002.0,648.0,2.375,139700.0,NEAR OCEAN
+-118.17,33.79,30.0,1349.0,519.0,2646.0,552.0,1.9318,115900.0,NEAR OCEAN
+-118.18,33.78,36.0,1697.0,550.0,1379.0,434.0,1.2746,129700.0,NEAR OCEAN
+-118.18,33.79,27.0,1580.0,510.0,1896.0,448.0,2.0186,130000.0,NEAR OCEAN
+-118.17,33.79,28.0,1219.0,408.0,1816.0,348.0,1.7589,118300.0,NEAR OCEAN
+-118.18,33.79,20.0,1255.0,360.0,1201.0,318.0,1.2206,162500.0,NEAR OCEAN
+-118.19,33.78,29.0,1170.0,369.0,1398.0,373.0,2.2543,156300.0,NEAR OCEAN
+-118.19,33.79,37.0,1834.0,551.0,1967.0,476.0,2.137,126600.0,NEAR OCEAN
+-118.19,33.79,30.0,3107.0,994.0,3543.0,850.0,1.9387,141700.0,NEAR OCEAN
+-118.19,33.78,24.0,225.0,72.0,439.0,71.0,2.8533,137500.0,NEAR OCEAN
+-118.2,33.79,25.0,2851.0,968.0,3744.0,906.0,2.0675,116700.0,NEAR OCEAN
+-118.21,33.79,33.0,32.0,18.0,96.0,36.0,4.5938,112500.0,NEAR OCEAN
+-118.21,33.79,44.0,121.0,29.0,153.0,30.0,2.1964,150000.0,NEAR OCEAN
+-118.22,33.79,48.0,143.0,41.0,222.0,50.0,1.7,104200.0,NEAR OCEAN
+-118.23,33.76,21.0,49.0,14.0,29.0,16.0,5.0,87500.0,NEAR OCEAN
+-118.19,33.78,21.0,2741.0,1029.0,2924.0,969.0,1.3274,218800.0,NEAR OCEAN
+-118.19,33.78,35.0,1511.0,593.0,914.0,539.0,0.9318,187500.0,NEAR OCEAN
+-118.2,33.78,46.0,1889.0,651.0,1545.0,587.0,1.7064,175000.0,NEAR OCEAN
+-118.2,33.78,48.0,1766.0,497.0,1908.0,466.0,1.9872,168800.0,NEAR OCEAN
+-118.2,33.78,52.0,2662.0,893.0,3018.0,763.0,2.3305,162500.0,NEAR OCEAN
+-118.19,33.77,35.0,1574.0,603.0,820.0,514.0,1.2321,137500.0,NEAR OCEAN
+-118.2,33.77,40.0,2034.0,899.0,1257.0,797.0,1.2864,131300.0,NEAR OCEAN
+-118.2,33.77,24.0,2404.0,819.0,1566.0,753.0,1.5076,145800.0,NEAR OCEAN
+-118.2,33.77,22.0,1118.0,437.0,1190.0,399.0,1.9797,143800.0,NEAR OCEAN
+-118.2,33.77,52.0,1375.0,457.0,1089.0,317.0,2.2344,200000.0,NEAR OCEAN
+-118.2,33.77,41.0,1158.0,396.0,1209.0,336.0,2.7813,129200.0,NEAR OCEAN
+-118.2,33.77,42.0,517.0,233.0,995.0,212.0,2.225,106300.0,NEAR OCEAN
+-118.18,33.77,45.0,1434.0,627.0,735.0,518.0,1.5,162500.0,NEAR OCEAN
+-118.19,33.76,25.0,1442.0,392.0,632.0,385.0,4.6629,162500.0,NEAR OCEAN
+-118.19,33.77,52.0,1562.0,616.0,692.0,512.0,1.4048,200000.0,NEAR OCEAN
+-118.18,33.77,39.0,1645.0,547.0,1339.0,499.0,1.5536,155000.0,NEAR OCEAN
+-118.18,33.77,36.0,1833.0,688.0,1128.0,620.0,1.1483,112500.0,NEAR OCEAN
+-118.19,33.77,21.0,2103.0,727.0,1064.0,603.0,1.6178,137500.0,NEAR OCEAN
+-118.19,33.77,31.0,1711.0,691.0,1092.0,568.0,1.0714,150000.0,NEAR OCEAN
+-118.18,33.78,20.0,1852.0,556.0,1712.0,556.0,1.4565,152500.0,NEAR OCEAN
+-118.18,33.78,17.0,1419.0,436.0,1300.0,360.0,2.0769,100000.0,NEAR OCEAN
+-118.18,33.78,52.0,1180.0,381.0,1046.0,332.0,1.5603,162500.0,NEAR OCEAN
+-118.19,33.78,31.0,1648.0,484.0,898.0,457.0,1.5844,162500.0,NEAR OCEAN
+-118.19,33.78,8.0,992.0,393.0,694.0,331.0,2.5544,162500.0,NEAR OCEAN
+-118.19,33.78,29.0,1013.0,392.0,1083.0,316.0,1.8438,162500.0,NEAR OCEAN
+-118.19,33.78,42.0,1021.0,300.0,533.0,187.0,1.8036,175000.0,NEAR OCEAN
+-118.17,33.78,29.0,2920.0,962.0,3580.0,772.0,1.7393,140200.0,NEAR OCEAN
+-118.17,33.78,23.0,3768.0,1261.0,3940.0,1098.0,1.9647,186200.0,NEAR OCEAN
+-118.18,33.78,26.0,3042.0,1253.0,4812.0,1141.0,1.7701,146200.0,NEAR OCEAN
+-118.17,33.78,44.0,2364.0,746.0,3184.0,672.0,1.918,147500.0,NEAR OCEAN
+-118.17,33.77,36.0,2933.0,881.0,2077.0,838.0,2.2538,181300.0,NEAR OCEAN
+-118.17,33.77,45.0,2508.0,797.0,1340.0,720.0,2.6786,191100.0,NEAR OCEAN
+-118.17,33.77,38.0,2239.0,721.0,984.0,684.0,2.346,165600.0,NEAR OCEAN
+-118.17,33.77,39.0,2953.0,878.0,1379.0,785.0,2.1378,180400.0,NEAR OCEAN
+-118.17,33.77,12.0,4409.0,1401.0,3068.0,1262.0,2.2808,154700.0,NEAR OCEAN
+-118.18,33.77,29.0,1776.0,606.0,1391.0,488.0,1.1295,137500.0,NEAR OCEAN
+-118.18,33.77,30.0,1418.0,439.0,720.0,417.0,2.6371,159400.0,NEAR OCEAN
+-118.17,33.77,37.0,1127.0,327.0,492.0,331.0,2.675,241700.0,NEAR OCEAN
+-118.18,33.74,30.0,5915.0,1750.0,2136.0,1503.0,4.0968,310000.0,NEAR OCEAN
+-118.17,33.77,45.0,2151.0,643.0,1047.0,579.0,3.1149,218800.0,NEAR OCEAN
+-118.17,33.77,45.0,2143.0,697.0,1004.0,594.0,3.0153,220000.0,NEAR OCEAN
+-118.18,33.77,37.0,2653.0,754.0,1087.0,698.0,2.3523,325000.0,NEAR OCEAN
+-118.18,33.77,41.0,2048.0,601.0,852.0,533.0,2.5726,193800.0,NEAR OCEAN
+-118.18,33.77,49.0,2297.0,759.0,1105.0,629.0,1.8388,175000.0,NEAR OCEAN
+-118.16,33.77,49.0,3382.0,787.0,1314.0,756.0,3.8125,382100.0,NEAR OCEAN
+-118.17,33.74,36.0,2006.0,453.0,807.0,426.0,3.7838,500001.0,NEAR OCEAN
+-118.16,33.77,30.0,4439.0,1105.0,1749.0,1011.0,3.8984,306300.0,NEAR OCEAN
+-118.15,33.77,39.0,2428.0,634.0,1312.0,612.0,2.7212,266300.0,NEAR OCEAN
+-118.16,33.77,30.0,2800.0,757.0,1292.0,742.0,2.7614,272200.0,NEAR OCEAN
+-118.16,33.77,38.0,3235.0,769.0,1284.0,752.0,2.9384,304100.0,NEAR OCEAN
+-118.16,33.77,29.0,3078.0,786.0,1460.0,736.0,2.875,232500.0,NEAR OCEAN
+-118.17,33.77,25.0,4405.0,1262.0,2178.0,1090.0,3.0503,225000.0,NEAR OCEAN
+-118.16,33.78,15.0,4798.0,1374.0,3087.0,1212.0,2.127,163300.0,NEAR OCEAN
+-118.16,33.78,39.0,4075.0,1085.0,2470.0,1025.0,2.3317,222500.0,NEAR OCEAN
+-118.16,33.78,52.0,3248.0,853.0,1819.0,815.0,3.1739,222900.0,NEAR OCEAN
+-118.16,33.78,29.0,3684.0,1301.0,3891.0,1143.0,1.6955,179700.0,NEAR OCEAN
+-118.15,33.78,13.0,3056.0,861.0,1600.0,824.0,3.3003,207800.0,NEAR OCEAN
+-118.15,33.78,12.0,4436.0,1133.0,2176.0,1002.0,3.5812,198600.0,NEAR OCEAN
+-118.15,33.78,35.0,2768.0,752.0,1277.0,651.0,3.6193,250000.0,NEAR OCEAN
+-118.14,33.78,42.0,1898.0,488.0,940.0,483.0,3.4107,233300.0,NEAR OCEAN
+-118.13,33.78,45.0,1016.0,172.0,361.0,163.0,7.5,434500.0,NEAR OCEAN
+-118.14,33.77,49.0,2792.0,690.0,1301.0,648.0,3.2917,307400.0,NEAR OCEAN
+-118.14,33.77,51.0,2812.0,621.0,1171.0,566.0,3.875,342900.0,NEAR OCEAN
+-118.15,33.77,52.0,2204.0,498.0,899.0,445.0,4.1765,393900.0,NEAR OCEAN
+-118.15,33.77,41.0,3448.0,896.0,1621.0,838.0,4.5,339800.0,NEAR OCEAN
+-118.15,33.77,27.0,3043.0,787.0,1398.0,747.0,3.5528,271100.0,NEAR OCEAN
+-118.14,33.76,37.0,3242.0,698.0,1080.0,629.0,3.901,432500.0,NEAR OCEAN
+-118.16,33.72,29.0,2743.0,708.0,1059.0,651.0,3.625,500000.0,NEAR OCEAN
+-118.15,33.76,36.0,2916.0,785.0,1183.0,749.0,3.5985,500001.0,NEAR OCEAN
+-118.15,33.77,36.0,4366.0,1211.0,1912.0,1172.0,3.5292,361800.0,NEAR OCEAN
+-118.13,33.76,52.0,2216.0,526.0,940.0,530.0,4.5469,381000.0,NEAR OCEAN
+-118.13,33.76,44.0,1543.0,463.0,652.0,406.0,4.25,439300.0,NEAR OCEAN
+-118.14,33.75,39.0,1995.0,634.0,867.0,567.0,4.0795,400000.0,NEAR OCEAN
+-118.14,33.76,52.0,2677.0,642.0,1144.0,624.0,4.3889,378000.0,NEAR OCEAN
+-118.14,33.76,50.0,2960.0,761.0,1179.0,718.0,3.5214,398100.0,NEAR OCEAN
+-118.14,33.76,44.0,1633.0,536.0,741.0,513.0,3.385,408300.0,NEAR OCEAN
+-118.14,33.77,52.0,2208.0,409.0,791.0,408.0,5.8408,500000.0,NEAR OCEAN
+-118.14,33.76,50.0,914.0,167.0,322.0,165.0,4.7361,418800.0,NEAR OCEAN
+-118.13,33.76,46.0,2834.0,673.0,1175.0,670.0,4.7875,363800.0,NEAR OCEAN
+-118.13,33.76,44.0,2532.0,621.0,961.0,550.0,3.9352,406900.0,NEAR OCEAN
+-118.12,33.76,43.0,3070.0,668.0,1240.0,646.0,3.7813,461500.0,NEAR OCEAN
+-118.12,33.75,47.0,3330.0,569.0,1220.0,557.0,7.3672,500001.0,NEAR OCEAN
+-118.12,33.76,45.0,3035.0,516.0,1127.0,527.0,7.0796,500001.0,NEAR OCEAN
+-118.12,33.75,41.0,2072.0,491.0,742.0,414.0,3.9934,500001.0,NEAR OCEAN
+-118.14,33.71,36.0,2484.0,525.0,792.0,446.0,5.1815,500001.0,NEAR OCEAN
+-118.1,33.76,15.0,4690.0,1002.0,1879.0,974.0,5.6051,267400.0,NEAR OCEAN
+-118.11,33.77,15.0,9103.0,1847.0,3333.0,1712.0,5.1508,367300.0,NEAR OCEAN
+-118.12,33.77,20.0,4534.0,954.0,1941.0,892.0,6.0362,463500.0,NEAR OCEAN
+-118.12,33.77,10.0,7264.0,1137.0,2528.0,1057.0,10.2233,500001.0,NEAR OCEAN
+-118.13,33.77,52.0,3697.0,691.0,1436.0,671.0,4.6852,395200.0,NEAR OCEAN
+-118.13,33.77,37.0,4365.0,926.0,1661.0,868.0,5.3046,360700.0,NEAR OCEAN
+-118.32,33.35,27.0,1675.0,521.0,744.0,331.0,2.1579,450000.0,ISLAND
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+-118.32,33.33,52.0,2127.0,512.0,733.0,288.0,3.3906,300000.0,ISLAND
+-118.32,33.34,52.0,996.0,264.0,341.0,160.0,2.7361,450000.0,ISLAND
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+-118.37,33.87,19.0,757.0,148.0,361.0,141.0,6.02,304200.0,<1H OCEAN
+-118.37,33.88,27.0,1688.0,331.0,811.0,327.0,4.5357,334200.0,<1H OCEAN
+-118.38,33.87,27.0,2287.0,491.0,1101.0,466.0,4.675,316900.0,<1H OCEAN
+-118.38,33.88,27.0,3039.0,606.0,1421.0,564.0,5.5771,345500.0,<1H OCEAN
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+-118.36,33.87,17.0,1082.0,291.0,598.0,281.0,3.9868,281900.0,<1H OCEAN
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+-118.38,33.87,23.0,2387.0,418.0,1008.0,415.0,5.8518,337900.0,<1H OCEAN
+-118.39,33.87,19.0,3303.0,584.0,1329.0,569.0,7.521,340400.0,<1H OCEAN
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+-118.38,33.88,36.0,2501.0,443.0,1031.0,422.0,4.75,442100.0,<1H OCEAN
+-118.4,33.88,36.0,3022.0,482.0,1278.0,494.0,7.2651,500001.0,<1H OCEAN
+-118.4,33.88,36.0,1543.0,214.0,474.0,187.0,9.3399,500001.0,<1H OCEAN
+-118.4,33.88,35.0,1753.0,296.0,615.0,275.0,7.5,500001.0,<1H OCEAN
+-118.41,33.88,34.0,540.0,107.0,213.0,104.0,6.3403,500001.0,<1H OCEAN
+-118.4,33.88,35.0,1060.0,191.0,444.0,196.0,8.0015,500001.0,<1H OCEAN
+-118.41,33.88,43.0,2492.0,449.0,1033.0,437.0,7.9614,500001.0,<1H OCEAN
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+-118.43,33.87,41.0,847.0,173.0,344.0,170.0,6.822,500001.0,NEAR OCEAN
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+-118.43,33.86,34.0,358.0,87.0,162.0,84.0,7.1264,500001.0,NEAR OCEAN
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+-118.42,33.85,43.0,1584.0,477.0,799.0,433.0,5.0322,435000.0,NEAR OCEAN
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+-118.39,33.85,24.0,4373.0,871.0,1830.0,824.0,5.7128,366200.0,<1H OCEAN
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+-118.39,33.82,30.0,3433.0,918.0,1526.0,828.0,4.5817,500001.0,NEAR OCEAN
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+-118.72,34.14,7.0,23866.0,4407.0,9873.0,4012.0,5.4032,318500.0,NEAR OCEAN
+-118.78,34.16,9.0,30405.0,4093.0,12873.0,3931.0,8.0137,399200.0,NEAR OCEAN
+-118.8,34.15,9.0,1143.0,179.0,647.0,180.0,6.8474,356700.0,NEAR OCEAN
+-118.75,34.17,16.0,2950.0,387.0,1228.0,379.0,5.3749,346100.0,NEAR OCEAN
+-118.84,34.11,12.0,7508.0,1058.0,2484.0,965.0,5.8788,500001.0,NEAR OCEAN
+-118.82,34.14,22.0,11668.0,1730.0,4054.0,1671.0,6.9935,385500.0,NEAR OCEAN
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+-118.74,34.05,19.0,3487.0,686.0,2782.0,584.0,7.9184,500001.0,NEAR OCEAN
+-118.86,34.07,16.0,1409.0,244.0,970.0,172.0,8.0144,500001.0,NEAR OCEAN
+-118.88,34.02,19.0,15990.0,2611.0,5175.0,2173.0,7.7848,500001.0,NEAR OCEAN
+-118.85,34.04,21.0,3837.0,578.0,1509.0,509.0,8.4476,500001.0,NEAR OCEAN
+-118.78,34.05,28.0,1343.0,215.0,487.0,199.0,6.83,500001.0,NEAR OCEAN
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+-118.12,34.69,17.0,2479.0,390.0,1219.0,363.0,4.6417,125700.0,INLAND
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+-118.13,34.69,34.0,2156.0,397.0,1269.0,388.0,2.75,96800.0,INLAND
+-118.13,34.68,28.0,718.0,124.0,347.0,121.0,4.025,102600.0,INLAND
+-118.1,34.65,33.0,873.0,177.0,425.0,142.0,2.67,187500.0,INLAND
+-118.09,34.71,5.0,5807.0,1182.0,2602.0,1007.0,2.4012,159400.0,INLAND
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+-118.13,34.7,34.0,1943.0,500.0,1078.0,446.0,1.1296,93800.0,INLAND
+-118.13,34.69,32.0,3670.0,765.0,1986.0,673.0,3.682,108800.0,INLAND
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+-118.14,34.69,35.0,2118.0,374.0,1108.0,360.0,3.4327,100300.0,INLAND
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+-118.14,34.68,25.0,1703.0,342.0,775.0,309.0,4.5455,126500.0,INLAND
+-118.16,34.68,17.0,2994.0,832.0,1571.0,695.0,2.5902,85400.0,INLAND
+-118.15,34.69,32.0,1300.0,234.0,712.0,249.0,3.25,107500.0,INLAND
+-118.16,34.68,9.0,4303.0,900.0,2240.0,861.0,3.7807,110900.0,INLAND
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+-118.14,34.72,15.0,2181.0,361.0,1057.0,300.0,4.625,118100.0,INLAND
+-118.16,34.71,27.0,6007.0,998.0,2680.0,882.0,4.1719,117200.0,INLAND
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+-118.14,34.71,33.0,2347.0,461.0,1482.0,374.0,2.8194,93000.0,INLAND
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+-120.07,36.96,34.0,1457.0,239.0,557.0,226.0,3.6181,96500.0,INLAND
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+-120.1,36.96,20.0,2100.0,317.0,910.0,274.0,4.8187,90900.0,INLAND
+-120.09,36.95,16.0,3222.0,511.0,1425.0,503.0,4.1544,119400.0,INLAND
+-120.08,36.96,36.0,2074.0,349.0,954.0,363.0,3.1136,73800.0,INLAND
+-120.08,36.95,41.0,1164.0,211.0,476.0,171.0,2.4196,70700.0,INLAND
+-120.07,36.97,27.0,968.0,240.0,587.0,231.0,1.6071,55000.0,INLAND
+-120.06,36.97,35.0,1859.0,428.0,1208.0,399.0,1.4044,61700.0,INLAND
+-120.05,36.96,37.0,1000.0,261.0,1092.0,233.0,1.4267,52300.0,INLAND
+-120.05,36.95,31.0,696.0,254.0,913.0,248.0,1.4,52500.0,INLAND
+-120.06,36.96,44.0,1288.0,295.0,723.0,287.0,1.6534,61400.0,INLAND
+-120.07,36.96,42.0,963.0,216.0,471.0,211.0,2.2898,66100.0,INLAND
+-120.07,36.96,32.0,1268.0,283.0,549.0,273.0,1.4511,65200.0,INLAND
+-120.04,36.97,20.0,2129.0,526.0,1845.0,522.0,1.8973,51600.0,INLAND
+-120.04,36.96,23.0,2126.0,506.0,2091.0,491.0,1.3713,51800.0,INLAND
+-120.04,36.95,36.0,1528.0,347.0,1334.0,304.0,1.3594,48300.0,INLAND
+-119.98,36.9,26.0,1284.0,239.0,820.0,254.0,2.5833,62300.0,INLAND
+-119.81,36.92,14.0,4795.0,710.0,2047.0,640.0,4.665,121300.0,INLAND
+-119.98,36.86,31.0,2366.0,482.0,1933.0,433.0,3.0234,65000.0,INLAND
+-120.13,36.87,32.0,2089.0,468.0,1765.0,427.0,2.234,61700.0,INLAND
+-122.49,38.1,43.0,1226.0,244.0,491.0,205.0,4.9286,307000.0,NEAR BAY
+-122.54,38.14,16.0,4431.0,603.0,1659.0,630.0,7.5412,392100.0,NEAR BAY
+-122.55,38.1,26.0,5188.0,892.0,2341.0,906.0,5.0029,255600.0,NEAR BAY
+-122.62,38.15,14.0,2259.0,341.0,1127.0,346.0,6.4092,334900.0,<1H OCEAN
+-122.59,38.13,20.0,1589.0,231.0,601.0,224.0,5.3755,290900.0,<1H OCEAN
+-122.58,38.15,9.0,1302.0,177.0,682.0,190.0,7.5,423200.0,<1H OCEAN
+-122.57,38.11,24.0,2863.0,734.0,1583.0,682.0,3.1981,215300.0,NEAR BAY
+-122.57,38.11,32.0,3521.0,748.0,1706.0,723.0,3.4705,228600.0,NEAR BAY
+-122.59,38.12,25.0,7784.0,1145.0,3445.0,1166.0,6.0132,287900.0,<1H OCEAN
+-122.58,38.12,13.0,5027.0,871.0,1912.0,770.0,4.9286,309500.0,NEAR BAY
+-122.6,38.11,19.0,1752.0,328.0,873.0,336.0,3.8068,201600.0,<1H OCEAN
+-122.6,38.11,23.0,8642.0,1294.0,3594.0,1253.0,5.3962,301500.0,<1H OCEAN
+-122.65,38.11,21.0,3891.0,616.0,1968.0,632.0,5.5524,279200.0,<1H OCEAN
+-122.61,38.09,18.0,6205.0,821.0,2311.0,756.0,6.9081,368700.0,<1H OCEAN
+-122.58,38.1,22.0,11872.0,2300.0,5600.0,2200.0,4.6463,276300.0,NEAR BAY
+-122.58,38.08,27.0,10839.0,1637.0,4406.0,1623.0,5.615,285600.0,NEAR BAY
+-122.55,38.07,5.0,1495.0,235.0,555.0,201.0,6.7232,345000.0,NEAR BAY
+-122.56,38.09,17.0,9614.0,2123.0,4684.0,2060.0,4.1705,209800.0,NEAR BAY
+-122.56,38.06,19.0,15622.0,2721.0,6109.0,2615.0,5.0965,295300.0,NEAR BAY
+-122.55,38.07,38.0,3392.0,709.0,1894.0,713.0,3.0573,350800.0,NEAR BAY
+-122.41,38.07,20.0,4536.0,708.0,1812.0,701.0,6.0433,435900.0,NEAR BAY
+-122.51,38.06,24.0,9493.0,1935.0,5162.0,1880.0,3.0742,118800.0,NEAR BAY
+-122.53,38.01,16.0,1495.0,292.0,472.0,284.0,3.4432,67500.0,NEAR BAY
+-122.44,38.03,13.0,4284.0,1042.0,2146.0,937.0,4.1289,179200.0,NEAR BAY
+-122.45,38.01,36.0,4501.0,832.0,2196.0,800.0,4.3182,252700.0,NEAR BAY
+-122.53,38.01,27.0,3121.0,531.0,1318.0,489.0,5.4781,310900.0,NEAR BAY
+-122.51,38.0,17.0,2449.0,536.0,1157.0,543.0,3.9519,274200.0,NEAR BAY
+-122.49,38.0,26.0,48.0,8.0,19.0,8.0,7.7197,400000.0,NEAR BAY
+-122.55,38.03,29.0,7174.0,1169.0,3063.0,1172.0,6.0902,293200.0,NEAR BAY
+-122.57,38.03,24.0,2330.0,322.0,911.0,320.0,6.5253,387700.0,NEAR BAY
+-122.56,38.03,34.0,1887.0,290.0,815.0,283.0,6.5249,324800.0,NEAR BAY
+-122.59,38.04,25.0,3412.0,455.0,1238.0,406.0,8.3646,397300.0,NEAR BAY
+-122.57,38.02,33.0,9531.0,1487.0,3798.0,1409.0,5.6512,314000.0,NEAR BAY
+-122.56,38.01,21.0,2144.0,400.0,840.0,398.0,4.6,239500.0,NEAR BAY
+-122.55,38.02,27.0,4985.0,711.0,1928.0,742.0,6.4978,361500.0,NEAR BAY
+-122.55,38.01,27.0,3966.0,577.0,1657.0,611.0,6.3314,342200.0,NEAR BAY
+-122.54,38.0,28.0,3416.0,826.0,1694.0,800.0,3.18,277000.0,NEAR BAY
+-122.55,38.0,18.0,3119.0,803.0,1395.0,722.0,3.9265,301100.0,NEAR BAY
+-122.54,37.99,32.0,2236.0,348.0,818.0,330.0,7.3521,444000.0,NEAR BAY
+-122.52,37.98,31.0,6555.0,1571.0,2962.0,1464.0,2.8903,324200.0,NEAR BAY
+-122.54,37.98,52.0,1758.0,316.0,607.0,264.0,5.5083,371900.0,NEAR BAY
+-122.55,37.99,34.0,3306.0,555.0,1398.0,585.0,4.8993,319900.0,NEAR BAY
+-122.53,37.98,32.0,2390.0,336.0,810.0,354.0,8.5759,500001.0,NEAR BAY
+-122.55,37.98,31.0,3807.0,828.0,1581.0,795.0,3.293,337500.0,NEAR BAY
+-122.51,37.99,32.0,4138.0,632.0,1541.0,626.0,5.5791,433300.0,NEAR BAY
+-122.51,37.98,37.0,4801.0,699.0,1830.0,679.0,6.0762,487800.0,NEAR BAY
+-122.51,37.97,37.0,4296.0,1089.0,2100.0,1025.0,3.2462,329400.0,NEAR BAY
+-122.47,37.99,22.0,7274.0,1002.0,2468.0,957.0,7.494,439200.0,NEAR BAY
+-122.46,37.98,10.0,1325.0,189.0,427.0,162.0,12.0933,500001.0,NEAR BAY
+-122.49,37.99,27.0,5470.0,755.0,1916.0,764.0,6.994,420800.0,NEAR BAY
+-122.49,37.98,34.0,1256.0,178.0,460.0,174.0,6.4271,451700.0,NEAR BAY
+-122.53,37.97,52.0,205.0,119.0,228.0,132.0,1.9063,200000.0,NEAR BAY
+-122.53,37.97,52.0,1560.0,451.0,700.0,419.0,2.5125,270800.0,NEAR BAY
+-122.53,37.97,44.0,3595.0,953.0,1831.0,910.0,2.6036,287500.0,NEAR BAY
+-122.54,37.97,39.0,4193.0,762.0,1833.0,737.0,5.6263,352100.0,NEAR BAY
+-122.52,37.97,33.0,563.0,194.0,265.0,169.0,2.75,231300.0,NEAR BAY
+-122.51,37.96,39.0,3302.0,684.0,1574.0,653.0,3.6863,263800.0,NEAR BAY
+-122.52,37.96,35.0,2012.0,346.0,818.0,352.0,5.2818,331000.0,NEAR BAY
+-122.53,37.97,37.0,1340.0,322.0,621.0,314.0,3.5588,268800.0,NEAR BAY
+-122.52,37.95,37.0,350.0,57.0,179.0,69.0,6.2862,500001.0,NEAR BAY
+-122.53,37.96,35.0,908.0,194.0,413.0,197.0,3.9917,290800.0,NEAR BAY
+-122.47,37.95,16.0,3769.0,839.0,1986.0,815.0,3.9712,187500.0,NEAR BAY
+-122.5,37.96,16.0,100.0,20.0,45.0,25.0,6.1359,212500.0,NEAR BAY
+-122.5,37.97,25.0,6526.0,1902.0,5917.0,1812.0,2.7273,187500.0,NEAR BAY
+-122.64,38.01,36.0,1336.0,258.0,678.0,249.0,5.5789,292000.0,NEAR OCEAN
+-122.64,38.01,36.0,1199.0,232.0,551.0,229.0,3.7321,266700.0,NEAR OCEAN
+-122.68,38.01,41.0,1865.0,392.0,825.0,369.0,4.2011,255400.0,NEAR OCEAN
+-122.7,38.03,42.0,1410.0,308.0,624.0,292.0,4.1379,309100.0,NEAR OCEAN
+-122.65,38.01,40.0,1428.0,280.0,708.0,255.0,5.0766,305400.0,NEAR OCEAN
+-122.59,37.97,46.0,4036.0,856.0,1872.0,833.0,4.5625,275200.0,NEAR OCEAN
+-122.61,37.99,40.0,7737.0,1488.0,3108.0,1349.0,4.4375,289600.0,NEAR OCEAN
+-122.62,37.97,52.0,370.0,62.0,150.0,56.0,7.7006,316700.0,NEAR OCEAN
+-122.59,37.99,36.0,4869.0,871.0,1899.0,827.0,4.1659,302000.0,NEAR BAY
+-122.6,38.0,21.0,2198.0,462.0,1100.0,449.0,4.1098,246600.0,<1H OCEAN
+-122.59,38.01,35.0,8814.0,1307.0,3450.0,1258.0,6.1724,414300.0,NEAR BAY
+-122.57,37.99,45.0,2404.0,425.0,926.0,400.0,4.9674,320100.0,NEAR BAY
+-122.57,37.99,38.0,5587.0,996.0,2466.0,1027.0,4.1711,336900.0,NEAR BAY
+-122.57,37.98,49.0,2860.0,552.0,1178.0,522.0,4.625,355000.0,NEAR BAY
+-122.58,37.98,52.0,3675.0,649.0,1553.0,639.0,4.6905,316300.0,NEAR BAY
+-122.58,37.98,52.0,1180.0,216.0,467.0,197.0,4.9615,292200.0,NEAR BAY
+-122.56,37.98,36.0,2649.0,542.0,1111.0,557.0,4.8056,345700.0,NEAR BAY
+-122.56,37.97,52.0,1833.0,324.0,735.0,306.0,4.6944,398900.0,NEAR BAY
+-122.57,37.97,47.0,5416.0,1115.0,2177.0,1027.0,3.5055,382100.0,NEAR BAY
+-122.55,37.97,52.0,2232.0,291.0,731.0,253.0,7.1155,500001.0,NEAR BAY
+-122.57,37.96,52.0,3458.0,468.0,1449.0,471.0,9.1834,500001.0,NEAR BAY
+-122.56,37.95,34.0,2677.0,411.0,933.0,410.0,6.1444,500001.0,NEAR OCEAN
+-122.56,37.94,36.0,2023.0,242.0,653.0,241.0,10.6272,500001.0,NEAR BAY
+-122.64,37.96,29.0,377.0,58.0,151.0,67.0,9.5551,500001.0,NEAR OCEAN
+-122.54,37.96,44.0,1552.0,204.0,596.0,208.0,10.129,500001.0,NEAR BAY
+-122.54,37.96,33.0,2534.0,495.0,996.0,449.0,4.3083,500001.0,NEAR BAY
+-122.54,37.95,38.0,2310.0,400.0,971.0,386.0,5.697,435700.0,NEAR BAY
+-122.52,37.95,33.0,4448.0,631.0,1675.0,628.0,7.8904,468800.0,NEAR BAY
+-122.53,37.95,22.0,7446.0,1979.0,2980.0,1888.0,3.5838,271300.0,NEAR BAY
+-122.53,37.96,36.0,4385.0,620.0,1549.0,626.0,8.3935,470500.0,NEAR BAY
+-122.53,37.93,42.0,2171.0,362.0,887.0,347.0,6.6125,393200.0,NEAR BAY
+-122.54,37.93,43.0,2998.0,470.0,970.0,430.0,5.5385,431800.0,NEAR BAY
+-122.54,37.94,39.0,3670.0,775.0,1519.0,788.0,4.4081,435200.0,NEAR BAY
+-122.54,37.94,26.0,3990.0,804.0,1550.0,792.0,5.1834,405500.0,NEAR BAY
+-122.52,37.94,18.0,1804.0,284.0,600.0,241.0,5.9582,500001.0,NEAR BAY
+-122.53,37.94,18.0,878.0,255.0,384.0,247.0,4.7344,200000.0,NEAR BAY
+-122.52,37.93,34.0,2782.0,502.0,1219.0,507.0,5.0779,333900.0,NEAR BAY
+-122.51,37.92,32.0,2622.0,541.0,1022.0,464.0,3.7647,375000.0,NEAR BAY
+-122.52,37.92,24.0,421.0,64.0,163.0,75.0,14.5833,500001.0,NEAR BAY
+-122.53,37.92,42.0,1741.0,301.0,723.0,306.0,5.5379,410500.0,NEAR BAY
+-122.53,37.93,37.0,1722.0,352.0,648.0,337.0,4.125,310300.0,NEAR BAY
+-122.53,37.92,45.0,1530.0,324.0,608.0,328.0,3.875,390800.0,NEAR BAY
+-122.52,37.92,47.0,793.0,163.0,334.0,151.0,5.8509,317800.0,NEAR BAY
+-122.5,37.92,32.0,2639.0,415.0,1013.0,408.0,6.1632,349200.0,NEAR BAY
+-122.5,37.92,30.0,2270.0,359.0,974.0,351.0,5.5926,300900.0,NEAR BAY
+-122.49,37.92,26.0,2170.0,347.0,849.0,318.0,6.2953,386200.0,NEAR BAY
+-122.51,37.91,2.0,647.0,136.0,203.0,118.0,6.641,310000.0,NEAR BAY
+-122.48,37.93,16.0,2947.0,802.0,1385.0,743.0,3.6731,318000.0,NEAR BAY
+-122.46,37.88,35.0,2492.0,409.0,812.0,373.0,8.8386,500001.0,NEAR BAY
+-122.47,37.87,36.0,4471.0,618.0,1315.0,582.0,11.5706,500001.0,NEAR BAY
+-122.45,37.91,27.0,2682.0,382.0,935.0,369.0,10.0791,500001.0,NEAR BAY
+-122.5,37.91,31.0,7001.0,1282.0,2755.0,1267.0,5.4851,441100.0,NEAR BAY
+-122.49,37.89,23.0,1650.0,403.0,541.0,336.0,6.0238,500001.0,NEAR BAY
+-122.47,37.89,23.0,10774.0,1736.0,3895.0,1683.0,7.2905,500001.0,NEAR BAY
+-122.45,37.9,30.0,3763.0,717.0,1292.0,632.0,8.4888,500001.0,NEAR BAY
+-122.5,37.88,28.0,5448.0,1089.0,2100.0,1023.0,4.7475,474600.0,NEAR BAY
+-122.51,37.89,27.0,2674.0,565.0,1233.0,547.0,3.4485,458300.0,NEAR BAY
+-122.53,37.91,37.0,2524.0,398.0,999.0,417.0,7.9892,500001.0,NEAR BAY
+-122.53,37.9,44.0,2846.0,551.0,1232.0,537.0,3.8839,327200.0,NEAR BAY
+-122.54,37.9,48.0,2491.0,460.0,937.0,455.0,4.4375,370000.0,NEAR BAY
+-122.54,37.91,48.0,2924.0,489.0,1159.0,505.0,5.6302,489000.0,NEAR BAY
+-122.55,37.92,52.0,2303.0,350.0,859.0,359.0,6.1085,500001.0,NEAR BAY
+-122.52,37.91,30.0,4174.0,739.0,1818.0,705.0,5.5951,402900.0,NEAR BAY
+-122.52,37.89,17.0,4363.0,1041.0,1640.0,989.0,3.9531,417600.0,NEAR BAY
+-122.52,37.9,16.0,1704.0,402.0,689.0,348.0,4.4239,267100.0,NEAR BAY
+-122.54,37.9,41.0,3170.0,622.0,1091.0,528.0,3.7813,389200.0,NEAR BAY
+-122.55,37.9,34.0,1431.0,224.0,503.0,220.0,7.9606,453400.0,NEAR BAY
+-122.56,37.9,48.0,1550.0,253.0,641.0,276.0,8.634,463500.0,NEAR BAY
+-122.56,37.91,52.0,1972.0,327.0,755.0,345.0,7.1924,500001.0,NEAR BAY
+-122.56,37.92,37.0,1926.0,290.0,721.0,298.0,8.9248,500001.0,NEAR BAY
+-122.55,37.91,48.0,1283.0,278.0,567.0,255.0,3.2794,460000.0,NEAR BAY
+-122.53,37.88,25.0,4921.0,866.0,1913.0,834.0,6.8742,413100.0,NEAR BAY
+-122.54,37.88,30.0,4382.0,732.0,1775.0,745.0,6.7809,414400.0,NEAR BAY
+-122.53,37.87,20.0,1814.0,282.0,658.0,253.0,7.9977,400000.0,NEAR BAY
+-122.53,37.88,36.0,2688.0,485.0,1064.0,449.0,4.4583,308600.0,NEAR BAY
+-122.56,37.9,36.0,1760.0,283.0,562.0,246.0,6.7546,402400.0,NEAR BAY
+-122.54,37.89,33.0,4971.0,836.0,1907.0,795.0,6.1275,424400.0,NEAR BAY
+-122.53,37.89,35.0,4127.0,689.0,1596.0,707.0,5.9073,400400.0,NEAR BAY
+-122.56,37.9,24.0,221.0,41.0,75.0,38.0,5.1292,362500.0,NEAR BAY
+-122.51,37.87,21.0,3904.0,980.0,1949.0,919.0,2.862,258400.0,NEAR BAY
+-122.47,37.85,19.0,1926.0,593.0,881.0,546.0,2.9145,140400.0,NEAR BAY
+-122.5,37.87,17.0,4333.0,947.0,1650.0,919.0,6.3066,346100.0,NEAR BAY
+-122.49,37.86,35.0,2729.0,538.0,969.0,528.0,6.7669,500001.0,NEAR BAY
+-122.49,37.86,52.0,2175.0,510.0,809.0,503.0,4.5398,442000.0,NEAR BAY
+-122.48,37.86,52.0,3914.0,752.0,1177.0,670.0,6.2113,500001.0,NEAR BAY
+-122.48,37.85,42.0,6297.0,1307.0,2096.0,1205.0,6.4752,500001.0,NEAR BAY
+-122.49,37.85,38.0,240.0,29.0,63.0,34.0,12.2547,500001.0,NEAR BAY
+-122.52,37.88,52.0,176.0,50.0,88.0,46.0,3.8068,275000.0,NEAR BAY
+-122.62,37.85,30.0,833.0,164.0,358.0,143.0,6.8198,493800.0,NEAR OCEAN
+-122.53,37.86,38.0,1183.0,196.0,628.0,205.0,3.75,478600.0,NEAR BAY
+-122.66,37.93,42.0,1505.0,324.0,553.0,277.0,4.1792,350000.0,NEAR OCEAN
+-122.71,37.88,21.0,2845.0,552.0,599.0,250.0,4.3125,495800.0,NEAR OCEAN
+-122.69,37.91,43.0,1730.0,326.0,629.0,279.0,4.3194,238700.0,NEAR OCEAN
+-122.71,37.9,23.0,1250.0,257.0,437.0,188.0,3.115,242600.0,NEAR OCEAN
+-122.86,38.1,44.0,2602.0,509.0,691.0,343.0,4.3125,261500.0,NEAR OCEAN
+-122.84,38.07,31.0,1858.0,367.0,701.0,297.0,3.8269,270700.0,NEAR OCEAN
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+-122.68,38.07,26.0,1445.0,244.0,510.0,207.0,5.6305,430000.0,NEAR OCEAN
+-122.9,38.28,52.0,1275.0,218.0,627.0,185.0,2.3482,163500.0,NEAR OCEAN
+-122.96,38.26,20.0,1982.0,358.0,308.0,132.0,3.1429,240900.0,NEAR OCEAN
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+-122.8,38.18,36.0,2378.0,476.0,957.0,362.0,3.625,253100.0,NEAR OCEAN
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+-120.02,37.57,17.0,2116.0,425.0,909.0,319.0,2.7188,113100.0,INLAND
+-119.99,37.51,14.0,2878.0,617.0,1011.0,509.0,1.398,103800.0,INLAND
+-119.95,37.47,32.0,1312.0,315.0,600.0,265.0,1.5,91500.0,INLAND
+-119.98,37.43,12.0,2776.0,592.0,1236.0,489.0,2.5551,105000.0,INLAND
+-120.07,37.34,16.0,1667.0,372.0,762.0,283.0,1.75,87500.0,INLAND
+-120.31,37.64,11.0,2403.0,497.0,890.0,344.0,3.0,120800.0,INLAND
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+-120.02,37.72,17.0,2806.0,600.0,990.0,410.0,2.3818,88100.0,INLAND
+-119.81,37.67,24.0,172.0,42.0,79.0,30.0,3.8333,93800.0,INLAND
+-119.82,37.57,13.0,1713.0,340.0,643.0,241.0,2.662,92400.0,INLAND
+-119.9,37.49,13.0,2230.0,443.0,920.0,361.0,3.0,112000.0,INLAND
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+-119.72,37.46,13.0,1999.0,375.0,750.0,308.0,2.875,96000.0,INLAND
+-119.85,37.39,14.0,2744.0,555.0,1153.0,474.0,2.753,111100.0,INLAND
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+-119.64,37.61,30.0,2857.0,661.0,291.0,135.0,2.6838,164600.0,INLAND
+-123.15,39.74,23.0,608.0,143.0,281.0,108.0,2.9306,70000.0,INLAND
+-123.24,39.81,25.0,1435.0,304.0,746.0,259.0,1.7788,57900.0,INLAND
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+-123.64,39.45,21.0,3359.0,677.0,1908.0,642.0,3.0433,140700.0,<1H OCEAN
+-123.79,39.5,24.0,1421.0,291.0,588.0,274.0,2.325,157300.0,<1H OCEAN
+-123.8,39.47,28.0,2492.0,507.0,1202.0,460.0,2.7857,150300.0,<1H OCEAN
+-123.73,39.44,32.0,790.0,151.0,380.0,142.0,2.7,165000.0,<1H OCEAN
+-123.84,39.46,47.0,1150.0,244.0,552.0,201.0,2.5192,110400.0,<1H OCEAN
+-123.8,39.46,35.0,1718.0,345.0,698.0,299.0,2.9243,131600.0,<1H OCEAN
+-123.8,39.44,52.0,1533.0,336.0,754.0,340.0,1.9213,95000.0,<1H OCEAN
+-123.79,39.44,49.0,2290.0,482.0,1201.0,479.0,3.5,113300.0,<1H OCEAN
+-123.8,39.44,33.0,2024.0,459.0,1019.0,422.0,1.9208,93600.0,<1H OCEAN
+-123.79,39.44,36.0,1330.0,273.0,761.0,286.0,2.7813,105800.0,<1H OCEAN
+-123.79,39.44,16.0,2017.0,423.0,1177.0,414.0,3.2171,116200.0,<1H OCEAN
+-123.85,39.42,11.0,1804.0,506.0,895.0,451.0,1.7574,150000.0,<1H OCEAN
+-123.34,39.5,15.0,2342.0,535.0,1064.0,433.0,1.8967,96600.0,INLAND
+-123.4,39.46,10.0,4086.0,831.0,2111.0,758.0,3.2156,104400.0,<1H OCEAN
+-123.32,39.42,22.0,2085.0,432.0,1133.0,402.0,2.3906,92600.0,<1H OCEAN
+-123.38,39.37,18.0,3946.0,813.0,1899.0,730.0,2.6424,124600.0,<1H OCEAN
+-123.35,39.42,18.0,1619.0,346.0,904.0,295.0,2.1625,77200.0,<1H OCEAN
+-123.37,39.43,32.0,2780.0,470.0,1281.0,479.0,3.588,96000.0,<1H OCEAN
+-123.36,39.41,46.0,1748.0,362.0,808.0,330.0,2.9183,76900.0,<1H OCEAN
+-123.35,39.4,27.0,1321.0,338.0,779.0,327.0,1.85,71800.0,<1H OCEAN
+-123.36,39.4,21.0,1081.0,254.0,715.0,275.0,1.5625,71500.0,<1H OCEAN
+-123.34,39.39,18.0,2821.0,628.0,1636.0,615.0,2.3333,84000.0,<1H OCEAN
+-123.1,39.36,19.0,1056.0,248.0,611.0,226.0,1.746,105000.0,INLAND
+-123.23,39.33,20.0,804.0,121.0,448.0,140.0,3.9632,147100.0,<1H OCEAN
+-123.15,39.31,19.0,1026.0,205.0,424.0,152.0,2.8833,154200.0,INLAND
+-123.11,39.32,20.0,2745.0,504.0,1421.0,430.0,3.3431,137500.0,INLAND
+-123.18,39.26,25.0,3066.0,570.0,1558.0,535.0,3.788,134200.0,<1H OCEAN
+-123.22,39.28,16.0,5569.0,1106.0,3148.0,1088.0,3.1455,142900.0,<1H OCEAN
+-123.36,39.25,17.0,1087.0,254.0,522.0,202.0,2.5875,144500.0,<1H OCEAN
+-123.18,39.23,18.0,243.0,55.0,115.0,54.0,2.125,175000.0,<1H OCEAN
+-123.21,39.2,17.0,3145.0,693.0,1560.0,647.0,2.2926,149300.0,<1H OCEAN
+-123.19,39.21,22.0,1542.0,291.0,821.0,285.0,3.5917,118800.0,<1H OCEAN
+-123.2,39.23,26.0,786.0,168.0,494.0,161.0,2.3583,105400.0,<1H OCEAN
+-123.75,39.37,16.0,1377.0,296.0,830.0,279.0,3.25,151400.0,<1H OCEAN
+-123.85,39.39,23.0,4671.0,912.0,2095.0,857.0,3.184,140500.0,<1H OCEAN
+-123.81,39.34,17.0,1981.0,371.0,773.0,325.0,3.1563,277000.0,<1H OCEAN
+-123.7,39.32,18.0,1652.0,352.0,711.0,292.0,3.1071,213200.0,<1H OCEAN
+-123.81,39.31,23.0,2754.0,577.0,887.0,432.0,3.3654,225000.0,NEAR OCEAN
+-123.73,39.17,20.0,4620.0,1042.0,1745.0,794.0,2.375,158800.0,NEAR OCEAN
+-123.53,38.93,38.0,1706.0,355.0,506.0,211.0,2.5625,165600.0,NEAR OCEAN
+-123.69,38.9,17.0,2206.0,478.0,1140.0,428.0,2.1985,95300.0,NEAR OCEAN
+-123.59,38.8,17.0,5202.0,1037.0,1742.0,803.0,3.1201,176100.0,NEAR OCEAN
+-123.54,39.17,18.0,2251.0,510.0,1032.0,369.0,2.2946,101000.0,<1H OCEAN
+-123.39,38.99,28.0,1416.0,294.0,812.0,258.0,3.4063,109400.0,<1H OCEAN
+-123.36,39.01,35.0,1551.0,321.0,857.0,288.0,2.7232,115400.0,<1H OCEAN
+-123.21,39.18,17.0,2772.0,576.0,1501.0,584.0,2.6275,142100.0,<1H OCEAN
+-123.34,39.1,24.0,5372.0,1051.0,3002.0,992.0,3.0652,131100.0,<1H OCEAN
+-123.21,39.07,17.0,1890.0,342.0,877.0,312.0,3.7833,159800.0,<1H OCEAN
+-123.22,39.15,45.0,1348.0,265.0,639.0,270.0,3.3667,115200.0,<1H OCEAN
+-123.22,39.16,32.0,1149.0,187.0,499.0,208.0,3.6587,154600.0,<1H OCEAN
+-123.23,39.13,33.0,1176.0,211.0,529.0,217.0,3.8958,144000.0,<1H OCEAN
+-123.22,39.15,36.0,1166.0,216.0,504.0,203.0,3.5938,122100.0,<1H OCEAN
+-123.21,39.15,52.0,1370.0,258.0,617.0,228.0,2.55,112900.0,<1H OCEAN
+-123.21,39.14,39.0,1419.0,262.0,661.0,278.0,3.0,114600.0,<1H OCEAN
+-123.21,39.13,27.0,1531.0,266.0,822.0,234.0,4.0469,127400.0,<1H OCEAN
+-123.2,39.16,14.0,1908.0,484.0,1195.0,467.0,1.7929,82300.0,<1H OCEAN
+-123.22,39.16,29.0,6121.0,1222.0,3595.0,1189.0,2.631,109600.0,<1H OCEAN
+-123.2,39.15,27.0,990.0,238.0,592.0,225.0,2.0074,96200.0,<1H OCEAN
+-123.19,39.15,16.0,2577.0,495.0,1232.0,488.0,2.6012,125600.0,<1H OCEAN
+-123.21,39.15,31.0,2685.0,675.0,1367.0,626.0,1.6571,108900.0,<1H OCEAN
+-123.2,39.14,17.0,1620.0,396.0,878.0,399.0,1.8042,109200.0,<1H OCEAN
+-123.2,39.13,26.0,1474.0,417.0,1065.0,401.0,1.375,84400.0,<1H OCEAN
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+-123.17,39.15,30.0,1904.0,331.0,816.0,325.0,4.425,161900.0,<1H OCEAN
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+-123.1,38.97,36.0,1211.0,247.0,697.0,251.0,2.5761,94900.0,<1H OCEAN
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+-120.75,37.44,27.0,2295.0,424.0,1252.0,350.0,3.6182,123200.0,INLAND
+-120.76,37.44,18.0,2003.0,398.0,1333.0,411.0,2.7562,90500.0,INLAND
+-120.77,37.42,27.0,949.0,224.0,888.0,241.0,2.3333,72800.0,INLAND
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+-120.79,37.41,35.0,2436.0,466.0,1730.0,469.0,2.2071,85900.0,INLAND
+-120.71,37.39,11.0,1479.0,341.0,1476.0,327.0,3.2721,73800.0,INLAND
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+-121.32,36.42,20.0,1054.0,269.0,1219.0,273.0,3.0437,76600.0,<1H OCEAN
+-121.32,36.43,22.0,2927.0,637.0,2546.0,618.0,2.7153,114300.0,<1H OCEAN
+-121.33,36.43,40.0,622.0,194.0,902.0,196.0,2.625,109100.0,<1H OCEAN
+-121.4,36.38,39.0,2288.0,529.0,1449.0,410.0,3.3289,190600.0,<1H OCEAN
+-121.23,36.33,23.0,2095.0,536.0,1858.0,457.0,3.0543,92400.0,<1H OCEAN
+-121.25,36.32,12.0,4776.0,1082.0,4601.0,1066.0,2.9184,100500.0,<1H OCEAN
+-121.26,36.32,30.0,146.0,41.0,164.0,40.0,2.3,206300.0,<1H OCEAN
+-121.24,36.33,13.0,1642.0,418.0,1534.0,388.0,3.1222,125500.0,<1H OCEAN
+-121.24,36.34,33.0,1691.0,308.0,792.0,262.0,2.6648,164600.0,<1H OCEAN
+-121.12,36.21,16.0,1720.0,473.0,1427.0,291.0,2.1107,76200.0,<1H OCEAN
+-121.13,36.21,27.0,1476.0,352.0,1156.0,358.0,3.1929,137900.0,<1H OCEAN
+-121.13,36.21,30.0,1484.0,414.0,1200.0,351.0,1.7548,95800.0,<1H OCEAN
+-121.13,36.21,34.0,2504.0,550.0,1810.0,547.0,3.4821,113700.0,<1H OCEAN
+-121.13,36.2,16.0,1868.0,443.0,1323.0,436.0,2.9559,163200.0,<1H OCEAN
+-121.02,36.24,12.0,2198.0,507.0,1971.0,502.0,2.6801,100000.0,<1H OCEAN
+-121.2,36.14,12.0,3738.0,710.0,2337.0,664.0,3.9647,135000.0,<1H OCEAN
+-121.39,36.16,28.0,1057.0,249.0,288.0,130.0,3.0526,146900.0,NEAR OCEAN
+-121.32,35.95,31.0,372.0,68.0,479.0,67.0,3.5547,200000.0,NEAR OCEAN
+-121.0,35.94,16.0,3077.0,628.0,1479.0,536.0,3.3724,114600.0,<1H OCEAN
+-120.79,36.06,29.0,1916.0,386.0,1019.0,314.0,2.4881,87500.0,<1H OCEAN
+-120.51,35.91,39.0,768.0,162.0,264.0,118.0,5.3245,250000.0,INLAND
+-121.91,36.42,14.0,1078.0,261.0,382.0,171.0,3.7083,210000.0,NEAR OCEAN
+-121.84,36.25,20.0,958.0,245.0,590.0,189.0,2.6094,362500.0,NEAR OCEAN
+-121.62,36.14,25.0,726.0,274.0,411.0,214.0,3.2375,450000.0,NEAR OCEAN
+-121.87,36.55,20.0,10053.0,1768.0,3083.0,1621.0,5.1506,387500.0,NEAR OCEAN
+-121.82,36.54,22.0,1746.0,363.0,886.0,364.0,5.5469,378800.0,<1H OCEAN
+-121.77,36.53,18.0,2321.0,358.0,803.0,341.0,10.1854,426000.0,<1H OCEAN
+-121.84,36.52,18.0,3165.0,533.0,1312.0,434.0,6.5234,357400.0,NEAR OCEAN
+-121.88,36.49,28.0,2830.0,458.0,898.0,370.0,5.8142,500001.0,NEAR OCEAN
+-121.92,36.57,42.0,3944.0,738.0,1374.0,598.0,4.174,394400.0,NEAR OCEAN
+-121.91,36.55,39.0,5468.0,834.0,1782.0,712.0,5.7248,398800.0,NEAR OCEAN
+-121.92,36.54,33.0,5323.0,887.0,1670.0,740.0,3.9792,468000.0,NEAR OCEAN
+-121.92,36.56,40.0,2124.0,449.0,643.0,341.0,5.5164,369100.0,NEAR OCEAN
+-121.94,36.55,30.0,2722.0,584.0,628.0,384.0,3.4048,487100.0,NEAR OCEAN
+-121.92,36.56,39.0,2144.0,538.0,749.0,419.0,2.7039,364000.0,NEAR OCEAN
+-121.92,36.55,37.0,2190.0,419.0,490.0,300.0,3.7852,465800.0,NEAR OCEAN
+-121.92,36.55,44.0,3494.0,635.0,693.0,415.0,3.6,452800.0,NEAR OCEAN
+-121.92,36.55,52.0,2616.0,483.0,582.0,313.0,3.275,500001.0,NEAR OCEAN
+-121.95,36.61,31.0,1736.0,250.0,497.0,170.0,6.3835,407800.0,NEAR OCEAN
+-121.93,36.59,25.0,2201.0,353.0,622.0,295.0,5.0621,386500.0,NEAR OCEAN
+-121.95,36.6,32.0,3152.0,504.0,793.0,426.0,7.1198,469900.0,NEAR OCEAN
+-121.95,36.59,22.0,3553.0,530.0,1108.0,441.0,5.8505,417100.0,NEAR OCEAN
+-121.94,36.58,23.0,4911.0,693.0,1480.0,606.0,6.777,500000.0,NEAR OCEAN
+-121.94,36.57,28.0,3153.0,409.0,569.0,271.0,14.4113,500001.0,NEAR OCEAN
+-121.93,36.6,33.0,3455.0,683.0,1704.0,663.0,4.0154,225700.0,NEAR OCEAN
+-121.92,36.61,29.0,3735.0,808.0,1873.0,757.0,3.1543,253800.0,NEAR OCEAN
+-121.93,36.62,34.0,2351.0,,1063.0,428.0,3.725,278000.0,NEAR OCEAN
+-121.92,36.61,27.0,3044.0,661.0,1229.0,618.0,3.1359,268000.0,NEAR OCEAN
+-121.93,36.62,39.0,869.0,173.0,406.0,165.0,4.0313,253800.0,NEAR OCEAN
+-121.92,36.62,52.0,974.0,190.0,403.0,181.0,4.3281,236500.0,NEAR OCEAN
+-121.92,36.62,52.0,1001.0,191.0,425.0,184.0,3.7614,241700.0,NEAR OCEAN
+-121.92,36.62,47.0,1811.0,401.0,948.0,375.0,3.0379,249300.0,NEAR OCEAN
+-121.91,36.62,52.0,1431.0,300.0,657.0,293.0,3.2865,240100.0,<1H OCEAN
+-121.92,36.62,52.0,867.0,199.0,391.0,187.0,2.6713,234600.0,NEAR OCEAN
+-121.92,36.62,52.0,1410.0,303.0,578.0,285.0,2.5625,235400.0,NEAR OCEAN
+-121.92,36.62,52.0,728.0,161.0,313.0,142.0,3.4327,254500.0,NEAR OCEAN
+-121.91,36.62,40.0,1292.0,271.0,504.0,230.0,2.475,258300.0,<1H OCEAN
+-121.91,36.62,30.0,724.0,167.0,325.0,155.0,3.3333,247900.0,<1H OCEAN
+-121.71,36.78,19.0,2371.0,324.0,944.0,332.0,5.9175,240200.0,<1H OCEAN
+-121.92,36.62,52.0,2584.0,599.0,790.0,444.0,2.5263,286400.0,NEAR OCEAN
+-121.91,36.62,52.0,541.0,157.0,240.0,145.0,3.5865,290000.0,<1H OCEAN
+-121.91,36.62,52.0,1220.0,267.0,488.0,265.0,3.7454,243800.0,<1H OCEAN
+-121.91,36.63,42.0,817.0,194.0,391.0,193.0,2.1776,279200.0,<1H OCEAN
+-121.93,36.63,28.0,3983.0,852.0,1582.0,778.0,3.5147,313900.0,NEAR OCEAN
+-121.93,36.63,33.0,1740.0,342.0,638.0,329.0,3.1912,319800.0,NEAR OCEAN
+-121.92,36.63,40.0,1076.0,193.0,406.0,180.0,3.4943,311100.0,<1H OCEAN
+-121.93,36.63,41.0,1049.0,198.0,428.0,183.0,4.3571,287500.0,NEAR OCEAN
+-121.92,36.63,36.0,877.0,175.0,349.0,168.0,3.4167,339100.0,<1H OCEAN
+-121.89,36.63,20.0,1834.0,554.0,971.0,514.0,3.0383,217300.0,<1H OCEAN
+-121.9,36.61,29.0,3412.0,827.0,1574.0,759.0,2.9309,217100.0,NEAR OCEAN
+-121.91,36.61,30.0,2755.0,597.0,1519.0,554.0,3.2952,234600.0,NEAR OCEAN
+-121.92,36.61,27.0,1619.0,352.0,831.0,344.0,4.3,226400.0,NEAR OCEAN
+-121.92,36.61,21.0,1242.0,340.0,834.0,362.0,2.4922,243800.0,NEAR OCEAN
+-121.9,36.6,39.0,1629.0,423.0,804.0,386.0,2.4663,236500.0,NEAR OCEAN
+-121.9,36.6,33.0,2461.0,649.0,1234.0,601.0,2.8727,225000.0,NEAR OCEAN
+-121.9,36.6,45.0,2249.0,412.0,944.0,429.0,3.0625,260300.0,NEAR OCEAN
+-121.9,36.59,42.0,2689.0,510.0,1023.0,459.0,4.6182,301000.0,NEAR OCEAN
+-121.9,36.58,31.0,1431.0,,704.0,393.0,3.1977,289300.0,NEAR OCEAN
+-121.91,36.59,31.0,2034.0,335.0,966.0,322.0,4.6964,291300.0,NEAR OCEAN
+-121.91,36.6,35.0,2605.0,410.0,1110.0,406.0,5.5519,329500.0,NEAR OCEAN
+-121.91,36.59,17.0,5039.0,833.0,1678.0,710.0,6.2323,339100.0,NEAR OCEAN
+-121.89,36.6,40.0,626.0,164.0,337.0,150.0,2.7917,225000.0,<1H OCEAN
+-121.89,36.6,19.0,656.0,200.0,248.0,173.0,1.2656,500000.0,<1H OCEAN
+-121.88,36.6,30.0,1671.0,469.0,760.0,375.0,2.5164,178100.0,<1H OCEAN
+-121.88,36.59,30.0,1822.0,505.0,932.0,496.0,2.6894,179500.0,<1H OCEAN
+-121.89,36.59,18.0,2700.0,937.0,1042.0,744.0,3.1364,150000.0,NEAR OCEAN
+-121.89,36.59,32.0,784.0,112.0,262.0,114.0,6.918,500001.0,NEAR OCEAN
+-121.88,36.58,29.0,4910.0,871.0,3438.0,904.0,4.0432,450000.0,NEAR OCEAN
+-121.86,36.58,20.0,6332.0,991.0,2668.0,955.0,5.7578,347700.0,<1H OCEAN
+-121.81,36.57,13.0,3030.0,413.0,1027.0,363.0,6.9615,500001.0,<1H OCEAN
+-121.87,36.61,21.0,1616.0,400.0,688.0,384.0,4.2109,278800.0,<1H OCEAN
+-121.86,36.6,31.0,1044.0,285.0,762.0,301.0,3.038,195300.0,<1H OCEAN
+-121.86,36.6,21.0,3634.0,1011.0,1985.0,917.0,2.9085,156300.0,<1H OCEAN
+-121.86,36.6,33.0,1409.0,307.0,633.0,290.0,3.5568,191200.0,<1H OCEAN
+-121.85,36.6,21.0,2381.0,701.0,1264.0,659.0,2.5372,218000.0,<1H OCEAN
+-121.85,36.59,42.0,891.0,203.0,525.0,212.0,3.3156,186300.0,<1H OCEAN
+-121.84,36.59,34.0,3852.0,733.0,1661.0,696.0,4.3269,221300.0,<1H OCEAN
+-121.83,36.61,27.0,5665.0,1281.0,3612.0,1191.0,3.0542,142100.0,<1H OCEAN
+-121.83,36.6,30.0,2748.0,502.0,1491.0,535.0,4.3472,185000.0,<1H OCEAN
+-121.84,36.61,26.0,2902.0,761.0,2258.0,719.0,2.5663,128900.0,<1H OCEAN
+-121.84,36.6,30.0,2958.0,691.0,1616.0,666.0,3.4643,191800.0,<1H OCEAN
+-121.84,36.61,21.0,2876.0,802.0,2487.0,795.0,2.2007,112800.0,<1H OCEAN
+-121.84,36.61,15.0,2190.0,586.0,1570.0,510.0,1.875,122300.0,<1H OCEAN
+-121.82,36.61,24.0,2437.0,438.0,1430.0,444.0,3.8015,169100.0,<1H OCEAN
+-121.83,36.61,26.0,3723.0,789.0,2563.0,747.0,3.4531,133100.0,<1H OCEAN
+-121.83,36.61,27.0,2248.0,466.0,1644.0,453.0,3.2545,131200.0,<1H OCEAN
+-121.83,36.62,33.0,2938.0,576.0,1516.0,568.0,3.5,162400.0,<1H OCEAN
+-121.83,36.62,33.0,1771.0,398.0,1037.0,388.0,2.7708,161800.0,<1H OCEAN
+-121.85,36.6,41.0,3138.0,717.0,1890.0,642.0,2.4864,140400.0,<1H OCEAN
+-121.85,36.61,38.0,238.0,,191.0,67.0,1.3897,125000.0,<1H OCEAN
+-121.86,36.63,37.0,338.0,109.0,231.0,100.0,2.5313,108300.0,<1H OCEAN
+-121.84,36.62,26.0,32.0,8.0,27.0,10.0,2.225,150000.0,<1H OCEAN
+-121.79,36.64,11.0,32627.0,6445.0,28566.0,6082.0,2.3087,118800.0,<1H OCEAN
+-121.8,36.68,18.0,8581.0,1957.0,6071.0,1889.0,3.0,162200.0,<1H OCEAN
+-121.79,36.68,22.0,6912.0,1513.0,3794.0,1455.0,3.0608,168300.0,<1H OCEAN
+-121.8,36.72,14.0,2493.0,407.0,1296.0,418.0,5.4508,190000.0,<1H OCEAN
+-121.8,36.69,12.0,3877.0,914.0,2274.0,858.0,3.4239,194800.0,<1H OCEAN
+-121.77,36.71,18.0,6601.0,1395.0,3562.0,1299.0,3.512,174800.0,<1H OCEAN
+-122.29,38.3,52.0,144.0,54.0,89.0,48.0,1.0096,162500.0,NEAR BAY
+-122.29,38.3,52.0,935.0,224.0,315.0,207.0,1.8287,146900.0,NEAR BAY
+-122.3,38.3,21.0,1108.0,269.0,524.0,274.0,2.7619,154600.0,NEAR BAY
+-122.3,38.3,52.0,1128.0,207.0,450.0,197.0,3.3542,154600.0,NEAR BAY
+-122.29,38.3,52.0,1219.0,288.0,847.0,283.0,1.6691,183300.0,NEAR BAY
+-122.28,38.29,23.0,1398.0,388.0,1112.0,406.0,2.2366,140200.0,NEAR BAY
+-122.29,38.29,52.0,3217.0,742.0,1670.0,671.0,2.4398,163100.0,NEAR BAY
+-122.3,38.29,48.0,2278.0,477.0,1219.0,453.0,2.9643,154000.0,NEAR BAY
+-122.3,38.29,40.0,1739.0,318.0,744.0,312.0,2.6518,156100.0,NEAR BAY
+-122.29,38.28,38.0,2308.0,425.0,1272.0,406.0,3.6083,134200.0,NEAR BAY
+-122.26,38.29,10.0,969.0,160.0,482.0,180.0,6.5799,218100.0,NEAR BAY
+-122.27,38.29,36.0,1446.0,306.0,678.0,295.0,2.8409,153000.0,NEAR BAY
+-122.28,38.3,23.0,526.0,152.0,245.0,130.0,2.0134,142500.0,NEAR BAY
+-122.28,38.29,19.0,531.0,112.0,139.0,80.0,1.9875,325000.0,NEAR BAY
+-122.27,38.29,20.0,3870.0,795.0,2088.0,774.0,3.3021,152700.0,NEAR BAY
+-122.26,38.28,24.0,2831.0,502.0,1462.0,503.0,4.5,158300.0,NEAR BAY
+-122.27,38.28,37.0,1170.0,303.0,766.0,302.0,2.6618,136200.0,NEAR BAY
+-122.26,38.31,33.0,4518.0,704.0,1776.0,669.0,5.2444,281100.0,NEAR BAY
+-122.27,38.32,31.0,1267.0,319.0,545.0,297.0,1.9946,206800.0,NEAR BAY
+-122.27,38.31,44.0,3030.0,589.0,1373.0,582.0,2.9054,155200.0,NEAR BAY
+-122.28,38.32,12.0,4609.0,1005.0,2293.0,960.0,3.4543,194500.0,NEAR BAY
+-122.29,38.32,23.0,4312.0,993.0,2317.0,934.0,2.7667,153200.0,NEAR BAY
+-122.3,38.32,20.0,2063.0,486.0,1045.0,460.0,2.5035,153200.0,NEAR BAY
+-122.3,38.31,34.0,1797.0,395.0,1162.0,407.0,3.455,137500.0,NEAR BAY
+-122.29,38.31,25.0,4927.0,1005.0,2756.0,998.0,2.7325,162900.0,NEAR BAY
+-122.28,38.31,52.0,58.0,18.0,48.0,22.0,1.76,166700.0,NEAR BAY
+-122.29,38.31,45.0,3075.0,754.0,1635.0,723.0,2.2721,139800.0,NEAR BAY
+-122.3,38.3,44.0,3690.0,809.0,1922.0,736.0,2.6346,139800.0,NEAR BAY
+-122.31,38.34,19.0,4187.0,684.0,1827.0,605.0,4.5293,210400.0,NEAR BAY
+-122.31,38.33,21.0,1922.0,344.0,1051.0,342.0,3.6042,183300.0,NEAR BAY
+-122.3,38.33,15.0,4741.0,956.0,2043.0,856.0,4.1862,183600.0,NEAR BAY
+-122.31,38.33,26.0,2155.0,339.0,956.0,365.0,4.0132,174700.0,NEAR BAY
+-122.31,38.32,33.0,2463.0,421.0,1235.0,465.0,3.7045,161500.0,NEAR BAY
+-122.32,38.33,17.0,851.0,118.0,370.0,123.0,5.0877,209300.0,NEAR BAY
+-122.33,38.33,15.0,3193.0,468.0,1303.0,426.0,5.3017,202600.0,NEAR BAY
+-122.32,38.32,19.0,2922.0,417.0,1221.0,442.0,5.8002,238700.0,NEAR BAY
+-122.32,38.32,22.0,2483.0,528.0,1478.0,492.0,4.0878,164400.0,NEAR BAY
+-122.31,38.32,35.0,3997.0,762.0,2074.0,703.0,3.285,138100.0,NEAR BAY
+-122.32,38.32,26.0,2710.0,498.0,1439.0,484.0,5.0,175200.0,NEAR BAY
+-122.33,38.31,14.0,6778.0,947.0,2768.0,1014.0,6.1953,258900.0,NEAR BAY
+-122.31,38.3,25.0,3883.0,740.0,1641.0,676.0,3.9,187300.0,NEAR BAY
+-122.31,38.31,32.0,2577.0,458.0,1172.0,447.0,3.8796,175500.0,NEAR BAY
+-122.31,38.3,45.0,3023.0,659.0,1789.0,657.0,3.6039,126000.0,NEAR BAY
+-122.32,38.29,21.0,1607.0,356.0,834.0,352.0,2.3787,177900.0,NEAR BAY
+-122.33,38.29,14.0,3541.0,499.0,1577.0,459.0,5.3351,269900.0,NEAR BAY
+-122.3,38.29,20.0,1789.0,434.0,1113.0,398.0,2.4728,139700.0,NEAR BAY
+-122.3,38.29,25.0,1701.0,427.0,1021.0,399.0,3.0404,142100.0,NEAR BAY
+-122.3,38.28,31.0,1633.0,316.0,944.0,300.0,3.3977,158700.0,NEAR BAY
+-122.31,38.27,34.0,1748.0,284.0,783.0,303.0,4.3585,194400.0,NEAR BAY
+-122.3,38.27,4.0,1051.0,263.0,455.0,248.0,3.6389,130200.0,NEAR BAY
+-122.3,38.25,18.0,3548.0,880.0,1476.0,699.0,3.7188,163400.0,NEAR BAY
+-122.21,38.28,35.0,1273.0,210.0,555.0,181.0,4.4861,269300.0,NEAR BAY
+-122.24,38.25,33.0,213.0,36.0,91.0,33.0,4.9167,187500.0,NEAR BAY
+-122.28,38.22,42.0,106.0,18.0,40.0,25.0,7.5197,275000.0,NEAR BAY
+-122.29,38.19,13.0,7065.0,1259.0,3864.0,1221.0,4.7472,148600.0,NEAR BAY
+-122.25,38.17,34.0,778.0,137.0,406.0,136.0,4.2955,121300.0,NEAR BAY
+-122.23,38.17,45.0,350.0,,225.0,72.0,1.8942,216700.0,NEAR BAY
+-122.25,38.16,17.0,4459.0,944.0,1812.0,888.0,2.9375,106700.0,NEAR BAY
+-122.26,38.16,23.0,2840.0,491.0,1586.0,466.0,4.0337,130400.0,NEAR BAY
+-122.39,38.37,33.0,1066.0,191.0,403.0,163.0,6.8,240800.0,<1H OCEAN
+-122.37,38.33,29.0,1868.0,291.0,764.0,284.0,4.825,195100.0,NEAR BAY
+-122.35,38.3,18.0,3735.0,557.0,1504.0,521.0,5.6304,243100.0,NEAR BAY
+-122.33,38.21,33.0,2017.0,370.0,949.0,342.0,4.625,228600.0,NEAR BAY
+-122.4,38.34,33.0,1408.0,273.0,520.0,212.0,3.5781,242500.0,<1H OCEAN
+-122.33,38.38,28.0,1020.0,169.0,504.0,164.0,4.5694,287500.0,INLAND
+-122.4,38.41,20.0,4867.0,1015.0,1725.0,1015.0,2.5685,267600.0,INLAND
+-122.32,38.35,20.0,3494.0,549.0,1673.0,541.0,5.5718,185200.0,INLAND
+-122.36,38.41,18.0,1808.0,400.0,968.0,370.0,3.7067,175000.0,INLAND
+-122.36,38.4,16.0,2716.0,546.0,898.0,500.0,2.2536,201200.0,INLAND
+-122.18,38.35,24.0,407.0,68.0,175.0,61.0,6.0266,216700.0,INLAND
+-122.21,38.41,12.0,4270.0,654.0,1624.0,598.0,5.5266,331300.0,INLAND
+-122.29,38.4,28.0,2024.0,340.0,844.0,309.0,4.7833,361100.0,INLAND
+-122.33,38.39,36.0,831.0,122.0,272.0,109.0,6.3427,304800.0,INLAND
+-122.28,38.34,44.0,1066.0,190.0,416.0,174.0,3.6389,304000.0,NEAR BAY
+-122.26,38.36,25.0,1821.0,344.0,349.0,179.0,6.9931,398800.0,INLAND
+-122.26,38.33,34.0,2048.0,316.0,780.0,267.0,5.815,339200.0,NEAR BAY
+-122.23,38.33,31.0,3440.0,574.0,1538.0,537.0,5.5368,325900.0,NEAR BAY
+-122.24,38.31,38.0,1938.0,301.0,823.0,285.0,6.1089,280800.0,NEAR BAY
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+-122.48,38.48,29.0,2278.0,397.0,765.0,322.0,4.6379,348200.0,INLAND
+-122.4,38.46,33.0,2542.0,466.0,1099.0,420.0,4.635,248500.0,INLAND
+-122.47,38.51,18.0,2487.0,516.0,980.0,503.0,3.5506,187500.0,INLAND
+-122.47,38.51,25.0,928.0,195.0,413.0,184.0,3.4904,196900.0,INLAND
+-122.48,38.51,49.0,1977.0,393.0,741.0,339.0,3.1312,247600.0,INLAND
+-122.48,38.5,37.0,3049.0,,1287.0,439.0,4.3125,276500.0,INLAND
+-122.47,38.5,23.0,2191.0,415.0,959.0,361.0,4.1993,214500.0,INLAND
+-122.45,38.51,18.0,1297.0,337.0,610.0,312.0,1.9441,184400.0,INLAND
+-122.4,38.53,24.0,1741.0,289.0,564.0,231.0,3.6118,248400.0,INLAND
+-122.44,38.57,26.0,2101.0,390.0,2171.0,360.0,3.6429,159700.0,INLAND
+-122.45,38.58,34.0,2517.0,483.0,1324.0,464.0,3.0938,189400.0,INLAND
+-122.47,38.6,20.0,1036.0,202.0,589.0,194.0,5.3698,303300.0,INLAND
+-122.48,38.54,37.0,1898.0,359.0,973.0,340.0,4.2096,256600.0,INLAND
+-122.46,38.53,32.0,1735.0,331.0,785.0,309.0,3.6641,275800.0,INLAND
+-122.27,38.68,18.0,742.0,142.0,343.0,119.0,3.1563,98400.0,INLAND
+-122.26,38.57,22.0,509.0,103.0,139.0,73.0,2.1979,152800.0,INLAND
+-122.27,38.53,22.0,678.0,137.0,336.0,103.0,4.4,142500.0,INLAND
+-122.18,38.49,15.0,1743.0,366.0,655.0,264.0,3.3393,146900.0,INLAND
+-122.52,38.67,35.0,1705.0,321.0,708.0,253.0,3.4539,300000.0,INLAND
+-122.59,38.56,43.0,2088.0,379.0,721.0,293.0,4.65,245000.0,<1H OCEAN
+-122.57,38.58,18.0,2083.0,506.0,926.0,487.0,1.9925,225000.0,INLAND
+-122.58,38.59,33.0,1239.0,262.0,539.0,246.0,3.5208,195800.0,INLAND
+-122.58,38.58,32.0,2723.0,637.0,1549.0,556.0,2.3942,183100.0,INLAND
+-122.59,38.58,18.0,3753.0,752.0,1454.0,668.0,3.7585,185700.0,<1H OCEAN
+-121.07,39.15,15.0,6828.0,1319.0,3002.0,1318.0,2.4726,143400.0,INLAND
+-121.07,39.09,17.0,1878.0,345.0,892.0,299.0,2.8864,143100.0,INLAND
+-121.1,39.08,13.0,1110.0,216.0,602.0,209.0,2.5887,144400.0,INLAND
+-121.11,39.09,16.0,1000.0,197.0,508.0,190.0,2.3062,138800.0,INLAND
+-121.12,39.03,17.0,838.0,161.0,388.0,142.0,3.6563,163500.0,INLAND
+-121.05,39.13,10.0,3063.0,497.0,1168.0,507.0,4.4375,185100.0,INLAND
+-121.03,39.14,10.0,3138.0,524.0,1275.0,511.0,4.0775,164500.0,INLAND
+-121.07,39.13,8.0,4839.0,832.0,1977.0,762.0,4.0848,155900.0,INLAND
+-121.05,39.11,7.0,2767.0,423.0,1143.0,382.0,3.6333,170200.0,INLAND
+-121.04,39.08,8.0,2870.0,526.0,1307.0,451.0,3.463,201700.0,INLAND
+-121.0,39.09,7.0,439.0,84.0,246.0,80.0,3.0781,162500.0,INLAND
+-121.08,39.02,13.0,1839.0,275.0,752.0,270.0,4.2031,209600.0,INLAND
+-121.07,39.05,10.0,1813.0,311.0,827.0,287.0,3.6087,182100.0,INLAND
+-121.07,39.04,9.0,2374.0,372.0,884.0,333.0,4.5042,206400.0,INLAND
+-121.03,39.05,12.0,1875.0,307.0,806.0,283.0,3.9185,195200.0,INLAND
+-121.06,39.04,14.0,1651.0,279.0,633.0,261.0,4.2802,194800.0,INLAND
+-121.06,39.04,15.0,1999.0,287.0,585.0,246.0,5.5161,361900.0,INLAND
+-121.06,39.03,11.0,1887.0,303.0,775.0,283.0,3.8417,187200.0,INLAND
+-121.22,39.11,14.0,1405.0,269.0,660.0,228.0,3.0804,156800.0,INLAND
+-121.19,39.05,14.0,1131.0,193.0,520.0,178.0,3.9,180400.0,INLAND
+-121.14,39.1,13.0,1085.0,227.0,629.0,214.0,5.0389,171500.0,INLAND
+-121.12,39.2,9.0,1431.0,254.0,681.0,221.0,3.045,170400.0,INLAND
+-121.1,39.15,10.0,680.0,143.0,354.0,140.0,4.0333,161500.0,INLAND
+-121.08,39.18,19.0,2323.0,397.0,963.0,379.0,3.7426,162700.0,INLAND
+-121.18,39.26,14.0,811.0,161.0,352.0,121.0,3.5938,140300.0,INLAND
+-121.18,39.25,9.0,3415.0,562.0,1208.0,479.0,4.3646,185900.0,INLAND
+-121.2,39.25,5.0,906.0,144.0,376.0,141.0,4.3523,188200.0,INLAND
+-121.18,39.23,8.0,2112.0,360.0,782.0,344.0,3.7125,175000.0,INLAND
+-121.21,39.24,7.0,4194.0,673.0,1355.0,566.0,4.3702,226100.0,INLAND
+-121.2,39.23,9.0,2802.0,447.0,955.0,418.0,5.2359,213300.0,INLAND
+-121.18,39.19,16.0,1528.0,351.0,729.0,319.0,2.4688,138800.0,INLAND
+-121.16,39.18,14.0,1006.0,187.0,462.0,185.0,3.1042,152000.0,INLAND
+-121.25,39.17,9.0,999.0,189.0,411.0,176.0,2.125,151800.0,INLAND
+-121.2,39.2,16.0,1039.0,182.0,554.0,184.0,2.9688,128300.0,INLAND
+-121.15,39.23,13.0,3883.0,763.0,1816.0,682.0,2.8102,144400.0,INLAND
+-121.24,39.22,14.0,983.0,163.0,399.0,161.0,2.2917,145100.0,INLAND
+-121.23,39.27,11.0,1265.0,224.0,573.0,205.0,3.3603,162500.0,INLAND
+-121.07,39.23,39.0,2099.0,433.0,929.0,423.0,1.9886,113800.0,INLAND
+-121.04,39.24,48.0,1188.0,227.0,471.0,219.0,2.3125,125700.0,INLAND
+-121.05,39.23,20.0,1634.0,374.0,1053.0,390.0,1.5313,154900.0,INLAND
+-121.06,39.23,10.0,2229.0,537.0,982.0,512.0,2.186,132700.0,INLAND
+-121.06,39.22,52.0,1749.0,422.0,837.0,391.0,2.325,109700.0,INLAND
+-121.09,39.23,35.0,2637.0,511.0,1181.0,480.0,2.7813,109200.0,INLAND
+-121.07,39.22,52.0,2432.0,495.0,928.0,435.0,2.425,121100.0,INLAND
+-121.08,39.22,30.0,2188.0,,1033.0,437.0,2.1419,105200.0,INLAND
+-121.08,39.21,17.0,3033.0,590.0,1319.0,583.0,2.4811,111800.0,INLAND
+-121.09,39.22,25.0,2200.0,439.0,1045.0,419.0,2.6042,116700.0,INLAND
+-121.07,39.2,45.0,204.0,62.0,133.0,51.0,1.0,90600.0,INLAND
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+-121.04,39.22,14.0,1889.0,471.0,853.0,399.0,2.25,112500.0,INLAND
+-121.03,39.21,28.0,2843.0,535.0,1310.0,525.0,3.2337,123100.0,INLAND
+-121.05,39.2,48.0,1759.0,389.0,716.0,350.0,2.3125,108300.0,INLAND
+-121.06,39.21,52.0,1452.0,309.0,637.0,299.0,2.2083,103900.0,INLAND
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+-121.02,39.17,17.0,2277.0,459.0,1149.0,476.0,3.2303,149500.0,INLAND
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+-117.61,33.43,33.0,1150.0,383.0,604.0,317.0,2.3545,187500.0,NEAR OCEAN
+-117.62,33.42,27.0,1005.0,266.0,460.0,243.0,3.1029,190600.0,NEAR OCEAN
+-117.62,33.42,27.0,1444.0,412.0,597.0,311.0,3.1395,310000.0,NEAR OCEAN
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+-117.98,33.68,17.0,2603.0,373.0,1265.0,382.0,6.8039,332900.0,<1H OCEAN
+-117.97,33.68,16.0,4508.0,598.0,2221.0,623.0,7.3731,390800.0,<1H OCEAN
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+-118.01,33.66,19.0,4559.0,1045.0,1949.0,910.0,4.355,429200.0,NEAR OCEAN
+-118.0,33.66,25.0,4041.0,903.0,1689.0,784.0,4.2289,442700.0,NEAR OCEAN
+-118.02,33.65,38.0,2548.0,646.0,755.0,399.0,2.8352,408300.0,NEAR OCEAN
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+-117.99,33.68,14.0,3305.0,841.0,2272.0,769.0,3.4899,216700.0,<1H OCEAN
+-117.99,33.67,19.0,3808.0,790.0,1776.0,756.0,4.625,282200.0,<1H OCEAN
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+-117.99,33.67,17.0,1692.0,427.0,903.0,423.0,3.5859,262500.0,<1H OCEAN
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+-118.05,33.65,5.0,7017.0,935.0,2427.0,867.0,10.1154,477700.0,NEAR OCEAN
+-118.0,33.68,12.0,5241.0,985.0,2048.0,943.0,6.4858,285400.0,<1H OCEAN
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+-118.01,33.73,23.0,4095.0,578.0,1766.0,589.0,6.7418,302500.0,<1H OCEAN
+-118.02,33.73,24.0,6393.0,1141.0,2743.0,1057.0,5.1384,336900.0,<1H OCEAN
+-118.03,33.72,24.0,5203.0,957.0,2465.0,946.0,5.163,261000.0,<1H OCEAN
+-118.04,33.72,24.0,7141.0,1330.0,3418.0,1268.0,4.6649,237800.0,<1H OCEAN
+-117.99,33.73,24.0,2104.0,421.0,1181.0,414.0,3.8365,250900.0,<1H OCEAN
+-118.0,33.73,26.0,2236.0,280.0,809.0,282.0,6.7395,342800.0,<1H OCEAN
+-117.99,33.73,20.0,3182.0,884.0,1770.0,817.0,3.1912,220800.0,<1H OCEAN
+-117.99,33.72,26.0,1787.0,275.0,801.0,270.0,5.5514,255700.0,<1H OCEAN
+-117.99,33.72,17.0,2801.0,649.0,1473.0,535.0,4.2875,134800.0,<1H OCEAN
+-117.99,33.72,14.0,2127.0,537.0,1338.0,475.0,3.628,188500.0,<1H OCEAN
+-118.01,33.71,18.0,6565.0,1357.0,3079.0,1248.0,4.7515,295600.0,<1H OCEAN
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+-118.01,33.69,3.0,945.0,115.0,337.0,123.0,11.5199,500001.0,<1H OCEAN
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+-117.99,33.69,12.0,2480.0,858.0,1441.0,788.0,1.6705,350000.0,<1H OCEAN
+-118.02,33.71,24.0,2598.0,443.0,1184.0,435.0,5.8623,287800.0,<1H OCEAN
+-118.03,33.7,15.0,3244.0,421.0,1259.0,413.0,7.7854,395300.0,<1H OCEAN
+-118.03,33.71,26.0,1483.0,251.0,738.0,235.0,6.0,271400.0,<1H OCEAN
+-118.07,33.67,13.0,5126.0,711.0,2429.0,718.0,9.5268,437900.0,NEAR OCEAN
+-118.04,33.72,14.0,4494.0,1048.0,2222.0,963.0,4.7821,169400.0,<1H OCEAN
+-118.05,33.72,14.0,2673.0,687.0,1192.0,656.0,4.1862,188900.0,<1H OCEAN
+-118.04,33.72,15.0,1836.0,490.0,942.0,477.0,4.0238,182500.0,<1H OCEAN
+-118.09,33.7,13.0,4770.0,969.0,2261.0,972.0,5.883,295100.0,NEAR OCEAN
+-118.04,33.71,12.0,4014.0,868.0,1605.0,769.0,6.0102,396900.0,<1H OCEAN
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+-118.1,33.74,37.0,997.0,262.0,531.0,282.0,4.7773,400000.0,NEAR OCEAN
+-118.11,33.75,15.0,2569.0,812.0,785.0,477.0,5.4011,346400.0,NEAR OCEAN
+-118.11,33.74,43.0,1222.0,303.0,565.0,309.0,4.8482,500001.0,NEAR OCEAN
+-118.09,33.74,44.0,1671.0,390.0,871.0,367.0,4.6369,422200.0,NEAR OCEAN
+-118.11,33.75,24.0,1608.0,314.0,592.0,314.0,5.0926,390500.0,NEAR OCEAN
+-118.1,33.74,33.0,2119.0,524.0,872.0,465.0,4.537,495500.0,NEAR OCEAN
+-118.1,33.74,31.0,1310.0,342.0,563.0,310.0,4.6528,457100.0,NEAR OCEAN
+-118.11,33.73,32.0,1258.0,333.0,645.0,334.0,5.0476,500001.0,NEAR OCEAN
+-118.1,33.74,32.0,2035.0,,934.0,512.0,4.2287,500001.0,NEAR OCEAN
+-118.07,33.72,24.0,1240.0,296.0,513.0,254.0,4.9044,485000.0,NEAR OCEAN
+-118.07,33.72,32.0,1179.0,250.0,369.0,209.0,5.1824,500001.0,NEAR OCEAN
+-118.09,33.71,19.0,1397.0,271.0,491.0,197.0,8.7397,500001.0,NEAR OCEAN
+-118.06,33.72,17.0,4573.0,937.0,1619.0,796.0,5.7704,500001.0,NEAR OCEAN
+-118.05,33.71,25.0,4150.0,570.0,1424.0,547.0,8.8281,461600.0,NEAR OCEAN
+-118.06,33.72,22.0,4311.0,531.0,1426.0,533.0,9.8177,500001.0,NEAR OCEAN
+-118.07,33.73,13.0,1822.0,313.0,643.0,303.0,9.8346,401700.0,NEAR OCEAN
+-118.06,33.72,14.0,2665.0,331.0,964.0,319.0,15.0001,500001.0,NEAR OCEAN
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+-117.18,32.75,36.0,2282.0,534.0,918.0,531.0,2.7222,284700.0,NEAR OCEAN
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+-117.16,32.74,52.0,852.0,262.0,389.0,249.0,2.6042,225000.0,NEAR OCEAN
+-117.16,32.74,21.0,1882.0,486.0,903.0,482.0,3.06,243800.0,NEAR OCEAN
+-117.16,32.74,27.0,2335.0,604.0,982.0,590.0,3.1921,261500.0,NEAR OCEAN
+-117.17,32.75,28.0,1514.0,384.0,540.0,352.0,2.1532,240000.0,NEAR OCEAN
+-117.16,32.75,19.0,5430.0,1593.0,2496.0,1484.0,2.9112,199100.0,NEAR OCEAN
+-117.16,32.75,34.0,1785.0,558.0,804.0,490.0,2.2687,200000.0,NEAR OCEAN
+-117.15,32.76,43.0,2361.0,489.0,824.0,470.0,3.4196,302200.0,NEAR OCEAN
+-117.15,32.76,36.0,2644.0,674.0,1211.0,654.0,3.0445,214800.0,NEAR OCEAN
+-117.15,32.76,40.0,1809.0,474.0,826.0,456.0,2.6518,179800.0,NEAR OCEAN
+-117.15,32.76,37.0,1921.0,502.0,811.0,472.0,2.75,175000.0,NEAR OCEAN
+-117.15,32.75,40.0,2261.0,579.0,903.0,525.0,2.465,198700.0,NEAR OCEAN
+-117.15,32.75,9.0,2818.0,821.0,851.0,555.0,2.6181,204200.0,NEAR OCEAN
+-117.15,32.75,27.0,3166.0,867.0,1332.0,817.0,2.6742,171400.0,NEAR OCEAN
+-117.15,32.74,43.0,2383.0,607.0,962.0,587.0,2.2578,263600.0,NEAR OCEAN
+-117.15,32.74,26.0,3149.0,832.0,1320.0,808.0,3.0259,211700.0,NEAR OCEAN
+-117.14,32.75,35.0,1391.0,329.0,726.0,317.0,2.6818,159400.0,NEAR OCEAN
+-117.14,32.74,47.0,1494.0,327.0,689.0,304.0,3.125,172700.0,NEAR OCEAN
+-117.14,32.74,16.0,6075.0,1816.0,2592.0,1634.0,2.5553,178100.0,NEAR OCEAN
+-117.14,32.75,29.0,1961.0,565.0,1002.0,569.0,2.2813,118100.0,NEAR OCEAN
+-117.14,32.75,25.0,1908.0,513.0,956.0,467.0,2.4828,133300.0,NEAR OCEAN
+-117.14,32.75,37.0,1832.0,525.0,955.0,488.0,2.7852,129200.0,NEAR OCEAN
+-117.14,32.75,19.0,1358.0,613.0,766.0,630.0,1.0353,150000.0,NEAR OCEAN
+-117.14,32.75,20.0,1182.0,379.0,678.0,326.0,2.1937,162500.0,NEAR OCEAN
+-117.14,32.75,27.0,1551.0,464.0,880.0,400.0,2.4167,131300.0,NEAR OCEAN
+-117.14,32.76,28.0,3025.0,756.0,1328.0,695.0,2.694,164100.0,NEAR OCEAN
+-117.14,32.76,35.0,2539.0,661.0,1308.0,629.0,2.6777,146400.0,NEAR OCEAN
+-117.14,32.76,32.0,2587.0,681.0,1246.0,650.0,2.1727,145500.0,NEAR OCEAN
+-117.14,32.76,35.0,1785.0,493.0,965.0,506.0,2.0792,160000.0,NEAR OCEAN
+-117.13,32.77,30.0,2582.0,650.0,1098.0,603.0,2.8281,171700.0,NEAR OCEAN
+-117.13,32.76,29.0,2568.0,682.0,1191.0,642.0,2.1094,162500.0,NEAR OCEAN
+-117.13,32.76,41.0,1545.0,420.0,747.0,415.0,2.375,154400.0,NEAR OCEAN
+-117.13,32.76,27.0,2280.0,695.0,1235.0,664.0,1.9392,142900.0,NEAR OCEAN
+-117.13,32.76,33.0,1591.0,461.0,794.0,425.0,2.6333,140000.0,NEAR OCEAN
+-117.13,32.76,22.0,2623.0,732.0,1283.0,718.0,2.1563,127100.0,NEAR OCEAN
+-117.14,32.76,24.0,3523.0,991.0,1775.0,873.0,2.1273,142300.0,NEAR OCEAN
+-117.13,32.75,24.0,1877.0,519.0,898.0,483.0,2.2264,112500.0,NEAR OCEAN
+-117.13,32.75,28.0,2279.0,671.0,1166.0,623.0,1.95,150000.0,NEAR OCEAN
+-117.13,32.75,23.0,3999.0,1182.0,2051.0,1130.0,2.1292,135000.0,NEAR OCEAN
+-117.13,32.75,31.0,2336.0,656.0,1186.0,609.0,2.5872,130600.0,NEAR OCEAN
+-117.13,32.75,50.0,1476.0,354.0,698.0,354.0,3.0,168800.0,NEAR OCEAN
+-117.13,32.74,52.0,1512.0,321.0,651.0,321.0,3.6852,185300.0,NEAR OCEAN
+-117.13,32.75,37.0,4142.0,1031.0,1936.0,968.0,2.693,174100.0,NEAR OCEAN
+-117.12,32.75,37.0,2344.0,546.0,1134.0,513.0,2.4394,118300.0,NEAR OCEAN
+-117.12,32.74,46.0,1898.0,441.0,978.0,439.0,3.2708,155200.0,NEAR OCEAN
+-117.12,32.74,52.0,1969.0,389.0,877.0,424.0,3.79,163400.0,NEAR OCEAN
+-117.13,32.75,20.0,2271.0,602.0,992.0,520.0,2.2599,157600.0,NEAR OCEAN
+-117.12,32.75,15.0,2671.0,724.0,1800.0,646.0,2.1394,106700.0,NEAR OCEAN
+-117.12,32.75,17.0,2060.0,633.0,1251.0,602.0,1.9886,119200.0,NEAR OCEAN
+-117.12,32.75,20.0,1406.0,413.0,850.0,412.0,2.3261,114600.0,NEAR OCEAN
+-117.12,32.75,25.0,2222.0,634.0,1025.0,568.0,1.64,130000.0,NEAR OCEAN
+-117.12,32.76,23.0,2681.0,717.0,1279.0,648.0,2.1597,116100.0,NEAR OCEAN
+-117.12,32.76,33.0,2279.0,591.0,1250.0,576.0,2.4297,139000.0,NEAR OCEAN
+-117.12,32.76,43.0,2336.0,644.0,1203.0,614.0,2.3594,127800.0,NEAR OCEAN
+-117.12,32.76,26.0,1221.0,331.0,620.0,296.0,2.4821,123600.0,NEAR OCEAN
+-117.11,32.76,29.0,2030.0,545.0,1014.0,518.0,2.2409,114200.0,NEAR OCEAN
+-117.12,32.76,28.0,2160.0,608.0,1339.0,571.0,1.9152,128100.0,NEAR OCEAN
+-117.12,32.76,27.0,1426.0,364.0,792.0,353.0,2.0673,118800.0,NEAR OCEAN
+-117.12,32.76,28.0,1605.0,501.0,936.0,460.0,2.5991,147500.0,NEAR OCEAN
+-117.12,32.76,17.0,1559.0,462.0,821.0,428.0,2.0139,150000.0,NEAR OCEAN
+-117.12,32.76,41.0,1469.0,421.0,803.0,395.0,2.1856,120500.0,NEAR OCEAN
+-117.11,32.77,48.0,1502.0,272.0,590.0,265.0,2.5952,190300.0,NEAR OCEAN
+-117.11,32.77,50.0,1729.0,355.0,617.0,337.0,3.6705,167000.0,NEAR OCEAN
+-117.12,32.77,48.0,2012.0,422.0,893.0,394.0,2.7928,175000.0,NEAR OCEAN
+-117.12,32.77,43.0,2167.0,464.0,977.0,461.0,3.125,192200.0,NEAR OCEAN
+-117.11,32.77,52.0,1484.0,224.0,498.0,223.0,6.6053,331400.0,NEAR OCEAN
+-117.11,32.77,52.0,1506.0,233.0,478.0,240.0,4.3875,300000.0,NEAR OCEAN
+-117.1,32.77,49.0,4449.0,711.0,1606.0,709.0,5.7768,281600.0,NEAR OCEAN
+-117.1,32.76,52.0,2606.0,426.0,883.0,380.0,4.2813,270800.0,NEAR OCEAN
+-117.09,32.77,38.0,2065.0,374.0,812.0,343.0,3.125,216500.0,NEAR OCEAN
+-117.09,32.76,44.0,1139.0,214.0,470.0,217.0,3.5481,203100.0,NEAR OCEAN
+-117.09,32.76,43.0,3889.0,711.0,1466.0,663.0,3.5529,223000.0,NEAR OCEAN
+-117.11,32.76,31.0,2293.0,549.0,1108.0,557.0,3.3854,204400.0,NEAR OCEAN
+-117.1,32.76,30.0,1835.0,474.0,934.0,415.0,2.875,139600.0,NEAR OCEAN
+-117.11,32.76,28.0,1457.0,397.0,672.0,342.0,1.9799,122700.0,NEAR OCEAN
+-117.11,32.76,21.0,2226.0,600.0,1085.0,533.0,2.2604,126300.0,NEAR OCEAN
+-117.11,32.76,19.0,2188.0,616.0,1304.0,607.0,2.0852,114400.0,NEAR OCEAN
+-117.1,32.75,17.0,871.0,379.0,955.0,351.0,1.4375,96400.0,NEAR OCEAN
+-117.1,32.75,11.0,2393.0,726.0,1905.0,711.0,1.3448,91300.0,NEAR OCEAN
+-117.11,32.75,11.0,1607.0,478.0,1384.0,450.0,2.05,100000.0,NEAR OCEAN
+-117.11,32.75,21.0,2127.0,658.0,1812.0,603.0,1.6896,100000.0,NEAR OCEAN
+-117.11,32.75,18.0,1943.0,587.0,1329.0,522.0,1.7696,103100.0,NEAR OCEAN
+-117.09,32.76,29.0,1650.0,496.0,882.0,445.0,2.2287,140000.0,NEAR OCEAN
+-117.09,32.76,31.0,1235.0,387.0,816.0,397.0,1.5517,122500.0,NEAR OCEAN
+-117.1,32.76,31.0,987.0,267.0,619.0,250.0,2.9286,151800.0,NEAR OCEAN
+-117.1,32.75,16.0,2426.0,799.0,1505.0,754.0,1.6444,103400.0,NEAR OCEAN
+-117.1,32.75,21.0,2063.0,609.0,1686.0,558.0,1.4828,94800.0,NEAR OCEAN
+-117.1,32.75,20.0,2355.0,722.0,1848.0,576.0,2.0036,99200.0,NEAR OCEAN
+-117.1,32.75,15.0,2422.0,774.0,2120.0,715.0,1.0617,92400.0,NEAR OCEAN
+-117.1,32.75,23.0,1858.0,551.0,1506.0,492.0,1.7446,85200.0,NEAR OCEAN
+-117.11,32.75,46.0,695.0,182.0,601.0,195.0,2.4219,90600.0,NEAR OCEAN
+-117.11,32.75,20.0,1667.0,469.0,1292.0,445.0,2.0893,101100.0,NEAR OCEAN
+-117.11,32.75,34.0,2131.0,594.0,1373.0,562.0,2.113,102100.0,NEAR OCEAN
+-117.12,32.75,13.0,2795.0,773.0,1869.0,690.0,2.1767,101800.0,NEAR OCEAN
+-117.1,32.74,14.0,2361.0,601.0,1831.0,526.0,1.6102,93400.0,NEAR OCEAN
+-117.11,32.74,25.0,2846.0,644.0,2272.0,632.0,2.2,98700.0,NEAR OCEAN
+-117.11,32.74,25.0,684.0,190.0,665.0,187.0,2.4524,90300.0,NEAR OCEAN
+-117.11,32.74,33.0,1126.0,267.0,621.0,241.0,3.2422,123100.0,NEAR OCEAN
+-117.11,32.73,35.0,1689.0,397.0,1135.0,366.0,2.3269,97300.0,NEAR OCEAN
+-117.1,32.73,24.0,2927.0,704.0,2005.0,668.0,2.2375,102900.0,NEAR OCEAN
+-117.11,32.73,34.0,1096.0,221.0,574.0,223.0,3.8355,126700.0,NEAR OCEAN
+-117.11,32.73,27.0,3160.0,627.0,1628.0,612.0,3.8864,132600.0,NEAR OCEAN
+-117.09,32.75,30.0,1899.0,546.0,1620.0,493.0,1.6034,84400.0,NEAR OCEAN
+-117.09,32.74,23.0,3130.0,779.0,2472.0,744.0,2.32,93200.0,NEAR OCEAN
+-117.1,32.74,20.0,3854.0,1046.0,3555.0,966.0,1.6747,100000.0,NEAR OCEAN
+-117.1,32.74,30.0,1772.0,500.0,1389.0,447.0,2.3641,94100.0,NEAR OCEAN
+-117.1,32.75,11.0,1976.0,548.0,1528.0,512.0,1.4886,89800.0,NEAR OCEAN
+-117.08,32.75,20.0,1886.0,586.0,1134.0,525.0,1.5029,100000.0,NEAR OCEAN
+-117.08,32.75,16.0,1111.0,328.0,930.0,303.0,1.2347,128100.0,NEAR OCEAN
+-117.08,32.75,15.0,1821.0,516.0,1385.0,439.0,2.5101,95300.0,NEAR OCEAN
+-117.09,32.75,24.0,1245.0,376.0,1230.0,362.0,1.875,95000.0,NEAR OCEAN
+-117.09,32.75,28.0,1220.0,391.0,1286.0,396.0,1.2286,105000.0,NEAR OCEAN
+-117.09,32.75,20.0,1701.0,503.0,1482.0,465.0,1.6789,95500.0,NEAR OCEAN
+-117.09,32.76,10.0,1922.0,577.0,1595.0,545.0,1.5208,118800.0,NEAR OCEAN
+-117.08,32.76,18.0,1704.0,596.0,1639.0,548.0,1.7391,125000.0,NEAR OCEAN
+-117.07,32.76,14.0,2523.0,545.0,1297.0,525.0,2.3886,138100.0,NEAR OCEAN
+-117.07,32.75,37.0,2690.0,549.0,1219.0,524.0,2.3148,154200.0,NEAR OCEAN
+-117.07,32.75,14.0,3073.0,851.0,2000.0,782.0,2.3824,144700.0,NEAR OCEAN
+-117.07,32.75,9.0,3464.0,749.0,1687.0,645.0,3.3026,119100.0,NEAR OCEAN
+-117.06,32.75,34.0,1917.0,419.0,1181.0,426.0,3.0208,129200.0,NEAR OCEAN
+-117.05,32.74,34.0,2178.0,455.0,1193.0,446.0,3.1719,115300.0,NEAR OCEAN
+-117.07,32.74,37.0,1042.0,205.0,589.0,208.0,2.6629,116900.0,NEAR OCEAN
+-117.07,32.75,31.0,2036.0,501.0,1263.0,442.0,2.5583,120700.0,NEAR OCEAN
+-117.08,32.75,20.0,1989.0,508.0,1452.0,462.0,2.0077,118300.0,NEAR OCEAN
+-117.08,32.74,26.0,2359.0,622.0,2067.0,581.0,1.8103,124700.0,NEAR OCEAN
+-117.09,32.75,19.0,2739.0,707.0,2004.0,622.0,1.6318,117700.0,NEAR OCEAN
+-117.09,32.74,42.0,1986.0,472.0,1472.0,475.0,2.1757,110100.0,NEAR OCEAN
+-117.08,32.74,33.0,3260.0,673.0,1784.0,666.0,3.5078,126500.0,NEAR OCEAN
+-117.08,32.73,36.0,3331.0,643.0,1903.0,622.0,3.6974,122000.0,NEAR OCEAN
+-117.07,32.74,38.0,1901.0,392.0,1099.0,406.0,2.7661,113900.0,NEAR OCEAN
+-117.08,32.74,35.0,1434.0,253.0,753.0,228.0,2.3812,135100.0,NEAR OCEAN
+-117.08,32.73,36.0,1158.0,218.0,619.0,233.0,3.6125,122500.0,NEAR OCEAN
+-117.08,32.73,19.0,2935.0,763.0,1953.0,720.0,1.4254,111300.0,NEAR OCEAN
+-117.07,32.73,18.0,2968.0,656.0,1149.0,581.0,2.6452,154200.0,NEAR OCEAN
+-117.07,32.78,22.0,922.0,240.0,1524.0,235.0,1.6815,218800.0,NEAR OCEAN
+-117.09,32.77,31.0,3062.0,,1263.0,539.0,3.0875,291500.0,NEAR OCEAN
+-117.08,32.77,31.0,1070.0,155.0,426.0,153.0,6.1628,219200.0,NEAR OCEAN
+-117.07,32.77,34.0,2245.0,394.0,1849.0,429.0,3.5446,185500.0,NEAR OCEAN
+-117.07,32.77,38.0,3779.0,614.0,1495.0,614.0,4.3529,184000.0,NEAR OCEAN
+-117.07,32.76,42.0,1827.0,378.0,880.0,380.0,2.5125,176600.0,NEAR OCEAN
+-117.08,32.77,25.0,3911.0,849.0,1580.0,767.0,2.7778,184100.0,NEAR OCEAN
+-117.08,32.76,27.0,1221.0,254.0,606.0,259.0,3.0833,155400.0,NEAR OCEAN
+-117.09,32.76,31.0,2567.0,624.0,1255.0,582.0,2.5909,159100.0,NEAR OCEAN
+-117.08,32.76,20.0,2547.0,785.0,1199.0,643.0,1.7743,140300.0,NEAR OCEAN
+-117.04,32.77,21.0,1824.0,447.0,962.0,431.0,2.7826,143800.0,<1H OCEAN
+-117.05,32.77,23.0,2556.0,662.0,1200.0,548.0,1.8899,147700.0,NEAR OCEAN
+-117.06,32.77,18.0,2269.0,682.0,1329.0,581.0,1.7951,161800.0,NEAR OCEAN
+-117.06,32.77,34.0,1730.0,373.0,730.0,350.0,2.0284,161800.0,NEAR OCEAN
+-117.07,32.77,38.0,1130.0,228.0,699.0,241.0,2.65,167600.0,NEAR OCEAN
+-117.06,32.77,32.0,3888.0,827.0,3868.0,841.0,3.0755,166800.0,NEAR OCEAN
+-117.05,32.77,33.0,3535.0,683.0,1568.0,672.0,2.8097,158300.0,NEAR OCEAN
+-117.06,32.76,36.0,2785.0,577.0,1275.0,527.0,2.3015,156800.0,NEAR OCEAN
+-117.06,32.76,38.0,1549.0,288.0,636.0,278.0,3.2188,150500.0,NEAR OCEAN
+-117.05,32.76,46.0,1887.0,359.0,795.0,358.0,3.25,159600.0,NEAR OCEAN
+-117.06,32.76,37.0,2356.0,476.0,1231.0,499.0,2.965,155700.0,NEAR OCEAN
+-117.06,32.76,24.0,1629.0,587.0,1012.0,488.0,1.7452,156800.0,NEAR OCEAN
+-117.05,32.75,36.0,2024.0,,1030.0,390.0,3.8233,139800.0,NEAR OCEAN
+-117.06,32.75,34.0,2516.0,611.0,1317.0,594.0,2.2308,125900.0,NEAR OCEAN
+-117.05,32.75,35.0,2144.0,388.0,1003.0,383.0,3.0938,137300.0,NEAR OCEAN
+-117.07,32.72,18.0,1758.0,286.0,987.0,277.0,4.6875,141800.0,NEAR OCEAN
+-117.08,32.72,32.0,2286.0,468.0,1741.0,467.0,3.0446,101900.0,NEAR OCEAN
+-117.07,32.71,36.0,2448.0,475.0,1268.0,450.0,2.5682,109100.0,NEAR OCEAN
+-117.06,32.73,33.0,3444.0,619.0,1884.0,582.0,3.7891,126700.0,NEAR OCEAN
+-117.06,32.72,31.0,2669.0,514.0,1626.0,499.0,3.1923,116900.0,NEAR OCEAN
+-117.05,32.72,35.0,1777.0,369.0,1158.0,353.0,3.4107,117000.0,NEAR OCEAN
+-117.06,32.71,25.0,2681.0,596.0,1947.0,553.0,2.8964,104300.0,NEAR OCEAN
+-117.07,32.71,39.0,2754.0,652.0,2263.0,619.0,2.2454,89600.0,NEAR OCEAN
+-117.08,32.7,35.0,1477.0,264.0,852.0,279.0,3.1786,100600.0,NEAR OCEAN
+-117.08,32.7,37.0,2176.0,418.0,1301.0,375.0,2.875,98900.0,NEAR OCEAN
+-117.08,32.7,36.0,2103.0,390.0,1279.0,392.0,2.4135,97000.0,NEAR OCEAN
+-117.06,32.71,21.0,1864.0,388.0,1498.0,389.0,3.8194,125700.0,NEAR OCEAN
+-117.06,32.71,11.0,2397.0,523.0,1566.0,514.0,3.8687,145200.0,NEAR OCEAN
+-117.08,32.71,27.0,2204.0,598.0,1656.0,521.0,1.4821,86200.0,NEAR OCEAN
+-117.07,32.71,26.0,4151.0,823.0,2822.0,697.0,2.8372,123400.0,NEAR OCEAN
+-117.07,32.7,14.0,2763.0,456.0,1914.0,465.0,4.1645,143000.0,NEAR OCEAN
+-117.07,32.69,20.0,2192.0,406.0,1766.0,393.0,4.0921,135000.0,NEAR OCEAN
+-117.06,32.7,12.0,3943.0,737.0,3280.0,751.0,4.112,141400.0,NEAR OCEAN
+-117.04,32.71,28.0,5274.0,991.0,3727.0,961.0,3.57,109800.0,NEAR OCEAN
+-117.05,32.71,25.0,3292.0,608.0,2266.0,592.0,3.2986,119200.0,NEAR OCEAN
+-117.03,32.71,33.0,3126.0,627.0,2300.0,623.0,3.2596,103000.0,NEAR OCEAN
+-117.03,32.71,34.0,2328.0,444.0,1684.0,429.0,3.25,99600.0,NEAR OCEAN
+-117.02,32.71,20.0,4050.0,745.0,2870.0,761.0,3.7366,121800.0,NEAR OCEAN
+-117.02,32.7,22.0,2756.0,516.0,1849.0,486.0,4.1837,125400.0,NEAR OCEAN
+-117.02,32.7,18.0,1643.0,283.0,1134.0,269.0,5.1769,133000.0,NEAR OCEAN
+-117.02,32.71,30.0,3187.0,592.0,2082.0,631.0,3.5388,118500.0,NEAR OCEAN
+-117.01,32.7,25.0,2321.0,398.0,1434.0,386.0,3.5341,120800.0,NEAR OCEAN
+-117.05,32.69,8.0,831.0,158.0,740.0,154.0,5.3908,165500.0,NEAR OCEAN
+-117.06,32.69,9.0,1520.0,269.0,1250.0,265.0,4.8875,157700.0,NEAR OCEAN
+-117.06,32.69,13.0,705.0,149.0,718.0,155.0,4.4375,154900.0,NEAR OCEAN
+-117.06,32.69,9.0,521.0,111.0,491.0,110.0,5.1305,158900.0,NEAR OCEAN
+-117.03,32.7,19.0,2304.0,572.0,2010.0,556.0,2.2866,109900.0,NEAR OCEAN
+-117.04,32.69,27.0,1790.0,356.0,1286.0,347.0,3.5437,115800.0,NEAR OCEAN
+-117.04,32.7,7.0,9311.0,1703.0,7302.0,1694.0,4.419,156900.0,NEAR OCEAN
+-117.07,32.68,18.0,1475.0,267.0,1149.0,268.0,5.0827,142200.0,NEAR OCEAN
+-117.06,32.68,38.0,1481.0,317.0,1080.0,291.0,2.85,125800.0,NEAR OCEAN
+-117.06,32.68,36.0,3815.0,796.0,2945.0,728.0,2.0959,125000.0,NEAR OCEAN
+-117.05,32.69,21.0,991.0,210.0,695.0,203.0,3.625,144300.0,NEAR OCEAN
+-117.06,32.68,41.0,2665.0,515.0,1664.0,512.0,2.375,113500.0,NEAR OCEAN
+-117.06,32.67,29.0,4047.0,754.0,2353.0,730.0,4.0505,125000.0,NEAR OCEAN
+-117.05,32.68,35.0,3414.0,580.0,1761.0,522.0,3.9922,129800.0,NEAR OCEAN
+-117.05,32.67,32.0,4227.0,785.0,2842.0,795.0,3.9646,137800.0,NEAR OCEAN
+-117.05,32.68,19.0,1469.0,275.0,1010.0,292.0,3.5664,150400.0,NEAR OCEAN
+-117.05,32.67,16.0,2168.0,343.0,1589.0,338.0,5.4863,153800.0,NEAR OCEAN
+-117.06,32.66,33.0,3425.0,511.0,1528.0,479.0,5.6889,234600.0,NEAR OCEAN
+-117.06,32.66,24.0,2587.0,491.0,1617.0,458.0,3.5066,133400.0,NEAR OCEAN
+-117.04,32.66,22.0,3362.0,630.0,1471.0,612.0,4.1442,303900.0,NEAR OCEAN
+-117.03,32.67,15.0,5094.0,818.0,2118.0,758.0,5.3505,266600.0,NEAR OCEAN
+-117.02,32.68,14.0,3986.0,675.0,2065.0,702.0,5.7192,267400.0,NEAR OCEAN
+-117.05,32.69,14.0,1689.0,555.0,1319.0,527.0,3.16,143800.0,NEAR OCEAN
+-117.05,32.68,15.0,1828.0,359.0,955.0,248.0,3.2174,165100.0,NEAR OCEAN
+-117.04,32.68,13.0,2132.0,425.0,1345.0,432.0,4.0,89300.0,NEAR OCEAN
+-117.04,32.68,14.0,1320.0,270.0,943.0,260.0,5.0947,152700.0,NEAR OCEAN
+-117.04,32.67,14.0,3464.0,683.0,2139.0,734.0,4.0668,137500.0,NEAR OCEAN
+-117.04,32.69,9.0,3417.0,860.0,2521.0,828.0,3.02,158900.0,NEAR OCEAN
+-117.04,32.68,9.0,3087.0,609.0,1530.0,556.0,3.775,125000.0,NEAR OCEAN
+-117.04,32.68,11.0,1875.0,357.0,1014.0,386.0,4.375,115000.0,NEAR OCEAN
+-117.01,32.7,7.0,2327.0,490.0,1304.0,445.0,3.3553,132200.0,NEAR OCEAN
+-117.02,32.69,7.0,6055.0,1004.0,3031.0,952.0,4.436,135000.0,NEAR OCEAN
+-117.03,32.69,5.0,3201.0,532.0,2061.0,536.0,5.0829,179400.0,NEAR OCEAN
+-117.03,32.69,10.0,901.0,163.0,698.0,167.0,4.6648,156100.0,NEAR OCEAN
+-117.03,32.69,8.0,2460.0,397.0,1784.0,390.0,4.5662,175500.0,NEAR OCEAN
+-117.09,32.71,12.0,3375.0,945.0,2357.0,808.0,1.5,106300.0,NEAR OCEAN
+-117.09,32.7,15.0,869.0,217.0,887.0,216.0,1.4583,84200.0,NEAR OCEAN
+-117.09,32.7,22.0,2409.0,582.0,1887.0,578.0,1.4089,94200.0,NEAR OCEAN
+-117.09,32.69,18.0,1645.0,430.0,1221.0,410.0,1.3269,108000.0,NEAR OCEAN
+-117.09,32.69,20.0,1102.0,205.0,852.0,217.0,3.1833,108300.0,NEAR OCEAN
+-117.1,32.69,11.0,3071.0,911.0,2812.0,774.0,1.2413,83100.0,NEAR OCEAN
+-117.1,32.7,28.0,633.0,137.0,525.0,170.0,3.6042,95600.0,NEAR OCEAN
+-117.1,32.7,42.0,2002.0,488.0,1505.0,464.0,1.5057,86300.0,NEAR OCEAN
+-117.1,32.71,9.0,1931.0,472.0,1628.0,445.0,2.085,92600.0,NEAR OCEAN
+-117.09,32.73,26.0,3114.0,686.0,1948.0,660.0,2.8942,124100.0,NEAR OCEAN
+-117.1,32.72,5.0,1615.0,387.0,1094.0,394.0,2.2024,137200.0,NEAR OCEAN
+-117.09,32.72,39.0,1273.0,246.0,770.0,242.0,2.0938,102500.0,NEAR OCEAN
+-117.09,32.72,33.0,1096.0,240.0,716.0,224.0,1.6944,111800.0,NEAR OCEAN
+-117.09,32.73,28.0,3109.0,594.0,1559.0,589.0,3.5789,120300.0,NEAR OCEAN
+-117.09,32.71,29.0,2238.0,523.0,2061.0,504.0,2.5559,96800.0,NEAR OCEAN
+-117.1,32.71,29.0,3422.0,713.0,2775.0,644.0,1.7075,86900.0,NEAR OCEAN
+-117.1,32.71,25.0,939.0,247.0,1003.0,240.0,1.75,87900.0,NEAR OCEAN
+-117.11,32.72,25.0,1491.0,348.0,1183.0,316.0,1.9583,88600.0,NEAR OCEAN
+-117.11,32.71,30.0,1729.0,457.0,1673.0,460.0,1.7,85900.0,NEAR OCEAN
+-117.11,32.7,34.0,2028.0,522.0,1797.0,464.0,1.7402,79400.0,NEAR OCEAN
+-117.11,32.7,37.0,2045.0,502.0,1920.0,472.0,1.8125,83300.0,NEAR OCEAN
+-117.11,32.7,33.0,1980.0,488.0,1626.0,428.0,1.4856,86400.0,NEAR OCEAN
+-117.12,32.7,14.0,819.0,237.0,827.0,237.0,1.3194,90500.0,NEAR OCEAN
+-117.12,32.7,36.0,1011.0,253.0,763.0,226.0,1.8187,84100.0,NEAR OCEAN
+-117.11,32.71,29.0,1040.0,291.0,1054.0,297.0,1.1818,83200.0,NEAR OCEAN
+-117.1,32.69,37.0,1269.0,340.0,1369.0,302.0,2.2102,87200.0,NEAR OCEAN
+-117.1,32.69,35.0,1292.0,272.0,1183.0,272.0,2.0547,98000.0,NEAR OCEAN
+-117.11,32.69,36.0,1421.0,367.0,1418.0,355.0,1.9425,93400.0,NEAR OCEAN
+-117.11,32.69,34.0,1144.0,295.0,1271.0,302.0,2.09,91800.0,NEAR OCEAN
+-117.11,32.69,37.0,2395.0,627.0,2489.0,599.0,1.5933,86300.0,NEAR OCEAN
+-117.11,32.69,39.0,395.0,159.0,620.0,162.0,2.725,86500.0,NEAR OCEAN
+-117.12,32.69,46.0,200.0,77.0,180.0,65.0,1.0658,93800.0,NEAR OCEAN
+-117.12,32.69,37.0,1082.0,294.0,1146.0,265.0,2.0673,88500.0,NEAR OCEAN
+-117.12,32.7,38.0,818.0,217.0,953.0,231.0,1.0531,65700.0,NEAR OCEAN
+-117.12,32.7,37.0,1361.0,348.0,1398.0,328.0,1.1681,78100.0,NEAR OCEAN
+-117.13,32.69,36.0,1469.0,400.0,1271.0,340.0,1.043,90100.0,NEAR OCEAN
+-117.13,32.7,48.0,786.0,230.0,917.0,231.0,1.875,75600.0,NEAR OCEAN
+-117.13,32.7,42.0,1210.0,292.0,945.0,258.0,0.8991,78900.0,NEAR OCEAN
+-117.13,32.7,38.0,1445.0,392.0,1286.0,357.0,1.4632,80200.0,NEAR OCEAN
+-117.13,32.7,35.0,1179.0,344.0,1372.0,330.0,1.9509,70200.0,NEAR OCEAN
+-117.12,32.71,33.0,1256.0,331.0,1315.0,321.0,1.9286,78500.0,NEAR OCEAN
+-117.13,32.71,38.0,993.0,246.0,760.0,205.0,1.1563,82700.0,NEAR OCEAN
+-117.13,32.71,42.0,1145.0,314.0,1114.0,307.0,1.2614,87500.0,NEAR OCEAN
+-117.13,32.71,44.0,1697.0,413.0,1396.0,363.0,1.5474,83300.0,NEAR OCEAN
+-117.13,32.72,32.0,2197.0,623.0,1784.0,599.0,1.901,120300.0,NEAR OCEAN
+-117.12,32.71,24.0,421.0,101.0,396.0,113.0,0.6433,111300.0,NEAR OCEAN
+-117.13,32.72,9.0,2436.0,720.0,1780.0,653.0,1.8299,137500.0,NEAR OCEAN
+-117.13,32.72,19.0,1341.0,435.0,1048.0,360.0,1.975,117900.0,NEAR OCEAN
+-117.12,32.72,36.0,6096.0,1285.0,3093.0,1229.0,3.37,159100.0,NEAR OCEAN
+-117.12,32.73,50.0,2307.0,424.0,887.0,356.0,3.5156,168800.0,NEAR OCEAN
+-117.12,32.73,52.0,3976.0,718.0,1750.0,769.0,3.4151,175400.0,NEAR OCEAN
+-117.13,32.74,46.0,3355.0,768.0,1457.0,708.0,2.6604,170100.0,NEAR OCEAN
+-117.13,32.73,52.0,1148.0,214.0,481.0,215.0,5.454,240900.0,NEAR OCEAN
+-117.13,32.73,52.0,2676.0,557.0,1181.0,537.0,3.6058,213100.0,NEAR OCEAN
+-117.13,32.74,50.0,1527.0,338.0,728.0,322.0,2.625,203200.0,NEAR OCEAN
+-117.13,32.73,43.0,2706.0,667.0,1531.0,614.0,2.1513,145000.0,NEAR OCEAN
+-117.13,32.72,43.0,2160.0,504.0,1221.0,452.0,2.4821,140600.0,NEAR OCEAN
+-117.13,32.72,52.0,1560.0,307.0,757.0,315.0,2.7083,199100.0,NEAR OCEAN
+-117.13,32.73,52.0,1911.0,415.0,777.0,412.0,2.2429,221100.0,NEAR OCEAN
+-117.14,32.72,42.0,1558.0,458.0,1227.0,407.0,2.2804,139100.0,NEAR OCEAN
+-117.13,32.72,17.0,1285.0,423.0,1208.0,409.0,1.758,126600.0,NEAR OCEAN
+-117.14,32.71,34.0,1694.0,455.0,1467.0,425.0,2.1164,139400.0,NEAR OCEAN
+-117.14,32.71,32.0,719.0,251.0,894.0,208.0,1.8456,103100.0,NEAR OCEAN
+-117.14,32.72,43.0,1073.0,344.0,660.0,279.0,2.0529,168800.0,NEAR OCEAN
+-117.14,32.72,45.0,1140.0,310.0,840.0,339.0,1.6156,156300.0,NEAR OCEAN
+-117.14,32.72,34.0,2533.0,862.0,2011.0,778.0,2.1199,160400.0,NEAR OCEAN
+-117.14,32.71,52.0,1225.0,332.0,955.0,321.0,1.6011,106300.0,NEAR OCEAN
+-117.14,32.71,52.0,979.0,314.0,975.0,297.0,1.2375,100000.0,NEAR OCEAN
+-117.14,32.71,52.0,800.0,313.0,1337.0,282.0,1.5594,87500.0,NEAR OCEAN
+-117.14,32.71,52.0,500.0,,480.0,108.0,1.8696,91100.0,NEAR OCEAN
+-117.13,32.71,37.0,1220.0,325.0,1472.0,323.0,1.825,81500.0,NEAR OCEAN
+-117.13,32.71,35.0,614.0,180.0,691.0,164.0,1.6953,81300.0,NEAR OCEAN
+-117.14,32.71,43.0,966.0,255.0,857.0,208.0,1.2841,72000.0,NEAR OCEAN
+-117.14,32.71,39.0,1647.0,478.0,2176.0,479.0,1.7642,82900.0,NEAR OCEAN
+-117.14,32.7,32.0,1280.0,353.0,1335.0,330.0,1.6023,77300.0,NEAR OCEAN
+-117.13,32.7,35.0,365.0,98.0,463.0,112.0,2.5588,78800.0,NEAR OCEAN
+-117.14,32.7,43.0,1126.0,289.0,1132.0,294.0,2.1875,87000.0,NEAR OCEAN
+-117.14,32.7,40.0,1227.0,330.0,1199.0,316.0,1.2188,92500.0,NEAR OCEAN
+-117.14,32.7,36.0,633.0,148.0,557.0,139.0,1.5729,82700.0,NEAR OCEAN
+-117.14,32.7,48.0,510.0,180.0,545.0,132.0,1.8008,86500.0,NEAR OCEAN
+-117.14,32.7,44.0,658.0,218.0,869.0,212.0,1.9338,89400.0,NEAR OCEAN
+-117.14,32.7,47.0,552.0,161.0,593.0,174.0,0.9589,90000.0,NEAR OCEAN
+-117.15,32.7,50.0,475.0,172.0,483.0,120.0,1.3657,162500.0,NEAR OCEAN
+-117.15,32.71,52.0,402.0,183.0,557.0,172.0,1.3125,87500.0,NEAR OCEAN
+-117.15,32.7,52.0,458.0,148.0,1283.0,166.0,1.2863,86300.0,NEAR OCEAN
+-117.15,32.71,52.0,217.0,82.0,531.0,93.0,1.6607,137500.0,NEAR OCEAN
+-117.15,32.72,52.0,344.0,177.0,460.0,147.0,1.2292,137500.0,NEAR OCEAN
+-117.16,32.72,52.0,788.0,463.0,805.0,391.0,0.9142,162500.0,NEAR OCEAN
+-117.16,32.71,52.0,845.0,451.0,1230.0,375.0,1.0918,22500.0,NEAR OCEAN
+-117.16,32.71,5.0,2508.0,827.0,2066.0,761.0,1.3092,325000.0,NEAR OCEAN
+-117.17,32.71,7.0,2493.0,693.0,951.0,641.0,4.2375,205000.0,NEAR OCEAN
+-117.17,32.71,39.0,311.0,181.0,206.0,113.0,0.7685,187500.0,NEAR OCEAN
+-117.14,32.73,26.0,450.0,132.0,317.0,109.0,4.0,137500.0,NEAR OCEAN
+-117.15,32.72,51.0,1321.0,,781.0,499.0,1.3071,250000.0,NEAR OCEAN
+-117.16,32.72,24.0,1232.0,663.0,1184.0,626.0,1.0391,162500.0,NEAR OCEAN
+-117.16,32.73,52.0,1218.0,471.0,821.0,429.0,1.9597,200000.0,NEAR OCEAN
+-117.16,32.72,27.0,1245.0,471.0,653.0,451.0,1.2668,225000.0,NEAR OCEAN
+-117.17,32.73,52.0,408.0,143.0,313.0,143.0,1.815,116700.0,NEAR OCEAN
+-117.17,32.72,44.0,626.0,256.0,572.0,229.0,1.5909,262500.0,NEAR OCEAN
+-117.16,32.73,52.0,1682.0,617.0,873.0,534.0,2.0972,112500.0,NEAR OCEAN
+-117.16,32.73,52.0,1863.0,559.0,906.0,493.0,1.9203,195800.0,NEAR OCEAN
+-117.17,32.73,52.0,1578.0,487.0,879.0,446.0,2.4069,215000.0,NEAR OCEAN
+-117.16,32.74,49.0,1815.0,495.0,601.0,410.0,3.0571,418800.0,NEAR OCEAN
+-117.16,32.74,43.0,1437.0,406.0,692.0,379.0,3.1979,466700.0,NEAR OCEAN
+-117.17,32.74,39.0,3803.0,806.0,1567.0,775.0,3.7039,361500.0,NEAR OCEAN
+-117.17,32.74,38.0,5054.0,1168.0,2366.0,1103.0,2.9422,289400.0,NEAR OCEAN
+-117.17,32.73,52.0,55.0,18.0,65.0,22.0,1.6591,112500.0,NEAR OCEAN
+-117.2,32.76,40.0,581.0,157.0,298.0,156.0,2.4,255000.0,NEAR OCEAN
+-117.19,32.75,33.0,1115.0,316.0,583.0,269.0,2.5882,258300.0,NEAR OCEAN
+-117.18,32.74,20.0,1165.0,269.0,459.0,244.0,3.175,191700.0,NEAR OCEAN
+-117.19,32.75,52.0,25.0,5.0,13.0,5.0,0.536,162500.0,NEAR OCEAN
+-117.21,32.75,15.0,1716.0,702.0,914.0,672.0,1.0612,300000.0,NEAR OCEAN
+-117.21,32.74,45.0,3025.0,583.0,1980.0,550.0,2.2982,87500.0,NEAR OCEAN
+-117.21,32.75,27.0,2072.0,534.0,1118.0,510.0,2.8043,262100.0,NEAR OCEAN
+-117.22,32.75,24.0,3914.0,985.0,2147.0,874.0,2.9735,225000.0,NEAR OCEAN
+-117.22,32.75,26.0,696.0,185.0,384.0,184.0,2.6121,125000.0,NEAR OCEAN
+-117.23,32.75,23.0,2415.0,653.0,1275.0,596.0,3.1389,101800.0,NEAR OCEAN
+-117.22,32.75,26.0,617.0,112.0,251.0,110.0,3.8036,162000.0,NEAR OCEAN
+-117.23,32.75,11.0,4304.0,1245.0,1960.0,1105.0,3.3456,159800.0,NEAR OCEAN
+-117.21,32.74,52.0,1245.0,174.0,468.0,193.0,6.9322,334500.0,NEAR OCEAN
+-117.22,32.74,52.0,1283.0,173.0,436.0,190.0,7.4029,345700.0,NEAR OCEAN
+-117.22,32.74,52.0,1260.0,202.0,555.0,209.0,7.2758,345200.0,NEAR OCEAN
+-117.22,32.74,41.0,2621.0,542.0,1074.0,471.0,2.4016,287500.0,NEAR OCEAN
+-117.22,32.75,34.0,6001.0,1111.0,2654.0,1072.0,4.5878,291000.0,NEAR OCEAN
+-117.22,32.73,38.0,3966.0,768.0,1640.0,729.0,3.8409,291400.0,NEAR OCEAN
+-117.23,32.73,35.0,2914.0,683.0,1562.0,638.0,2.5259,240200.0,NEAR OCEAN
+-117.23,32.73,44.0,1168.0,263.0,509.0,256.0,2.7273,269700.0,NEAR OCEAN
+-117.23,32.72,43.0,952.0,209.0,392.0,210.0,2.1635,244200.0,NEAR OCEAN
+-117.23,32.74,44.0,1404.0,229.0,513.0,217.0,4.1806,263800.0,NEAR OCEAN
+-117.24,32.74,43.0,2216.0,375.0,918.0,388.0,5.5289,297700.0,NEAR OCEAN
+-117.24,32.73,37.0,2260.0,354.0,809.0,351.0,5.9113,388300.0,NEAR OCEAN
+-117.23,32.73,36.0,2052.0,287.0,699.0,265.0,7.5557,441400.0,NEAR OCEAN
+-117.23,32.72,38.0,2827.0,581.0,972.0,558.0,3.2361,500001.0,NEAR OCEAN
+-117.24,32.71,32.0,4164.0,701.0,1277.0,607.0,6.6661,500001.0,NEAR OCEAN
+-117.24,32.72,39.0,3089.0,431.0,1175.0,432.0,7.5925,466700.0,NEAR OCEAN
+-117.24,32.72,39.0,3819.0,594.0,1361.0,583.0,6.6013,396400.0,NEAR OCEAN
+-117.25,32.73,38.0,1840.0,291.0,633.0,283.0,4.9125,383600.0,NEAR OCEAN
+-117.25,32.72,36.0,2632.0,450.0,2038.0,419.0,6.5319,345800.0,NEAR OCEAN
+-117.25,32.72,33.0,1677.0,228.0,629.0,239.0,6.597,496400.0,NEAR OCEAN
+-117.25,32.73,37.0,2224.0,331.0,821.0,341.0,6.3331,400000.0,NEAR OCEAN
+-117.28,32.73,44.0,1934.0,325.0,783.0,316.0,4.8684,358600.0,NEAR OCEAN
+-117.28,32.74,33.0,4168.0,1112.0,1785.0,984.0,2.7515,247700.0,NEAR OCEAN
+-117.25,32.74,36.0,3548.0,956.0,1648.0,866.0,2.6962,288200.0,NEAR OCEAN
+-117.25,32.74,36.0,1830.0,430.0,755.0,419.0,2.9904,286800.0,NEAR OCEAN
+-117.25,32.74,40.0,2186.0,549.0,953.0,515.0,2.8007,257100.0,NEAR OCEAN
+-117.24,32.74,44.0,1686.0,285.0,712.0,298.0,4.0268,298600.0,NEAR OCEAN
+-117.24,32.74,44.0,1488.0,259.0,667.0,281.0,4.0862,321800.0,NEAR OCEAN
+-117.25,32.73,39.0,1688.0,256.0,635.0,272.0,4.5938,367400.0,NEAR OCEAN
+-117.23,32.75,5.0,1824.0,,892.0,426.0,3.4286,137500.0,NEAR OCEAN
+-117.23,32.75,21.0,2050.0,608.0,1131.0,550.0,2.4779,165000.0,NEAR OCEAN
+-117.23,32.74,16.0,735.0,139.0,299.0,134.0,4.6354,179200.0,NEAR OCEAN
+-117.23,32.74,16.0,1953.0,404.0,798.0,385.0,4.8167,169800.0,NEAR OCEAN
+-117.23,32.74,35.0,2615.0,525.0,1312.0,547.0,4.1339,238200.0,NEAR OCEAN
+-117.24,32.74,45.0,1718.0,293.0,757.0,329.0,4.05,284900.0,NEAR OCEAN
+-117.24,32.75,36.0,2831.0,669.0,1279.0,660.0,2.9896,252700.0,NEAR OCEAN
+-117.24,32.75,36.0,1856.0,475.0,822.0,416.0,2.3042,220600.0,NEAR OCEAN
+-117.24,32.75,41.0,1989.0,514.0,1015.0,489.0,2.79,226000.0,NEAR OCEAN
+-117.25,32.74,36.0,1240.0,310.0,577.0,319.0,2.6625,248200.0,NEAR OCEAN
+-117.25,32.75,32.0,3551.0,1037.0,1731.0,935.0,2.2017,208300.0,NEAR OCEAN
+-117.25,32.75,36.0,1929.0,526.0,974.0,491.0,1.7622,205800.0,NEAR OCEAN
+-117.24,32.75,33.0,1980.0,614.0,1057.0,567.0,2.2042,231300.0,NEAR OCEAN
+-117.25,32.75,37.0,1189.0,377.0,645.0,377.0,2.4672,216700.0,NEAR OCEAN
+-117.28,32.75,34.0,981.0,313.0,508.0,304.0,2.2328,266700.0,NEAR OCEAN
+-117.25,32.79,37.0,1467.0,442.0,651.0,354.0,2.375,340400.0,NEAR OCEAN
+-117.25,32.79,43.0,906.0,240.0,458.0,205.0,1.8365,328600.0,NEAR OCEAN
+-117.25,32.78,36.0,1527.0,427.0,710.0,312.0,2.7857,291700.0,NEAR OCEAN
+-117.25,32.78,21.0,1479.0,484.0,658.0,384.0,2.45,350000.0,NEAR OCEAN
+-117.28,32.77,38.0,1267.0,340.0,442.0,250.0,4.3403,500000.0,NEAR OCEAN
+-117.25,32.77,32.0,2021.0,524.0,973.0,485.0,3.18,362500.0,NEAR OCEAN
+-117.25,32.77,35.0,2494.0,690.0,1126.0,624.0,4.0313,385300.0,NEAR OCEAN
+-117.25,32.76,38.0,2331.0,493.0,836.0,433.0,4.9125,452600.0,NEAR OCEAN
+-117.22,32.78,22.0,2020.0,466.0,1010.0,429.0,3.4527,175000.0,NEAR OCEAN
+-117.23,32.79,23.0,2578.0,665.0,989.0,622.0,3.5484,238000.0,NEAR OCEAN
+-117.23,32.79,28.0,2453.0,648.0,1082.0,617.0,3.625,266700.0,NEAR OCEAN
+-117.23,32.78,35.0,1649.0,355.0,746.0,360.0,4.6293,356500.0,NEAR OCEAN
+-117.24,32.78,44.0,2172.0,431.0,892.0,420.0,4.1742,342200.0,NEAR OCEAN
+-117.24,32.79,17.0,1149.0,266.0,403.0,228.0,4.1652,241700.0,NEAR OCEAN
+-117.24,32.79,18.0,2539.0,616.0,964.0,526.0,3.4306,275000.0,NEAR OCEAN
+-117.24,32.79,20.0,961.0,278.0,525.0,254.0,3.1838,245800.0,NEAR OCEAN
+-117.24,32.79,25.0,2135.0,691.0,566.0,320.0,2.6902,212500.0,NEAR OCEAN
+-117.24,32.79,18.0,1741.0,602.0,508.0,283.0,3.2625,193800.0,NEAR OCEAN
+-117.21,32.8,19.0,786.0,282.0,525.0,229.0,1.7273,137500.0,NEAR OCEAN
+-117.22,32.8,23.0,1906.0,525.0,1029.0,491.0,2.93,183300.0,NEAR OCEAN
+-117.23,32.8,22.0,2981.0,873.0,1751.0,745.0,2.3482,190600.0,NEAR OCEAN
+-117.23,32.8,27.0,1297.0,355.0,776.0,337.0,2.4643,244400.0,NEAR OCEAN
+-117.23,32.81,28.0,1508.0,263.0,996.0,267.0,3.8026,270000.0,NEAR OCEAN
+-117.22,32.81,21.0,1703.0,335.0,902.0,369.0,3.7813,362500.0,NEAR OCEAN
+-117.25,32.8,37.0,1096.0,260.0,490.0,267.0,3.2663,270600.0,NEAR OCEAN
+-117.25,32.8,32.0,1601.0,468.0,731.0,429.0,2.5568,258300.0,NEAR OCEAN
+-117.25,32.8,30.0,2061.0,631.0,1007.0,577.0,2.5813,253100.0,NEAR OCEAN
+-117.25,32.8,31.0,2182.0,630.0,1069.0,599.0,2.9781,212500.0,NEAR OCEAN
+-117.25,32.79,27.0,848.0,300.0,455.0,298.0,3.0774,275000.0,NEAR OCEAN
+-117.25,32.79,25.0,1627.0,375.0,735.0,378.0,3.6429,317100.0,NEAR OCEAN
+-117.28,32.8,20.0,1838.0,540.0,615.0,325.0,3.5486,193800.0,NEAR OCEAN
+-117.23,32.8,21.0,2429.0,579.0,1011.0,538.0,3.225,229400.0,NEAR OCEAN
+-117.23,32.8,31.0,1403.0,388.0,724.0,371.0,2.6403,216100.0,NEAR OCEAN
+-117.23,32.8,28.0,3379.0,918.0,1849.0,849.0,3.0293,241700.0,NEAR OCEAN
+-117.24,32.8,26.0,3433.0,873.0,1492.0,798.0,2.9258,234800.0,NEAR OCEAN
+-117.24,32.8,28.0,1072.0,331.0,692.0,321.0,2.1357,187500.0,NEAR OCEAN
+-117.24,32.8,18.0,2205.0,661.0,874.0,580.0,3.8018,112500.0,NEAR OCEAN
+-117.24,32.8,19.0,1863.0,497.0,868.0,503.0,2.288,210000.0,NEAR OCEAN
+-117.24,32.8,30.0,1917.0,462.0,828.0,437.0,2.4671,276300.0,NEAR OCEAN
+-117.24,32.8,29.0,3376.0,882.0,1513.0,843.0,3.101,238200.0,NEAR OCEAN
+-117.25,32.81,32.0,2402.0,551.0,1020.0,532.0,3.3942,307400.0,NEAR OCEAN
+-117.25,32.8,35.0,2281.0,506.0,1005.0,496.0,4.2296,275000.0,NEAR OCEAN
+-117.25,32.8,26.0,2442.0,659.0,1134.0,624.0,3.3274,295500.0,NEAR OCEAN
+-117.26,32.81,25.0,2076.0,586.0,1060.0,554.0,2.8421,227800.0,NEAR OCEAN
+-117.26,32.81,30.0,1328.0,346.0,577.0,328.0,2.3284,290600.0,NEAR OCEAN
+-117.26,32.81,37.0,1616.0,421.0,650.0,395.0,2.92,326500.0,NEAR OCEAN
+-117.29,32.81,35.0,1878.0,308.0,598.0,257.0,6.9553,500001.0,NEAR OCEAN
+-117.26,32.8,30.0,1446.0,385.0,650.0,344.0,3.744,450000.0,NEAR OCEAN
+-117.24,32.81,33.0,1588.0,289.0,683.0,301.0,5.4103,332400.0,NEAR OCEAN
+-117.24,32.81,34.0,2420.0,391.0,917.0,392.0,6.5881,394400.0,NEAR OCEAN
+-117.25,32.81,39.0,1846.0,350.0,765.0,329.0,3.9187,311900.0,NEAR OCEAN
+-117.27,32.84,34.0,1655.0,450.0,870.0,411.0,3.2109,376000.0,NEAR OCEAN
+-117.28,32.84,41.0,1420.0,338.0,640.0,314.0,2.9306,360300.0,NEAR OCEAN
+-117.27,32.83,39.0,1877.0,426.0,805.0,409.0,3.875,410000.0,NEAR OCEAN
+-117.28,32.83,34.0,2392.0,653.0,933.0,619.0,3.7306,500000.0,NEAR OCEAN
+-117.31,32.83,38.0,2367.0,480.0,891.0,428.0,4.1477,500001.0,NEAR OCEAN
+-117.27,32.82,35.0,2908.0,595.0,1068.0,529.0,4.1793,500001.0,NEAR OCEAN
+-117.27,32.82,42.0,2820.0,488.0,1175.0,500.0,4.5083,405200.0,NEAR OCEAN
+-117.31,32.82,42.0,2785.0,389.0,833.0,333.0,11.3074,500001.0,NEAR OCEAN
+-117.27,32.85,34.0,2105.0,444.0,780.0,406.0,2.3187,488900.0,NEAR OCEAN
+-117.28,32.84,21.0,2455.0,660.0,1015.0,597.0,3.7596,381300.0,NEAR OCEAN
+-117.27,32.85,26.0,1373.0,,608.0,268.0,4.425,475000.0,NEAR OCEAN
+-117.3,32.85,28.0,2334.0,694.0,770.0,552.0,3.1324,500001.0,NEAR OCEAN
+-117.23,32.81,24.0,3271.0,508.0,1496.0,482.0,5.9359,422200.0,NEAR OCEAN
+-117.23,32.81,22.0,3205.0,429.0,1083.0,410.0,8.1844,406300.0,NEAR OCEAN
+-117.24,32.82,20.0,2467.0,332.0,731.0,335.0,7.2559,392300.0,NEAR OCEAN
+-117.25,32.84,19.0,1759.0,214.0,659.0,195.0,10.7751,500001.0,NEAR OCEAN
+-117.26,32.85,30.0,3652.0,499.0,978.0,462.0,8.2374,500001.0,NEAR OCEAN
+-117.25,32.83,17.0,2075.0,262.0,704.0,241.0,10.9529,500001.0,NEAR OCEAN
+-117.27,32.84,26.0,3940.0,657.0,1180.0,600.0,6.1025,500001.0,NEAR OCEAN
+-117.23,32.88,18.0,5566.0,1465.0,6303.0,1458.0,1.858,205000.0,NEAR OCEAN
+-117.22,32.85,26.0,1647.0,261.0,694.0,259.0,4.6875,274400.0,NEAR OCEAN
+-117.22,32.84,19.0,2691.0,347.0,1154.0,366.0,8.051,363600.0,NEAR OCEAN
+-117.23,32.85,25.0,4229.0,601.0,1634.0,574.0,6.3955,316700.0,NEAR OCEAN
+-117.21,32.86,24.0,3596.0,494.0,1573.0,492.0,6.5382,326000.0,NEAR OCEAN
+-117.21,32.86,26.0,1352.0,202.0,654.0,217.0,5.3693,260700.0,NEAR OCEAN
+-117.21,32.85,15.0,2593.0,521.0,901.0,456.0,4.2065,277800.0,NEAR OCEAN
+-117.21,32.85,26.0,2012.0,315.0,872.0,335.0,5.4067,277500.0,NEAR OCEAN
+-117.24,32.83,18.0,3109.0,501.0,949.0,368.0,7.4351,445700.0,NEAR OCEAN
+-117.25,32.82,19.0,5255.0,762.0,1773.0,725.0,7.8013,474000.0,NEAR OCEAN
+-117.25,32.82,23.0,6139.0,826.0,2036.0,807.0,9.5245,500001.0,NEAR OCEAN
+-117.26,32.83,24.0,1663.0,199.0,578.0,187.0,10.7721,500001.0,NEAR OCEAN
+-117.26,32.82,34.0,5846.0,785.0,1817.0,747.0,8.496,500001.0,NEAR OCEAN
+-117.27,32.83,35.0,1420.0,193.0,469.0,177.0,8.0639,500001.0,NEAR OCEAN
+-117.29,32.92,25.0,2355.0,381.0,823.0,358.0,6.8322,500001.0,NEAR OCEAN
+-117.25,32.86,30.0,1670.0,219.0,606.0,202.0,12.4429,500001.0,NEAR OCEAN
+-117.25,32.86,25.0,2911.0,533.0,1137.0,499.0,5.1023,500001.0,NEAR OCEAN
+-117.25,32.86,27.0,2530.0,469.0,594.0,326.0,7.2821,500001.0,NEAR OCEAN
+-117.26,32.85,42.0,1761.0,329.0,480.0,255.0,5.3787,500001.0,NEAR OCEAN
+-117.24,32.85,18.0,3117.0,475.0,904.0,368.0,6.7587,388500.0,NEAR OCEAN
+-117.24,32.85,22.0,3479.0,448.0,1252.0,440.0,10.0707,500001.0,NEAR OCEAN
+-117.19,32.86,18.0,4231.0,728.0,2030.0,720.0,6.1805,272400.0,NEAR OCEAN
+-117.19,32.86,19.0,3716.0,563.0,1788.0,587.0,5.2113,267400.0,NEAR OCEAN
+-117.2,32.85,22.0,3501.0,631.0,1297.0,581.0,4.7891,295300.0,NEAR OCEAN
+-117.2,32.85,26.0,2298.0,549.0,980.0,555.0,2.4207,213500.0,NEAR OCEAN
+-117.19,32.85,15.0,2895.0,498.0,1164.0,443.0,5.102,417500.0,NEAR OCEAN
+-117.23,32.87,15.0,2290.0,662.0,1034.0,594.0,3.0104,204200.0,NEAR OCEAN
+-117.23,32.86,16.0,1675.0,354.0,604.0,332.0,5.2326,188300.0,NEAR OCEAN
+-117.23,32.86,15.0,1199.0,301.0,510.0,296.0,3.6083,180100.0,NEAR OCEAN
+-117.23,32.86,15.0,1703.0,320.0,587.0,282.0,5.0855,209800.0,NEAR OCEAN
+-117.23,32.86,16.0,1200.0,468.0,648.0,443.0,3.045,100000.0,NEAR OCEAN
+-117.23,32.87,11.0,3123.0,740.0,1223.0,634.0,5.417,196800.0,NEAR OCEAN
+-117.21,32.86,16.0,2800.0,566.0,1267.0,518.0,3.2794,148600.0,NEAR OCEAN
+-117.22,32.87,14.0,3512.0,807.0,1835.0,792.0,3.35,171000.0,NEAR OCEAN
+-117.22,32.86,4.0,16289.0,4585.0,7604.0,4176.0,3.6287,280800.0,NEAR OCEAN
+-117.22,32.87,5.0,3511.0,1008.0,1599.0,918.0,3.8542,176600.0,NEAR OCEAN
+-117.21,32.89,14.0,3114.0,773.0,1592.0,776.0,3.3176,156100.0,NEAR OCEAN
+-117.2,32.86,4.0,4308.0,1095.0,1923.0,932.0,3.9356,267000.0,NEAR OCEAN
+-117.21,32.87,12.0,1428.0,303.0,528.0,269.0,4.1429,254400.0,NEAR OCEAN
+-117.15,32.91,15.0,1613.0,303.0,702.0,240.0,4.875,169300.0,<1H OCEAN
+-117.15,32.91,14.0,1259.0,238.0,889.0,247.0,4.9464,174800.0,<1H OCEAN
+-117.16,32.91,5.0,1619.0,272.0,1063.0,296.0,6.0891,214600.0,<1H OCEAN
+-117.15,32.91,10.0,2349.0,431.0,1598.0,435.0,4.8229,183200.0,<1H OCEAN
+-117.15,32.9,12.0,1681.0,381.0,1050.0,362.0,4.2008,176100.0,<1H OCEAN
+-117.16,32.89,5.0,8576.0,1952.0,5006.0,1827.0,4.3598,189100.0,<1H OCEAN
+-117.12,32.91,8.0,3405.0,961.0,1742.0,918.0,2.8728,114600.0,<1H OCEAN
+-117.13,32.91,15.0,1450.0,266.0,747.0,290.0,3.6111,196300.0,<1H OCEAN
+-117.13,32.91,16.0,3230.0,579.0,1825.0,576.0,4.2969,151200.0,<1H OCEAN
+-117.13,32.91,16.0,2715.0,581.0,1619.0,584.0,4.0,154700.0,<1H OCEAN
+-117.14,32.91,14.0,3014.0,710.0,2165.0,705.0,3.7837,160300.0,<1H OCEAN
+-117.14,32.9,16.0,3217.0,,2054.0,687.0,4.2234,162100.0,<1H OCEAN
+-117.13,32.9,15.0,2785.0,644.0,1798.0,630.0,3.7156,175200.0,<1H OCEAN
+-117.12,32.9,14.0,3249.0,937.0,1929.0,838.0,2.8588,92500.0,<1H OCEAN
+-117.12,32.9,13.0,1743.0,363.0,854.0,353.0,4.6667,138200.0,<1H OCEAN
+-117.13,32.92,16.0,2173.0,399.0,1460.0,393.0,4.2614,169600.0,<1H OCEAN
+-117.13,32.92,17.0,1481.0,315.0,1002.0,300.0,3.6196,163400.0,<1H OCEAN
+-117.14,32.92,7.0,1308.0,418.0,766.0,390.0,3.2151,106300.0,<1H OCEAN
+-117.14,32.92,6.0,3069.0,750.0,1541.0,736.0,3.814,132500.0,<1H OCEAN
+-117.14,32.92,15.0,3242.0,595.0,1936.0,593.0,4.9706,184700.0,<1H OCEAN
+-117.13,32.92,16.0,1580.0,241.0,917.0,261.0,4.7266,191100.0,<1H OCEAN
+-117.13,32.92,16.0,1565.0,257.0,893.0,239.0,5.5036,192300.0,<1H OCEAN
+-117.13,32.94,15.0,4846.0,825.0,2797.0,823.0,4.9375,180400.0,<1H OCEAN
+-117.13,32.93,16.0,2918.0,444.0,1697.0,444.0,5.3062,195500.0,<1H OCEAN
+-117.14,32.93,14.0,1946.0,463.0,1205.0,390.0,4.2109,171200.0,<1H OCEAN
+-117.14,32.93,12.0,1474.0,364.0,1009.0,372.0,4.0521,166700.0,<1H OCEAN
+-117.14,32.93,16.0,2412.0,419.0,1612.0,422.0,4.5086,171100.0,<1H OCEAN
+-117.12,32.93,7.0,1427.0,243.0,927.0,239.0,5.3625,218900.0,<1H OCEAN
+-117.15,32.93,16.0,2718.0,438.0,1515.0,431.0,5.1433,185300.0,<1H OCEAN
+-117.14,32.92,15.0,1558.0,314.0,949.0,332.0,5.2864,174400.0,<1H OCEAN
+-117.15,32.92,16.0,1972.0,402.0,1377.0,413.0,4.4615,168300.0,<1H OCEAN
+-117.15,32.92,16.0,2366.0,392.0,1482.0,407.0,4.9024,182900.0,<1H OCEAN
+-117.15,32.92,16.0,2969.0,514.0,1594.0,465.0,4.5221,168300.0,<1H OCEAN
+-117.18,32.92,4.0,15025.0,2616.0,7560.0,2392.0,5.196,210700.0,<1H OCEAN
+-117.25,32.96,18.0,4773.0,743.0,1970.0,716.0,6.6199,406200.0,NEAR OCEAN
+-117.26,32.95,15.0,1036.0,149.0,395.0,157.0,5.8343,500001.0,NEAR OCEAN
+-117.26,32.95,15.0,1882.0,233.0,704.0,219.0,6.9794,500001.0,NEAR OCEAN
+-117.25,32.94,16.0,4755.0,807.0,1829.0,756.0,6.7694,425900.0,NEAR OCEAN
+-117.25,32.94,15.0,1804.0,339.0,673.0,296.0,5.9806,370500.0,NEAR OCEAN
+-117.24,32.95,18.0,1591.0,268.0,547.0,243.0,5.9547,329300.0,NEAR OCEAN
+-117.24,32.94,12.0,2165.0,437.0,792.0,386.0,5.2648,294400.0,NEAR OCEAN
+-117.13,32.98,5.0,2276.0,311.0,1158.0,317.0,6.4321,271900.0,<1H OCEAN
+-117.13,32.97,10.0,3486.0,469.0,1700.0,483.0,6.4696,249500.0,<1H OCEAN
+-117.18,32.95,4.0,19001.0,2688.0,8980.0,2441.0,6.3237,260900.0,<1H OCEAN
+-117.14,32.96,12.0,5949.0,799.0,2936.0,781.0,6.3721,241500.0,<1H OCEAN
+-117.13,32.96,15.0,2267.0,292.0,1180.0,289.0,6.712,240200.0,<1H OCEAN
+-117.24,32.98,4.0,6423.0,1042.0,2607.0,983.0,7.6348,337000.0,NEAR OCEAN
+-117.21,32.96,3.0,6251.0,988.0,2330.0,893.0,8.4355,467600.0,NEAR OCEAN
+-117.22,32.95,4.0,18123.0,3173.0,7301.0,2964.0,6.357,322500.0,NEAR OCEAN
+-117.22,32.83,34.0,2936.0,597.0,1512.0,571.0,3.7841,176900.0,NEAR OCEAN
+-117.22,32.83,31.0,3958.0,727.0,1924.0,728.0,5.4605,190200.0,NEAR OCEAN
+-117.22,32.83,17.0,1124.0,187.0,553.0,205.0,5.7451,237300.0,NEAR OCEAN
+-117.22,32.83,31.0,2558.0,512.0,1164.0,492.0,3.4318,200400.0,NEAR OCEAN
+-117.22,32.82,35.0,756.0,135.0,423.0,136.0,3.5234,183900.0,NEAR OCEAN
+-117.2,32.84,34.0,3353.0,544.0,1583.0,571.0,4.55,187700.0,NEAR OCEAN
+-117.2,32.84,32.0,2033.0,394.0,989.0,389.0,3.2583,181400.0,NEAR OCEAN
+-117.21,32.84,34.0,2158.0,366.0,1046.0,335.0,4.5402,182100.0,NEAR OCEAN
+-117.2,32.83,36.0,1089.0,240.0,623.0,226.0,2.5909,176000.0,NEAR OCEAN
+-117.21,32.83,36.0,1475.0,328.0,806.0,327.0,3.5078,166000.0,NEAR OCEAN
+-117.21,32.83,28.0,3241.0,533.0,1334.0,513.0,4.1806,199600.0,NEAR OCEAN
+-117.21,32.83,35.0,2259.0,501.0,1340.0,511.0,3.4482,162500.0,NEAR OCEAN
+-117.21,32.81,33.0,4773.0,873.0,1954.0,845.0,4.3862,184800.0,NEAR OCEAN
+-117.21,32.82,31.0,2035.0,383.0,866.0,360.0,3.8529,212000.0,NEAR OCEAN
+-117.21,32.81,27.0,1318.0,216.0,495.0,191.0,5.2837,283800.0,NEAR OCEAN
+-117.22,32.82,22.0,3738.0,795.0,1476.0,728.0,3.7963,303100.0,NEAR OCEAN
+-117.22,32.81,24.0,730.0,196.0,335.0,203.0,3.5078,362500.0,NEAR OCEAN
+-117.2,32.83,35.0,1377.0,350.0,792.0,313.0,2.8472,161400.0,NEAR OCEAN
+-117.2,32.82,35.0,1217.0,220.0,643.0,237.0,3.9464,171600.0,NEAR OCEAN
+-117.2,32.82,35.0,2772.0,537.0,1392.0,521.0,3.337,172300.0,NEAR OCEAN
+-117.19,32.82,34.0,3850.0,608.0,1619.0,602.0,5.0465,208200.0,NEAR OCEAN
+-117.19,32.82,35.0,1074.0,180.0,442.0,173.0,5.253,204000.0,NEAR OCEAN
+-117.19,32.82,35.0,2197.0,353.0,945.0,357.0,4.9219,192900.0,NEAR OCEAN
+-117.18,32.84,31.0,3064.0,575.0,1476.0,549.0,3.6667,175900.0,NEAR OCEAN
+-117.18,32.84,30.0,2290.0,523.0,1272.0,472.0,3.5606,165100.0,NEAR OCEAN
+-117.18,32.84,32.0,1351.0,237.0,823.0,269.0,4.2768,167800.0,NEAR OCEAN
+-117.19,32.84,30.0,2492.0,406.0,1250.0,431.0,5.5277,197100.0,NEAR OCEAN
+-117.19,32.84,35.0,2263.0,427.0,1001.0,408.0,3.875,172000.0,NEAR OCEAN
+-117.18,32.83,23.0,2105.0,525.0,1218.0,484.0,3.375,184100.0,NEAR OCEAN
+-117.19,32.83,30.0,2288.0,448.0,1240.0,469.0,4.0114,169800.0,NEAR OCEAN
+-117.19,32.83,30.0,3225.0,555.0,1601.0,532.0,4.3317,173300.0,NEAR OCEAN
+-117.17,32.83,24.0,3541.0,530.0,1591.0,530.0,5.3538,212500.0,NEAR OCEAN
+-117.17,32.82,24.0,1623.0,417.0,911.0,397.0,2.7401,198100.0,NEAR OCEAN
+-117.17,32.82,21.0,2869.0,596.0,1471.0,577.0,3.0375,197600.0,NEAR OCEAN
+-117.18,32.83,27.0,2346.0,399.0,1105.0,373.0,4.2708,182800.0,NEAR OCEAN
+-117.18,32.83,31.0,1772.0,353.0,1090.0,350.0,3.9265,162000.0,NEAR OCEAN
+-117.16,32.82,28.0,2291.0,371.0,1098.0,382.0,4.6875,188000.0,NEAR OCEAN
+-117.17,32.81,26.0,2424.0,388.0,974.0,375.0,4.739,184100.0,NEAR OCEAN
+-117.17,32.81,26.0,788.0,127.0,346.0,125.0,5.0603,185700.0,NEAR OCEAN
+-117.18,32.81,19.0,6823.0,1509.0,3784.0,1509.0,3.1032,179500.0,NEAR OCEAN
+-117.17,32.82,24.0,1569.0,377.0,715.0,321.0,3.1146,187500.0,NEAR OCEAN
+-117.16,32.81,14.0,4328.0,1100.0,2046.0,1044.0,2.2899,159000.0,NEAR OCEAN
+-117.16,32.81,35.0,1213.0,200.0,532.0,181.0,3.6806,172400.0,NEAR OCEAN
+-117.16,32.8,37.0,422.0,79.0,211.0,80.0,3.0625,159700.0,NEAR OCEAN
+-117.16,32.8,22.0,2259.0,634.0,1213.0,601.0,2.5,177800.0,NEAR OCEAN
+-117.16,32.81,34.0,2275.0,375.0,1021.0,379.0,3.6371,176300.0,NEAR OCEAN
+-117.17,32.81,33.0,3064.0,506.0,1355.0,488.0,4.22,178700.0,NEAR OCEAN
+-117.14,32.83,25.0,2161.0,462.0,896.0,468.0,2.2284,177500.0,NEAR OCEAN
+-117.18,32.82,25.0,1756.0,301.0,722.0,312.0,4.5625,162300.0,NEAR OCEAN
+-117.18,32.81,28.0,3436.0,537.0,1503.0,498.0,4.7679,204000.0,NEAR OCEAN
+-117.19,32.81,33.0,5226.0,833.0,2221.0,839.0,5.1491,207000.0,NEAR OCEAN
+-117.18,32.8,10.0,3821.0,631.0,1605.0,609.0,5.5454,217100.0,NEAR OCEAN
+-117.18,32.8,30.0,2456.0,390.0,1022.0,393.0,3.8542,198500.0,NEAR OCEAN
+-117.18,32.79,30.0,5201.0,1104.0,2961.0,1064.0,3.2661,140400.0,NEAR OCEAN
+-117.17,32.79,44.0,2262.0,647.0,3009.0,657.0,2.2663,123600.0,NEAR OCEAN
+-117.17,32.79,43.0,1269.0,297.0,946.0,285.0,2.1447,133300.0,NEAR OCEAN
+-117.16,32.8,25.0,1399.0,329.0,1308.0,355.0,2.5682,187500.0,NEAR OCEAN
+-117.17,32.8,20.0,2827.0,554.0,1822.0,536.0,3.4706,157600.0,NEAR OCEAN
+-117.15,32.8,27.0,1937.0,537.0,1211.0,482.0,2.75,87500.0,NEAR OCEAN
+-117.15,32.8,23.0,2395.0,476.0,2284.0,488.0,3.7292,146300.0,NEAR OCEAN
+-117.16,32.78,24.0,3566.0,765.0,1697.0,722.0,3.6375,178600.0,NEAR OCEAN
+-117.16,32.79,32.0,1731.0,413.0,1569.0,427.0,3.3375,154300.0,NEAR OCEAN
+-117.17,32.78,17.0,3845.0,1051.0,3102.0,944.0,2.3658,164100.0,NEAR OCEAN
+-117.16,32.78,34.0,2515.0,488.0,1594.0,515.0,3.7381,165000.0,NEAR OCEAN
+-117.17,32.78,42.0,1104.0,305.0,892.0,270.0,2.2768,145200.0,NEAR OCEAN
+-117.17,32.77,35.0,1399.0,274.0,695.0,281.0,3.767,166800.0,NEAR OCEAN
+-117.17,32.77,6.0,3856.0,875.0,1547.0,816.0,4.5481,164800.0,NEAR OCEAN
+-117.18,32.77,16.0,2374.0,780.0,913.0,705.0,2.7386,87500.0,NEAR OCEAN
+-117.18,32.76,8.0,3694.0,997.0,1297.0,807.0,3.6492,158900.0,NEAR OCEAN
+-117.18,32.76,17.0,711.0,254.0,327.0,227.0,2.6493,67500.0,NEAR OCEAN
+-117.18,32.78,21.0,4185.0,1018.0,3122.0,993.0,3.0481,210000.0,NEAR OCEAN
+-117.18,32.77,23.0,1215.0,225.0,592.0,224.0,3.4,200600.0,NEAR OCEAN
+-117.21,32.81,26.0,2496.0,407.0,1062.0,380.0,5.5413,302100.0,NEAR OCEAN
+-117.2,32.8,34.0,4854.0,912.0,2089.0,854.0,3.8542,200000.0,NEAR OCEAN
+-117.2,32.79,16.0,2079.0,394.0,746.0,383.0,5.0958,300000.0,NEAR OCEAN
+-117.2,32.8,33.0,2573.0,436.0,1084.0,443.0,4.2417,294100.0,NEAR OCEAN
+-117.21,32.8,34.0,1398.0,222.0,532.0,244.0,3.7102,289600.0,NEAR OCEAN
+-117.19,32.8,16.0,2593.0,794.0,1235.0,684.0,3.1304,166300.0,NEAR OCEAN
+-117.2,32.8,36.0,4018.0,1067.0,1620.0,842.0,2.3599,168400.0,NEAR OCEAN
+-117.19,32.79,36.0,1514.0,258.0,665.0,278.0,3.8571,235100.0,NEAR OCEAN
+-117.19,32.79,35.0,1788.0,378.0,777.0,374.0,3.3713,238400.0,NEAR OCEAN
+-117.2,32.79,31.0,3417.0,533.0,1245.0,532.0,4.7788,276000.0,NEAR OCEAN
+-117.2,32.79,29.0,1213.0,,654.0,246.0,4.5987,255600.0,NEAR OCEAN
+-117.2,32.79,34.0,757.0,212.0,409.0,222.0,3.2312,192200.0,NEAR OCEAN
+-117.19,32.78,34.0,4108.0,664.0,1659.0,644.0,4.4097,252000.0,NEAR OCEAN
+-117.2,32.78,38.0,2662.0,498.0,1132.0,496.0,4.0057,241600.0,NEAR OCEAN
+-117.19,32.77,30.0,2747.0,640.0,3185.0,657.0,3.765,238000.0,NEAR OCEAN
+-117.19,32.77,16.0,3273.0,670.0,1305.0,671.0,4.1368,151000.0,NEAR OCEAN
+-117.19,32.77,9.0,634.0,152.0,248.0,133.0,3.8571,143800.0,NEAR OCEAN
+-117.19,32.77,14.0,3575.0,992.0,1645.0,839.0,2.4397,140600.0,NEAR OCEAN
+-117.2,32.77,30.0,156.0,45.0,77.0,40.0,3.2679,137500.0,NEAR OCEAN
+-117.2,32.77,31.0,1952.0,471.0,936.0,462.0,2.8621,196900.0,NEAR OCEAN
+-117.15,32.81,34.0,1629.0,318.0,900.0,282.0,3.1458,178300.0,NEAR OCEAN
+-117.15,32.8,41.0,1413.0,261.0,1070.0,259.0,2.3578,166700.0,NEAR OCEAN
+-117.14,32.8,41.0,2423.0,469.0,1813.0,466.0,2.1157,156900.0,NEAR OCEAN
+-117.14,32.8,33.0,2670.0,435.0,1256.0,431.0,3.9417,179800.0,NEAR OCEAN
+-117.14,32.8,35.0,1267.0,212.0,710.0,204.0,2.5368,169600.0,NEAR OCEAN
+-117.14,32.79,35.0,3578.0,582.0,1568.0,553.0,4.7813,188600.0,NEAR OCEAN
+-117.15,32.78,25.0,1577.0,266.0,611.0,284.0,5.25,205100.0,NEAR OCEAN
+-117.14,32.79,31.0,984.0,161.0,422.0,158.0,5.282,183000.0,NEAR OCEAN
+-117.13,32.81,19.0,2157.0,554.0,1349.0,535.0,2.7652,177400.0,NEAR OCEAN
+-117.14,32.81,34.0,1748.0,294.0,800.0,294.0,4.4886,179100.0,NEAR OCEAN
+-117.13,32.8,15.0,1606.0,375.0,784.0,342.0,3.7237,108300.0,NEAR OCEAN
+-117.13,32.8,33.0,2731.0,456.0,1263.0,445.0,4.5568,175300.0,NEAR OCEAN
+-117.12,32.8,29.0,2863.0,534.0,1392.0,522.0,3.8719,174200.0,NEAR OCEAN
+-117.13,32.81,26.0,2119.0,444.0,1202.0,440.0,3.2308,166500.0,NEAR OCEAN
+-117.12,32.8,31.0,1727.0,342.0,879.0,345.0,3.8125,166300.0,NEAR OCEAN
+-117.13,32.8,35.0,2129.0,382.0,1044.0,350.0,3.9732,174900.0,NEAR OCEAN
+-117.13,32.79,35.0,1458.0,262.0,723.0,257.0,4.2098,174100.0,NEAR OCEAN
+-117.13,32.79,35.0,1362.0,243.0,698.0,255.0,3.6458,173800.0,NEAR OCEAN
+-117.12,32.78,4.0,2782.0,817.0,1309.0,787.0,4.2621,124200.0,NEAR OCEAN
+-117.15,32.77,16.0,2056.0,631.0,847.0,569.0,2.9576,92200.0,NEAR OCEAN
+-117.09,32.81,7.0,6100.0,1185.0,2710.0,1040.0,5.5673,288200.0,NEAR OCEAN
+-117.11,32.82,16.0,3980.0,682.0,3174.0,647.0,2.6607,175000.0,NEAR OCEAN
+-117.11,32.82,17.0,1787.0,330.0,1341.0,314.0,2.875,112500.0,NEAR OCEAN
+-117.11,32.81,15.0,3428.0,491.0,2303.0,486.0,2.5953,67500.0,NEAR OCEAN
+-117.11,32.8,17.0,3890.0,586.0,2791.0,595.0,3.2197,67500.0,NEAR OCEAN
+-117.09,32.8,15.0,666.0,152.0,247.0,164.0,2.15,131300.0,NEAR OCEAN
+-117.11,32.84,16.0,4608.0,629.0,2020.0,636.0,6.04,243000.0,<1H OCEAN
+-117.11,32.82,16.0,4241.0,892.0,1771.0,864.0,4.375,166500.0,NEAR OCEAN
+-117.1,32.83,16.0,1049.0,154.0,467.0,160.0,6.2047,248100.0,<1H OCEAN
+-117.1,32.83,16.0,4214.0,744.0,1820.0,699.0,4.3783,179500.0,<1H OCEAN
+-117.09,32.83,15.0,4138.0,636.0,2001.0,677.0,4.8419,264000.0,<1H OCEAN
+-117.08,32.82,16.0,1787.0,236.0,770.0,228.0,7.1298,278600.0,<1H OCEAN
+-117.08,32.82,10.0,5177.0,856.0,2190.0,816.0,5.9734,271700.0,<1H OCEAN
+-117.08,32.83,7.0,13703.0,2352.0,4446.0,1856.0,6.4335,260600.0,<1H OCEAN
+-117.04,32.83,8.0,2205.0,348.0,777.0,341.0,6.0266,177400.0,<1H OCEAN
+-117.07,32.91,5.0,2234.0,256.0,894.0,253.0,10.3354,477600.0,<1H OCEAN
+-117.04,32.9,6.0,6525.0,826.0,3146.0,806.0,9.2858,436100.0,<1H OCEAN
+-117.08,32.8,25.0,2963.0,552.0,1162.0,556.0,3.625,184500.0,NEAR OCEAN
+-117.09,32.79,20.0,2183.0,534.0,999.0,496.0,2.8631,169700.0,NEAR OCEAN
+-117.09,32.8,36.0,2163.0,367.0,915.0,360.0,4.7188,174100.0,NEAR OCEAN
+-117.08,32.8,32.0,1587.0,268.0,635.0,249.0,3.375,178100.0,NEAR OCEAN
+-117.11,32.79,16.0,2574.0,771.0,1129.0,721.0,3.3849,96900.0,NEAR OCEAN
+-117.11,32.79,16.0,1791.0,518.0,1006.0,491.0,3.5179,129300.0,NEAR OCEAN
+-117.11,32.78,16.0,2470.0,830.0,1170.0,724.0,3.5562,73500.0,NEAR OCEAN
+-117.11,32.78,16.0,2220.0,512.0,930.0,527.0,3.6528,133200.0,NEAR OCEAN
+-117.09,32.79,36.0,1529.0,266.0,683.0,260.0,4.0982,171200.0,NEAR OCEAN
+-117.09,32.79,36.0,1936.0,345.0,861.0,343.0,3.8333,170000.0,NEAR OCEAN
+-117.09,32.79,31.0,2019.0,417.0,872.0,386.0,3.1964,177700.0,NEAR OCEAN
+-117.09,32.78,28.0,1708.0,393.0,816.0,393.0,2.9881,165300.0,NEAR OCEAN
+-117.07,32.8,31.0,2550.0,395.0,1017.0,405.0,5.1488,181000.0,<1H OCEAN
+-117.07,32.8,36.0,2028.0,349.0,820.0,352.0,3.9828,168900.0,<1H OCEAN
+-117.07,32.79,36.0,3583.0,642.0,1711.0,602.0,3.9745,170800.0,NEAR OCEAN
+-117.07,32.8,23.0,2698.0,410.0,1094.0,411.0,5.1782,195100.0,<1H OCEAN
+-117.07,32.81,15.0,2000.0,402.0,778.0,369.0,4.3594,224200.0,<1H OCEAN
+-117.06,32.81,17.0,3939.0,550.0,1694.0,553.0,6.7927,234700.0,<1H OCEAN
+-117.05,32.81,17.0,1885.0,292.0,771.0,301.0,5.6402,228600.0,<1H OCEAN
+-117.05,32.8,17.0,1475.0,308.0,549.0,293.0,3.7167,180400.0,<1H OCEAN
+-117.06,32.8,17.0,2247.0,340.0,973.0,318.0,5.5,222000.0,<1H OCEAN
+-117.07,32.79,25.0,2489.0,314.0,911.0,309.0,7.8336,277600.0,NEAR OCEAN
+-117.07,32.78,26.0,3725.0,623.0,1516.0,627.0,4.7143,268300.0,NEAR OCEAN
+-117.08,32.78,21.0,2919.0,496.0,984.0,443.0,4.625,222800.0,NEAR OCEAN
+-117.04,32.79,23.0,2491.0,350.0,863.0,348.0,6.7196,306800.0,<1H OCEAN
+-117.04,32.8,25.0,2504.0,345.0,1067.0,350.0,5.7416,243400.0,<1H OCEAN
+-117.05,32.8,16.0,1561.0,378.0,574.0,350.0,3.0035,94600.0,<1H OCEAN
+-117.05,32.8,25.0,1905.0,250.0,865.0,253.0,6.4797,249000.0,<1H OCEAN
+-117.05,32.8,23.0,3309.0,401.0,1116.0,386.0,7.916,330600.0,<1H OCEAN
+-117.06,32.79,17.0,2524.0,332.0,771.0,317.0,8.7604,331800.0,<1H OCEAN
+-117.06,32.79,21.0,3787.0,492.0,1246.0,457.0,9.6023,391300.0,<1H OCEAN
+-117.06,32.78,31.0,2485.0,436.0,942.0,448.0,4.8,220800.0,NEAR OCEAN
+-117.02,32.8,27.0,2369.0,370.0,927.0,374.0,4.1162,177200.0,<1H OCEAN
+-117.03,32.79,26.0,3859.0,513.0,1469.0,538.0,5.8683,220500.0,<1H OCEAN
+-117.03,32.8,19.0,3866.0,775.0,1554.0,703.0,4.3281,220000.0,<1H OCEAN
+-117.04,32.8,11.0,1802.0,440.0,630.0,428.0,2.0337,146700.0,<1H OCEAN
+-117.01,32.8,17.0,1042.0,210.0,650.0,215.0,3.1,84200.0,<1H OCEAN
+-117.01,32.8,17.0,1558.0,479.0,803.0,431.0,2.6934,160200.0,<1H OCEAN
+-117.01,32.8,20.0,2705.0,545.0,1198.0,497.0,3.7159,168900.0,<1H OCEAN
+-117.01,32.79,33.0,4015.0,663.0,1864.0,664.0,4.3152,159300.0,<1H OCEAN
+-117.02,32.8,29.0,1232.0,243.0,665.0,247.0,3.65,168900.0,<1H OCEAN
+-117.02,32.8,31.0,2692.0,445.0,1129.0,450.0,4.4583,170000.0,<1H OCEAN
+-117.01,32.81,26.0,4499.0,645.0,1866.0,626.0,5.516,185100.0,<1H OCEAN
+-117.02,32.81,27.0,1950.0,317.0,950.0,320.0,4.0656,164000.0,<1H OCEAN
+-117.02,32.81,26.0,1998.0,301.0,874.0,305.0,5.4544,180900.0,<1H OCEAN
+-117.01,32.81,21.0,4203.0,618.0,1620.0,600.0,5.3441,193500.0,<1H OCEAN
+-117.02,32.81,14.0,3173.0,599.0,1451.0,585.0,3.7292,182200.0,<1H OCEAN
+-117.03,32.82,16.0,1765.0,289.0,743.0,280.0,4.9744,209700.0,<1H OCEAN
+-117.04,32.81,12.0,2880.0,406.0,1381.0,418.0,6.5412,254200.0,<1H OCEAN
+-117.05,32.82,16.0,4046.0,731.0,1684.0,701.0,4.2312,197000.0,<1H OCEAN
+-117.05,32.59,26.0,1919.0,345.0,1326.0,341.0,4.2679,131900.0,NEAR OCEAN
+-117.06,32.59,13.0,3920.0,775.0,2814.0,760.0,4.0616,148800.0,NEAR OCEAN
+-117.05,32.58,22.0,2101.0,399.0,1551.0,371.0,4.1518,136900.0,NEAR OCEAN
+-117.06,32.58,17.0,2724.0,567.0,2213.0,554.0,3.8529,147700.0,NEAR OCEAN
+-117.06,32.58,13.0,3435.0,708.0,1761.0,699.0,3.4792,107600.0,NEAR OCEAN
+-117.06,32.58,11.0,2879.0,679.0,2098.0,673.0,3.5125,142400.0,NEAR OCEAN
+-117.06,32.57,16.0,1269.0,282.0,1609.0,298.0,2.6985,156500.0,NEAR OCEAN
+-117.04,32.58,14.0,2355.0,406.0,1883.0,401.0,5.0311,152100.0,NEAR OCEAN
+-117.04,32.58,20.0,2029.0,357.0,1497.0,353.0,4.0089,132100.0,NEAR OCEAN
+-117.05,32.58,23.0,1918.0,339.0,1392.0,340.0,4.087,134800.0,NEAR OCEAN
+-117.05,32.58,25.0,2185.0,370.0,1558.0,369.0,5.3072,132700.0,NEAR OCEAN
+-117.05,32.57,22.0,2857.0,516.0,2412.0,496.0,4.7337,127600.0,NEAR OCEAN
+-117.06,32.57,25.0,1268.0,282.0,991.0,299.0,3.0284,123600.0,NEAR OCEAN
+-117.06,32.57,17.0,2252.0,378.0,1776.0,365.0,4.6364,141100.0,NEAR OCEAN
+-117.05,32.57,13.0,2880.0,576.0,2450.0,567.0,3.1696,138000.0,NEAR OCEAN
+-117.05,32.56,18.0,1215.0,320.0,1195.0,349.0,1.9875,114900.0,NEAR OCEAN
+-117.05,32.56,17.0,985.0,233.0,811.0,223.0,2.875,134500.0,NEAR OCEAN
+-117.06,32.57,18.0,1384.0,311.0,1429.0,287.0,1.3362,95000.0,NEAR OCEAN
+-116.97,32.56,23.0,1262.0,294.0,5176.0,275.0,2.5625,153300.0,NEAR OCEAN
+-117.04,32.55,15.0,2206.0,648.0,2511.0,648.0,1.6348,93200.0,NEAR OCEAN
+-117.05,32.56,22.0,2172.0,563.0,2049.0,524.0,2.0159,139300.0,NEAR OCEAN
+-117.06,32.56,17.0,2803.0,683.0,2768.0,676.0,1.7958,140400.0,NEAR OCEAN
+-117.06,32.56,5.0,2706.0,925.0,3148.0,855.0,1.7301,125000.0,NEAR OCEAN
+-117.06,32.55,5.0,3223.0,940.0,3284.0,854.0,1.4384,108800.0,NEAR OCEAN
+-117.04,32.54,7.0,938.0,297.0,1187.0,282.0,1.2667,67500.0,NEAR OCEAN
+-117.1,32.59,21.0,2350.0,667.0,1621.0,613.0,2.0734,87500.0,NEAR OCEAN
+-117.1,32.58,23.0,1662.0,377.0,1318.0,386.0,2.3,120800.0,NEAR OCEAN
+-117.1,32.58,17.0,2046.0,559.0,1585.0,530.0,2.25,132800.0,NEAR OCEAN
+-117.1,32.58,33.0,393.0,76.0,330.0,80.0,4.1029,122700.0,NEAR OCEAN
+-117.1,32.58,29.0,1061.0,202.0,759.0,206.0,4.8646,136800.0,NEAR OCEAN
+-117.1,32.57,26.0,2343.0,371.0,1221.0,372.0,4.3601,144900.0,NEAR OCEAN
+-117.1,32.56,16.0,2687.0,501.0,1502.0,480.0,3.75,146800.0,NEAR OCEAN
+-117.07,32.57,17.0,2961.0,634.0,1911.0,615.0,2.5859,131400.0,NEAR OCEAN
+-117.08,32.57,18.0,2203.0,544.0,1943.0,497.0,2.25,103200.0,NEAR OCEAN
+-117.07,32.57,14.0,1527.0,357.0,1224.0,363.0,2.7361,93600.0,NEAR OCEAN
+-117.07,32.56,9.0,3648.0,895.0,3293.0,840.0,3.0992,142600.0,NEAR OCEAN
+-117.08,32.59,8.0,2888.0,662.0,2441.0,683.0,2.7048,153000.0,NEAR OCEAN
+-117.08,32.58,15.0,1462.0,274.0,1002.0,271.0,3.9698,142700.0,NEAR OCEAN
+-117.08,32.58,22.0,2128.0,477.0,1420.0,450.0,3.2687,131000.0,NEAR OCEAN
+-117.07,32.58,25.0,1607.0,280.0,899.0,260.0,3.8194,134400.0,NEAR OCEAN
+-117.09,32.58,12.0,2565.0,567.0,1785.0,545.0,3.0273,135300.0,NEAR OCEAN
+-117.08,32.57,9.0,6298.0,1512.0,4451.0,1456.0,2.569,88300.0,NEAR OCEAN
+-117.09,32.57,23.0,1817.0,323.0,1371.0,327.0,3.6736,139500.0,NEAR OCEAN
+-117.09,32.57,10.0,2198.0,368.0,1645.0,350.0,4.5547,160700.0,NEAR OCEAN
+-117.09,32.57,17.0,444.0,83.0,357.0,87.0,5.1478,138900.0,NEAR OCEAN
+-117.09,32.56,8.0,864.0,156.0,626.0,172.0,4.8984,151500.0,NEAR OCEAN
+-117.09,32.55,8.0,6533.0,1217.0,4797.0,1177.0,3.9583,144400.0,NEAR OCEAN
+-117.12,32.58,34.0,2003.0,466.0,1226.0,443.0,3.0613,136700.0,NEAR OCEAN
+-117.12,32.57,21.0,1738.0,295.0,983.0,298.0,4.8274,174100.0,NEAR OCEAN
+-117.13,32.58,27.0,2511.0,615.0,1427.0,576.0,3.1645,156000.0,NEAR OCEAN
+-117.13,32.58,32.0,1870.0,437.0,1142.0,426.0,2.3194,159400.0,NEAR OCEAN
+-117.13,32.58,27.0,1417.0,373.0,814.0,348.0,2.3603,195300.0,NEAR OCEAN
+-117.12,32.56,20.0,2524.0,682.0,1819.0,560.0,2.9286,257700.0,NEAR OCEAN
+-117.11,32.58,28.0,1869.0,407.0,1074.0,344.0,2.5988,135600.0,NEAR OCEAN
+-117.11,32.57,32.0,2723.0,586.0,1702.0,562.0,3.3371,140500.0,NEAR OCEAN
+-117.12,32.57,35.0,1450.0,256.0,930.0,286.0,2.6715,133300.0,NEAR OCEAN
+-117.12,32.58,26.0,1360.0,309.0,869.0,328.0,3.0217,131600.0,NEAR OCEAN
+-117.11,32.58,21.0,2894.0,685.0,2109.0,712.0,2.2755,125000.0,NEAR OCEAN
+-117.1,32.58,27.0,2616.0,591.0,1889.0,577.0,2.3824,127600.0,NEAR OCEAN
+-117.1,32.57,14.0,5058.0,1299.0,3662.0,1193.0,2.3253,133700.0,NEAR OCEAN
+-117.11,32.59,17.0,2020.0,534.0,1529.0,500.0,2.1773,143200.0,NEAR OCEAN
+-117.11,32.58,12.0,1086.0,294.0,870.0,290.0,2.4213,132500.0,NEAR OCEAN
+-117.11,32.59,18.0,2329.0,580.0,1538.0,567.0,2.1179,153100.0,NEAR OCEAN
+-117.12,32.59,28.0,2793.0,706.0,1825.0,676.0,2.6724,144500.0,NEAR OCEAN
+-117.16,32.58,36.0,1940.0,399.0,1076.0,382.0,3.3906,147800.0,NEAR OCEAN
+-117.13,32.63,10.0,7374.0,1157.0,1900.0,794.0,8.7991,478500.0,NEAR OCEAN
+-117.17,32.63,26.0,1617.0,279.0,2745.0,250.0,3.5357,67500.0,NEAR OCEAN
+-117.17,32.68,16.0,5895.0,1424.0,873.0,522.0,7.3669,187500.0,NEAR OCEAN
+-117.18,32.68,29.0,1539.0,344.0,556.0,289.0,3.25,500001.0,NEAR OCEAN
+-117.18,32.69,52.0,1837.0,313.0,668.0,300.0,5.1009,500001.0,NEAR OCEAN
+-117.18,32.69,37.0,3112.0,716.0,1304.0,674.0,3.2121,320800.0,NEAR OCEAN
+-117.18,32.69,44.0,2819.0,514.0,1258.0,503.0,4.4777,452800.0,NEAR OCEAN
+-117.17,32.69,40.0,2236.0,331.0,767.0,316.0,5.3177,500001.0,NEAR OCEAN
+-117.18,32.69,48.0,2764.0,491.0,978.0,449.0,5.1249,432400.0,NEAR OCEAN
+-117.17,32.69,19.0,2802.0,802.0,1159.0,597.0,4.7891,334600.0,NEAR OCEAN
+-117.17,32.69,45.0,3168.0,598.0,1341.0,562.0,4.5189,422200.0,NEAR OCEAN
+-117.17,32.7,33.0,4084.0,897.0,1804.0,833.0,4.0488,409700.0,NEAR OCEAN
+-117.18,32.7,44.0,2655.0,514.0,1102.0,489.0,3.6759,368800.0,NEAR OCEAN
+-117.18,32.7,42.0,1691.0,286.0,761.0,281.0,5.1386,404500.0,NEAR OCEAN
+-117.19,32.69,35.0,2921.0,438.0,1042.0,415.0,6.3612,482700.0,NEAR OCEAN
+-117.11,32.68,36.0,26.0,14.0,58.0,23.0,1.9107,125000.0,NEAR OCEAN
+-117.11,32.67,43.0,515.0,146.0,445.0,140.0,1.6094,93000.0,NEAR OCEAN
+-117.11,32.67,46.0,928.0,236.0,790.0,235.0,1.6806,92500.0,NEAR OCEAN
+-117.11,32.67,52.0,204.0,74.0,248.0,57.0,1.7961,47500.0,NEAR OCEAN
+-117.12,32.66,52.0,16.0,4.0,8.0,3.0,1.125,60000.0,NEAR OCEAN
+-117.11,32.67,52.0,280.0,71.0,217.0,71.0,1.4844,83300.0,NEAR OCEAN
+-117.11,32.66,52.0,25.0,5.0,14.0,9.0,1.625,118800.0,NEAR OCEAN
+-117.09,32.67,37.0,1157.0,332.0,983.0,306.0,2.0972,117000.0,NEAR OCEAN
+-117.09,32.66,38.0,833.0,206.0,570.0,182.0,1.8333,127100.0,NEAR OCEAN
+-117.09,32.66,37.0,1232.0,330.0,1086.0,330.0,1.6389,114300.0,NEAR OCEAN
+-117.1,32.66,27.0,1782.0,560.0,1785.0,560.0,2.1542,106300.0,NEAR OCEAN
+-117.1,32.67,26.0,2629.0,763.0,2721.0,767.0,2.0982,109100.0,NEAR OCEAN
+-117.1,32.67,22.0,1690.0,541.0,1669.0,494.0,2.0213,110600.0,NEAR OCEAN
+-117.09,32.68,30.0,2662.0,653.0,1997.0,605.0,2.8089,120600.0,NEAR OCEAN
+-117.09,32.67,31.0,2051.0,549.0,1581.0,538.0,2.052,108900.0,NEAR OCEAN
+-117.1,32.67,15.0,1635.0,553.0,1347.0,597.0,1.2745,92900.0,NEAR OCEAN
+-117.1,32.68,20.0,1012.0,269.0,837.0,240.0,2.0488,88900.0,NEAR OCEAN
+-117.1,32.69,29.0,4174.0,1195.0,3675.0,1124.0,1.8112,103600.0,NEAR OCEAN
+-117.1,32.68,42.0,2013.0,568.0,1920.0,557.0,2.0724,107600.0,NEAR OCEAN
+-117.1,32.68,47.0,771.0,224.0,637.0,212.0,2.0156,90300.0,NEAR OCEAN
+-117.1,32.68,49.0,1412.0,350.0,1200.0,332.0,2.0398,93600.0,NEAR OCEAN
+-117.1,32.68,47.0,1044.0,274.0,1003.0,280.0,1.7802,97800.0,NEAR OCEAN
+-117.1,32.68,45.0,1183.0,289.0,900.0,266.0,2.4943,99600.0,NEAR OCEAN
+-117.07,32.69,29.0,1429.0,293.0,1091.0,317.0,3.4609,118000.0,NEAR OCEAN
+-117.08,32.69,31.0,2558.0,487.0,1938.0,492.0,3.4875,117000.0,NEAR OCEAN
+-117.08,32.69,36.0,1571.0,284.0,1001.0,268.0,3.6875,111400.0,NEAR OCEAN
+-117.09,32.69,34.0,1469.0,267.0,1031.0,267.0,3.4583,112700.0,NEAR OCEAN
+-117.09,32.68,29.0,1792.0,449.0,1650.0,396.0,2.2201,100000.0,NEAR OCEAN
+-117.07,32.69,28.0,1485.0,275.0,820.0,283.0,4.069,153300.0,NEAR OCEAN
+-117.08,32.68,26.0,3071.0,615.0,2156.0,568.0,2.9318,112400.0,NEAR OCEAN
+-117.08,32.68,19.0,3635.0,1078.0,3127.0,1098.0,1.324,122600.0,NEAR OCEAN
+-117.09,32.68,20.0,2569.0,737.0,2341.0,705.0,2.0114,104900.0,NEAR OCEAN
+-117.07,32.67,28.0,2758.0,623.0,2179.0,631.0,2.3814,112300.0,NEAR OCEAN
+-117.08,32.67,31.0,3008.0,764.0,2088.0,757.0,2.5662,118200.0,NEAR OCEAN
+-117.09,32.66,46.0,844.0,147.0,423.0,161.0,3.375,136300.0,NEAR OCEAN
+-117.08,32.66,43.0,1004.0,236.0,839.0,235.0,2.81,103400.0,NEAR OCEAN
+-117.07,32.67,35.0,3200.0,725.0,1723.0,610.0,1.8977,95600.0,NEAR OCEAN
+-117.07,32.65,12.0,4131.0,891.0,2272.0,840.0,3.4701,204900.0,NEAR OCEAN
+-117.07,32.64,32.0,5135.0,1025.0,2152.0,944.0,4.1325,172800.0,NEAR OCEAN
+-117.08,32.64,43.0,1005.0,230.0,548.0,252.0,1.8672,145800.0,NEAR OCEAN
+-117.08,32.65,17.0,2633.0,712.0,1487.0,694.0,2.5392,147000.0,NEAR OCEAN
+-117.08,32.64,38.0,917.0,256.0,494.0,233.0,1.9241,150000.0,NEAR OCEAN
+-117.08,32.64,11.0,1651.0,533.0,947.0,515.0,1.6806,141700.0,NEAR OCEAN
+-117.09,32.65,20.0,1445.0,323.0,573.0,334.0,2.619,145800.0,NEAR OCEAN
+-117.09,32.65,25.0,3509.0,985.0,2359.0,899.0,2.6296,150000.0,NEAR OCEAN
+-117.08,32.65,28.0,2296.0,603.0,1277.0,550.0,2.3562,123800.0,NEAR OCEAN
+-117.09,32.64,38.0,2095.0,536.0,1240.0,550.0,2.7218,145900.0,NEAR OCEAN
+-117.09,32.64,30.0,3171.0,862.0,2126.0,800.0,2.507,142700.0,NEAR OCEAN
+-117.1,32.64,29.0,1578.0,460.0,1236.0,461.0,2.5658,134700.0,NEAR OCEAN
+-117.09,32.64,20.0,1999.0,651.0,1302.0,592.0,1.6321,57500.0,NEAR OCEAN
+-117.09,32.64,19.0,2571.0,791.0,1205.0,783.0,1.62,131300.0,NEAR OCEAN
+-117.09,32.63,27.0,2920.0,770.0,1935.0,746.0,2.4148,67500.0,NEAR OCEAN
+-117.11,32.64,23.0,1619.0,447.0,1025.0,415.0,1.858,67500.0,NEAR OCEAN
+-117.11,32.62,27.0,1846.0,509.0,1078.0,482.0,2.1719,131500.0,NEAR OCEAN
+-117.09,32.62,37.0,1538.0,298.0,867.0,285.0,3.0729,128700.0,NEAR OCEAN
+-117.09,32.62,37.0,1925.0,428.0,1344.0,426.0,2.4866,129700.0,NEAR OCEAN
+-117.09,32.62,34.0,1576.0,364.0,1153.0,381.0,2.1955,129700.0,NEAR OCEAN
+-117.08,32.63,33.0,2891.0,793.0,1607.0,754.0,2.1281,139800.0,NEAR OCEAN
+-117.09,32.64,24.0,3613.0,973.0,2002.0,931.0,1.947,147500.0,NEAR OCEAN
+-117.09,32.63,33.0,620.0,161.0,420.0,164.0,1.8417,150000.0,NEAR OCEAN
+-117.07,32.64,38.0,1486.0,269.0,745.0,295.0,4.6477,150400.0,NEAR OCEAN
+-117.07,32.63,37.0,2303.0,379.0,1026.0,357.0,3.455,156900.0,NEAR OCEAN
+-117.07,32.64,30.0,2873.0,774.0,1593.0,731.0,2.24,129500.0,NEAR OCEAN
+-117.06,32.63,37.0,1326.0,234.0,612.0,240.0,4.125,160200.0,NEAR OCEAN
+-117.06,32.62,36.0,786.0,125.0,408.0,138.0,3.9167,189700.0,NEAR OCEAN
+-117.07,32.63,40.0,1706.0,322.0,796.0,303.0,3.5583,154900.0,NEAR OCEAN
+-117.07,32.63,37.0,2372.0,444.0,1056.0,419.0,3.7583,145500.0,NEAR OCEAN
+-117.08,32.63,30.0,2504.0,559.0,1827.0,490.0,2.6146,159400.0,NEAR OCEAN
+-117.08,32.63,28.0,2080.0,427.0,1266.0,434.0,2.2788,146300.0,NEAR OCEAN
+-117.08,32.62,28.0,2468.0,506.0,1353.0,522.0,3.0771,158600.0,NEAR OCEAN
+-117.08,32.62,36.0,1674.0,309.0,818.0,307.0,3.4773,150400.0,NEAR OCEAN
+-117.09,32.61,23.0,1157.0,309.0,640.0,313.0,2.1548,118800.0,NEAR OCEAN
+-117.09,32.61,21.0,1945.0,430.0,1335.0,419.0,3.6467,113000.0,NEAR OCEAN
+-117.08,32.62,16.0,5192.0,1381.0,3261.0,1321.0,2.2685,151900.0,NEAR OCEAN
+-117.08,32.61,27.0,2264.0,525.0,1485.0,468.0,3.3514,149100.0,NEAR OCEAN
+-117.07,32.62,19.0,5016.0,1173.0,2750.0,1081.0,2.7838,155900.0,NEAR OCEAN
+-117.06,32.61,34.0,4325.0,1015.0,2609.0,979.0,2.8489,128300.0,NEAR OCEAN
+-117.07,32.61,22.0,5016.0,1331.0,3222.0,1196.0,2.1441,135500.0,NEAR OCEAN
+-117.07,32.6,18.0,2602.0,551.0,1042.0,550.0,1.9267,67500.0,NEAR OCEAN
+-117.07,32.59,21.0,1779.0,466.0,1327.0,488.0,1.6007,96200.0,NEAR OCEAN
+-117.08,32.59,30.0,144.0,52.0,220.0,48.0,2.3929,134400.0,NEAR OCEAN
+-117.08,32.6,24.0,1901.0,490.0,1334.0,476.0,2.2544,121900.0,NEAR OCEAN
+-117.07,32.61,10.0,1686.0,414.0,1000.0,391.0,2.1765,128400.0,NEAR OCEAN
+-117.06,32.61,24.0,4369.0,1353.0,3123.0,1247.0,2.0571,152300.0,NEAR OCEAN
+-117.06,32.61,23.0,1630.0,362.0,1267.0,418.0,2.5625,131100.0,NEAR OCEAN
+-117.07,32.6,13.0,1607.0,435.0,983.0,400.0,2.2903,106300.0,NEAR OCEAN
+-117.06,32.6,25.0,1075.0,238.0,434.0,234.0,1.7472,94600.0,NEAR OCEAN
+-117.06,32.6,24.0,1088.0,268.0,1095.0,246.0,2.4191,107300.0,NEAR OCEAN
+-117.06,32.6,33.0,905.0,205.0,989.0,222.0,2.7014,108200.0,NEAR OCEAN
+-117.05,32.63,31.0,4911.0,861.0,2334.0,843.0,4.1958,160100.0,NEAR OCEAN
+-117.05,32.62,34.0,3928.0,686.0,2315.0,681.0,4.2851,144500.0,NEAR OCEAN
+-117.04,32.62,26.0,3620.0,607.0,2000.0,593.0,4.9962,156000.0,NEAR OCEAN
+-117.05,32.61,31.0,4033.0,715.0,2585.0,715.0,3.5096,139900.0,NEAR OCEAN
+-117.05,32.61,21.0,6034.0,1205.0,3795.0,1146.0,3.2633,129700.0,NEAR OCEAN
+-117.05,32.61,26.0,1563.0,286.0,1145.0,313.0,3.8615,139300.0,NEAR OCEAN
+-117.04,32.6,20.0,8052.0,1461.0,5094.0,1430.0,4.2241,139800.0,NEAR OCEAN
+-117.04,32.6,18.0,4747.0,846.0,3002.0,872.0,3.9076,152900.0,NEAR OCEAN
+-117.05,32.59,16.0,4683.0,929.0,3073.0,865.0,3.0495,98300.0,NEAR OCEAN
+-117.04,32.63,26.0,2074.0,356.0,1228.0,335.0,4.1154,160200.0,NEAR OCEAN
+-117.04,32.62,27.0,1710.0,282.0,1089.0,297.0,4.6793,151900.0,NEAR OCEAN
+-117.03,32.61,23.0,1553.0,216.0,778.0,229.0,5.1538,171300.0,NEAR OCEAN
+-117.03,32.61,22.0,1028.0,148.0,523.0,152.0,6.0086,166900.0,NEAR OCEAN
+-117.03,32.6,26.0,1335.0,224.0,742.0,215.0,5.152,143400.0,NEAR OCEAN
+-117.02,32.59,19.0,1902.0,335.0,1102.0,313.0,3.0365,98100.0,NEAR OCEAN
+-116.98,32.62,6.0,7995.0,1458.0,4771.0,1376.0,4.7068,184300.0,NEAR OCEAN
+-117.06,32.64,30.0,4494.0,667.0,1883.0,680.0,5.766,186100.0,NEAR OCEAN
+-117.06,32.63,29.0,4168.0,742.0,2096.0,713.0,4.2204,169800.0,NEAR OCEAN
+-116.98,32.68,22.0,2346.0,380.0,1217.0,382.0,5.5248,156300.0,NEAR OCEAN
+-117.01,32.67,17.0,2319.0,348.0,1125.0,337.0,5.551,266900.0,NEAR OCEAN
+-117.0,32.67,16.0,2238.0,307.0,1002.0,303.0,6.6143,264100.0,NEAR OCEAN
+-117.02,32.67,20.0,1505.0,184.0,635.0,182.0,6.5772,245200.0,NEAR OCEAN
+-117.01,32.66,11.0,9992.0,1368.0,4495.0,1316.0,6.9664,293900.0,NEAR OCEAN
+-117.02,32.66,19.0,771.0,,376.0,108.0,6.6272,273600.0,NEAR OCEAN
+-116.97,32.65,4.0,16450.0,2833.0,7985.0,2683.0,5.6631,233400.0,NEAR OCEAN
+-116.99,32.64,15.0,4331.0,699.0,2046.0,627.0,3.9519,193500.0,NEAR OCEAN
+-117.04,32.65,8.0,8806.0,1401.0,3159.0,1059.0,4.2155,247800.0,NEAR OCEAN
+-117.03,32.65,14.0,1111.0,142.0,472.0,145.0,7.6344,290500.0,NEAR OCEAN
+-117.0,32.64,11.0,3098.0,490.0,1391.0,484.0,4.9792,170400.0,NEAR OCEAN
+-117.01,32.63,7.0,6483.0,976.0,3269.0,1005.0,5.7358,221600.0,NEAR OCEAN
+-117.04,32.64,5.0,2329.0,542.0,1213.0,514.0,4.0298,225600.0,NEAR OCEAN
+-117.02,32.64,5.0,260.0,41.0,157.0,42.0,6.5151,281700.0,NEAR OCEAN
+-117.03,32.63,13.0,2087.0,313.0,1165.0,330.0,5.7789,227700.0,NEAR OCEAN
+-117.03,32.63,14.0,2796.0,476.0,1466.0,464.0,5.2489,213700.0,NEAR OCEAN
+-117.04,32.63,26.0,2756.0,422.0,1166.0,398.0,5.1354,181600.0,NEAR OCEAN
+-116.99,32.74,17.0,3101.0,547.0,1410.0,486.0,3.1771,189900.0,<1H OCEAN
+-116.98,32.74,17.0,3943.0,843.0,1995.0,766.0,2.6944,158300.0,<1H OCEAN
+-116.98,32.74,24.0,977.0,147.0,454.0,169.0,4.9286,173700.0,<1H OCEAN
+-116.98,32.74,16.0,3361.0,537.0,1754.0,578.0,5.1098,162300.0,<1H OCEAN
+-116.98,32.72,15.0,4209.0,680.0,1914.0,641.0,4.5135,158300.0,<1H OCEAN
+-116.98,32.73,16.0,952.0,143.0,530.0,143.0,5.0864,175300.0,<1H OCEAN
+-116.98,32.72,4.0,1078.0,158.0,571.0,184.0,4.6667,223300.0,<1H OCEAN
+-116.97,32.74,14.0,7410.0,1344.0,3597.0,1274.0,4.2192,176100.0,<1H OCEAN
+-116.95,32.74,7.0,2722.0,578.0,1429.0,574.0,3.9583,141700.0,<1H OCEAN
+-116.96,32.71,18.0,2413.0,533.0,1129.0,551.0,2.4567,155000.0,<1H OCEAN
+-116.95,32.73,17.0,1635.0,272.0,960.0,279.0,5.2671,157100.0,<1H OCEAN
+-116.97,32.76,26.0,2460.0,313.0,838.0,299.0,5.9878,270700.0,<1H OCEAN
+-116.98,32.75,25.0,4137.0,662.0,1905.0,630.0,4.375,214000.0,<1H OCEAN
+-116.97,32.75,28.0,3519.0,583.0,1720.0,590.0,4.7973,186900.0,<1H OCEAN
+-116.98,32.75,18.0,1519.0,369.0,802.0,347.0,2.9886,170800.0,<1H OCEAN
+-116.97,32.76,33.0,3071.0,466.0,1348.0,513.0,6.1768,228900.0,<1H OCEAN
+-116.95,32.76,13.0,5543.0,857.0,2074.0,737.0,4.9528,266200.0,<1H OCEAN
+-116.94,32.75,4.0,14934.0,2479.0,6945.0,2418.0,5.1221,229700.0,<1H OCEAN
+-116.92,32.76,9.0,1859.0,307.0,947.0,304.0,5.9202,181300.0,<1H OCEAN
+-116.92,32.76,7.0,1659.0,237.0,862.0,242.0,5.2741,249400.0,<1H OCEAN
+-116.91,32.75,5.0,8710.0,1614.0,4372.0,1527.0,4.7813,240900.0,<1H OCEAN
+-117.0,32.76,31.0,1989.0,280.0,805.0,301.0,6.5645,189100.0,<1H OCEAN
+-116.99,32.76,21.0,3833.0,595.0,1645.0,589.0,4.625,273500.0,<1H OCEAN
+-116.99,32.74,18.0,3341.0,611.0,1952.0,602.0,3.9844,215300.0,<1H OCEAN
+-117.0,32.74,17.0,2357.0,599.0,1423.0,510.0,1.8856,118800.0,<1H OCEAN
+-116.99,32.73,30.0,1856.0,339.0,1103.0,379.0,4.0357,153800.0,<1H OCEAN
+-117.01,32.75,26.0,4038.0,706.0,2065.0,687.0,3.9545,178100.0,<1H OCEAN
+-117.01,32.75,34.0,2105.0,340.0,973.0,357.0,4.3088,152500.0,<1H OCEAN
+-117.01,32.74,31.0,3473.0,,2098.0,677.0,2.6973,135200.0,<1H OCEAN
+-117.01,32.73,22.0,2526.0,530.0,1556.0,529.0,2.8646,120800.0,NEAR OCEAN
+-117.0,32.73,17.0,6050.0,1143.0,3424.0,1131.0,3.7647,127600.0,<1H OCEAN
+-117.0,32.72,10.0,3817.0,943.0,2352.0,875.0,2.1362,143200.0,NEAR OCEAN
+-117.01,32.72,12.0,2914.0,734.0,2104.0,703.0,2.3068,132300.0,NEAR OCEAN
+-116.99,32.7,15.0,3660.0,622.0,2629.0,612.0,4.0444,150100.0,NEAR OCEAN
+-117.0,32.7,23.0,2785.0,468.0,1456.0,449.0,4.3714,131000.0,NEAR OCEAN
+-116.98,32.71,18.0,2355.0,444.0,1277.0,433.0,3.4551,121400.0,<1H OCEAN
+-116.99,32.71,21.0,3049.0,582.0,2355.0,585.0,3.8904,113800.0,NEAR OCEAN
+-117.0,32.71,22.0,2263.0,441.0,1395.0,416.0,3.725,123500.0,NEAR OCEAN
+-117.01,32.71,20.0,3506.0,692.0,1977.0,668.0,2.981,129100.0,NEAR OCEAN
+-116.99,32.72,15.0,825.0,130.0,334.0,131.0,4.0391,169500.0,<1H OCEAN
+-116.99,32.72,14.0,1771.0,301.0,1046.0,284.0,4.775,143300.0,<1H OCEAN
+-116.99,32.72,13.0,1330.0,216.0,719.0,215.0,3.8295,149600.0,<1H OCEAN
+-116.99,32.72,11.0,1112.0,164.0,441.0,174.0,4.7679,169500.0,<1H OCEAN
+-117.02,32.74,30.0,4205.0,772.0,2012.0,734.0,3.5,144700.0,NEAR OCEAN
+-117.03,32.73,34.0,2061.0,,1169.0,400.0,3.5096,142000.0,NEAR OCEAN
+-117.03,32.73,32.0,1750.0,333.0,997.0,335.0,3.4784,154400.0,NEAR OCEAN
+-117.03,32.74,37.0,821.0,150.0,404.0,135.0,3.0125,130400.0,NEAR OCEAN
+-117.02,32.73,22.0,5201.0,865.0,3280.0,817.0,4.7952,141400.0,NEAR OCEAN
+-117.02,32.72,36.0,2030.0,369.0,1142.0,357.0,3.7763,126900.0,NEAR OCEAN
+-117.03,32.73,38.0,3174.0,606.0,1557.0,619.0,3.5861,123600.0,NEAR OCEAN
+-117.03,32.72,38.0,886.0,176.0,505.0,188.0,3.5938,125400.0,NEAR OCEAN
+-117.03,32.72,37.0,2192.0,455.0,1515.0,446.0,3.0588,120600.0,NEAR OCEAN
+-117.04,32.72,24.0,5474.0,955.0,3020.0,904.0,4.0813,137000.0,NEAR OCEAN
+-117.04,32.73,36.0,2084.0,400.0,1097.0,398.0,3.2717,130700.0,NEAR OCEAN
+-117.04,32.73,25.0,1375.0,267.0,1032.0,278.0,3.5492,125400.0,NEAR OCEAN
+-117.05,32.72,35.0,3669.0,617.0,1694.0,585.0,3.9485,133900.0,NEAR OCEAN
+-117.05,32.73,27.0,3184.0,588.0,1763.0,571.0,3.5529,133900.0,NEAR OCEAN
+-117.03,32.74,35.0,1878.0,454.0,991.0,409.0,2.4345,129700.0,NEAR OCEAN
+-117.04,32.74,33.0,3880.0,770.0,2288.0,805.0,3.6848,140700.0,NEAR OCEAN
+-117.02,32.74,12.0,3301.0,963.0,2000.0,879.0,1.8594,119200.0,NEAR OCEAN
+-117.04,32.74,5.0,2878.0,785.0,1727.0,758.0,1.7179,132000.0,NEAR OCEAN
+-117.04,32.75,36.0,2297.0,418.0,1070.0,392.0,3.5192,144000.0,NEAR OCEAN
+-117.05,32.75,29.0,2767.0,612.0,1437.0,587.0,2.8306,142900.0,NEAR OCEAN
+-117.05,32.75,43.0,1718.0,344.0,826.0,336.0,2.7014,133700.0,NEAR OCEAN
+-117.03,32.77,34.0,1796.0,428.0,918.0,424.0,2.875,161200.0,<1H OCEAN
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+-117.04,32.77,26.0,4263.0,1037.0,2199.0,1010.0,2.734,148900.0,<1H OCEAN
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+-117.05,32.76,37.0,4879.0,906.0,2076.0,871.0,3.6625,154800.0,NEAR OCEAN
+-117.04,32.76,37.0,2979.0,557.0,1285.0,564.0,3.7368,152200.0,NEAR OCEAN
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+-117.03,32.79,31.0,2366.0,383.0,1077.0,387.0,4.2992,174400.0,<1H OCEAN
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+-117.09,32.91,9.0,2012.0,316.0,802.0,289.0,6.5706,255700.0,<1H OCEAN
+-117.09,32.91,16.0,2005.0,266.0,827.0,270.0,7.0546,282200.0,<1H OCEAN
+-117.09,32.9,16.0,1989.0,290.0,814.0,291.0,6.2715,255100.0,<1H OCEAN
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+-117.11,32.91,15.0,1840.0,235.0,855.0,241.0,7.5992,310600.0,<1H OCEAN
+-117.08,32.91,16.0,1653.0,228.0,690.0,224.0,6.5853,248400.0,<1H OCEAN
+-117.08,32.93,5.0,14944.0,2490.0,6600.0,2407.0,6.0857,308300.0,<1H OCEAN
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+-117.09,32.98,23.0,1125.0,273.0,687.0,308.0,2.3182,268800.0,<1H OCEAN
+-117.12,32.96,16.0,3050.0,559.0,1444.0,512.0,5.2463,156300.0,<1H OCEAN
+-117.11,32.97,9.0,1531.0,242.0,850.0,240.0,6.0862,263600.0,<1H OCEAN
+-117.1,33.0,5.0,15502.0,2613.0,7417.0,2358.0,5.9094,261100.0,<1H OCEAN
+-117.11,32.95,11.0,4694.0,824.0,2223.0,783.0,4.9485,231800.0,<1H OCEAN
+-117.12,32.95,8.0,3670.0,536.0,1723.0,592.0,6.3542,218100.0,<1H OCEAN
+-117.12,32.96,15.0,2869.0,405.0,1526.0,402.0,6.0175,238300.0,<1H OCEAN
+-117.12,32.95,4.0,9018.0,1572.0,4438.0,1498.0,4.988,263700.0,<1H OCEAN
+-117.08,32.97,3.0,17466.0,3336.0,7644.0,2895.0,5.4584,246500.0,<1H OCEAN
+-117.06,32.97,17.0,4754.0,877.0,2412.0,832.0,4.3548,192300.0,<1H OCEAN
+-117.25,33.06,6.0,9859.0,1448.0,4194.0,1401.0,6.439,296200.0,NEAR OCEAN
+-117.25,33.05,16.0,2794.0,476.0,1387.0,442.0,4.3286,213400.0,NEAR OCEAN
+-117.26,33.05,14.0,2323.0,373.0,1057.0,372.0,6.2513,240900.0,NEAR OCEAN
+-117.26,33.06,11.0,2660.0,352.0,1226.0,366.0,7.6832,319800.0,NEAR OCEAN
+-117.24,33.05,15.0,3029.0,555.0,1559.0,546.0,5.3129,169200.0,NEAR OCEAN
+-117.24,33.05,11.0,5827.0,882.0,2588.0,842.0,6.4027,344200.0,NEAR OCEAN
+-117.2,33.07,5.0,10394.0,1617.0,4496.0,1553.0,5.9289,411300.0,NEAR OCEAN
+-117.16,33.06,16.0,1988.0,279.0,770.0,252.0,5.8661,404500.0,NEAR OCEAN
+-117.21,33.03,20.0,3370.0,433.0,1020.0,408.0,11.0911,500001.0,NEAR OCEAN
+-117.18,33.02,15.0,3540.0,453.0,1364.0,425.0,13.6623,500001.0,NEAR OCEAN
+-117.21,33.02,26.0,3194.0,454.0,1032.0,406.0,10.156,500001.0,NEAR OCEAN
+-117.23,33.01,18.0,3961.0,511.0,1541.0,470.0,11.1118,500001.0,NEAR OCEAN
+-117.26,32.97,25.0,2582.0,495.0,1088.0,471.0,6.4651,500001.0,NEAR OCEAN
+-117.26,32.96,36.0,1721.0,264.0,710.0,282.0,10.1768,500001.0,NEAR OCEAN
+-117.26,32.95,34.0,1651.0,273.0,650.0,271.0,5.6582,500001.0,NEAR OCEAN
+-117.26,32.95,22.0,5484.0,1227.0,1947.0,1012.0,4.4375,500001.0,NEAR OCEAN
+-117.3,32.96,30.0,1226.0,205.0,380.0,151.0,4.2875,500001.0,NEAR OCEAN
+-117.25,33.01,16.0,3892.0,520.0,1454.0,524.0,7.7317,396000.0,NEAR OCEAN
+-117.24,33.0,16.0,2512.0,356.0,795.0,353.0,7.5975,369100.0,NEAR OCEAN
+-117.23,32.99,17.0,2718.0,326.0,1011.0,319.0,15.0001,500001.0,NEAR OCEAN
+-117.25,32.99,10.0,4926.0,749.0,1478.0,634.0,7.472,439900.0,NEAR OCEAN
+-117.25,33.0,14.0,2518.0,458.0,931.0,414.0,5.8393,485300.0,NEAR OCEAN
+-117.26,33.0,31.0,2695.0,491.0,1059.0,451.0,4.7841,393500.0,NEAR OCEAN
+-117.27,33.0,36.0,2426.0,454.0,1085.0,420.0,5.1523,387800.0,NEAR OCEAN
+-117.31,33.0,30.0,1631.0,310.0,665.0,297.0,6.8443,492500.0,NEAR OCEAN
+-117.26,32.99,16.0,2127.0,512.0,1532.0,499.0,2.7348,231300.0,NEAR OCEAN
+-117.27,32.99,21.0,3318.0,578.0,1273.0,538.0,5.5922,382100.0,NEAR OCEAN
+-117.26,32.98,12.0,3900.0,977.0,1690.0,892.0,4.125,226900.0,NEAR OCEAN
+-117.31,32.98,17.0,2789.0,648.0,849.0,345.0,4.1012,244700.0,NEAR OCEAN
+-117.27,32.98,17.0,1853.0,392.0,351.0,208.0,5.2742,230700.0,NEAR OCEAN
+-117.32,33.01,29.0,3584.0,712.0,1619.0,667.0,4.125,394400.0,NEAR OCEAN
+-117.28,33.02,21.0,2736.0,585.0,1251.0,576.0,4.2356,347700.0,NEAR OCEAN
+-117.27,33.02,13.0,5723.0,1242.0,2450.0,1140.0,4.7179,376700.0,NEAR OCEAN
+-117.26,33.04,18.0,2229.0,346.0,1088.0,352.0,6.3525,278300.0,NEAR OCEAN
+-117.26,33.04,16.0,3109.0,450.0,1433.0,453.0,6.6319,269600.0,NEAR OCEAN
+-117.24,33.04,13.0,3498.0,663.0,1412.0,618.0,3.212,147600.0,NEAR OCEAN
+-117.25,33.03,6.0,3416.0,493.0,1319.0,467.0,6.9326,324600.0,NEAR OCEAN
+-117.27,33.03,25.0,1787.0,311.0,1108.0,311.0,3.9826,215800.0,NEAR OCEAN
+-117.27,33.03,16.0,2240.0,443.0,1104.0,416.0,3.5313,148700.0,NEAR OCEAN
+-117.26,33.02,9.0,4632.0,759.0,1724.0,685.0,6.3712,369800.0,NEAR OCEAN
+-117.27,33.03,19.0,2899.0,499.0,1356.0,512.0,4.87,220900.0,NEAR OCEAN
+-117.27,33.02,21.0,2144.0,340.0,928.0,344.0,5.798,286100.0,NEAR OCEAN
+-117.29,33.05,28.0,1146.0,338.0,672.0,292.0,3.1667,300000.0,NEAR OCEAN
+-117.28,33.04,12.0,4459.0,928.0,2471.0,888.0,3.5179,252700.0,NEAR OCEAN
+-117.27,33.04,27.0,1839.0,392.0,1302.0,404.0,3.55,214600.0,NEAR OCEAN
+-117.29,33.04,30.0,2750.0,555.0,1281.0,520.0,4.7333,286900.0,NEAR OCEAN
+-117.33,33.03,31.0,1171.0,321.0,603.0,267.0,2.8611,314300.0,NEAR OCEAN
+-117.3,33.07,14.0,2670.0,426.0,1034.0,407.0,6.4247,295100.0,NEAR OCEAN
+-117.29,33.08,18.0,3225.0,515.0,1463.0,476.0,5.7787,346700.0,NEAR OCEAN
+-117.27,33.08,7.0,2949.0,447.0,1335.0,426.0,6.0922,342400.0,NEAR OCEAN
+-117.29,33.06,20.0,2110.0,335.0,1008.0,325.0,6.1509,338700.0,NEAR OCEAN
+-117.28,33.06,8.0,4172.0,1022.0,2585.0,941.0,4.0118,245800.0,NEAR OCEAN
+-117.27,33.06,7.0,3686.0,733.0,1612.0,672.0,3.197,367100.0,NEAR OCEAN
+-117.27,33.05,15.0,3333.0,808.0,1371.0,737.0,2.9083,122400.0,NEAR OCEAN
+-117.3,33.08,24.0,2628.0,527.0,1389.0,520.0,4.0,343200.0,NEAR OCEAN
+-117.34,33.06,17.0,2718.0,518.0,815.0,403.0,4.3182,357100.0,NEAR OCEAN
+-117.31,33.07,21.0,2035.0,534.0,948.0,467.0,3.2984,369400.0,NEAR OCEAN
+-117.3,33.07,16.0,3147.0,765.0,2165.0,690.0,3.5585,284800.0,NEAR OCEAN
+-117.3,33.06,24.0,2171.0,511.0,870.0,442.0,3.194,276300.0,NEAR OCEAN
+-117.3,33.06,31.0,2128.0,520.0,1049.0,485.0,4.027,290000.0,NEAR OCEAN
+-117.3,33.05,34.0,1797.0,458.0,775.0,391.0,3.2308,331300.0,NEAR OCEAN
+-117.33,33.17,11.0,10923.0,2041.0,4773.0,1858.0,4.0791,281300.0,NEAR OCEAN
+-117.34,33.16,31.0,2851.0,458.0,1286.0,467.0,4.5694,243700.0,NEAR OCEAN
+-117.33,33.16,29.0,3559.0,552.0,1533.0,545.0,4.0585,245500.0,NEAR OCEAN
+-117.32,33.15,15.0,13245.0,2212.0,5495.0,2060.0,5.4904,262100.0,NEAR OCEAN
+-117.32,33.12,25.0,2670.0,527.0,936.0,461.0,2.7717,354000.0,NEAR OCEAN
+-117.31,33.1,15.0,2392.0,446.0,747.0,421.0,3.5341,500001.0,NEAR OCEAN
+-117.29,33.13,4.0,617.0,105.0,224.0,105.0,3.9205,183000.0,NEAR OCEAN
+-117.31,33.11,7.0,7974.0,1703.0,2904.0,1550.0,4.1282,188100.0,NEAR OCEAN
+-117.29,33.12,4.0,1380.0,322.0,755.0,286.0,4.7961,168800.0,NEAR OCEAN
+-117.29,33.1,6.0,6091.0,1018.0,2064.0,957.0,5.1837,259800.0,NEAR OCEAN
+-117.28,33.1,13.0,2644.0,422.0,1197.0,399.0,6.5338,267900.0,NEAR OCEAN
+-117.35,33.17,16.0,4595.0,1341.0,2849.0,1197.0,2.478,185600.0,NEAR OCEAN
+-117.34,33.16,24.0,1006.0,277.0,610.0,246.0,2.25,187500.0,NEAR OCEAN
+-117.34,33.15,19.0,5710.0,1423.0,4163.0,1406.0,3.0306,178500.0,NEAR OCEAN
+-117.35,33.16,22.0,1331.0,305.0,580.0,193.0,3.975,500001.0,NEAR OCEAN
+-117.35,33.16,10.0,1684.0,515.0,902.0,449.0,3.7891,206300.0,NEAR OCEAN
+-117.34,33.15,17.0,4505.0,1140.0,2111.0,1062.0,3.3536,283300.0,NEAR OCEAN
+-117.36,33.18,26.0,5550.0,1153.0,2372.0,1058.0,2.5509,181800.0,NEAR OCEAN
+-117.36,33.18,39.0,1546.0,291.0,833.0,308.0,2.8893,185400.0,NEAR OCEAN
+-117.35,33.17,36.0,1977.0,423.0,812.0,387.0,3.625,198000.0,NEAR OCEAN
+-117.36,33.17,24.0,2046.0,442.0,812.0,367.0,2.3182,500001.0,NEAR OCEAN
+-117.37,33.18,19.0,1931.0,509.0,855.0,394.0,2.6979,266700.0,NEAR OCEAN
+-117.37,33.19,23.0,4104.0,1274.0,4729.0,1187.0,1.8214,173800.0,NEAR OCEAN
+-117.37,33.19,33.0,2205.0,453.0,1138.0,439.0,2.8819,208600.0,NEAR OCEAN
+-117.37,33.19,18.0,975.0,382.0,650.0,286.0,1.9562,192500.0,NEAR OCEAN
+-117.37,33.19,38.0,861.0,213.0,486.0,204.0,4.1875,185000.0,NEAR OCEAN
+-117.38,33.19,35.0,928.0,264.0,538.0,248.0,2.4583,197900.0,NEAR OCEAN
+-117.38,33.14,14.0,5039.0,1373.0,1298.0,696.0,3.209,313300.0,NEAR OCEAN
+-117.38,33.19,26.0,4123.0,1145.0,1703.0,895.0,1.9891,500000.0,NEAR OCEAN
+-117.38,33.2,17.0,1877.0,581.0,1288.0,426.0,1.9386,106300.0,NEAR OCEAN
+-117.37,33.2,19.0,928.0,317.0,845.0,319.0,1.6318,187500.0,NEAR OCEAN
+-117.38,33.19,17.0,353.0,112.0,359.0,118.0,1.5625,162500.0,NEAR OCEAN
+-117.38,33.2,26.0,1427.0,386.0,974.0,317.0,1.3903,184400.0,NEAR OCEAN
+-117.36,33.2,19.0,1926.0,557.0,1190.0,483.0,1.3269,166100.0,NEAR OCEAN
+-117.36,33.2,19.0,2129.0,562.0,1323.0,525.0,2.9539,169900.0,NEAR OCEAN
+-117.36,33.2,26.0,2447.0,482.0,1405.0,486.0,3.2917,150800.0,NEAR OCEAN
+-117.35,33.2,23.0,3297.0,728.0,1793.0,622.0,2.5754,169700.0,NEAR OCEAN
+-117.35,33.21,24.0,1586.0,262.0,912.0,298.0,4.25,150300.0,NEAR OCEAN
+-117.34,33.21,23.0,2062.0,376.0,1302.0,379.0,4.0109,145700.0,NEAR OCEAN
+-117.35,33.2,32.0,1251.0,220.0,700.0,232.0,3.9875,142900.0,NEAR OCEAN
+-117.34,33.21,12.0,5963.0,1372.0,3015.0,1124.0,2.7386,216100.0,NEAR OCEAN
+-117.35,33.19,28.0,2823.0,476.0,1189.0,433.0,5.1733,198100.0,NEAR OCEAN
+-117.34,33.19,23.0,3546.0,553.0,1533.0,518.0,5.276,224500.0,NEAR OCEAN
+-117.33,33.19,15.0,3672.0,845.0,1827.0,796.0,2.9716,173600.0,NEAR OCEAN
+-117.34,33.19,19.0,3575.0,525.0,1654.0,559.0,5.7409,274100.0,NEAR OCEAN
+-117.29,33.24,5.0,3109.0,634.0,1823.0,578.0,3.1875,153800.0,<1H OCEAN
+-117.3,33.23,13.0,3619.0,791.0,1759.0,806.0,2.765,98500.0,<1H OCEAN
+-117.32,33.23,24.0,2580.0,604.0,982.0,569.0,1.6402,169300.0,NEAR OCEAN
+-117.31,33.24,6.0,1580.0,288.0,792.0,265.0,4.0469,162400.0,<1H OCEAN
+-117.32,33.22,15.0,4784.0,1039.0,1810.0,986.0,2.4375,108900.0,NEAR OCEAN
+-117.33,33.22,21.0,2868.0,602.0,855.0,559.0,2.7846,91200.0,NEAR OCEAN
+-117.32,33.22,16.0,1057.0,232.0,316.0,221.0,2.7417,91700.0,NEAR OCEAN
+-117.33,33.21,17.0,1246.0,300.0,424.0,288.0,2.2882,85800.0,NEAR OCEAN
+-117.3,33.22,4.0,14960.0,2988.0,6666.0,2612.0,3.7568,184100.0,NEAR OCEAN
+-117.31,33.19,11.0,20944.0,3753.0,8738.0,3441.0,4.3762,215500.0,NEAR OCEAN
+-117.29,33.2,16.0,2150.0,461.0,1428.0,407.0,2.4754,157300.0,NEAR OCEAN
+-117.31,33.18,16.0,1835.0,430.0,599.0,399.0,2.0147,87700.0,NEAR OCEAN
+-117.29,33.19,18.0,6235.0,1233.0,4127.0,1162.0,3.0704,151600.0,NEAR OCEAN
+-117.28,33.2,20.0,4835.0,854.0,2983.0,834.0,4.3428,152100.0,NEAR OCEAN
+-117.37,33.22,35.0,2204.0,482.0,1435.0,462.0,3.676,125600.0,NEAR OCEAN
+-117.35,33.23,4.0,1837.0,287.0,934.0,277.0,3.8958,189800.0,NEAR OCEAN
+-117.35,33.21,18.0,2971.0,606.0,2051.0,493.0,2.675,117100.0,NEAR OCEAN
+-117.38,33.21,31.0,1502.0,367.0,1514.0,342.0,2.6442,103300.0,NEAR OCEAN
+-117.37,33.2,29.0,1315.0,311.0,1425.0,306.0,2.0272,99600.0,NEAR OCEAN
+-117.28,33.28,13.0,6131.0,1040.0,4049.0,940.0,3.8156,150700.0,<1H OCEAN
+-117.25,33.3,14.0,2513.0,351.0,1151.0,357.0,6.3054,359000.0,<1H OCEAN
+-117.26,33.26,9.0,4609.0,798.0,2582.0,746.0,4.3429,173900.0,<1H OCEAN
+-117.3,33.26,23.0,1678.0,275.0,1227.0,264.0,4.1713,133800.0,<1H OCEAN
+-117.3,33.25,22.0,2329.0,419.0,1456.0,381.0,3.7933,131000.0,<1H OCEAN
+-117.31,33.25,14.0,3483.0,764.0,2140.0,687.0,3.125,102300.0,<1H OCEAN
+-117.31,33.25,13.0,3075.0,630.0,1843.0,674.0,2.8558,97100.0,<1H OCEAN
+-117.32,33.25,7.0,2499.0,420.0,1314.0,398.0,4.85,186900.0,<1H OCEAN
+-117.32,33.25,7.0,8206.0,1523.0,4399.0,1423.0,3.6301,170900.0,<1H OCEAN
+-117.34,33.23,11.0,3737.0,757.0,2212.0,727.0,3.1062,141000.0,NEAR OCEAN
+-117.33,33.23,15.0,2919.0,592.0,1130.0,579.0,2.5872,155600.0,NEAR OCEAN
+-117.33,33.23,15.0,1905.0,416.0,1258.0,388.0,3.33,127900.0,NEAR OCEAN
+-117.33,33.24,13.0,4543.0,881.0,2298.0,870.0,2.9386,143400.0,NEAR OCEAN
+-117.42,33.35,14.0,25135.0,4819.0,35682.0,4769.0,2.5729,134400.0,<1H OCEAN
+-117.24,33.34,17.0,2866.0,442.0,1354.0,431.0,4.5764,257300.0,<1H OCEAN
+-117.22,33.36,16.0,3165.0,482.0,1351.0,452.0,4.605,263300.0,<1H OCEAN
+-117.22,33.31,12.0,2924.0,433.0,1193.0,394.0,6.2475,331300.0,<1H OCEAN
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+-117.19,33.34,15.0,3310.0,488.0,1104.0,460.0,6.1009,314400.0,<1H OCEAN
+-117.17,33.34,15.0,3313.0,679.0,1022.0,564.0,2.7986,189900.0,<1H OCEAN
+-117.2,33.29,12.0,6358.0,1182.0,2778.0,1020.0,4.0357,295900.0,<1H OCEAN
+-117.17,33.28,16.0,1921.0,312.0,862.0,280.0,5.1786,376800.0,<1H OCEAN
+-117.25,33.38,16.0,3536.0,765.0,2007.0,687.0,3.0,146700.0,<1H OCEAN
+-117.24,33.4,16.0,2704.0,463.0,1322.0,424.0,3.7857,227000.0,<1H OCEAN
+-117.23,33.38,18.0,3339.0,704.0,1727.0,652.0,2.8393,173200.0,<1H OCEAN
+-117.24,33.38,16.0,2792.0,525.0,1696.0,516.0,3.668,171200.0,<1H OCEAN
+-117.25,33.38,17.0,1614.0,431.0,1031.0,389.0,2.0956,134400.0,<1H OCEAN
+-117.25,33.39,22.0,2699.0,543.0,1425.0,491.0,2.375,137300.0,<1H OCEAN
+-117.26,33.37,7.0,2221.0,548.0,1440.0,501.0,2.2368,154600.0,<1H OCEAN
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+-117.05,33.29,17.0,1800.0,312.0,891.0,281.0,7.0177,267600.0,<1H OCEAN
+-117.05,33.26,14.0,3103.0,569.0,1704.0,539.0,3.7644,264700.0,<1H OCEAN
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+-117.0,33.29,17.0,2073.0,313.0,573.0,221.0,8.2531,419200.0,<1H OCEAN
+-116.98,33.26,12.0,5898.0,1002.0,3129.0,945.0,4.7647,254100.0,<1H OCEAN
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+-116.9,33.22,11.0,4132.0,773.0,2012.0,703.0,3.1906,234500.0,<1H OCEAN
+-117.14,33.23,11.0,4068.0,829.0,918.0,500.0,3.1272,281300.0,<1H OCEAN
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+-117.2,33.24,12.0,4992.0,,2106.0,801.0,6.2079,307300.0,<1H OCEAN
+-117.15,33.2,16.0,2690.0,459.0,1253.0,393.0,4.0328,294600.0,<1H OCEAN
+-117.2,33.2,16.0,4409.0,629.0,1875.0,609.0,5.543,286400.0,<1H OCEAN
+-117.22,33.22,17.0,3675.0,672.0,1693.0,597.0,3.3882,190800.0,<1H OCEAN
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+-117.22,33.22,15.0,1430.0,343.0,704.0,322.0,1.9571,162500.0,<1H OCEAN
+-117.23,33.24,26.0,1991.0,330.0,1014.0,304.0,4.3068,240100.0,<1H OCEAN
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+-117.24,33.23,21.0,1718.0,308.0,1194.0,312.0,3.4359,150900.0,<1H OCEAN
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+-117.23,33.22,16.0,3224.0,729.0,1036.0,608.0,2.0246,148800.0,<1H OCEAN
+-117.24,33.22,20.0,1962.0,334.0,1173.0,349.0,4.1316,162500.0,<1H OCEAN
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+-117.27,33.23,5.0,20908.0,3933.0,9690.0,3510.0,4.1405,198500.0,<1H OCEAN
+-117.27,33.22,5.0,2283.0,337.0,999.0,325.0,5.0249,196700.0,<1H OCEAN
+-117.27,33.22,16.0,1420.0,311.0,470.0,313.0,1.8849,90800.0,<1H OCEAN
+-117.28,33.22,13.0,2832.0,542.0,1065.0,531.0,2.3844,98600.0,<1H OCEAN
+-117.27,33.21,5.0,5764.0,996.0,3161.0,1012.0,4.4531,177500.0,<1H OCEAN
+-117.25,33.22,26.0,2010.0,347.0,1160.0,331.0,3.9815,142600.0,<1H OCEAN
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+-117.26,33.21,26.0,1906.0,408.0,1325.0,427.0,3.0197,136000.0,<1H OCEAN
+-117.28,33.2,11.0,1472.0,261.0,1012.0,285.0,4.21,175600.0,NEAR OCEAN
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+-117.28,33.19,5.0,2697.0,639.0,1633.0,580.0,3.4456,165800.0,NEAR OCEAN
+-117.25,33.21,9.0,1944.0,488.0,1992.0,453.0,2.066,127200.0,<1H OCEAN
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+-117.25,33.21,13.0,1203.0,292.0,1035.0,293.0,2.6339,117000.0,<1H OCEAN
+-117.23,33.21,21.0,1934.0,386.0,861.0,381.0,3.6181,213800.0,<1H OCEAN
+-117.22,33.21,19.0,4400.0,828.0,1901.0,735.0,3.6375,198800.0,<1H OCEAN
+-117.22,33.2,31.0,1736.0,277.0,801.0,292.0,4.4844,205500.0,<1H OCEAN
+-117.23,33.2,29.0,3372.0,720.0,1770.0,693.0,3.5109,166000.0,<1H OCEAN
+-117.23,33.2,21.0,2284.0,360.0,999.0,356.0,4.8929,212500.0,<1H OCEAN
+-117.21,33.2,22.0,3337.0,518.0,1288.0,466.0,5.04,253700.0,<1H OCEAN
+-117.22,33.19,16.0,3004.0,656.0,1948.0,606.0,2.7019,216900.0,<1H OCEAN
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+-117.26,33.19,2.0,2629.0,509.0,1044.0,522.0,4.2361,158500.0,NEAR OCEAN
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+-117.24,33.19,19.0,1569.0,351.0,1035.0,352.0,2.9191,159400.0,<1H OCEAN
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+-117.32,33.17,18.0,2143.0,299.0,828.0,283.0,4.2383,239000.0,NEAR OCEAN
+-117.31,33.17,7.0,2349.0,312.0,809.0,282.0,5.552,283900.0,NEAR OCEAN
+-117.31,33.16,4.0,5846.0,894.0,2282.0,801.0,5.5956,247800.0,NEAR OCEAN
+-117.31,33.16,17.0,1704.0,263.0,781.0,281.0,5.6605,224400.0,NEAR OCEAN
+-117.29,33.18,15.0,3780.0,792.0,1632.0,721.0,2.7644,111400.0,NEAR OCEAN
+-117.29,33.18,17.0,821.0,176.0,436.0,168.0,3.1667,160600.0,NEAR OCEAN
+-117.28,33.18,16.0,3002.0,591.0,842.0,538.0,2.1205,157300.0,NEAR OCEAN
+-117.28,33.18,14.0,676.0,118.0,384.0,126.0,6.2096,178100.0,NEAR OCEAN
+-117.26,33.18,9.0,4540.0,793.0,2235.0,746.0,4.5781,225600.0,NEAR OCEAN
+-117.27,33.15,4.0,23915.0,4135.0,10877.0,3958.0,4.6357,244900.0,NEAR OCEAN
+-117.29,33.15,11.0,2560.0,445.0,952.0,448.0,4.0625,87500.0,NEAR OCEAN
+-117.24,33.17,4.0,9998.0,1874.0,3925.0,1672.0,4.2826,237500.0,<1H OCEAN
+-117.22,33.17,6.0,1487.0,362.0,810.0,322.0,3.625,135700.0,<1H OCEAN
+-117.23,33.16,4.0,3066.0,625.0,1164.0,582.0,4.0,228100.0,NEAR OCEAN
+-117.23,33.16,2.0,4624.0,946.0,2091.0,808.0,3.6736,214500.0,NEAR OCEAN
+-117.22,33.18,13.0,4273.0,886.0,2328.0,801.0,3.3444,183900.0,<1H OCEAN
+-117.21,33.17,16.0,1787.0,361.0,1446.0,362.0,3.75,163800.0,<1H OCEAN
+-117.21,33.19,21.0,3765.0,612.0,1722.0,593.0,4.8152,218500.0,<1H OCEAN
+-117.19,33.18,7.0,3561.0,722.0,1921.0,657.0,4.1128,209700.0,<1H OCEAN
+-117.21,33.16,13.0,2937.0,698.0,1246.0,579.0,2.6487,196000.0,<1H OCEAN
+-117.2,33.16,13.0,4503.0,1137.0,3094.0,1091.0,2.3159,91600.0,<1H OCEAN
+-117.2,33.15,11.0,4091.0,864.0,1927.0,765.0,3.0139,199000.0,<1H OCEAN
+-117.2,33.14,19.0,2025.0,414.0,1663.0,403.0,3.8147,139200.0,<1H OCEAN
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+-117.21,33.14,12.0,4839.0,954.0,1708.0,952.0,2.8586,163300.0,<1H OCEAN
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+-117.13,33.15,15.0,2241.0,381.0,997.0,390.0,3.4833,193200.0,<1H OCEAN
+-117.14,33.15,17.0,1149.0,182.0,702.0,192.0,5.5696,168400.0,<1H OCEAN
+-117.14,33.15,16.0,1129.0,198.0,758.0,178.0,5.0346,174600.0,<1H OCEAN
+-117.15,33.14,15.0,1070.0,208.0,470.0,217.0,2.3062,158900.0,<1H OCEAN
+-117.13,33.15,16.0,3907.0,671.0,1759.0,663.0,3.1776,172600.0,<1H OCEAN
+-117.13,33.14,16.0,1649.0,278.0,993.0,277.0,4.8526,170700.0,<1H OCEAN
+-117.13,33.14,5.0,2618.0,539.0,1320.0,512.0,4.1053,171400.0,<1H OCEAN
+-117.12,33.14,16.0,1710.0,272.0,1025.0,267.0,4.1641,163600.0,<1H OCEAN
+-117.12,33.14,12.0,2363.0,408.0,1211.0,396.0,3.8967,172600.0,<1H OCEAN
+-117.13,33.14,12.0,2258.0,456.0,1147.0,433.0,4.0495,153900.0,<1H OCEAN
+-117.19,33.14,12.0,3652.0,923.0,1677.0,728.0,2.3267,92000.0,<1H OCEAN
+-117.18,33.15,7.0,6225.0,1683.0,5410.0,1580.0,2.32,117500.0,<1H OCEAN
+-117.21,33.13,19.0,3068.0,596.0,912.0,554.0,3.775,168000.0,NEAR OCEAN
+-117.2,33.12,18.0,4372.0,736.0,1473.0,675.0,5.1194,247800.0,NEAR OCEAN
+-117.21,33.12,4.0,3261.0,689.0,926.0,561.0,4.3672,258900.0,NEAR OCEAN
+-117.18,33.11,16.0,3470.0,601.0,1197.0,552.0,5.1814,279900.0,NEAR OCEAN
+-117.25,33.12,8.0,8552.0,1437.0,3335.0,1323.0,5.311,255800.0,NEAR OCEAN
+-117.24,33.11,10.0,3487.0,545.0,1410.0,557.0,6.0336,240300.0,NEAR OCEAN
+-117.23,33.1,4.0,1862.0,291.0,685.0,248.0,7.745,237400.0,NEAR OCEAN
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+-117.26,33.09,13.0,3730.0,761.0,1335.0,603.0,4.1667,227100.0,NEAR OCEAN
+-117.23,33.09,7.0,5320.0,855.0,2015.0,768.0,6.3373,279600.0,NEAR OCEAN
+-117.25,33.08,13.0,3651.0,465.0,1311.0,435.0,7.5402,340300.0,NEAR OCEAN
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+-117.26,33.08,12.0,5080.0,814.0,1958.0,716.0,5.3905,299600.0,NEAR OCEAN
+-117.09,33.13,9.0,5685.0,1442.0,3773.0,1250.0,3.0426,129900.0,<1H OCEAN
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+-116.89,32.99,14.0,2816.0,501.0,1448.0,452.0,5.0278,210900.0,<1H OCEAN
+-116.95,32.96,18.0,2087.0,353.0,992.0,329.0,4.5,222600.0,<1H OCEAN
+-116.84,33.08,15.0,2755.0,519.0,1474.0,460.0,4.0408,225900.0,<1H OCEAN
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+-116.78,33.0,7.0,12480.0,1946.0,5102.0,1697.0,5.5102,221000.0,<1H OCEAN
+-116.84,33.01,5.0,5673.0,855.0,2592.0,797.0,5.4155,199200.0,<1H OCEAN
+-116.88,33.05,11.0,7217.0,1583.0,4197.0,1502.0,2.8827,166700.0,<1H OCEAN
+-116.88,33.02,16.0,3204.0,541.0,1818.0,529.0,5.2596,171500.0,<1H OCEAN
+-116.9,33.03,11.0,3213.0,634.0,1975.0,579.0,3.475,167200.0,<1H OCEAN
+-116.86,33.05,17.0,9044.0,1689.0,5030.0,1596.0,3.6348,164500.0,<1H OCEAN
+-116.86,33.02,17.0,401.0,68.0,251.0,69.0,4.6518,170200.0,<1H OCEAN
+-116.84,33.02,11.0,1227.0,202.0,645.0,198.0,5.6674,209800.0,<1H OCEAN
+-116.74,33.33,17.0,4190.0,946.0,1802.0,673.0,2.4744,158200.0,INLAND
+-116.68,33.16,26.0,1820.0,374.0,1001.0,324.0,2.1797,156300.0,INLAND
+-116.6,33.06,23.0,1731.0,365.0,612.0,258.0,2.7813,172900.0,INLAND
+-116.58,33.09,36.0,992.0,224.0,334.0,126.0,3.0089,134400.0,INLAND
+-116.56,33.05,15.0,1985.0,361.0,536.0,209.0,4.125,148200.0,INLAND
+-116.61,33.04,11.0,2522.0,538.0,616.0,269.0,3.875,198100.0,INLAND
+-116.66,33.09,24.0,1378.0,272.0,532.0,188.0,1.5909,221900.0,INLAND
+-116.67,32.97,16.0,349.0,74.0,120.0,43.0,5.359,193800.0,<1H OCEAN
+-116.52,32.9,18.0,4454.0,852.0,1754.0,656.0,4.57,189900.0,INLAND
+-116.34,33.36,24.0,2746.0,514.0,731.0,295.0,3.3214,176400.0,INLAND
+-116.32,33.28,19.0,1791.0,367.0,327.0,185.0,3.3625,100000.0,INLAND
+-116.26,33.07,17.0,934.0,284.0,452.0,184.0,1.9875,83700.0,INLAND
+-116.28,32.84,18.0,382.0,128.0,194.0,69.0,2.5179,58800.0,INLAND
+-116.37,33.19,12.0,4890.0,1152.0,1289.0,570.0,2.5795,98700.0,INLAND
+-116.58,32.69,19.0,4085.0,876.0,2133.0,718.0,2.919,116500.0,INLAND
+-116.45,32.65,22.0,2680.0,643.0,1644.0,516.0,2.1949,127100.0,INLAND
+-116.35,32.74,16.0,2595.0,606.0,1046.0,367.0,1.7137,110700.0,INLAND
+-116.2,32.64,28.0,1608.0,409.0,567.0,254.0,1.4648,61800.0,INLAND
+-116.75,32.85,17.0,4863.0,845.0,2266.0,769.0,4.2321,217400.0,<1H OCEAN
+-116.79,32.84,12.0,4281.0,786.0,1891.0,721.0,3.5769,231800.0,<1H OCEAN
+-116.76,32.84,16.0,3311.0,702.0,1627.0,624.0,3.1196,187200.0,<1H OCEAN
+-116.77,32.82,16.0,3688.0,817.0,1969.0,767.0,2.875,222900.0,<1H OCEAN
+-116.75,32.82,17.0,3348.0,481.0,1222.0,443.0,6.6361,308600.0,<1H OCEAN
+-116.8,32.8,11.0,3874.0,565.0,1672.0,546.0,6.1481,274600.0,<1H OCEAN
+-116.62,32.86,18.0,4115.0,847.0,2032.0,745.0,4.0159,169100.0,<1H OCEAN
+-116.66,32.79,13.0,843.0,,918.0,152.0,6.2152,240600.0,<1H OCEAN
+-116.87,32.75,15.0,2053.0,321.0,993.0,309.0,5.5164,248900.0,<1H OCEAN
+-116.91,32.73,8.0,4630.0,624.0,2048.0,575.0,6.4745,300300.0,<1H OCEAN
+-116.87,32.72,13.0,3268.0,491.0,1431.0,503.0,5.7652,259900.0,<1H OCEAN
+-116.89,32.67,9.0,2652.0,393.0,1355.0,362.0,6.2578,293100.0,<1H OCEAN
+-116.76,32.74,14.0,4085.0,751.0,2129.0,688.0,4.7367,214500.0,<1H OCEAN
+-116.79,32.61,19.0,2652.0,520.0,1421.0,491.0,3.5227,206100.0,<1H OCEAN
+-122.41,37.81,25.0,1178.0,545.0,592.0,441.0,3.6728,500001.0,NEAR BAY
+-122.41,37.81,31.0,3991.0,1311.0,2305.0,1201.0,1.8981,500001.0,NEAR BAY
+-122.42,37.81,52.0,1314.0,317.0,473.0,250.0,4.3472,500001.0,NEAR BAY
+-122.42,37.8,52.0,2852.0,581.0,838.0,510.0,8.0755,500001.0,NEAR BAY
+-122.42,37.8,52.0,4985.0,1355.0,1848.0,1255.0,4.9211,500001.0,NEAR BAY
+-122.42,37.8,50.0,2494.0,731.0,958.0,712.0,3.2356,500001.0,NEAR BAY
+-122.42,37.8,52.0,741.0,170.0,277.0,165.0,4.4712,500001.0,NEAR BAY
+-122.41,37.8,52.0,2583.0,672.0,1335.0,613.0,3.1477,500001.0,NEAR BAY
+-122.41,37.8,52.0,2618.0,611.0,1328.0,559.0,4.1607,350000.0,NEAR BAY
+-122.41,37.8,52.0,3278.0,775.0,1279.0,709.0,5.4378,500001.0,NEAR BAY
+-122.41,37.8,52.0,812.0,252.0,629.0,247.0,2.5875,500001.0,NEAR BAY
+-122.41,37.8,52.0,4088.0,946.0,1906.0,863.0,3.6065,433300.0,NEAR BAY
+-122.41,37.8,52.0,1288.0,309.0,437.0,272.0,6.3245,500001.0,NEAR BAY
+-122.4,37.8,52.0,1860.0,575.0,679.0,448.0,4.775,500001.0,NEAR BAY
+-122.4,37.8,52.0,2094.0,568.0,920.0,503.0,4.2015,412500.0,NEAR BAY
+-122.4,37.81,12.0,1349.0,349.0,536.0,334.0,7.7852,250000.0,NEAR BAY
+-122.41,37.8,52.0,2450.0,741.0,1415.0,664.0,2.8229,375000.0,NEAR BAY
+-122.4,37.8,52.0,1642.0,570.0,1432.0,513.0,1.9063,300000.0,NEAR BAY
+-122.41,37.8,52.0,1394.0,395.0,1700.0,400.0,2.75,168800.0,NEAR BAY
+-122.41,37.8,52.0,1724.0,416.0,1016.0,395.0,3.3839,400000.0,NEAR BAY
+-122.41,37.8,52.0,1866.0,748.0,2957.0,710.0,1.8295,243800.0,NEAR BAY
+-122.41,37.8,30.0,1821.0,738.0,1648.0,684.0,0.8836,450000.0,NEAR BAY
+-122.41,37.8,52.0,3697.0,837.0,1446.0,711.0,5.866,500001.0,NEAR BAY
+-122.41,37.8,52.0,2892.0,751.0,1785.0,733.0,3.5746,350000.0,NEAR BAY
+-122.41,37.79,52.0,3598.0,1011.0,2062.0,966.0,2.9871,380000.0,NEAR BAY
+-122.42,37.8,52.0,2797.0,685.0,1156.0,651.0,4.3472,500001.0,NEAR BAY
+-122.42,37.8,52.0,3823.0,1040.0,1830.0,977.0,4.2458,450000.0,NEAR BAY
+-122.42,37.8,52.0,3321.0,1115.0,1576.0,1034.0,2.0987,458300.0,NEAR BAY
+-122.42,37.8,52.0,1777.0,486.0,932.0,427.0,3.3643,420000.0,NEAR BAY
+-122.42,37.8,52.0,3067.0,870.0,2122.0,850.0,2.5603,287500.0,NEAR BAY
+-122.42,37.79,52.0,3457.0,1021.0,2286.0,994.0,2.565,225000.0,NEAR BAY
+-122.42,37.79,52.0,3364.0,1100.0,2112.0,1045.0,2.1343,400000.0,NEAR BAY
+-122.42,37.79,52.0,3511.0,1232.0,2452.0,1131.0,2.5013,275000.0,NEAR BAY
+-122.41,37.79,52.0,2909.0,851.0,1711.0,830.0,3.0296,500001.0,NEAR BAY
+-122.41,37.79,52.0,3302.0,869.0,1178.0,727.0,3.3681,500001.0,NEAR BAY
+-122.41,37.79,52.0,2161.0,544.0,904.0,431.0,3.5066,350000.0,NEAR BAY
+-122.41,37.8,52.0,1999.0,642.0,1846.0,620.0,1.9145,225000.0,NEAR BAY
+-122.41,37.79,52.0,2302.0,938.0,1515.0,861.0,1.3668,55000.0,NEAR BAY
+-122.41,37.8,52.0,3260.0,1535.0,3260.0,1457.0,0.9,500001.0,NEAR BAY
+-122.39,37.8,25.0,4561.0,1474.0,1525.0,1169.0,4.5581,500001.0,NEAR BAY
+-122.4,37.79,52.0,1185.0,660.0,1007.0,623.0,1.4552,450000.0,NEAR BAY
+-122.41,37.79,52.0,1436.0,738.0,1688.0,662.0,1.5156,237500.0,NEAR BAY
+-122.41,37.79,52.0,3610.0,1286.0,1504.0,1047.0,3.2059,500001.0,NEAR BAY
+-122.41,37.79,52.0,6016.0,2509.0,3436.0,2119.0,2.5166,275000.0,NEAR BAY
+-122.42,37.79,52.0,2737.0,1241.0,1761.0,1029.0,1.8068,225000.0,NEAR BAY
+-122.41,37.79,52.0,5783.0,2747.0,4518.0,2538.0,1.724,225000.0,NEAR BAY
+-122.42,37.78,26.0,812.0,507.0,628.0,445.0,2.3304,500001.0,NEAR BAY
+-122.42,37.78,27.0,1728.0,884.0,1211.0,752.0,0.8543,500001.0,NEAR BAY
+-122.43,37.81,39.0,3275.0,837.0,1137.0,725.0,3.7679,500001.0,NEAR BAY
+-122.44,37.8,52.0,3830.0,,1310.0,963.0,3.4801,500001.0,NEAR BAY
+-122.44,37.8,52.0,1724.0,412.0,540.0,319.0,4.2857,500001.0,NEAR BAY
+-122.43,37.81,52.0,4309.0,942.0,1297.0,798.0,4.6781,500001.0,NEAR BAY
+-122.45,37.81,52.0,1375.0,322.0,287.0,184.0,3.9028,500001.0,NEAR BAY
+-122.44,37.8,52.0,2869.0,594.0,500.0,335.0,5.0376,500001.0,NEAR BAY
+-122.44,37.8,52.0,3257.0,735.0,1045.0,620.0,4.5523,500001.0,NEAR BAY
+-122.44,37.8,52.0,1580.0,470.0,714.0,448.0,3.2447,500001.0,NEAR BAY
+-122.44,37.8,52.0,1006.0,291.0,445.0,257.0,2.7717,500000.0,NEAR BAY
+-122.44,37.8,52.0,3149.0,719.0,1145.0,658.0,4.625,500001.0,NEAR BAY
+-122.44,37.8,52.0,3161.0,472.0,842.0,410.0,7.9761,500001.0,NEAR BAY
+-122.44,37.8,52.0,2865.0,593.0,1029.0,577.0,5.2539,500001.0,NEAR BAY
+-122.44,37.8,52.0,1603.0,487.0,727.0,464.0,3.9856,500001.0,NEAR BAY
+-122.43,37.8,52.0,3172.0,848.0,1259.0,806.0,4.1047,466700.0,NEAR BAY
+-122.43,37.8,52.0,2788.0,813.0,1302.0,764.0,4.199,400000.0,NEAR BAY
+-122.43,37.8,52.0,2994.0,821.0,1240.0,779.0,3.3715,500000.0,NEAR BAY
+-122.43,37.8,52.0,1976.0,726.0,1045.0,669.0,3.6893,475000.0,NEAR BAY
+-122.43,37.8,52.0,1006.0,251.0,349.0,233.0,3.2235,500000.0,NEAR BAY
+-122.43,37.8,52.0,1380.0,322.0,553.0,288.0,4.0417,500001.0,NEAR BAY
+-122.42,37.8,52.0,2657.0,772.0,1014.0,685.0,4.038,500001.0,NEAR BAY
+-122.43,37.8,52.0,2696.0,572.0,925.0,552.0,5.0365,500000.0,NEAR BAY
+-122.43,37.8,52.0,2520.0,649.0,959.0,607.0,5.7934,500001.0,NEAR BAY
+-122.43,37.8,52.0,2802.0,622.0,954.0,572.0,4.5399,500001.0,NEAR BAY
+-122.42,37.8,52.0,4079.0,1112.0,1466.0,1024.0,4.5913,500001.0,NEAR BAY
+-122.42,37.79,48.0,4506.0,1342.0,1980.0,1239.0,4.0156,500001.0,NEAR BAY
+-122.43,37.79,52.0,3565.0,892.0,1377.0,852.0,3.8068,500001.0,NEAR BAY
+-122.43,37.79,52.0,3486.0,847.0,1248.0,813.0,7.2623,500001.0,NEAR BAY
+-122.43,37.79,52.0,6186.0,1566.0,2065.0,1374.0,5.8543,500001.0,NEAR BAY
+-122.44,37.79,52.0,1979.0,359.0,648.0,370.0,5.3124,500001.0,NEAR BAY
+-122.44,37.79,52.0,1335.0,151.0,402.0,157.0,10.8783,500001.0,NEAR BAY
+-122.44,37.79,52.0,2045.0,353.0,722.0,327.0,8.0755,500001.0,NEAR BAY
+-122.44,37.79,52.0,1447.0,186.0,483.0,181.0,15.0001,500001.0,NEAR BAY
+-122.45,37.79,52.0,2196.0,280.0,668.0,291.0,10.0914,500001.0,NEAR BAY
+-122.45,37.79,52.0,3069.0,579.0,1107.0,536.0,5.5634,500001.0,NEAR BAY
+-122.45,37.79,52.0,1734.0,482.0,731.0,429.0,1.4804,425000.0,NEAR BAY
+-122.45,37.79,52.0,1457.0,215.0,495.0,208.0,10.7097,500001.0,NEAR BAY
+-122.46,37.79,52.0,899.0,96.0,304.0,110.0,14.2959,500001.0,NEAR BAY
+-122.46,37.79,52.0,2106.0,373.0,743.0,348.0,5.2909,500001.0,NEAR BAY
+-122.44,37.79,52.0,1817.0,535.0,800.0,487.0,3.975,500001.0,NEAR BAY
+-122.44,37.79,52.0,3640.0,840.0,1525.0,796.0,4.4375,500001.0,NEAR BAY
+-122.44,37.79,52.0,3785.0,808.0,1371.0,799.0,6.4209,500001.0,NEAR BAY
+-122.43,37.79,52.0,3522.0,938.0,1319.0,887.0,4.3986,500001.0,NEAR BAY
+-122.43,37.79,52.0,3219.0,969.0,1152.0,830.0,4.2042,500001.0,NEAR BAY
+-122.42,37.79,52.0,2511.0,895.0,1202.0,804.0,2.6607,87500.0,NEAR BAY
+-122.42,37.79,6.0,670.0,301.0,655.0,284.0,3.4423,117500.0,NEAR BAY
+-122.43,37.79,50.0,3312.0,1095.0,1475.0,997.0,2.7165,500001.0,NEAR BAY
+-122.43,37.79,52.0,3020.0,842.0,1294.0,769.0,3.4375,500001.0,NEAR BAY
+-122.43,37.79,25.0,1637.0,394.0,649.0,379.0,5.0049,460000.0,NEAR BAY
+-122.44,37.79,52.0,1903.0,461.0,831.0,433.0,4.4464,500001.0,NEAR BAY
+-122.44,37.79,52.0,2083.0,491.0,1224.0,483.0,4.0882,468800.0,NEAR BAY
+-122.44,37.79,52.0,1726.0,384.0,614.0,356.0,3.6812,500000.0,NEAR BAY
+-122.44,37.78,52.0,2695.0,657.0,1243.0,573.0,2.8569,372200.0,NEAR BAY
+-122.45,37.78,45.0,2747.0,699.0,1320.0,693.0,3.1576,333300.0,NEAR BAY
+-122.45,37.79,46.0,2009.0,464.0,761.0,453.0,3.7188,500001.0,NEAR BAY
+-122.45,37.78,52.0,3975.0,716.0,1515.0,691.0,5.0156,500001.0,NEAR BAY
+-122.43,37.79,24.0,2459.0,1001.0,1362.0,957.0,2.6782,450000.0,NEAR BAY
+-122.43,37.78,10.0,2380.0,843.0,1245.0,789.0,1.3062,220000.0,NEAR BAY
+-122.44,37.78,39.0,1181.0,310.0,901.0,281.0,1.4866,237500.0,NEAR BAY
+-122.45,37.78,52.0,1345.0,291.0,560.0,294.0,3.7159,494400.0,NEAR BAY
+-122.45,37.78,52.0,2686.0,606.0,1392.0,578.0,4.0,355300.0,NEAR BAY
+-122.46,37.78,47.0,1682.0,379.0,837.0,375.0,5.2806,400000.0,NEAR BAY
+-122.44,37.78,37.0,1235.0,314.0,481.0,297.0,3.6875,492300.0,NEAR BAY
+-122.44,37.78,52.0,3510.0,791.0,1703.0,657.0,2.8654,280000.0,NEAR BAY
+-122.44,37.78,44.0,1545.0,334.0,561.0,326.0,3.875,412500.0,NEAR BAY
+-122.45,37.78,43.0,1452.0,397.0,897.0,393.0,4.1319,322700.0,NEAR BAY
+-122.45,37.78,48.0,1013.0,194.0,464.0,205.0,3.2011,428300.0,NEAR BAY
+-122.45,37.78,52.0,2033.0,438.0,2198.0,418.0,3.6667,418400.0,NEAR BAY
+-122.44,37.78,16.0,883.0,236.0,601.0,219.0,2.151,146900.0,NEAR BAY
+-122.43,37.78,49.0,2246.0,587.0,1277.0,546.0,2.9792,350000.0,NEAR BAY
+-122.44,37.78,52.0,3017.0,851.0,1588.0,800.0,3.3882,471400.0,NEAR BAY
+-122.44,37.78,52.0,2747.0,736.0,1309.0,653.0,2.943,341700.0,NEAR BAY
+-122.44,37.78,52.0,1118.0,279.0,514.0,284.0,2.4196,346200.0,NEAR BAY
+-122.44,37.78,31.0,1364.0,386.0,707.0,379.0,3.1607,293800.0,NEAR BAY
+-122.43,37.78,26.0,3587.0,1034.0,1821.0,936.0,2.6392,287500.0,NEAR BAY
+-122.43,37.78,2.0,1205.0,468.0,577.0,363.0,3.6437,275000.0,NEAR BAY
+-122.42,37.78,19.0,4065.0,1645.0,2079.0,1470.0,3.1462,187500.0,NEAR BAY
+-122.42,37.78,17.0,1257.0,339.0,1093.0,384.0,1.8438,72500.0,NEAR BAY
+-122.43,37.78,17.0,2728.0,908.0,1670.0,893.0,1.077,115000.0,NEAR BAY
+-122.43,37.78,24.0,2037.0,696.0,1371.0,585.0,0.9355,112500.0,NEAR BAY
+-122.42,37.78,52.0,989.0,425.0,634.0,341.0,2.4414,275000.0,NEAR BAY
+-122.42,37.78,52.0,1254.0,469.0,895.0,456.0,2.1516,187500.0,NEAR BAY
+-122.43,37.78,29.0,1310.0,364.0,1009.0,379.0,1.3844,177500.0,NEAR BAY
+-122.43,37.78,52.0,1952.0,628.0,1284.0,576.0,2.105,316700.0,NEAR BAY
+-122.43,37.78,52.0,4014.0,1069.0,2070.0,927.0,2.8202,442900.0,NEAR BAY
+-122.43,37.77,52.0,3944.0,1072.0,1913.0,973.0,2.9567,425000.0,NEAR BAY
+-122.44,37.78,52.0,2911.0,753.0,1696.0,676.0,2.5721,475000.0,NEAR BAY
+-122.44,37.77,52.0,2705.0,647.0,1355.0,628.0,2.0161,364300.0,NEAR BAY
+-122.45,37.77,52.0,2339.0,548.0,1090.0,507.0,3.3679,350000.0,NEAR BAY
+-122.45,37.77,52.0,3188.0,708.0,1526.0,664.0,3.3068,500001.0,NEAR BAY
+-122.45,37.77,52.0,1722.0,465.0,885.0,437.0,3.0906,500001.0,NEAR BAY
+-122.44,37.77,52.0,3475.0,807.0,1518.0,777.0,3.6186,500001.0,NEAR BAY
+-122.45,37.77,52.0,2296.0,509.0,1039.0,472.0,4.1417,500000.0,NEAR BAY
+-122.45,37.77,52.0,2191.0,627.0,1100.0,585.0,3.0409,500000.0,NEAR BAY
+-122.45,37.77,52.0,2645.0,626.0,1275.0,553.0,3.35,492900.0,NEAR BAY
+-122.43,37.77,52.0,3563.0,832.0,1712.0,787.0,3.3702,335700.0,NEAR BAY
+-122.43,37.77,52.0,1760.0,366.0,742.0,318.0,4.445,400000.0,NEAR BAY
+-122.44,37.77,52.0,2002.0,520.0,939.0,501.0,3.2239,488900.0,NEAR BAY
+-122.44,37.77,52.0,2994.0,736.0,1428.0,700.0,3.0766,438900.0,NEAR BAY
+-122.42,37.77,52.0,1086.0,349.0,589.0,361.0,2.5186,250000.0,NEAR BAY
+-122.42,37.77,52.0,1925.0,568.0,867.0,515.0,2.879,450000.0,NEAR BAY
+-122.43,37.77,52.0,1567.0,482.0,654.0,425.0,2.6914,366700.0,NEAR BAY
+-122.43,37.77,52.0,2514.0,729.0,1428.0,597.0,2.3977,412500.0,NEAR BAY
+-122.43,37.77,52.0,2416.0,620.0,1188.0,591.0,2.3887,337500.0,NEAR BAY
+-122.43,37.77,52.0,1862.0,472.0,872.0,471.0,3.2981,222700.0,NEAR BAY
+-122.43,37.77,52.0,4397.0,1116.0,1939.0,1053.0,2.7587,354500.0,NEAR BAY
+-122.43,37.77,52.0,2685.0,629.0,1170.0,614.0,3.6894,418800.0,NEAR BAY
+-122.44,37.77,52.0,2537.0,559.0,849.0,530.0,5.1788,476900.0,NEAR BAY
+-122.44,37.77,52.0,5604.0,1268.0,2023.0,1196.0,4.4085,400000.0,NEAR BAY
+-122.44,37.76,38.0,2202.0,452.0,833.0,435.0,6.8939,455900.0,NEAR BAY
+-122.44,37.77,52.0,3225.0,667.0,1494.0,619.0,4.4875,500001.0,NEAR BAY
+-122.44,37.77,52.0,3505.0,745.0,1374.0,714.0,4.3667,500001.0,NEAR BAY
+-122.45,37.76,50.0,2518.0,507.0,979.0,516.0,4.6912,500001.0,NEAR BAY
+-122.45,37.76,52.0,1457.0,292.0,621.0,315.0,4.6477,450000.0,NEAR BAY
+-122.45,37.77,52.0,3095.0,682.0,1269.0,639.0,3.575,500001.0,NEAR BAY
+-122.45,37.77,52.0,3939.0,852.0,1737.0,797.0,4.5052,500001.0,NEAR BAY
+-122.41,37.78,52.0,1928.0,836.0,2124.0,739.0,1.1185,55000.0,NEAR BAY
+-122.41,37.78,52.0,1534.0,763.0,1520.0,614.0,1.4554,375000.0,NEAR BAY
+-122.41,37.78,52.0,254.0,72.0,153.0,29.0,3.8625,350000.0,NEAR BAY
+-122.41,37.77,52.0,361.0,76.0,168.0,55.0,3.2292,275000.0,NEAR BAY
+-122.41,37.77,52.0,1963.0,565.0,1628.0,524.0,2.6083,193800.0,NEAR BAY
+-122.4,37.78,32.0,352.0,132.0,313.0,105.0,2.5742,350000.0,NEAR BAY
+-122.41,37.77,52.0,849.0,276.0,582.0,222.0,3.4671,250000.0,NEAR BAY
+-122.41,37.78,52.0,1014.0,422.0,1055.0,382.0,1.8519,32500.0,NEAR BAY
+-122.39,37.78,3.0,3464.0,1179.0,1441.0,919.0,4.7105,275000.0,NEAR BAY
+-122.39,37.78,5.0,1405.0,515.0,725.0,392.0,3.6037,187500.0,NEAR BAY
+-122.39,37.79,52.0,94.0,24.0,113.0,27.0,4.6563,350000.0,NEAR BAY
+-122.37,37.81,26.0,5416.0,1045.0,4531.0,962.0,2.7909,250000.0,NEAR BAY
+-122.4,37.78,52.0,464.0,202.0,286.0,148.0,1.6125,112500.0,NEAR BAY
+-122.4,37.77,52.0,144.0,63.0,1061.0,68.0,4.3958,225000.0,NEAR BAY
+-122.42,37.77,52.0,759.0,323.0,421.0,255.0,2.0548,162500.0,NEAR BAY
+-122.42,37.77,52.0,1176.0,493.0,1136.0,436.0,1.375,312500.0,NEAR BAY
+-122.42,37.76,37.0,1291.0,588.0,1846.0,557.0,1.3365,225000.0,NEAR BAY
+-122.42,37.77,52.0,2185.0,656.0,1266.0,626.0,2.7794,350000.0,NEAR BAY
+-122.42,37.77,52.0,4226.0,1315.0,2619.0,1242.0,2.5755,325000.0,NEAR BAY
+-122.42,37.76,52.0,3587.0,1030.0,2259.0,979.0,2.5403,250000.0,NEAR BAY
+-122.43,37.77,52.0,2714.0,779.0,1438.0,733.0,3.6031,275000.0,NEAR BAY
+-122.43,37.76,52.0,1582.0,353.0,868.0,329.0,3.8261,250000.0,NEAR BAY
+-122.43,37.76,52.0,2250.0,566.0,1051.0,562.0,2.8458,350000.0,NEAR BAY
+-122.44,37.76,52.0,2959.0,683.0,1145.0,666.0,4.2222,361600.0,NEAR BAY
+-122.44,37.76,30.0,5089.0,1210.0,1935.0,1139.0,4.6053,386100.0,NEAR BAY
+-122.44,37.75,28.0,4930.0,1381.0,2232.0,1321.0,4.3232,316200.0,NEAR BAY
+-122.44,37.76,35.0,1581.0,422.0,580.0,388.0,4.05,423100.0,NEAR BAY
+-122.44,37.76,50.0,2589.0,569.0,945.0,544.0,5.2519,376600.0,NEAR BAY
+-122.45,37.76,51.0,2564.0,457.0,810.0,442.0,5.6235,500001.0,NEAR BAY
+-122.44,37.76,52.0,1968.0,472.0,784.0,430.0,3.3702,370000.0,NEAR BAY
+-122.44,37.76,52.0,2110.0,454.0,816.0,438.0,3.9079,370000.0,NEAR BAY
+-122.44,37.76,52.0,2509.0,496.0,855.0,478.0,5.0731,405400.0,NEAR BAY
+-122.43,37.76,52.0,3771.0,1017.0,1575.0,921.0,3.5655,427300.0,NEAR BAY
+-122.43,37.76,52.0,2242.0,459.0,751.0,464.0,4.75,500001.0,NEAR BAY
+-122.43,37.76,52.0,2356.0,501.0,909.0,481.0,4.2569,455400.0,NEAR BAY
+-122.43,37.76,52.0,3708.0,849.0,1531.0,822.0,3.3565,386400.0,NEAR BAY
+-122.42,37.76,52.0,4407.0,1192.0,2280.0,1076.0,3.3937,270000.0,NEAR BAY
+-122.42,37.76,52.0,4001.0,1084.0,2129.0,1037.0,3.5052,391200.0,NEAR BAY
+-122.42,37.76,52.0,2088.0,487.0,1082.0,488.0,2.6803,490000.0,NEAR BAY
+-122.42,37.76,52.0,1190.0,400.0,1270.0,332.0,2.0329,225000.0,NEAR BAY
+-122.42,37.76,52.0,2038.0,629.0,2007.0,596.0,2.5701,266700.0,NEAR BAY
+-122.42,37.76,52.0,1494.0,610.0,1630.0,590.0,1.65,265000.0,NEAR BAY
+-122.42,37.76,46.0,2150.0,817.0,2075.0,807.0,1.3824,212500.0,NEAR BAY
+-122.42,37.75,52.0,1855.0,611.0,1715.0,614.0,2.1289,250000.0,NEAR BAY
+-122.42,37.75,52.0,1207.0,302.0,1008.0,269.0,3.3816,262500.0,NEAR BAY
+-122.42,37.75,52.0,801.0,272.0,639.0,259.0,2.1971,275000.0,NEAR BAY
+-122.42,37.75,52.0,1609.0,510.0,1155.0,439.0,2.2328,250000.0,NEAR BAY
+-122.42,37.75,52.0,1974.0,525.0,935.0,465.0,2.7173,300000.0,NEAR BAY
+-122.42,37.75,52.0,2112.0,528.0,1227.0,513.0,3.5536,400000.0,NEAR BAY
+-122.42,37.75,52.0,2708.0,762.0,1460.0,741.0,2.9052,400000.0,NEAR BAY
+-122.42,37.75,52.0,1564.0,396.0,1162.0,374.0,3.0,275000.0,NEAR BAY
+-122.43,37.75,52.0,2700.0,595.0,1181.0,575.0,3.575,396800.0,NEAR BAY
+-122.43,37.75,52.0,1970.0,495.0,871.0,474.0,4.0625,355600.0,NEAR BAY
+-122.43,37.75,52.0,2459.0,507.0,1012.0,475.0,4.0568,387900.0,NEAR BAY
+-122.43,37.76,52.0,2332.0,434.0,861.0,406.0,4.4318,437500.0,NEAR BAY
+-122.43,37.75,52.0,2285.0,509.0,839.0,456.0,4.7946,355600.0,NEAR BAY
+-122.44,37.75,52.0,3114.0,637.0,1144.0,591.0,4.0,375000.0,NEAR BAY
+-122.44,37.75,52.0,2082.0,425.0,801.0,411.0,4.2708,368900.0,NEAR BAY
+-122.43,37.75,52.0,2721.0,581.0,1043.0,519.0,3.7545,383700.0,NEAR BAY
+-122.44,37.75,46.0,1519.0,291.0,573.0,289.0,4.2667,338800.0,NEAR BAY
+-122.44,37.75,52.0,1573.0,334.0,725.0,338.0,5.0505,380400.0,NEAR BAY
+-122.43,37.75,52.0,1615.0,393.0,633.0,378.0,3.5114,347500.0,NEAR BAY
+-122.43,37.75,52.0,3521.0,767.0,1415.0,687.0,4.875,362200.0,NEAR BAY
+-122.43,37.75,52.0,2960.0,623.0,1191.0,589.0,3.95,347700.0,NEAR BAY
+-122.42,37.75,52.0,2164.0,533.0,1122.0,469.0,3.2632,306000.0,NEAR BAY
+-122.42,37.74,52.0,2713.0,624.0,1370.0,594.0,4.6547,325700.0,NEAR BAY
+-122.42,37.74,52.0,1786.0,427.0,856.0,394.0,3.0833,328100.0,NEAR BAY
+-122.43,37.74,52.0,2229.0,498.0,1079.0,472.0,5.0196,324300.0,NEAR BAY
+-122.43,37.75,52.0,2155.0,468.0,962.0,490.0,3.775,325900.0,NEAR BAY
+-122.43,37.75,40.0,4850.0,977.0,1824.0,952.0,5.0519,356100.0,NEAR BAY
+-122.44,37.75,21.0,5457.0,1247.0,2304.0,1180.0,4.5469,409700.0,NEAR BAY
+-122.44,37.74,23.0,6291.0,1269.0,2818.0,1198.0,4.2672,391900.0,NEAR BAY
+-122.44,37.74,52.0,2074.0,366.0,909.0,394.0,4.8382,294900.0,NEAR BAY
+-122.44,37.74,23.0,184.0,44.0,118.0,40.0,4.5375,350000.0,NEAR BAY
+-122.43,37.74,52.0,3328.0,653.0,1260.0,614.0,4.7437,331000.0,NEAR BAY
+-122.43,37.74,52.0,2637.0,539.0,1159.0,497.0,3.8846,333100.0,NEAR BAY
+-122.43,37.74,52.0,1514.0,314.0,724.0,301.0,5.3292,300900.0,NEAR BAY
+-122.43,37.73,52.0,1142.0,224.0,494.0,206.0,5.0602,298900.0,NEAR BAY
+-122.43,37.73,52.0,1029.0,205.0,461.0,212.0,5.0782,310800.0,NEAR BAY
+-122.38,37.76,52.0,248.0,68.0,124.0,51.0,1.4886,450000.0,NEAR BAY
+-122.39,37.76,52.0,624.0,170.0,410.0,148.0,4.0042,208300.0,NEAR BAY
+-122.39,37.76,52.0,157.0,28.0,88.0,27.0,3.675,162500.0,NEAR BAY
+-122.39,37.76,52.0,1877.0,427.0,712.0,398.0,3.9722,290900.0,NEAR BAY
+-122.39,37.76,52.0,2316.0,468.0,1047.0,476.0,4.5057,321600.0,NEAR BAY
+-122.39,37.76,52.0,3390.0,691.0,1645.0,596.0,3.7051,253700.0,NEAR BAY
+-122.4,37.75,44.0,6848.0,1584.0,3269.0,1383.0,2.8679,243300.0,NEAR BAY
+-122.4,37.76,52.0,4265.0,912.0,1555.0,836.0,4.119,298300.0,NEAR BAY
+-122.4,37.76,52.0,1495.0,311.0,506.0,275.0,4.4375,320000.0,NEAR BAY
+-122.4,37.76,52.0,1185.0,246.0,480.0,253.0,4.4074,277300.0,NEAR BAY
+-122.41,37.76,52.0,1427.0,281.0,620.0,236.0,1.9944,262500.0,NEAR BAY
+-122.4,37.76,52.0,1529.0,385.0,1347.0,348.0,2.9312,239100.0,NEAR BAY
+-122.41,37.76,52.0,3452.0,784.0,2987.0,753.0,2.8135,260300.0,NEAR BAY
+-122.41,37.76,52.0,2064.0,496.0,1726.0,466.0,3.4028,233300.0,NEAR BAY
+-122.41,37.76,52.0,492.0,139.0,316.0,168.0,3.0865,225000.0,NEAR BAY
+-122.41,37.76,52.0,351.0,81.0,308.0,75.0,2.6667,325000.0,NEAR BAY
+-122.41,37.76,52.0,2479.0,515.0,1816.0,496.0,3.0774,300000.0,NEAR BAY
+-122.41,37.76,52.0,2605.0,678.0,2071.0,611.0,3.2964,265000.0,NEAR BAY
+-122.4,37.75,52.0,1182.0,307.0,1029.0,306.0,2.0577,214600.0,NEAR BAY
+-122.41,37.75,52.0,1057.0,276.0,837.0,292.0,2.4531,229000.0,NEAR BAY
+-122.41,37.75,52.0,1919.0,404.0,1483.0,421.0,3.4063,253900.0,NEAR BAY
+-122.41,37.75,52.0,1892.0,415.0,1442.0,371.0,4.2891,230000.0,NEAR BAY
+-122.41,37.75,52.0,1678.0,386.0,1220.0,357.0,2.5809,255300.0,NEAR BAY
+-122.41,37.75,52.0,2164.0,606.0,2034.0,513.0,2.0325,178100.0,NEAR BAY
+-122.41,37.75,52.0,2452.0,623.0,1932.0,549.0,2.3903,236100.0,NEAR BAY
+-122.41,37.75,9.0,1282.0,334.0,1176.0,305.0,2.6538,206300.0,NEAR BAY
+-122.39,37.74,42.0,4110.0,846.0,2147.0,674.0,2.5694,201000.0,NEAR BAY
+-122.39,37.73,43.0,4864.0,972.0,3134.0,959.0,4.3393,217300.0,NEAR BAY
+-122.4,37.73,45.0,3490.0,712.0,2337.0,781.0,3.4472,225400.0,NEAR BAY
+-122.4,37.74,45.0,2462.0,509.0,1587.0,450.0,2.59,211800.0,NEAR BAY
+-122.38,37.73,18.0,4037.0,990.0,2722.0,834.0,1.4282,140400.0,NEAR BAY
+-122.38,37.73,15.0,6804.0,1664.0,4737.0,1581.0,1.4133,203400.0,NEAR BAY
+-122.39,37.74,45.0,1462.0,308.0,924.0,302.0,2.1767,185300.0,NEAR BAY
+-122.38,37.73,20.0,120.0,27.0,55.0,19.0,2.625,187500.0,NEAR BAY
+-122.38,37.73,40.0,543.0,,259.0,89.0,2.2167,193800.0,NEAR BAY
+-122.38,37.73,38.0,1388.0,276.0,871.0,265.0,2.1667,193800.0,NEAR BAY
+-122.39,37.73,46.0,1517.0,299.0,879.0,309.0,2.2222,195100.0,NEAR BAY
+-122.39,37.73,52.0,1931.0,329.0,1025.0,293.0,2.9063,192000.0,NEAR BAY
+-122.39,37.73,52.0,1070.0,224.0,567.0,207.0,2.8603,189000.0,NEAR BAY
+-122.4,37.73,48.0,1489.0,326.0,1115.0,356.0,2.6364,199300.0,NEAR BAY
+-122.39,37.72,28.0,1609.0,340.0,1064.0,290.0,1.1125,206300.0,NEAR BAY
+-122.39,37.72,45.0,2893.0,570.0,1923.0,535.0,3.6607,192300.0,NEAR BAY
+-122.39,37.72,52.0,135.0,34.0,93.0,26.0,2.1484,181300.0,NEAR BAY
+-122.41,37.75,52.0,3065.0,622.0,1405.0,606.0,3.7813,275900.0,NEAR BAY
+-122.41,37.74,38.0,1754.0,382.0,928.0,354.0,4.1417,270800.0,NEAR BAY
+-122.41,37.74,34.0,1403.0,262.0,839.0,255.0,4.7031,255200.0,NEAR BAY
+-122.41,37.75,52.0,2524.0,559.0,1430.0,476.0,3.4073,254700.0,NEAR BAY
+-122.41,37.75,52.0,2515.0,576.0,1209.0,540.0,3.5912,284900.0,NEAR BAY
+-122.41,37.74,48.0,409.0,86.0,148.0,70.0,3.6687,335000.0,NEAR BAY
+-122.41,37.74,52.0,831.0,175.0,415.0,159.0,1.9464,249000.0,NEAR BAY
+-122.41,37.74,52.0,1842.0,339.0,1032.0,357.0,5.5563,250800.0,NEAR BAY
+-122.42,37.74,52.0,2019.0,418.0,999.0,448.0,4.2212,271300.0,NEAR BAY
+-122.42,37.74,52.0,1916.0,432.0,889.0,424.0,4.0391,279900.0,NEAR BAY
+-122.42,37.74,52.0,1674.0,346.0,734.0,335.0,3.8864,281300.0,NEAR BAY
+-122.42,37.74,52.0,1271.0,353.0,1076.0,324.0,2.9911,263900.0,NEAR BAY
+-122.42,37.75,52.0,2163.0,607.0,1447.0,546.0,3.3555,275000.0,NEAR BAY
+-122.41,37.74,43.0,1663.0,330.0,935.0,335.0,4.1552,240900.0,NEAR BAY
+-122.41,37.74,47.0,1728.0,398.0,1178.0,315.0,3.2813,229600.0,NEAR BAY
+-122.41,37.74,52.0,2058.0,399.0,1208.0,399.0,3.6429,230000.0,NEAR BAY
+-122.42,37.73,50.0,3426.0,769.0,2261.0,671.0,2.888,246400.0,NEAR BAY
+-122.42,37.74,52.0,1651.0,351.0,973.0,366.0,3.4583,240900.0,NEAR BAY
+-122.42,37.74,52.0,2084.0,550.0,1438.0,516.0,2.3087,258600.0,NEAR BAY
+-122.42,37.74,52.0,1540.0,370.0,1136.0,363.0,4.3125,243000.0,NEAR BAY
+-122.42,37.73,52.0,3230.0,654.0,1765.0,611.0,3.3333,292300.0,NEAR BAY
+-122.43,37.73,52.0,1583.0,347.0,935.0,341.0,4.6786,263200.0,NEAR BAY
+-122.43,37.73,49.0,1435.0,322.0,1008.0,329.0,4.0,264000.0,NEAR BAY
+-122.43,37.73,52.0,1386.0,276.0,729.0,274.0,3.6694,275500.0,NEAR BAY
+-122.43,37.72,48.0,1289.0,280.0,782.0,235.0,3.6719,259800.0,NEAR BAY
+-122.44,37.72,52.0,1775.0,347.0,1102.0,367.0,4.3125,267200.0,NEAR BAY
+-122.44,37.73,52.0,2381.0,492.0,1485.0,447.0,4.3898,270000.0,NEAR BAY
+-122.44,37.73,52.0,866.0,205.0,587.0,171.0,5.0224,261900.0,NEAR BAY
+-122.42,37.73,46.0,1819.0,411.0,1534.0,406.0,4.0132,229400.0,NEAR BAY
+-122.42,37.73,35.0,1871.0,342.0,1055.0,310.0,4.625,279300.0,NEAR BAY
+-122.42,37.73,35.0,1791.0,322.0,988.0,304.0,4.5769,254500.0,NEAR BAY
+-122.43,37.73,52.0,1985.0,401.0,1337.0,424.0,4.1071,240900.0,NEAR BAY
+-122.41,37.73,42.0,2604.0,573.0,1703.0,507.0,3.4231,230200.0,NEAR BAY
+-122.4,37.73,50.0,1947.0,411.0,1170.0,384.0,3.4769,238700.0,NEAR BAY
+-122.4,37.73,42.0,1413.0,406.0,1027.0,362.0,2.3625,233000.0,NEAR BAY
+-122.41,37.73,52.0,1931.0,358.0,1092.0,356.0,3.7835,271300.0,NEAR BAY
+-122.41,37.73,41.0,2115.0,378.0,1168.0,365.0,4.0642,272500.0,NEAR BAY
+-122.42,37.73,48.0,1474.0,308.0,998.0,330.0,4.0781,250300.0,NEAR BAY
+-122.4,37.72,47.0,1465.0,306.0,1119.0,315.0,4.2672,219400.0,NEAR BAY
+-122.4,37.72,37.0,971.0,248.0,647.0,208.0,2.1187,239300.0,NEAR BAY
+-122.41,37.73,33.0,2789.0,567.0,1682.0,552.0,3.8643,276200.0,NEAR BAY
+-122.41,37.72,35.0,2104.0,434.0,1225.0,410.0,4.8214,242900.0,NEAR BAY
+-122.41,37.72,32.0,1650.0,316.0,904.0,295.0,4.0583,236200.0,NEAR BAY
+-122.42,37.72,37.0,2638.0,546.0,1789.0,521.0,4.0071,244700.0,NEAR BAY
+-122.43,37.72,50.0,2912.0,562.0,1989.0,537.0,3.6667,252600.0,NEAR BAY
+-122.43,37.72,49.0,3427.0,696.0,2363.0,661.0,3.6885,254000.0,NEAR BAY
+-122.43,37.72,52.0,2206.0,478.0,1583.0,456.0,3.7105,250500.0,NEAR BAY
+-122.44,37.72,52.0,2890.0,571.0,1769.0,541.0,3.8274,252000.0,NEAR BAY
+-122.43,37.72,52.0,3351.0,719.0,2101.0,706.0,3.0107,242000.0,NEAR BAY
+-122.43,37.73,52.0,3602.0,738.0,2270.0,647.0,3.8934,251800.0,NEAR BAY
+-122.43,37.73,52.0,1494.0,306.0,1463.0,360.0,3.1786,222600.0,NEAR BAY
+-122.44,37.72,49.0,1557.0,405.0,1173.0,385.0,3.4605,265000.0,NEAR BAY
+-122.44,37.72,48.0,2675.0,585.0,1773.0,540.0,3.9565,268500.0,NEAR BAY
+-122.45,37.72,52.0,1729.0,319.0,890.0,300.0,4.3036,261800.0,NEAR BAY
+-122.44,37.72,52.0,1380.0,272.0,847.0,284.0,3.7143,260000.0,NEAR BAY
+-122.45,37.71,46.0,2559.0,506.0,1562.0,498.0,4.3846,270600.0,NEAR OCEAN
+-122.45,37.71,52.0,1658.0,322.0,1086.0,326.0,3.8583,261600.0,NEAR OCEAN
+-122.45,37.71,41.0,1578.0,351.0,1159.0,299.0,3.9167,243600.0,NEAR OCEAN
+-122.46,37.71,52.0,1580.0,337.0,1425.0,330.0,4.0547,246200.0,NEAR OCEAN
+-122.46,37.71,47.0,1527.0,283.0,1102.0,282.0,4.0,231600.0,NEAR OCEAN
+-122.43,37.71,35.0,2878.0,564.0,1633.0,528.0,4.5,266900.0,NEAR BAY
+-122.43,37.71,52.0,1508.0,278.0,1138.0,304.0,4.0234,266500.0,NEAR BAY
+-122.43,37.71,52.0,1410.0,286.0,879.0,282.0,3.1908,255600.0,NEAR BAY
+-122.44,37.72,52.0,1507.0,282.0,929.0,281.0,3.8958,247700.0,NEAR BAY
+-122.44,37.71,52.0,2711.0,591.0,1848.0,524.0,3.9567,251500.0,NEAR BAY
+-122.44,37.71,46.0,1230.0,247.0,895.0,257.0,5.3913,248900.0,NEAR BAY
+-122.44,37.71,31.0,2370.0,441.0,1524.0,470.0,5.0201,264100.0,NEAR BAY
+-122.45,37.71,34.0,3131.0,669.0,2204.0,600.0,3.5536,251000.0,NEAR OCEAN
+-122.4,37.72,40.0,1948.0,413.0,1434.0,396.0,3.0313,219100.0,NEAR BAY
+-122.4,37.71,40.0,1883.0,397.0,1411.0,438.0,3.0469,238000.0,NEAR BAY
+-122.41,37.71,47.0,2289.0,481.0,1697.0,465.0,3.4773,226300.0,NEAR BAY
+-122.41,37.71,28.0,5015.0,1240.0,3900.0,1029.0,1.2269,181900.0,NEAR BAY
+-122.41,37.71,40.0,2054.0,433.0,1738.0,429.0,4.9926,213900.0,NEAR BAY
+-122.41,37.71,49.0,1852.0,429.0,1615.0,447.0,3.495,217800.0,NEAR BAY
+-122.4,37.72,41.0,1975.0,440.0,1528.0,424.0,3.8625,218300.0,NEAR BAY
+-122.4,37.72,47.0,1167.0,250.0,953.0,253.0,4.2727,241900.0,NEAR BAY
+-122.45,37.77,52.0,2602.0,,1330.0,647.0,3.5435,278600.0,NEAR BAY
+-122.46,37.76,52.0,2236.0,545.0,1186.0,532.0,3.4531,414300.0,NEAR BAY
+-122.46,37.77,52.0,1824.0,388.0,799.0,363.0,3.75,435700.0,NEAR BAY
+-122.46,37.76,52.0,1817.0,449.0,948.0,380.0,3.93,390000.0,NEAR BAY
+-122.45,37.76,31.0,5283.0,1330.0,2659.0,1269.0,3.5744,500000.0,NEAR BAY
+-122.46,37.76,28.0,1072.0,165.0,363.0,168.0,6.1636,367700.0,NEAR BAY
+-122.46,37.75,26.0,2192.0,438.0,954.0,456.0,4.5352,374200.0,NEAR BAY
+-122.47,37.76,52.0,2941.0,783.0,1545.0,726.0,2.9899,406500.0,NEAR BAY
+-122.47,37.76,52.0,2680.0,740.0,1587.0,713.0,2.5933,359600.0,NEAR BAY
+-122.47,37.76,49.0,2842.0,670.0,1396.0,648.0,3.2679,345700.0,NEAR BAY
+-122.47,37.76,52.0,2465.0,489.0,1170.0,498.0,4.0793,306700.0,NEAR BAY
+-122.47,37.76,48.0,2064.0,484.0,1055.0,467.0,2.8711,329600.0,NEAR BAY
+-122.47,37.76,40.0,3525.0,941.0,1675.0,857.0,3.2083,330000.0,NEAR BAY
+-122.47,37.76,52.0,4001.0,809.0,1886.0,756.0,3.3239,350000.0,NEAR BAY
+-122.47,37.76,39.0,3200.0,689.0,1391.0,618.0,3.6346,338000.0,NEAR BAY
+-122.47,37.75,45.0,2399.0,426.0,911.0,423.0,4.4312,361000.0,NEAR BAY
+-122.47,37.75,51.0,2413.0,431.0,1095.0,437.0,4.0089,357000.0,NEAR BAY
+-122.47,37.75,49.0,2747.0,472.0,1281.0,448.0,5.482,366300.0,NEAR BAY
+-122.47,37.76,34.0,2807.0,487.0,1152.0,445.0,5.1893,420300.0,NEAR BAY
+-122.47,37.76,48.0,2464.0,459.0,1179.0,458.0,4.4946,358600.0,NEAR BAY
+-122.46,37.75,52.0,1590.0,236.0,622.0,232.0,5.8151,500001.0,NEAR BAY
+-122.46,37.75,52.0,1207.0,152.0,465.0,162.0,10.7569,500001.0,NEAR BAY
+-122.47,37.75,51.0,2713.0,396.0,1090.0,401.0,9.3603,500001.0,NEAR BAY
+-122.47,37.75,46.0,3238.0,544.0,1293.0,470.0,6.1592,381700.0,NEAR BAY
+-122.47,37.75,52.0,1598.0,285.0,689.0,265.0,4.6071,337400.0,NEAR BAY
+-122.47,37.74,52.0,1538.0,305.0,819.0,319.0,4.0846,333600.0,NEAR BAY
+-122.45,37.75,36.0,2303.0,381.0,862.0,371.0,6.0274,349000.0,NEAR BAY
+-122.45,37.75,36.0,1997.0,356.0,772.0,348.0,4.95,322600.0,NEAR BAY
+-122.45,37.75,35.0,1363.0,302.0,1786.0,301.0,3.0804,313400.0,NEAR BAY
+-122.46,37.75,52.0,1849.0,287.0,695.0,258.0,6.5372,394000.0,NEAR BAY
+-122.45,37.74,52.0,1596.0,276.0,642.0,273.0,4.375,349500.0,NEAR BAY
+-122.46,37.74,51.0,1905.0,291.0,707.0,284.0,6.2561,431000.0,NEAR BAY
+-122.45,37.74,46.0,6429.0,1093.0,2535.0,1109.0,5.0887,335100.0,NEAR BAY
+-122.44,37.73,43.0,3700.0,684.0,1488.0,623.0,5.5622,313600.0,NEAR BAY
+-122.45,37.74,38.0,5688.0,930.0,2263.0,908.0,6.203,346800.0,NEAR BAY
+-122.46,37.74,52.0,2180.0,326.0,856.0,326.0,5.3961,416900.0,NEAR BAY
+-122.46,37.74,52.0,2053.0,281.0,791.0,287.0,10.959,500001.0,NEAR BAY
+-122.47,37.74,52.0,2055.0,265.0,735.0,252.0,8.1189,500001.0,NEAR BAY
+-122.47,37.74,52.0,3797.0,668.0,1633.0,658.0,5.6787,363600.0,NEAR BAY
+-122.47,37.74,52.0,3688.0,640.0,1605.0,567.0,4.9537,365600.0,NEAR BAY
+-122.46,37.73,52.0,2673.0,349.0,876.0,338.0,7.8476,500001.0,NEAR BAY
+-122.46,37.73,52.0,3547.0,506.0,1276.0,491.0,8.0069,426800.0,NEAR BAY
+-122.46,37.72,52.0,2951.0,406.0,1115.0,397.0,6.7228,405200.0,NEAR OCEAN
+-122.47,37.73,52.0,2134.0,277.0,936.0,285.0,5.9245,484600.0,NEAR OCEAN
+-122.47,37.73,52.0,2151.0,280.0,762.0,274.0,10.7309,500001.0,NEAR OCEAN
+-122.47,37.73,50.0,1653.0,252.0,641.0,224.0,10.6605,500001.0,NEAR OCEAN
+-122.47,37.72,46.0,1836.0,319.0,767.0,302.0,5.9114,399000.0,NEAR OCEAN
+-122.46,37.73,52.0,2401.0,346.0,812.0,328.0,6.8322,394100.0,NEAR BAY
+-122.45,37.73,52.0,2510.0,438.0,1153.0,407.0,5.1238,335100.0,NEAR BAY
+-122.46,37.73,52.0,2857.0,469.0,1431.0,496.0,5.2088,344200.0,NEAR BAY
+-122.44,37.73,39.0,1912.0,,970.0,406.0,4.7813,275500.0,NEAR BAY
+-122.44,37.73,52.0,2838.0,567.0,1411.0,526.0,3.8304,261400.0,NEAR BAY
+-122.45,37.73,52.0,1350.0,241.0,752.0,246.0,3.2448,266200.0,NEAR BAY
+-122.45,37.73,52.0,2035.0,424.0,1193.0,430.0,5.0634,264200.0,NEAR BAY
+-122.44,37.73,46.0,3581.0,758.0,1670.0,703.0,4.1932,269200.0,NEAR BAY
+-122.45,37.72,52.0,982.0,197.0,653.0,171.0,4.2167,231900.0,NEAR BAY
+-122.45,37.72,46.0,1406.0,235.0,771.0,239.0,4.7143,219300.0,NEAR BAY
+-122.45,37.72,47.0,1773.0,345.0,1083.0,315.0,4.475,221200.0,NEAR BAY
+-122.45,37.72,51.0,2690.0,554.0,1795.0,539.0,3.6581,225000.0,NEAR BAY
+-122.46,37.72,47.0,1723.0,389.0,1216.0,399.0,3.3208,238600.0,NEAR OCEAN
+-122.46,37.72,49.0,1207.0,255.0,658.0,220.0,4.0859,228600.0,NEAR OCEAN
+-122.46,37.72,48.0,1690.0,339.0,962.0,317.0,3.2875,221500.0,NEAR OCEAN
+-122.46,37.72,45.0,2399.0,419.0,1225.0,399.0,4.0855,244100.0,NEAR OCEAN
+-122.46,37.72,39.0,2254.0,,1388.0,404.0,2.9688,232000.0,NEAR OCEAN
+-122.47,37.71,44.0,2547.0,511.0,1577.0,516.0,4.1939,237900.0,NEAR OCEAN
+-122.47,37.71,42.0,1961.0,427.0,1211.0,409.0,3.5156,239400.0,NEAR OCEAN
+-122.47,37.72,43.0,968.0,199.0,434.0,162.0,2.5333,239300.0,NEAR OCEAN
+-122.47,37.72,46.0,1453.0,306.0,817.0,310.0,3.0,246700.0,NEAR OCEAN
+-122.47,37.72,49.0,1690.0,307.0,770.0,294.0,4.5913,259700.0,NEAR OCEAN
+-122.45,37.72,45.0,964.0,173.0,613.0,201.0,2.9119,228900.0,NEAR BAY
+-122.45,37.71,45.0,2253.0,431.0,1382.0,392.0,4.2562,221600.0,NEAR OCEAN
+-122.46,37.71,52.0,1642.0,351.0,1138.0,340.0,4.1406,219500.0,NEAR OCEAN
+-122.46,37.71,49.0,1711.0,348.0,1138.0,325.0,2.875,225000.0,NEAR OCEAN
+-122.46,37.72,37.0,1833.0,388.0,1093.0,363.0,3.0703,211800.0,NEAR OCEAN
+-122.48,37.76,48.0,2660.0,616.0,1491.0,602.0,3.9758,348600.0,NEAR BAY
+-122.48,37.76,48.0,2304.0,558.0,1273.0,512.0,3.275,332100.0,NEAR BAY
+-122.48,37.76,52.0,2684.0,574.0,1395.0,549.0,3.9097,323800.0,NEAR BAY
+-122.48,37.76,50.0,2236.0,484.0,1171.0,467.0,4.0977,322100.0,NEAR BAY
+-122.48,37.76,52.0,1845.0,336.0,1015.0,337.0,4.1397,331300.0,NEAR BAY
+-122.48,37.76,52.0,3260.0,653.0,1594.0,632.0,4.4094,336100.0,NEAR BAY
+-122.49,37.76,52.0,1382.0,230.0,708.0,279.0,5.8096,339800.0,NEAR BAY
+-122.49,37.76,52.0,2564.0,502.0,1092.0,459.0,3.5302,329600.0,NEAR BAY
+-122.49,37.76,52.0,2245.0,425.0,1091.0,409.0,3.5909,331200.0,NEAR BAY
+-122.49,37.76,52.0,1792.0,305.0,782.0,287.0,4.0391,332700.0,NEAR BAY
+-122.49,37.76,48.0,1351.0,270.0,650.0,265.0,3.5278,339800.0,NEAR BAY
+-122.49,37.76,49.0,1724.0,295.0,795.0,297.0,4.3977,353600.0,NEAR BAY
+-122.49,37.76,49.0,1637.0,304.0,729.0,281.0,4.3281,323100.0,NEAR BAY
+-122.48,37.75,51.0,2095.0,410.0,1126.0,429.0,4.4,318400.0,NEAR BAY
+-122.48,37.75,52.0,2515.0,494.0,1583.0,477.0,4.3393,317600.0,NEAR BAY
+-122.48,37.74,52.0,2453.0,508.0,1056.0,453.0,3.6859,311800.0,NEAR OCEAN
+-122.48,37.75,49.0,2203.0,407.0,1052.0,405.0,4.4375,329200.0,NEAR BAY
+-122.48,37.75,48.0,2555.0,548.0,1285.0,482.0,3.7734,314700.0,NEAR BAY
+-122.48,37.75,52.0,2074.0,401.0,1136.0,409.0,4.7703,331000.0,NEAR BAY
+-122.49,37.75,48.0,2181.0,419.0,1041.0,379.0,3.7361,320200.0,NEAR OCEAN
+-122.49,37.75,47.0,2140.0,425.0,1105.0,401.0,3.7054,308500.0,NEAR OCEAN
+-122.49,37.75,45.0,2341.0,461.0,1092.0,438.0,4.8036,297800.0,NEAR OCEAN
+-122.49,37.75,43.0,2044.0,393.0,979.0,378.0,3.9205,319100.0,NEAR OCEAN
+-122.49,37.75,48.0,2387.0,424.0,1041.0,408.0,3.7562,321200.0,NEAR OCEAN
+-122.49,37.75,52.0,2226.0,385.0,1177.0,416.0,4.8516,323800.0,NEAR OCEAN
+-122.49,37.74,52.0,2189.0,433.0,1147.0,420.0,3.4583,321300.0,NEAR OCEAN
+-122.48,37.74,52.0,2285.0,435.0,1211.0,442.0,4.0208,323100.0,NEAR OCEAN
+-122.48,37.74,52.0,2166.0,423.0,1072.0,370.0,4.131,314300.0,NEAR OCEAN
+-122.48,37.74,52.0,2841.0,517.0,1372.0,517.0,3.9236,335000.0,NEAR OCEAN
+-122.49,37.73,48.0,1190.0,182.0,497.0,199.0,6.2642,438500.0,NEAR OCEAN
+-122.49,37.74,48.0,1186.0,213.0,487.0,207.0,3.8333,340800.0,NEAR OCEAN
+-122.49,37.74,52.0,2442.0,449.0,1188.0,436.0,4.3909,317700.0,NEAR OCEAN
+-122.49,37.74,52.0,2302.0,457.0,1154.0,424.0,4.5744,315200.0,NEAR OCEAN
+-122.48,37.73,52.0,1597.0,240.0,566.0,231.0,5.1681,500001.0,NEAR OCEAN
+-122.48,37.73,47.0,2382.0,392.0,867.0,376.0,5.2598,371500.0,NEAR OCEAN
+-122.49,37.73,39.0,1937.0,336.0,742.0,307.0,5.1991,369400.0,NEAR OCEAN
+-122.49,37.73,37.0,1399.0,224.0,530.0,235.0,3.9219,433300.0,NEAR OCEAN
+-122.49,37.73,36.0,1821.0,292.0,742.0,298.0,5.6204,406200.0,NEAR OCEAN
+-122.48,37.73,38.0,3195.0,828.0,2410.0,778.0,3.1359,350000.0,NEAR OCEAN
+-122.47,37.72,47.0,1176.0,286.0,564.0,258.0,3.2059,350000.0,NEAR OCEAN
+-122.48,37.71,43.0,3850.0,1018.0,1497.0,829.0,3.5296,400000.0,NEAR OCEAN
+-122.48,37.72,45.0,1405.0,338.0,733.0,342.0,4.1116,187500.0,NEAR OCEAN
+-122.48,37.72,46.0,2403.0,638.0,1281.0,603.0,3.2321,112500.0,NEAR OCEAN
+-122.5,37.76,52.0,2018.0,422.0,1142.0,463.0,3.7083,307700.0,NEAR OCEAN
+-122.5,37.76,43.0,2108.0,456.0,1299.0,447.0,3.1406,316200.0,NEAR OCEAN
+-122.5,37.76,50.0,1993.0,410.0,1009.0,374.0,3.9464,295600.0,NEAR OCEAN
+-122.5,37.76,48.0,1408.0,295.0,891.0,269.0,3.8333,296300.0,NEAR OCEAN
+-122.5,37.76,46.0,1491.0,285.0,841.0,306.0,4.5329,278800.0,NEAR OCEAN
+-122.5,37.75,45.0,1672.0,344.0,838.0,314.0,4.1419,291500.0,NEAR OCEAN
+-122.5,37.75,43.0,2373.0,481.0,1247.0,454.0,4.0985,283200.0,NEAR OCEAN
+-122.51,37.76,43.0,2345.0,624.0,1439.0,614.0,2.8448,268900.0,NEAR OCEAN
+-122.51,37.76,43.0,2527.0,619.0,1332.0,558.0,3.0465,274200.0,NEAR OCEAN
+-122.51,37.76,40.0,2320.0,562.0,1499.0,521.0,3.2792,260800.0,NEAR OCEAN
+-122.5,37.76,46.0,2226.0,480.0,1272.0,468.0,4.2644,284100.0,NEAR OCEAN
+-122.5,37.76,45.0,1673.0,377.0,1078.0,393.0,3.3393,272300.0,NEAR OCEAN
+-122.5,37.75,45.0,1620.0,,941.0,328.0,4.3859,270200.0,NEAR OCEAN
+-122.5,37.75,44.0,1819.0,,1137.0,354.0,3.4919,271800.0,NEAR OCEAN
+-122.54,37.76,45.0,1592.0,325.0,920.0,322.0,3.96,272200.0,NEAR OCEAN
+-122.5,37.75,44.0,1739.0,343.0,872.0,330.0,2.9632,286300.0,NEAR OCEAN
+-122.5,37.74,40.0,2310.0,445.0,1266.0,490.0,3.7969,297800.0,NEAR OCEAN
+-122.5,37.74,45.0,1771.0,349.0,1098.0,342.0,3.7552,296600.0,NEAR OCEAN
+-122.49,37.74,44.0,1472.0,275.0,820.0,310.0,5.6826,300000.0,NEAR OCEAN
+-122.5,37.74,44.0,2374.0,496.0,1087.0,426.0,3.5,275700.0,NEAR OCEAN
+-122.5,37.74,44.0,2527.0,518.0,1434.0,444.0,3.875,275700.0,NEAR OCEAN
+-122.5,37.75,46.0,2298.0,457.0,1429.0,477.0,4.0217,272400.0,NEAR OCEAN
+-122.5,37.74,44.0,2792.0,615.0,1640.0,579.0,4.0625,272800.0,NEAR OCEAN
+-122.5,37.74,42.0,1667.0,395.0,1041.0,387.0,3.9583,273700.0,NEAR OCEAN
+-122.5,37.74,44.0,2082.0,470.0,1154.0,403.0,4.3611,268100.0,NEAR OCEAN
+-122.54,37.74,42.0,2006.0,415.0,1230.0,435.0,4.1786,271100.0,NEAR OCEAN
+-122.46,37.79,52.0,2005.0,359.0,847.0,356.0,4.1029,500001.0,NEAR BAY
+-122.46,37.78,52.0,2165.0,580.0,1067.0,530.0,2.9293,350000.0,NEAR BAY
+-122.46,37.78,52.0,2594.0,622.0,1421.0,593.0,3.0265,350000.0,NEAR BAY
+-122.46,37.79,52.0,2059.0,416.0,999.0,402.0,3.7419,500001.0,NEAR BAY
+-122.46,37.78,52.0,3429.0,773.0,1584.0,696.0,3.7887,500001.0,NEAR BAY
+-122.47,37.78,51.0,1485.0,386.0,880.0,385.0,2.7431,307100.0,NEAR BAY
+-122.47,37.78,52.0,2635.0,587.0,1302.0,577.0,3.7292,416700.0,NEAR BAY
+-122.47,37.79,52.0,2844.0,623.0,1380.0,596.0,4.75,500001.0,NEAR BAY
+-122.47,37.79,52.0,437.0,105.0,194.0,87.0,2.8125,500001.0,NEAR BAY
+-122.47,37.79,52.0,2383.0,477.0,990.0,464.0,3.9688,483300.0,NEAR BAY
+-122.47,37.78,52.0,2388.0,507.0,1078.0,494.0,3.5221,443300.0,NEAR BAY
+-122.47,37.78,52.0,1941.0,436.0,955.0,425.0,4.1339,396400.0,NEAR BAY
+-122.48,37.78,48.0,2835.0,728.0,1674.0,684.0,3.129,375000.0,NEAR BAY
+-122.48,37.79,52.0,4683.0,1055.0,2246.0,975.0,4.1148,457800.0,NEAR BAY
+-122.48,37.78,44.0,3371.0,794.0,1738.0,753.0,3.1653,335300.0,NEAR BAY
+-122.49,37.78,32.0,3028.0,815.0,1704.0,718.0,3.2028,322900.0,NEAR BAY
+-122.49,37.78,46.0,3304.0,792.0,1783.0,777.0,3.6148,352200.0,NEAR BAY
+-122.48,37.79,52.0,1647.0,236.0,546.0,227.0,9.1881,500001.0,NEAR BAY
+-122.49,37.79,52.0,3146.0,478.0,1143.0,455.0,6.1407,500001.0,NEAR BAY
+-122.49,37.79,52.0,2488.0,281.0,805.0,295.0,10.7058,500001.0,NEAR BAY
+-122.46,37.78,52.0,4140.0,984.0,2030.0,892.0,3.4236,376800.0,NEAR BAY
+-122.46,37.78,52.0,2632.0,542.0,1364.0,544.0,3.4605,441700.0,NEAR BAY
+-122.46,37.78,52.0,2051.0,552.0,1400.0,510.0,3.2396,375000.0,NEAR BAY
+-122.46,37.78,52.0,3088.0,727.0,1636.0,662.0,2.8553,360700.0,NEAR BAY
+-122.46,37.77,52.0,3193.0,688.0,2099.0,681.0,3.9375,402900.0,NEAR BAY
+-122.47,37.77,52.0,2241.0,443.0,1042.0,377.0,4.1635,398400.0,NEAR BAY
+-122.47,37.78,52.0,2275.0,412.0,1166.0,424.0,4.0652,421300.0,NEAR BAY
+-122.47,37.78,52.0,2169.0,522.0,1220.0,505.0,3.1989,446900.0,NEAR BAY
+-122.47,37.78,52.0,2951.0,647.0,1448.0,591.0,3.1392,422400.0,NEAR BAY
+-122.47,37.78,52.0,3021.0,569.0,1479.0,514.0,4.0208,414600.0,NEAR BAY
+-122.47,37.78,52.0,2042.0,378.0,1153.0,408.0,4.1856,404700.0,NEAR BAY
+-122.47,37.77,52.0,3143.0,635.0,1350.0,623.0,3.8571,366700.0,NEAR BAY
+-122.48,37.78,52.0,3047.0,641.0,1427.0,620.0,3.4883,337200.0,NEAR BAY
+-122.48,37.78,52.0,2666.0,515.0,1362.0,494.0,4.218,393800.0,NEAR BAY
+-122.48,37.77,52.0,2556.0,595.0,1202.0,568.0,3.8899,348500.0,NEAR BAY
+-122.48,37.78,50.0,2159.0,437.0,1111.0,417.0,3.5588,346400.0,NEAR BAY
+-122.48,37.78,52.0,2910.0,611.0,1508.0,515.0,3.5865,311400.0,NEAR BAY
+-122.49,37.78,47.0,2695.0,643.0,1505.0,644.0,3.0877,329100.0,NEAR BAY
+-122.49,37.78,52.0,3440.0,722.0,1663.0,665.0,3.0278,356300.0,NEAR BAY
+-122.49,37.77,52.0,2342.0,458.0,1170.0,458.0,3.7036,369200.0,NEAR BAY
+-122.5,37.77,52.0,2433.0,454.0,1070.0,420.0,4.125,359500.0,NEAR BAY
+-122.49,37.78,52.0,2050.0,439.0,1109.0,437.0,2.6719,318500.0,NEAR BAY
+-122.49,37.78,42.0,2723.0,579.0,1419.0,519.0,3.6429,328400.0,NEAR BAY
+-122.49,37.78,49.0,2176.0,441.0,1040.0,448.0,4.2414,500001.0,NEAR BAY
+-122.5,37.78,50.0,1922.0,427.0,1049.0,443.0,3.5833,348500.0,NEAR BAY
+-122.5,37.77,52.0,1769.0,414.0,1032.0,380.0,3.9954,324700.0,NEAR BAY
+-122.5,37.77,52.0,2299.0,441.0,1252.0,415.0,5.0562,336700.0,NEAR BAY
+-122.5,37.77,52.0,2739.0,569.0,1312.0,531.0,3.5833,322900.0,NEAR BAY
+-122.5,37.78,46.0,2646.0,607.0,1418.0,563.0,3.7167,332800.0,NEAR BAY
+-122.51,37.78,45.0,2564.0,499.0,1056.0,460.0,4.7328,351100.0,NEAR BAY
+-122.51,37.78,47.0,2496.0,494.0,1201.0,454.0,4.0353,342200.0,NEAR BAY
+-122.55,37.79,32.0,2131.0,625.0,1229.0,572.0,2.9201,322200.0,NEAR OCEAN
+-122.47,37.81,45.0,6927.0,1258.0,4715.0,1165.0,3.4051,500001.0,NEAR BAY
+-122.5,37.79,52.0,8.0,1.0,13.0,1.0,15.0001,500001.0,NEAR BAY
+-122.54,37.72,17.0,2975.0,968.0,1453.0,828.0,3.527,318900.0,NEAR OCEAN
+-122.42,37.72,42.0,4219.0,1125.0,3549.0,993.0,1.2387,212800.0,NEAR BAY
+-122.36,37.72,10.0,479.0,125.0,355.0,108.0,2.7083,180400.0,NEAR BAY
+-122.39,37.74,52.0,126.0,24.0,37.0,27.0,10.2264,225000.0,NEAR BAY
+-122.4,37.75,26.0,54.0,9.0,23.0,9.0,6.1359,225000.0,NEAR BAY
+-122.38,37.71,47.0,1088.0,190.0,558.0,166.0,4.2708,207100.0,NEAR BAY
+-122.4,37.71,47.0,1649.0,328.0,1183.0,356.0,3.3625,223700.0,NEAR BAY
+-121.28,37.96,28.0,1942.0,724.0,1618.0,638.0,0.9365,52500.0,INLAND
+-121.28,37.95,49.0,1200.0,364.0,1448.0,318.0,1.1094,52500.0,INLAND
+-121.28,37.95,46.0,1026.0,330.0,1109.0,333.0,1.2904,63300.0,INLAND
+-121.29,37.96,52.0,888.0,324.0,630.0,258.0,1.2411,112500.0,INLAND
+-121.29,37.96,52.0,287.0,119.0,154.0,85.0,0.8738,75000.0,INLAND
+-121.29,37.95,16.0,761.0,306.0,438.0,282.0,0.7714,87500.0,INLAND
+-121.3,37.95,9.0,674.0,242.0,575.0,193.0,2.2024,45000.0,INLAND
+-121.29,37.95,52.0,107.0,79.0,167.0,53.0,0.7917,22500.0,INLAND
+-121.3,37.96,24.0,1212.0,366.0,1202.0,343.0,1.7875,76800.0,INLAND
+-121.31,37.96,48.0,1112.0,227.0,583.0,216.0,2.3393,77600.0,INLAND
+-121.29,37.97,52.0,1610.0,480.0,1025.0,440.0,1.2962,110200.0,INLAND
+-121.29,37.96,48.0,1778.0,541.0,1237.0,462.0,1.3438,103100.0,INLAND
+-121.29,37.96,50.0,1669.0,558.0,1340.0,484.0,1.3191,92300.0,INLAND
+-121.3,37.96,31.0,2668.0,812.0,1398.0,721.0,1.125,110400.0,INLAND
+-121.3,37.96,52.0,1475.0,238.0,736.0,260.0,3.6591,105100.0,INLAND
+-121.3,37.96,52.0,1354.0,314.0,679.0,311.0,1.7788,97400.0,INLAND
+-121.31,37.96,52.0,2654.0,468.0,1157.0,494.0,3.226,107600.0,INLAND
+-121.31,37.96,52.0,1829.0,301.0,694.0,319.0,3.3466,92600.0,INLAND
+-121.28,37.97,47.0,2348.0,507.0,1455.0,479.0,1.65,66000.0,INLAND
+-121.27,37.96,43.0,1624.0,448.0,1805.0,440.0,1.425,61300.0,INLAND
+-121.27,37.95,43.0,557.0,165.0,573.0,144.0,1.7212,59000.0,INLAND
+-121.27,37.95,52.0,1318.0,308.0,1368.0,310.0,1.8261,54600.0,INLAND
+-121.27,37.94,38.0,512.0,133.0,676.0,124.0,1.7386,52000.0,INLAND
+-121.28,37.94,44.0,1406.0,357.0,1489.0,386.0,1.4688,56800.0,INLAND
+-121.28,37.94,48.0,1766.0,444.0,1406.0,421.0,1.7039,52700.0,INLAND
+-121.29,37.95,52.0,288.0,86.0,272.0,54.0,0.696,42500.0,INLAND
+-121.29,37.94,40.0,2827.0,655.0,2037.0,574.0,2.0303,63800.0,INLAND
+-121.32,37.95,40.0,964.0,230.0,742.0,209.0,1.2625,43000.0,INLAND
+-121.31,37.94,41.0,375.0,108.0,323.0,98.0,1.9531,45000.0,INLAND
+-121.3,37.94,40.0,452.0,109.0,412.0,97.0,1.3417,60800.0,INLAND
+-121.3,37.94,52.0,24.0,6.0,23.0,5.0,2.375,67500.0,INLAND
+-121.32,37.94,36.0,40.0,10.0,64.0,14.0,2.625,55000.0,INLAND
+-121.31,37.96,52.0,1938.0,332.0,788.0,320.0,3.6094,118400.0,INLAND
+-121.32,37.96,47.0,1700.0,344.0,922.0,357.0,3.1845,87200.0,INLAND
+-121.32,37.96,46.0,1832.0,365.0,975.0,373.0,2.0398,88100.0,INLAND
+-121.33,37.96,42.0,1619.0,340.0,906.0,339.0,2.5488,80300.0,INLAND
+-121.34,37.96,27.0,1839.0,442.0,2010.0,416.0,2.1284,59400.0,INLAND
+-121.32,37.95,36.0,747.0,189.0,338.0,145.0,1.7885,62100.0,INLAND
+-121.32,37.96,5.0,123.0,21.0,50.0,20.0,2.7656,50000.0,INLAND
+-121.34,37.97,33.0,2493.0,454.0,1203.0,436.0,3.765,94600.0,INLAND
+-121.34,37.96,23.0,2830.0,659.0,1554.0,654.0,3.0354,113700.0,INLAND
+-121.35,37.97,33.0,3656.0,681.0,1698.0,671.0,3.1406,93900.0,INLAND
+-121.36,37.96,32.0,614.0,95.0,227.0,107.0,3.9922,247400.0,INLAND
+-121.35,37.96,21.0,1343.0,183.0,462.0,193.0,5.8995,189900.0,INLAND
+-121.32,37.98,37.0,3247.0,643.0,1737.0,665.0,3.066,94100.0,INLAND
+-121.33,37.98,36.0,3113.0,576.0,1746.0,544.0,3.4625,84600.0,INLAND
+-121.33,37.97,38.0,3166.0,575.0,1351.0,561.0,3.5404,91600.0,INLAND
+-121.32,37.97,46.0,2270.0,427.0,1097.0,453.0,3.3235,87800.0,INLAND
+-121.32,37.97,43.0,2453.0,490.0,1093.0,438.0,2.9107,88800.0,INLAND
+-121.33,37.96,20.0,1727.0,386.0,730.0,342.0,2.5195,92600.0,INLAND
+-121.33,37.97,43.0,1511.0,292.0,721.0,320.0,3.5703,87400.0,INLAND
+-121.33,37.97,36.0,1953.0,492.0,999.0,371.0,2.0043,90800.0,INLAND
+-121.31,37.98,47.0,3386.0,663.0,1228.0,619.0,3.0625,141500.0,INLAND
+-121.3,37.97,52.0,2980.0,537.0,1128.0,510.0,4.061,113600.0,INLAND
+-121.31,37.97,42.0,1824.0,277.0,720.0,309.0,5.1915,183700.0,INLAND
+-121.31,37.97,45.0,2604.0,454.0,988.0,442.0,3.6667,123100.0,INLAND
+-121.29,37.98,42.0,625.0,143.0,533.0,159.0,2.625,65400.0,INLAND
+-121.29,37.97,52.0,2995.0,555.0,1392.0,503.0,1.7794,98800.0,INLAND
+-121.29,37.98,49.0,2501.0,565.0,1171.0,550.0,2.5043,76700.0,INLAND
+-121.3,37.98,47.0,2373.0,461.0,990.0,444.0,4.175,98300.0,INLAND
+-121.3,37.97,52.0,2259.0,417.0,766.0,385.0,2.2981,105400.0,INLAND
+-121.29,37.99,41.0,930.0,191.0,463.0,185.0,3.4141,90600.0,INLAND
+-121.29,37.99,30.0,1271.0,528.0,2019.0,524.0,1.5152,81300.0,INLAND
+-121.3,37.99,38.0,2375.0,494.0,1167.0,471.0,2.6673,87500.0,INLAND
+-121.3,37.98,39.0,3375.0,659.0,1388.0,631.0,2.6364,93800.0,INLAND
+-121.28,37.99,42.0,495.0,116.0,284.0,97.0,2.8854,55700.0,INLAND
+-121.26,37.98,32.0,3274.0,820.0,2050.0,738.0,2.1265,55700.0,INLAND
+-121.27,37.98,43.0,2608.0,516.0,1322.0,528.0,2.5714,70000.0,INLAND
+-121.27,37.98,43.0,1005.0,200.0,492.0,172.0,2.6812,72800.0,INLAND
+-121.28,37.98,52.0,941.0,184.0,414.0,171.0,2.1429,69900.0,INLAND
+-121.29,37.99,45.0,965.0,198.0,498.0,195.0,1.6944,75200.0,INLAND
+-121.27,37.97,39.0,1023.0,243.0,550.0,224.0,1.1141,54400.0,INLAND
+-121.26,37.96,43.0,527.0,133.0,367.0,152.0,2.5,63600.0,INLAND
+-121.27,37.96,43.0,948.0,221.0,749.0,208.0,1.962,52700.0,INLAND
+-121.27,37.96,52.0,583.0,114.0,310.0,93.0,2.5625,54200.0,INLAND
+-121.26,37.98,41.0,1633.0,433.0,885.0,413.0,0.9782,54200.0,INLAND
+-121.25,37.98,39.0,1765.0,414.0,1056.0,414.0,1.5329,48300.0,INLAND
+-121.26,37.97,31.0,1189.0,295.0,891.0,292.0,2.5536,50500.0,INLAND
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+-120.85,35.38,27.0,3493.0,909.0,1481.0,666.0,2.3075,184200.0,NEAR OCEAN
+-120.86,35.39,23.0,1664.0,355.0,629.0,279.0,2.7344,188300.0,NEAR OCEAN
+-120.86,35.4,21.0,2787.0,641.0,1106.0,501.0,2.7043,186200.0,NEAR OCEAN
+-120.87,35.41,16.0,2168.0,444.0,782.0,374.0,3.0187,278100.0,NEAR OCEAN
+-120.94,35.42,18.0,3418.0,686.0,970.0,453.0,3.7738,279400.0,NEAR OCEAN
+-120.95,35.44,30.0,6346.0,1410.0,1769.0,887.0,2.6864,283600.0,NEAR OCEAN
+-120.85,35.37,21.0,1033.0,195.0,588.0,187.0,2.8173,226900.0,NEAR OCEAN
+-120.83,35.36,28.0,4323.0,886.0,1650.0,705.0,2.7266,266800.0,NEAR OCEAN
+-120.84,35.35,27.0,2863.0,711.0,930.0,533.0,2.6205,221100.0,NEAR OCEAN
+-120.84,35.37,34.0,3279.0,714.0,1397.0,646.0,2.5552,200000.0,NEAR OCEAN
+-120.89,35.37,29.0,2046.0,588.0,846.0,410.0,1.65,227300.0,NEAR OCEAN
+-120.84,35.33,15.0,3276.0,670.0,1520.0,613.0,3.6412,207800.0,NEAR OCEAN
+-120.83,35.33,14.0,4155.0,787.0,2112.0,755.0,4.4766,192700.0,NEAR OCEAN
+-120.82,35.32,12.0,3522.0,683.0,1780.0,662.0,3.3958,215800.0,NEAR OCEAN
+-120.83,35.32,11.0,3252.0,701.0,1814.0,660.0,3.2226,183200.0,NEAR OCEAN
+-120.84,35.32,15.0,2419.0,538.0,1279.0,522.0,3.4762,189600.0,NEAR OCEAN
+-120.9,35.33,16.0,1576.0,287.0,595.0,262.0,3.588,266300.0,NEAR OCEAN
+-120.84,35.32,17.0,4197.0,802.0,1656.0,732.0,3.526,183900.0,NEAR OCEAN
+-120.84,35.31,23.0,3100.0,603.0,1515.0,609.0,2.8493,196100.0,NEAR OCEAN
+-120.84,35.3,15.0,2062.0,327.0,781.0,316.0,4.9359,317700.0,NEAR OCEAN
+-120.82,35.31,16.0,3924.0,699.0,1325.0,638.0,2.5172,293900.0,NEAR OCEAN
+-120.8,35.33,20.0,2200.0,393.0,996.0,365.0,3.587,330000.0,NEAR OCEAN
+-121.1,35.6,20.0,3389.0,704.0,1309.0,520.0,3.2112,204500.0,NEAR OCEAN
+-120.65,35.29,36.0,1940.0,315.0,850.0,298.0,3.1818,249600.0,NEAR OCEAN
+-120.66,35.29,23.0,1932.0,487.0,1380.0,472.0,1.9647,253600.0,NEAR OCEAN
+-120.66,35.29,16.0,2272.0,629.0,1689.0,649.0,1.7031,195000.0,NEAR OCEAN
+-120.67,35.3,19.0,1540.0,715.0,1799.0,635.0,0.7025,500001.0,NEAR OCEAN
+-120.65,35.32,20.0,626.0,212.0,3574.0,261.0,1.0298,300000.0,NEAR OCEAN
+-120.62,35.28,28.0,3952.0,592.0,1469.0,571.0,6.3144,328800.0,NEAR OCEAN
+-120.65,35.29,29.0,1785.0,481.0,1344.0,472.0,1.4492,222900.0,NEAR OCEAN
+-120.65,35.28,32.0,896.0,240.0,548.0,231.0,2.5455,165900.0,NEAR OCEAN
+-120.65,35.27,27.0,2034.0,341.0,768.0,316.0,4.2411,258900.0,NEAR OCEAN
+-120.65,35.27,15.0,2365.0,538.0,1446.0,490.0,2.5129,225900.0,NEAR OCEAN
+-120.64,35.26,21.0,3298.0,716.0,1862.0,687.0,2.1507,221500.0,NEAR OCEAN
+-120.63,35.27,23.0,1630.0,253.0,704.0,263.0,5.156,251300.0,NEAR OCEAN
+-120.66,35.29,39.0,2163.0,652.0,1153.0,599.0,2.084,233300.0,NEAR OCEAN
+-120.66,35.28,31.0,2773.0,844.0,1358.0,794.0,1.4036,209600.0,NEAR OCEAN
+-120.66,35.28,46.0,2054.0,502.0,1170.0,494.0,2.1786,206300.0,NEAR OCEAN
+-120.65,35.27,52.0,2254.0,642.0,1237.0,590.0,2.6208,227100.0,NEAR OCEAN
+-120.66,35.27,46.0,2217.0,544.0,1107.0,527.0,2.8009,192600.0,NEAR OCEAN
+-120.66,35.27,33.0,1664.0,455.0,1077.0,461.0,1.6875,174200.0,NEAR OCEAN
+-120.66,35.27,17.0,2719.0,589.0,1386.0,570.0,3.7337,208200.0,NEAR OCEAN
+-120.66,35.26,15.0,5540.0,1319.0,2383.0,1165.0,2.2656,226200.0,NEAR OCEAN
+-120.67,35.3,32.0,4202.0,986.0,2309.0,956.0,2.2165,231700.0,NEAR OCEAN
+-120.7,35.31,24.0,3504.0,521.0,1490.0,506.0,4.6719,337000.0,NEAR OCEAN
+-120.68,35.29,37.0,1354.0,293.0,753.0,290.0,3.25,225000.0,NEAR OCEAN
+-120.69,35.28,26.0,4225.0,886.0,1795.0,704.0,2.2847,247000.0,NEAR OCEAN
+-120.67,35.29,44.0,2236.0,411.0,1036.0,437.0,3.0833,219300.0,NEAR OCEAN
+-120.69,35.26,20.0,1248.0,231.0,722.0,225.0,4.625,221800.0,NEAR OCEAN
+-120.7,35.28,14.0,3768.0,682.0,1884.0,664.0,4.6071,239900.0,NEAR OCEAN
+-120.71,35.27,9.0,2568.0,421.0,1149.0,398.0,5.4287,331600.0,NEAR OCEAN
+-120.68,35.26,26.0,1704.0,315.0,918.0,310.0,3.2464,208000.0,NEAR OCEAN
+-120.69,35.25,15.0,4210.0,899.0,1933.0,867.0,2.794,262500.0,NEAR OCEAN
+-120.7,35.32,46.0,118.0,17.0,6532.0,13.0,4.2639,350000.0,NEAR OCEAN
+-120.52,35.24,5.0,4413.0,804.0,2003.0,725.0,5.0267,253300.0,<1H OCEAN
+-120.68,35.25,16.0,4208.0,897.0,1634.0,806.0,2.2868,233700.0,NEAR OCEAN
+-120.69,35.34,16.0,164.0,30.0,542.0,32.0,1.6563,42500.0,NEAR OCEAN
+-120.81,35.19,14.0,3414.0,802.0,1236.0,632.0,3.7635,336200.0,NEAR OCEAN
+-120.66,35.2,13.0,5138.0,713.0,1838.0,645.0,5.9676,380000.0,NEAR OCEAN
+-120.7,35.14,17.0,5805.0,1097.0,1919.0,932.0,3.5352,357800.0,NEAR OCEAN
+-120.68,35.14,34.0,3100.0,617.0,1155.0,542.0,3.0938,245900.0,NEAR OCEAN
+-120.66,35.13,41.0,2666.0,751.0,940.0,507.0,1.9653,236100.0,<1H OCEAN
+-120.63,35.13,16.0,2680.0,704.0,975.0,619.0,1.7878,55000.0,<1H OCEAN
+-120.64,35.15,7.0,7922.0,1442.0,2863.0,1197.0,4.849,275000.0,<1H OCEAN
+-120.59,35.13,8.0,6638.0,1054.0,2710.0,966.0,4.6776,295500.0,<1H OCEAN
+-120.56,35.13,15.0,5818.0,924.0,2324.0,845.0,4.4033,267600.0,<1H OCEAN
+-120.57,35.12,39.0,1656.0,333.0,866.0,317.0,2.8824,195200.0,<1H OCEAN
+-120.57,35.11,18.0,2920.0,556.0,1068.0,552.0,3.5242,156800.0,<1H OCEAN
+-120.59,35.11,25.0,3642.0,726.0,1729.0,673.0,3.155,205400.0,<1H OCEAN
+-120.6,35.12,22.0,3342.0,644.0,1342.0,593.0,3.4509,217700.0,<1H OCEAN
+-120.61,35.12,16.0,1671.0,354.0,935.0,340.0,2.5792,163800.0,<1H OCEAN
+-120.59,35.12,27.0,3055.0,677.0,1407.0,610.0,2.1702,179700.0,<1H OCEAN
+-120.6,35.11,17.0,2495.0,524.0,1292.0,501.0,2.2625,153000.0,<1H OCEAN
+-120.59,35.11,20.0,3098.0,571.0,1449.0,611.0,3.5744,197800.0,<1H OCEAN
+-120.61,35.12,31.0,1486.0,345.0,823.0,322.0,2.6974,165400.0,<1H OCEAN
+-120.61,35.13,16.0,3431.0,721.0,1777.0,701.0,2.7301,190400.0,<1H OCEAN
+-120.61,35.12,12.0,3430.0,793.0,1840.0,720.0,2.9821,162000.0,<1H OCEAN
+-120.61,35.11,11.0,3733.0,831.0,1839.0,739.0,3.3062,158500.0,<1H OCEAN
+-120.65,35.12,19.0,2949.0,662.0,1425.0,548.0,2.9615,178100.0,<1H OCEAN
+-120.62,35.13,26.0,3971.0,803.0,1792.0,723.0,2.7128,209900.0,<1H OCEAN
+-120.62,35.11,18.0,2241.0,544.0,1521.0,509.0,2.0292,155800.0,<1H OCEAN
+-120.62,35.12,22.0,1240.0,294.0,768.0,288.0,2.655,160000.0,<1H OCEAN
+-120.66,35.1,19.0,1583.0,392.0,704.0,269.0,2.1042,268300.0,<1H OCEAN
+-120.61,35.1,14.0,2919.0,691.0,1896.0,577.0,2.4003,142100.0,<1H OCEAN
+-120.61,35.1,17.0,2799.0,637.0,2015.0,592.0,3.0536,143600.0,<1H OCEAN
+-120.6,35.1,16.0,3290.0,686.0,1497.0,655.0,2.6875,178200.0,<1H OCEAN
+-120.58,35.0,37.0,523.0,119.0,374.0,95.0,1.4726,106300.0,<1H OCEAN
+-120.61,35.06,13.0,2364.0,421.0,1257.0,380.0,4.6167,273100.0,<1H OCEAN
+-120.56,35.07,14.0,6788.0,1216.0,2866.0,1036.0,3.3603,280200.0,<1H OCEAN
+-120.52,35.06,11.0,1317.0,234.0,655.0,243.0,4.3611,329700.0,<1H OCEAN
+-120.3,35.1,16.0,2819.0,479.0,1068.0,365.0,4.5461,270800.0,<1H OCEAN
+-120.43,35.17,16.0,947.0,163.0,477.0,137.0,3.851,315000.0,<1H OCEAN
+-120.57,35.18,16.0,5209.0,917.0,2284.0,809.0,4.0403,346100.0,<1H OCEAN
+-120.48,35.05,24.0,2314.0,468.0,1549.0,463.0,2.8203,152600.0,<1H OCEAN
+-120.47,35.04,29.0,1315.0,279.0,926.0,249.0,2.9375,144800.0,<1H OCEAN
+-120.5,35.03,10.0,10463.0,1756.0,4660.0,1715.0,3.5682,277300.0,<1H OCEAN
+-120.48,35.02,17.0,2721.0,477.0,1672.0,492.0,2.9798,204800.0,<1H OCEAN
+-120.69,35.52,26.0,2758.0,571.0,1291.0,522.0,2.925,181400.0,<1H OCEAN
+-120.68,35.51,17.0,1701.0,298.0,941.0,293.0,4.3218,209100.0,<1H OCEAN
+-120.68,35.5,19.0,3369.0,673.0,1834.0,646.0,3.7672,173800.0,<1H OCEAN
+-120.67,35.5,15.0,2752.0,546.0,1422.0,545.0,3.2813,175000.0,<1H OCEAN
+-120.66,35.5,19.0,1861.0,364.0,1040.0,363.0,3.3125,163900.0,<1H OCEAN
+-120.66,35.49,17.0,4422.0,945.0,2307.0,885.0,2.8285,171300.0,<1H OCEAN
+-120.65,35.48,19.0,2310.0,471.0,1341.0,441.0,3.225,166900.0,<1H OCEAN
+-120.64,35.46,6.0,5876.0,1406.0,2877.0,1304.0,2.5437,146400.0,<1H OCEAN
+-120.69,35.49,16.0,2666.0,450.0,1203.0,429.0,4.1375,222400.0,<1H OCEAN
+-120.68,35.48,15.0,2608.0,525.0,1351.0,502.0,2.7798,205800.0,<1H OCEAN
+-120.67,35.48,18.0,2339.0,443.0,1097.0,416.0,3.3438,176100.0,<1H OCEAN
+-120.66,35.47,18.0,2474.0,449.0,1269.0,431.0,3.9063,184800.0,<1H OCEAN
+-120.66,35.46,17.0,3748.0,609.0,1860.0,612.0,4.5179,225600.0,<1H OCEAN
+-120.7,35.55,10.0,3979.0,761.0,1834.0,671.0,3.5,172100.0,<1H OCEAN
+-120.76,35.52,7.0,9613.0,1666.0,4487.0,1653.0,3.6667,250600.0,<1H OCEAN
+-120.71,35.5,12.0,3098.0,453.0,1433.0,434.0,5.2508,292900.0,<1H OCEAN
+-120.56,35.48,12.0,4161.0,731.0,1609.0,615.0,5.0947,267500.0,<1H OCEAN
+-119.93,35.2,29.0,1649.0,342.0,671.0,264.0,3.0602,69800.0,INLAND
+-120.49,35.35,17.0,3043.0,608.0,1457.0,545.0,3.1641,158600.0,<1H OCEAN
+-120.65,35.41,15.0,6725.0,1111.0,3139.0,1029.0,4.1875,261600.0,<1H OCEAN
+-120.64,35.47,8.0,416.0,121.0,936.0,97.0,2.1154,117200.0,<1H OCEAN
+-122.4,37.68,36.0,3595.0,815.0,1649.0,755.0,3.3816,253400.0,NEAR BAY
+-122.4,37.68,41.0,2267.0,486.0,1045.0,459.0,4.1146,272200.0,NEAR BAY
+-122.32,37.69,48.0,592.0,122.0,340.0,143.0,5.966,315200.0,NEAR BAY
+-122.41,37.7,23.0,1817.0,400.0,1376.0,382.0,2.4113,214200.0,NEAR BAY
+-122.42,37.71,44.0,2080.0,489.0,1781.0,478.0,3.6827,215300.0,NEAR BAY
+-122.43,37.71,24.0,4299.0,857.0,2249.0,788.0,4.6098,290400.0,NEAR BAY
+-122.43,37.7,19.0,1733.0,354.0,959.0,348.0,4.7708,281700.0,NEAR BAY
+-122.44,37.7,6.0,3523.0,664.0,1705.0,608.0,4.9318,258100.0,NEAR OCEAN
+-122.45,37.7,46.0,2193.0,499.0,1814.0,489.0,4.0125,230100.0,NEAR OCEAN
+-122.45,37.71,50.0,1441.0,283.0,1159.0,286.0,4.5417,233700.0,NEAR OCEAN
+-122.45,37.71,49.0,2244.0,442.0,1948.0,423.0,4.7639,251500.0,NEAR OCEAN
+-122.45,37.7,16.0,6457.0,1336.0,4375.0,1231.0,5.1788,267000.0,NEAR OCEAN
+-122.46,37.7,37.0,1028.0,275.0,904.0,261.0,3.5035,238600.0,NEAR OCEAN
+-122.46,37.69,35.0,1983.0,385.0,1577.0,414.0,4.0833,266700.0,NEAR OCEAN
+-122.46,37.7,37.0,3029.0,738.0,2436.0,700.0,3.3214,243200.0,NEAR OCEAN
+-122.47,37.7,45.0,3290.0,693.0,2466.0,666.0,3.6588,238600.0,NEAR OCEAN
+-122.46,37.71,44.0,364.0,102.0,339.0,98.0,2.483,214300.0,NEAR OCEAN
+-122.46,37.71,45.0,1799.0,394.0,1436.0,389.0,3.65,239900.0,NEAR OCEAN
+-122.46,37.7,42.0,876.0,216.0,713.0,203.0,3.84,235900.0,NEAR OCEAN
+-122.47,37.7,44.0,2034.0,423.0,1491.0,373.0,4.5341,236500.0,NEAR OCEAN
+-122.47,37.71,37.0,1046.0,251.0,822.0,239.0,3.5,224400.0,NEAR OCEAN
+-122.46,37.71,39.0,2076.0,482.0,1738.0,445.0,3.1958,232100.0,NEAR OCEAN
+-122.48,37.7,33.0,4167.0,1398.0,2923.0,1314.0,3.049,307000.0,NEAR OCEAN
+-122.48,37.7,33.0,4492.0,,3477.0,1537.0,3.0546,297900.0,NEAR OCEAN
+-122.48,37.71,39.0,3615.0,632.0,1571.0,615.0,5.1149,314200.0,NEAR OCEAN
+-122.48,37.71,29.0,1048.0,150.0,455.0,152.0,6.1278,417600.0,NEAR OCEAN
+-122.54,37.7,36.0,3988.0,732.0,1793.0,708.0,4.2472,292500.0,NEAR OCEAN
+-122.49,37.67,35.0,5275.0,903.0,2892.0,842.0,4.6771,266400.0,NEAR OCEAN
+-122.49,37.68,35.0,2405.0,461.0,1583.0,471.0,5.0659,238000.0,NEAR OCEAN
+-122.49,37.67,29.0,3795.0,675.0,2494.0,696.0,5.2848,260300.0,NEAR OCEAN
+-122.49,37.7,36.0,1946.0,340.0,828.0,313.0,5.2811,287700.0,NEAR OCEAN
+-122.49,37.69,36.0,1344.0,258.0,782.0,265.0,4.5,275600.0,NEAR OCEAN
+-122.48,37.69,33.0,2347.0,512.0,1259.0,481.0,3.4492,264300.0,NEAR OCEAN
+-122.49,37.69,35.0,2644.0,456.0,1465.0,430.0,4.9375,277000.0,NEAR OCEAN
+-122.49,37.69,35.0,2576.0,443.0,1273.0,433.0,4.7391,272800.0,NEAR OCEAN
+-122.47,37.7,47.0,737.0,126.0,370.0,136.0,3.775,281300.0,NEAR OCEAN
+-122.47,37.69,27.0,2447.0,720.0,2104.0,657.0,3.449,239100.0,NEAR OCEAN
+-122.47,37.69,30.0,837.0,213.0,606.0,199.0,4.875,258800.0,NEAR OCEAN
+-122.48,37.69,42.0,2993.0,512.0,1594.0,546.0,4.4821,252400.0,NEAR OCEAN
+-122.48,37.69,43.0,2661.0,455.0,1384.0,456.0,4.2421,257500.0,NEAR OCEAN
+-122.46,37.69,26.0,4302.0,1125.0,3320.0,1100.0,3.4375,277700.0,NEAR OCEAN
+-122.46,37.68,23.0,2812.0,769.0,1983.0,681.0,2.9413,229400.0,NEAR OCEAN
+-122.47,37.69,35.0,1720.0,421.0,1452.0,425.0,3.5909,256100.0,NEAR OCEAN
+-122.47,37.69,34.0,1954.0,357.0,1130.0,367.0,4.6447,304500.0,NEAR OCEAN
+-122.47,37.68,31.0,4077.0,777.0,2544.0,738.0,4.5337,306700.0,NEAR OCEAN
+-122.48,37.68,31.0,3506.0,653.0,2296.0,645.0,5.5647,268700.0,NEAR OCEAN
+-122.48,37.67,15.0,2897.0,728.0,2340.0,720.0,3.3906,303700.0,NEAR OCEAN
+-122.48,37.67,31.0,2609.0,433.0,1746.0,464.0,5.1054,294500.0,NEAR OCEAN
+-122.49,37.68,34.0,3718.0,676.0,2510.0,632.0,5.3311,270800.0,NEAR OCEAN
+-122.48,37.67,14.0,3395.0,1059.0,2258.0,945.0,2.964,319700.0,NEAR OCEAN
+-122.45,37.69,17.0,2359.0,501.0,884.0,504.0,3.0625,87500.0,NEAR OCEAN
+-122.45,37.67,35.0,491.0,98.0,274.0,97.0,4.4286,238600.0,NEAR OCEAN
+-122.47,37.67,20.0,5689.0,992.0,3752.0,1002.0,5.5845,304300.0,NEAR OCEAN
+-122.47,37.66,18.0,4172.0,806.0,3226.0,790.0,5.7535,297900.0,NEAR OCEAN
+-122.46,37.67,16.0,3372.0,1101.0,2049.0,1021.0,4.1303,146500.0,NEAR OCEAN
+-122.46,37.66,15.0,6082.0,1284.0,3861.0,1198.0,5.4221,284700.0,NEAR OCEAN
+-122.46,37.65,21.0,2751.0,502.0,2027.0,491.0,5.2573,322900.0,NEAR OCEAN
+-122.45,37.67,36.0,1664.0,326.0,963.0,322.0,4.7813,246400.0,NEAR OCEAN
+-122.45,37.66,35.0,2738.0,509.0,1545.0,493.0,5.3446,263300.0,NEAR OCEAN
+-122.46,37.66,36.0,2535.0,451.0,1390.0,436.0,5.3398,260900.0,NEAR OCEAN
+-122.45,37.66,36.0,5456.0,926.0,2761.0,916.0,4.7755,280700.0,NEAR OCEAN
+-122.44,37.65,38.0,5277.0,1008.0,2695.0,997.0,3.9722,276200.0,NEAR OCEAN
+-122.43,37.66,29.0,3541.0,786.0,2259.0,770.0,4.3039,278400.0,NEAR OCEAN
+-122.44,37.66,21.0,5108.0,1510.0,3288.0,1405.0,3.1927,252600.0,NEAR OCEAN
+-122.44,37.66,36.0,1447.0,276.0,799.0,275.0,4.7639,265600.0,NEAR OCEAN
+-122.44,37.67,35.0,1814.0,365.0,1025.0,384.0,4.425,268400.0,NEAR OCEAN
+-122.42,37.67,42.0,2274.0,429.0,1255.0,397.0,5.1205,226300.0,NEAR OCEAN
+-122.41,37.66,37.0,2155.0,446.0,1255.0,428.0,3.8438,250700.0,NEAR OCEAN
+-122.42,37.66,41.0,2189.0,414.0,1063.0,409.0,4.7361,302600.0,NEAR OCEAN
+-122.42,37.66,28.0,3520.0,672.0,1746.0,602.0,4.9236,273500.0,NEAR OCEAN
+-122.42,37.66,36.0,725.0,121.0,335.0,140.0,4.125,327600.0,NEAR OCEAN
+-122.41,37.66,32.0,1385.0,356.0,1096.0,353.0,4.475,246700.0,NEAR OCEAN
+-122.41,37.66,34.0,1075.0,318.0,906.0,294.0,3.0052,242500.0,NEAR OCEAN
+-122.41,37.66,40.0,1294.0,308.0,1177.0,301.0,3.6667,218800.0,NEAR OCEAN
+-122.41,37.66,37.0,694.0,188.0,658.0,225.0,4.6103,237500.0,NEAR OCEAN
+-122.41,37.66,44.0,431.0,195.0,682.0,212.0,3.2833,233300.0,NEAR OCEAN
+-122.41,37.65,32.0,3436.0,868.0,2583.0,817.0,3.5039,232400.0,NEAR OCEAN
+-122.42,37.66,26.0,3253.0,932.0,2246.0,855.0,2.6631,244000.0,NEAR OCEAN
+-122.43,37.66,43.0,1769.0,387.0,1102.0,377.0,4.5493,281500.0,NEAR OCEAN
+-122.42,37.65,39.0,4402.0,894.0,2941.0,887.0,3.8565,239800.0,NEAR OCEAN
+-122.43,37.64,34.0,8400.0,1812.0,4101.0,1717.0,4.1033,301000.0,NEAR OCEAN
+-122.43,37.64,42.0,4091.0,757.0,1861.0,771.0,4.207,272700.0,NEAR OCEAN
+-122.45,37.64,19.0,6326.0,1025.0,3444.0,984.0,6.2498,353300.0,NEAR OCEAN
+-122.46,37.64,26.0,2806.0,375.0,1617.0,396.0,5.3922,353700.0,NEAR OCEAN
+-122.46,37.65,16.0,8676.0,1633.0,5130.0,1574.0,4.8096,262000.0,NEAR OCEAN
+-122.46,37.64,17.0,3523.0,669.0,2150.0,666.0,4.5938,251200.0,NEAR OCEAN
+-122.47,37.65,27.0,8103.0,1655.0,5023.0,1605.0,4.6452,236200.0,NEAR OCEAN
+-122.53,37.66,25.0,7778.0,1493.0,4674.0,1451.0,5.4694,272400.0,NEAR OCEAN
+-122.53,37.65,20.0,4582.0,1124.0,2325.0,1040.0,4.0556,275000.0,NEAR OCEAN
+-122.48,37.65,39.0,3348.0,666.0,1817.0,668.0,4.2593,227400.0,NEAR OCEAN
+-122.49,37.63,31.0,3109.0,621.0,1472.0,618.0,5.155,263900.0,NEAR OCEAN
+-122.49,37.63,34.0,696.0,145.0,398.0,162.0,3.525,254100.0,NEAR OCEAN
+-122.49,37.63,31.0,1256.0,328.0,785.0,297.0,3.2446,234600.0,NEAR OCEAN
+-122.53,37.63,27.0,2589.0,658.0,1386.0,608.0,2.9087,228200.0,NEAR OCEAN
+-122.48,37.64,7.0,120.0,21.0,50.0,27.0,12.5,281000.0,NEAR OCEAN
+-122.47,37.61,34.0,4551.0,837.0,2208.0,834.0,5.4364,279300.0,NEAR OCEAN
+-122.54,37.62,35.0,1481.0,277.0,747.0,254.0,4.4286,262100.0,NEAR OCEAN
+-122.49,37.59,35.0,2683.0,475.0,1498.0,484.0,5.1282,262500.0,NEAR OCEAN
+-122.5,37.59,36.0,1521.0,253.0,736.0,241.0,4.3542,237500.0,NEAR OCEAN
+-122.5,37.6,35.0,2197.0,369.0,971.0,326.0,4.25,241700.0,NEAR OCEAN
+-122.55,37.59,31.0,1331.0,245.0,598.0,225.0,4.1827,345500.0,NEAR OCEAN
+-122.51,37.58,20.0,64.0,21.0,59.0,21.0,2.2375,450000.0,NEAR OCEAN
+-122.49,37.6,33.0,3507.0,669.0,1697.0,660.0,4.0795,270600.0,NEAR OCEAN
+-122.48,37.59,29.0,5889.0,959.0,2784.0,923.0,5.3991,273000.0,NEAR OCEAN
+-122.48,37.57,34.0,4648.0,806.0,2282.0,814.0,4.5556,249000.0,NEAR OCEAN
+-122.46,37.59,21.0,12902.0,2118.0,6160.0,2082.0,5.7653,325800.0,NEAR OCEAN
+-122.46,37.63,22.0,6728.0,1382.0,3783.0,1310.0,5.0479,280400.0,NEAR OCEAN
+-122.45,37.62,26.0,3507.0,512.0,1712.0,509.0,6.7206,344600.0,NEAR OCEAN
+-122.45,37.63,28.0,4946.0,848.0,2683.0,824.0,5.748,302100.0,NEAR OCEAN
+-122.44,37.63,35.0,5113.0,959.0,3004.0,964.0,4.7625,281300.0,NEAR OCEAN
+-122.43,37.63,34.0,4135.0,687.0,2154.0,742.0,4.9732,342300.0,NEAR OCEAN
+-122.43,37.61,21.0,10252.0,2595.0,4790.0,2428.0,4.1692,344500.0,NEAR OCEAN
+-122.41,37.62,49.0,1464.0,302.0,636.0,259.0,4.25,284100.0,NEAR OCEAN
+-122.41,37.61,46.0,2975.0,643.0,1479.0,577.0,3.8214,273600.0,NEAR OCEAN
+-122.42,37.61,37.0,1866.0,300.0,822.0,305.0,4.7,341300.0,NEAR OCEAN
+-122.42,37.62,39.0,1355.0,214.0,682.0,246.0,6.3443,324700.0,NEAR OCEAN
+-122.42,37.62,40.0,1545.0,264.0,756.0,282.0,4.4643,308100.0,NEAR OCEAN
+-122.42,37.61,17.0,1040.0,432.0,669.0,405.0,4.1513,137500.0,NEAR OCEAN
+-122.42,37.63,46.0,1811.0,337.0,796.0,333.0,3.43,292900.0,NEAR OCEAN
+-122.42,37.62,43.0,2367.0,409.0,1141.0,400.0,4.8295,319000.0,NEAR OCEAN
+-122.42,37.62,36.0,1017.0,165.0,407.0,159.0,4.8,306800.0,NEAR OCEAN
+-122.42,37.62,36.0,1538.0,256.0,671.0,247.0,4.4091,317900.0,NEAR OCEAN
+-122.41,37.62,39.0,3119.0,758.0,1807.0,696.0,3.2216,242700.0,NEAR OCEAN
+-122.4,37.62,32.0,3586.0,921.0,2249.0,911.0,3.1058,253000.0,NEAR OCEAN
+-122.41,37.63,39.0,4220.0,1055.0,2720.0,1046.0,2.639,242500.0,NEAR OCEAN
+-122.42,37.64,41.0,98.0,20.0,68.0,19.0,2.225,212500.0,NEAR OCEAN
+-122.43,37.63,15.0,2748.0,997.0,1447.0,901.0,3.5214,144200.0,NEAR OCEAN
+-122.42,37.63,46.0,66.0,11.0,30.0,12.0,2.375,275000.0,NEAR OCEAN
+-122.41,37.63,37.0,1252.0,275.0,878.0,287.0,4.2262,228500.0,NEAR OCEAN
+-122.41,37.63,35.0,865.0,226.0,602.0,217.0,3.0,229100.0,NEAR OCEAN
+-122.4,37.62,44.0,1619.0,362.0,1064.0,335.0,4.0238,224200.0,NEAR OCEAN
+-122.41,37.64,38.0,1204.0,268.0,921.0,247.0,4.4464,215400.0,NEAR OCEAN
+-122.4,37.61,35.0,2084.0,549.0,1077.0,545.0,3.1628,318400.0,NEAR OCEAN
+-122.38,37.6,33.0,2577.0,590.0,1867.0,566.0,3.3632,265100.0,NEAR OCEAN
+-122.39,37.6,36.0,1770.0,499.0,1225.0,459.0,2.56,273100.0,NEAR OCEAN
+-122.41,37.61,42.0,1602.0,262.0,705.0,255.0,5.7398,336400.0,NEAR OCEAN
+-122.41,37.61,43.0,1934.0,303.0,847.0,300.0,4.7381,347400.0,NEAR OCEAN
+-122.41,37.6,31.0,4424.0,834.0,1915.0,817.0,4.1364,412000.0,NEAR OCEAN
+-122.42,37.6,34.0,3562.0,565.0,1542.0,563.0,5.8783,405100.0,NEAR OCEAN
+-122.41,37.6,26.0,2754.0,402.0,1128.0,395.0,6.3719,466900.0,NEAR OCEAN
+-122.41,37.59,34.0,3931.0,622.0,1717.0,621.0,6.2946,450000.0,NEAR OCEAN
+-122.41,37.59,40.0,2401.0,383.0,894.0,356.0,5.6493,422400.0,NEAR OCEAN
+-122.4,37.6,30.0,5351.0,1134.0,2558.0,1074.0,3.5817,369300.0,NEAR OCEAN
+-122.4,37.6,52.0,1380.0,203.0,530.0,210.0,6.221,420300.0,NEAR OCEAN
+-122.39,37.6,44.0,2304.0,384.0,986.0,379.0,4.652,387100.0,NEAR OCEAN
+-122.39,37.6,34.0,707.0,,381.0,156.0,4.375,340900.0,NEAR OCEAN
+-122.39,37.59,32.0,4497.0,,1846.0,715.0,6.1323,500001.0,NEAR OCEAN
+-122.4,37.59,22.0,2754.0,477.0,1163.0,479.0,6.2306,500001.0,NEAR OCEAN
+-122.38,37.59,31.0,3052.0,844.0,1581.0,788.0,3.0744,457700.0,NEAR OCEAN
+-122.38,37.59,44.0,2089.0,348.0,837.0,317.0,4.6628,459200.0,NEAR OCEAN
+-122.39,37.58,36.0,6026.0,852.0,2314.0,892.0,7.8997,500001.0,NEAR OCEAN
+-122.4,37.58,26.0,3281.0,,1145.0,480.0,6.358,500001.0,NEAR OCEAN
+-122.39,37.59,33.0,2064.0,299.0,813.0,303.0,6.0374,500001.0,NEAR OCEAN
+-122.39,37.57,35.0,520.0,83.0,185.0,76.0,6.4865,450000.0,NEAR OCEAN
+-122.37,37.6,26.0,15.0,3.0,11.0,3.0,5.048,350000.0,NEAR OCEAN
+-122.37,37.59,39.0,4645.0,1196.0,2156.0,1113.0,3.4412,353800.0,NEAR OCEAN
+-122.38,37.59,49.0,1657.0,266.0,613.0,270.0,5.7837,378100.0,NEAR OCEAN
+-122.37,37.59,52.0,2272.0,403.0,963.0,376.0,5.7245,500000.0,NEAR OCEAN
+-122.37,37.58,52.0,2188.0,361.0,917.0,357.0,4.4,500000.0,NEAR OCEAN
+-122.38,37.58,52.0,1704.0,226.0,671.0,243.0,8.4704,500001.0,NEAR OCEAN
+-122.38,37.58,52.0,2039.0,299.0,772.0,303.0,6.471,500001.0,NEAR OCEAN
+-122.36,37.58,52.0,3084.0,595.0,1324.0,571.0,5.0756,374200.0,NEAR OCEAN
+-122.36,37.58,37.0,3325.0,734.0,1468.0,692.0,4.0987,434000.0,NEAR OCEAN
+-122.37,37.58,43.0,2506.0,432.0,967.0,428.0,4.7404,500001.0,NEAR OCEAN
+-122.37,37.58,52.0,1900.0,290.0,665.0,276.0,4.5486,500001.0,NEAR OCEAN
+-122.34,37.59,44.0,1395.0,269.0,736.0,288.0,5.6206,386400.0,NEAR OCEAN
+-122.33,37.58,40.0,2362.0,468.0,992.0,425.0,4.7917,359900.0,NEAR OCEAN
+-122.34,37.58,50.0,2784.0,743.0,1622.0,698.0,3.8413,372200.0,NEAR OCEAN
+-122.35,37.58,52.0,2495.0,458.0,1081.0,471.0,4.0855,410800.0,NEAR OCEAN
+-122.36,37.59,20.0,2638.0,854.0,1352.0,718.0,3.5125,350600.0,NEAR OCEAN
+-122.35,37.58,30.0,5039.0,1564.0,2129.0,1536.0,3.3469,345000.0,NEAR OCEAN
+-122.35,37.58,26.0,854.0,246.0,396.0,231.0,2.8393,375000.0,NEAR OCEAN
+-122.34,37.57,39.0,2647.0,616.0,1254.0,555.0,4.2407,433800.0,NEAR OCEAN
+-122.35,37.57,52.0,2059.0,345.0,800.0,308.0,4.97,500001.0,NEAR OCEAN
+-122.37,37.58,34.0,2697.0,313.0,810.0,279.0,12.4291,500001.0,NEAR OCEAN
+-122.36,37.57,35.0,1774.0,205.0,588.0,207.0,10.7339,500001.0,NEAR OCEAN
+-122.36,37.56,32.0,4684.0,540.0,1512.0,511.0,15.0001,500001.0,NEAR OCEAN
+-122.37,37.56,21.0,7189.0,874.0,2440.0,846.0,11.6833,500001.0,NEAR OCEAN
+-122.34,37.56,39.0,3562.0,391.0,1139.0,391.0,12.6417,500001.0,NEAR OCEAN
+-122.34,37.55,25.0,4470.0,518.0,1507.0,504.0,13.3913,500001.0,NEAR OCEAN
+-122.36,37.54,23.0,6184.0,747.0,2165.0,700.0,10.1675,500001.0,NEAR OCEAN
+-122.35,37.56,52.0,1659.0,191.0,519.0,201.0,14.4219,500001.0,NEAR OCEAN
+-122.34,37.57,52.0,2635.0,408.0,967.0,374.0,7.0422,500001.0,NEAR OCEAN
+-122.34,37.57,52.0,2547.0,373.0,876.0,359.0,8.2598,500001.0,NEAR OCEAN
+-122.35,37.57,52.0,2170.0,269.0,784.0,274.0,10.4286,500001.0,NEAR OCEAN
+-122.34,37.57,28.0,3751.0,949.0,1691.0,846.0,3.9728,300000.0,NEAR OCEAN
+-122.33,37.57,43.0,2543.0,621.0,1301.0,606.0,3.1111,318400.0,NEAR OCEAN
+-122.33,37.57,27.0,3085.0,876.0,1453.0,896.0,3.4333,290000.0,NEAR OCEAN
+-122.33,37.58,27.0,5144.0,1481.0,2518.0,1447.0,3.4836,287900.0,NEAR OCEAN
+-122.33,37.58,28.0,2784.0,736.0,1534.0,685.0,3.38,285400.0,NEAR OCEAN
+-122.31,37.6,34.0,3225.0,726.0,1958.0,656.0,3.6811,273000.0,NEAR BAY
+-122.31,37.58,44.0,1990.0,442.0,1141.0,424.0,3.9696,258300.0,NEAR BAY
+-122.31,37.57,45.0,1165.0,236.0,845.0,251.0,4.1875,267300.0,NEAR OCEAN
+-122.33,37.58,43.0,1772.0,422.0,1573.0,401.0,2.7474,233100.0,NEAR OCEAN
+-122.32,37.57,42.0,2574.0,614.0,2377.0,588.0,3.2891,237900.0,NEAR OCEAN
+-122.32,37.57,33.0,3384.0,819.0,2626.0,793.0,3.2285,234800.0,NEAR OCEAN
+-122.32,37.57,52.0,499.0,148.0,318.0,145.0,2.9934,256300.0,NEAR OCEAN
+-122.31,37.57,42.0,3157.0,676.0,1603.0,629.0,3.7422,292600.0,NEAR OCEAN
+-122.32,37.56,44.0,537.0,173.0,355.0,194.0,2.8571,250000.0,NEAR OCEAN
+-122.33,37.57,20.0,2126.0,643.0,1112.0,597.0,3.625,283300.0,NEAR OCEAN
+-122.32,37.56,9.0,1150.0,287.0,377.0,243.0,3.8317,237500.0,NEAR OCEAN
+-122.33,37.56,34.0,6394.0,1619.0,2400.0,1496.0,3.4902,500001.0,NEAR OCEAN
+-122.32,37.56,49.0,2016.0,299.0,691.0,288.0,5.549,500001.0,NEAR OCEAN
+-122.32,37.56,26.0,2339.0,704.0,1283.0,654.0,3.162,415000.0,NEAR OCEAN
+-122.33,37.56,50.0,1975.0,245.0,644.0,251.0,10.0743,500001.0,NEAR OCEAN
+-122.32,37.55,50.0,2501.0,433.0,1050.0,410.0,4.6406,500001.0,NEAR OCEAN
+-122.33,37.55,51.0,2565.0,332.0,870.0,309.0,9.3694,500001.0,NEAR OCEAN
+-122.34,37.55,44.0,2465.0,328.0,843.0,324.0,6.9533,500001.0,NEAR OCEAN
+-122.31,37.56,52.0,2351.0,494.0,1126.0,482.0,3.9688,356900.0,NEAR OCEAN
+-122.31,37.55,52.0,900.0,183.0,371.0,166.0,3.25,296400.0,NEAR OCEAN
+-122.32,37.55,46.0,1437.0,266.0,607.0,263.0,4.8068,369700.0,NEAR OCEAN
+-122.32,37.55,44.0,2151.0,411.0,849.0,370.0,4.4583,397100.0,NEAR OCEAN
+-122.33,37.55,33.0,2199.0,312.0,827.0,319.0,6.1349,500001.0,NEAR OCEAN
+-122.32,37.54,34.0,3661.0,692.0,1608.0,656.0,5.0774,407200.0,NEAR OCEAN
+-122.34,37.53,27.0,3339.0,481.0,1354.0,458.0,7.3081,464600.0,NEAR OCEAN
+-122.33,37.53,18.0,4493.0,760.0,1784.0,725.0,6.7042,413000.0,NEAR OCEAN
+-122.35,37.53,27.0,2169.0,305.0,905.0,319.0,7.7743,453100.0,NEAR OCEAN
+-122.34,37.52,34.0,3559.0,560.0,1747.0,550.0,6.6959,411200.0,NEAR OCEAN
+-122.33,37.53,25.0,1729.0,383.0,769.0,352.0,4.0417,458500.0,NEAR OCEAN
+-122.32,37.52,17.0,6645.0,1034.0,2557.0,1032.0,6.3892,480800.0,NEAR OCEAN
+-122.3,37.53,37.0,1338.0,215.0,535.0,221.0,5.4351,376600.0,NEAR OCEAN
+-122.3,37.53,40.0,1833.0,308.0,751.0,306.0,6.0,384200.0,NEAR OCEAN
+-122.3,37.53,38.0,984.0,171.0,429.0,157.0,5.3261,376800.0,NEAR OCEAN
+-122.31,37.52,35.0,1817.0,262.0,659.0,262.0,6.8336,457200.0,NEAR OCEAN
+-122.31,37.53,39.0,1160.0,191.0,508.0,185.0,5.9539,379100.0,NEAR OCEAN
+-122.3,37.54,39.0,4292.0,1097.0,1758.0,987.0,2.9405,340500.0,NEAR OCEAN
+-122.3,37.53,43.0,1748.0,366.0,984.0,371.0,4.5116,337800.0,NEAR OCEAN
+-122.29,37.53,41.0,839.0,190.0,419.0,215.0,5.012,368200.0,NEAR OCEAN
+-122.31,37.54,45.0,1222.0,220.0,492.0,205.0,5.539,396900.0,NEAR OCEAN
+-122.31,37.54,46.0,2444.0,397.0,952.0,402.0,4.75,388200.0,NEAR OCEAN
+-122.31,37.53,41.0,1608.0,269.0,676.0,267.0,4.6125,361700.0,NEAR OCEAN
+-122.32,37.53,39.0,2795.0,464.0,1183.0,443.0,5.779,387100.0,NEAR OCEAN
+-122.31,37.55,27.0,3931.0,933.0,1877.0,851.0,3.9722,354100.0,NEAR OCEAN
+-122.31,37.54,49.0,1340.0,281.0,660.0,284.0,4.163,393800.0,NEAR OCEAN
+-122.31,37.54,38.0,1946.0,407.0,975.0,417.0,4.0726,385400.0,NEAR OCEAN
+-122.31,37.54,42.0,1159.0,261.0,465.0,247.0,3.1842,352800.0,NEAR OCEAN
+-122.3,37.55,35.0,3675.0,735.0,1930.0,715.0,3.9833,342800.0,NEAR OCEAN
+-122.31,37.55,45.0,507.0,140.0,305.0,139.0,2.6159,272900.0,NEAR OCEAN
+-122.31,37.56,45.0,1685.0,321.0,815.0,314.0,4.2955,309700.0,NEAR OCEAN
+-122.31,37.56,36.0,1727.0,340.0,952.0,337.0,4.7917,316000.0,NEAR OCEAN
+-122.31,37.56,45.0,1792.0,301.0,829.0,318.0,4.9013,330100.0,NEAR OCEAN
+-122.31,37.56,40.0,1351.0,330.0,701.0,297.0,3.32,292900.0,NEAR OCEAN
+-122.31,37.57,37.0,1437.0,305.0,979.0,331.0,4.0,273700.0,NEAR OCEAN
+-122.31,37.57,31.0,2197.0,477.0,1193.0,394.0,4.6371,271100.0,NEAR OCEAN
+-122.3,37.57,36.0,1973.0,352.0,1169.0,370.0,5.033,270900.0,NEAR BAY
+-122.3,37.56,37.0,1962.0,367.0,1267.0,382.0,4.7344,271800.0,NEAR OCEAN
+-122.3,37.57,36.0,2406.0,436.0,1189.0,403.0,4.7917,276100.0,NEAR BAY
+-122.29,37.56,34.0,1693.0,281.0,846.0,291.0,5.3683,339400.0,NEAR BAY
+-122.3,37.56,36.0,1379.0,228.0,750.0,227.0,5.5381,282000.0,NEAR OCEAN
+-122.29,37.56,36.0,805.0,140.0,445.0,139.0,5.8221,289400.0,NEAR BAY
+-122.3,37.56,35.0,1873.0,351.0,945.0,333.0,5.5184,274800.0,NEAR OCEAN
+-122.29,37.56,12.0,6474.0,1467.0,2516.0,1390.0,5.0353,305800.0,NEAR BAY
+-122.26,37.55,17.0,4576.0,814.0,1941.0,807.0,5.9572,443800.0,NEAR BAY
+-122.26,37.55,17.0,1321.0,425.0,683.0,408.0,4.7045,500001.0,NEAR BAY
+-122.27,37.55,16.0,4789.0,816.0,1840.0,763.0,6.7474,338200.0,NEAR BAY
+-122.26,37.54,16.0,2118.0,333.0,770.0,318.0,7.2477,376000.0,NEAR BAY
+-122.27,37.55,15.0,1958.0,282.0,811.0,284.0,8.1221,483300.0,NEAR BAY
+-122.28,37.55,17.0,4199.0,629.0,2020.0,630.0,6.1228,375700.0,NEAR BAY
+-122.27,37.56,17.0,3211.0,847.0,1553.0,812.0,4.9434,292100.0,NEAR BAY
+-122.27,37.56,5.0,4921.0,1179.0,1810.0,1073.0,5.6936,322200.0,NEAR BAY
+-122.26,37.54,13.0,1422.0,295.0,395.0,195.0,5.3247,327800.0,NEAR BAY
+-122.26,37.54,5.0,3264.0,442.0,1607.0,453.0,9.1415,500001.0,NEAR BAY
+-122.26,37.54,5.0,1649.0,388.0,779.0,376.0,6.9635,417300.0,NEAR BAY
+-122.27,37.54,5.0,2140.0,420.0,990.0,394.0,6.035,438800.0,NEAR BAY
+-122.27,37.54,16.0,3913.0,565.0,1752.0,557.0,7.3644,419700.0,NEAR BAY
+-122.27,37.54,15.0,2126.0,310.0,905.0,306.0,8.9083,500001.0,NEAR BAY
+-122.26,37.56,23.0,7283.0,1342.0,3399.0,1298.0,5.6683,391000.0,NEAR BAY
+-122.26,37.57,23.0,7995.0,1254.0,3484.0,1198.0,6.5948,404000.0,NEAR BAY
+-122.25,37.56,19.0,7976.0,1406.0,3437.0,1338.0,5.6396,430300.0,NEAR BAY
+-122.29,37.55,27.0,3789.0,874.0,2243.0,866.0,4.39,270100.0,NEAR OCEAN
+-122.28,37.54,24.0,5114.0,1357.0,3169.0,1268.0,3.9699,293200.0,NEAR OCEAN
+-122.29,37.54,43.0,2268.0,438.0,1151.0,449.0,4.9091,293200.0,NEAR OCEAN
+-122.28,37.54,37.0,991.0,180.0,463.0,177.0,5.1701,294200.0,NEAR OCEAN
+-122.29,37.54,39.0,1459.0,285.0,761.0,291.0,5.0081,298100.0,NEAR OCEAN
+-122.29,37.54,41.0,1743.0,349.0,811.0,349.0,4.9464,282400.0,NEAR OCEAN
+-122.29,37.53,35.0,2043.0,511.0,1089.0,504.0,3.0278,310600.0,NEAR OCEAN
+-122.28,37.53,15.0,5417.0,1199.0,2593.0,1098.0,4.8047,438000.0,NEAR OCEAN
+-122.28,37.53,34.0,1980.0,385.0,970.0,391.0,5.1207,310900.0,NEAR OCEAN
+-122.27,37.53,43.0,1145.0,230.0,586.0,254.0,3.5,267400.0,NEAR OCEAN
+-122.28,37.53,25.0,3710.0,1015.0,2068.0,958.0,3.5445,286700.0,NEAR OCEAN
+-122.29,37.52,33.0,4104.0,751.0,1837.0,771.0,5.3506,388100.0,NEAR OCEAN
+-122.28,37.52,27.0,2958.0,655.0,1285.0,577.0,4.0801,397800.0,NEAR OCEAN
+-122.28,37.52,29.0,1526.0,355.0,724.0,315.0,4.0313,435200.0,NEAR OCEAN
+-122.28,37.52,38.0,2197.0,357.0,1228.0,373.0,5.4719,397900.0,NEAR OCEAN
+-122.29,37.52,38.0,3767.0,603.0,1455.0,615.0,6.8787,386800.0,NEAR OCEAN
+-122.3,37.52,38.0,2769.0,387.0,994.0,395.0,5.5902,417000.0,NEAR OCEAN
+-122.3,37.51,35.0,2789.0,445.0,1156.0,404.0,5.4322,391000.0,NEAR OCEAN
+-122.3,37.52,32.0,2297.0,347.0,871.0,342.0,8.1039,382200.0,NEAR OCEAN
+-122.31,37.52,24.0,2328.0,335.0,969.0,354.0,7.7364,435800.0,NEAR OCEAN
+-122.32,37.52,26.0,4042.0,591.0,1611.0,578.0,8.4693,419200.0,NEAR OCEAN
+-122.31,37.5,22.0,14034.0,3020.0,6266.0,2952.0,4.3939,491200.0,NEAR OCEAN
+-122.27,37.52,35.0,1051.0,259.0,517.0,234.0,3.7,339700.0,NEAR OCEAN
+-122.27,37.51,36.0,1406.0,224.0,598.0,237.0,5.8964,414800.0,NEAR OCEAN
+-122.29,37.51,35.0,3040.0,520.0,1374.0,518.0,6.1004,426400.0,NEAR OCEAN
+-122.26,37.52,34.0,483.0,131.0,291.0,157.0,3.0833,256300.0,NEAR OCEAN
+-122.26,37.51,46.0,672.0,149.0,351.0,136.0,5.3264,258100.0,NEAR OCEAN
+-122.25,37.51,45.0,989.0,174.0,504.0,180.0,4.8382,289400.0,NEAR OCEAN
+-122.25,37.5,44.0,348.0,79.0,154.0,73.0,4.7708,253800.0,NEAR OCEAN
+-122.27,37.51,39.0,3996.0,793.0,1744.0,761.0,4.5075,364900.0,NEAR OCEAN
+-122.26,37.51,29.0,3703.0,1075.0,1611.0,1025.0,2.7075,323800.0,NEAR OCEAN
+-122.26,37.5,24.0,2307.0,510.0,842.0,507.0,3.6111,341500.0,NEAR OCEAN
+-122.26,37.5,52.0,878.0,186.0,393.0,186.0,3.7045,360500.0,NEAR OCEAN
+-122.25,37.5,45.0,1812.0,336.0,752.0,329.0,4.95,345000.0,NEAR OCEAN
+-122.25,37.49,43.0,2607.0,477.0,1225.0,461.0,4.224,349600.0,NEAR OCEAN
+-122.25,37.49,40.0,2709.0,521.0,1156.0,510.0,4.6366,395500.0,NEAR OCEAN
+-122.25,37.49,44.0,4420.0,743.0,1790.0,735.0,6.142,394700.0,NEAR OCEAN
+-122.26,37.5,44.0,6983.0,1131.0,2818.0,1115.0,5.6271,374800.0,NEAR OCEAN
+-122.28,37.51,33.0,4719.0,,1980.0,757.0,6.1064,405000.0,NEAR OCEAN
+-122.28,37.5,33.0,6499.0,998.0,2694.0,957.0,7.4787,431300.0,NEAR OCEAN
+-122.28,37.49,25.0,7335.0,1157.0,2626.0,1049.0,6.5475,500001.0,NEAR OCEAN
+-122.28,37.49,29.0,4148.0,635.0,1638.0,627.0,6.912,457200.0,NEAR OCEAN
+-122.27,37.48,26.0,3542.0,507.0,1392.0,524.0,8.5184,500001.0,NEAR OCEAN
+-122.26,37.48,34.0,4453.0,682.0,1805.0,672.0,5.6038,451300.0,NEAR OCEAN
+-122.29,37.48,15.0,5480.0,892.0,2009.0,831.0,7.4678,500001.0,NEAR OCEAN
+-122.27,37.47,44.0,3022.0,473.0,1235.0,477.0,6.7058,495900.0,NEAR OCEAN
+-122.26,37.46,26.0,5067.0,750.0,1996.0,728.0,7.0001,500001.0,NEAR OCEAN
+-122.28,37.47,44.0,863.0,114.0,281.0,99.0,6.8879,500001.0,NEAR OCEAN
+-122.24,37.47,41.0,1183.0,203.0,455.0,171.0,5.1071,314100.0,NEAR OCEAN
+-122.25,37.48,37.0,3507.0,569.0,1663.0,608.0,5.0863,440300.0,NEAR OCEAN
+-122.24,37.47,40.0,1504.0,270.0,689.0,287.0,6.1244,308800.0,NEAR OCEAN
+-122.25,37.47,38.0,645.0,124.0,265.0,103.0,5.4688,305000.0,NEAR OCEAN
+-122.25,37.47,35.0,3183.0,515.0,1313.0,487.0,5.9062,383200.0,NEAR OCEAN
+-122.25,37.48,45.0,2743.0,390.0,974.0,400.0,7.1621,500001.0,NEAR OCEAN
+-122.24,37.48,45.0,4126.0,696.0,1722.0,668.0,4.8966,362100.0,NEAR OCEAN
+-122.24,37.48,40.0,4459.0,1027.0,2080.0,982.0,3.5322,361900.0,NEAR OCEAN
+-122.24,37.48,47.0,2423.0,407.0,1010.0,407.0,6.2154,362700.0,NEAR OCEAN
+-122.24,37.49,30.0,2956.0,590.0,1191.0,594.0,3.7463,427600.0,NEAR OCEAN
+-122.24,37.49,38.0,4105.0,950.0,2561.0,909.0,3.8684,265600.0,NEAR OCEAN
+-122.21,37.48,39.0,1535.0,340.0,1204.0,370.0,2.8482,247200.0,NEAR BAY
+-122.23,37.49,11.0,840.0,329.0,1338.0,345.0,2.3333,241700.0,NEAR OCEAN
+-122.21,37.49,24.0,2528.0,947.0,2437.0,861.0,2.2746,225000.0,NEAR BAY
+-122.22,37.48,47.0,2570.0,783.0,3107.0,724.0,2.8058,229500.0,NEAR OCEAN
+-122.22,37.48,34.0,1541.0,584.0,1564.0,558.0,2.56,250000.0,NEAR OCEAN
+-122.24,37.49,19.0,322.0,112.0,191.0,102.0,2.5833,500001.0,NEAR OCEAN
+-122.24,37.55,3.0,6164.0,1175.0,2198.0,975.0,6.7413,435900.0,NEAR BAY
+-122.25,37.53,16.0,4428.0,664.0,1677.0,623.0,7.6864,422500.0,NEAR BAY
+-122.26,37.53,4.0,5233.0,1109.0,1690.0,907.0,6.2007,311800.0,NEAR BAY
+-122.25,37.52,14.0,1472.0,291.0,876.0,292.0,4.3594,366000.0,NEAR BAY
+-122.21,37.52,18.0,2962.0,945.0,1639.0,851.0,2.7399,87500.0,NEAR BAY
+-122.19,37.48,35.0,7067.0,1646.0,5380.0,1597.0,4.1776,265300.0,NEAR BAY
+-122.21,37.48,20.0,505.0,216.0,326.0,216.0,2.9286,237500.0,NEAR BAY
+-122.21,37.48,37.0,1326.0,335.0,1771.0,335.0,3.0147,218100.0,NEAR BAY
+-122.2,37.48,32.0,640.0,166.0,991.0,160.0,1.9844,270000.0,NEAR BAY
+-122.2,37.48,41.0,733.0,155.0,652.0,140.0,5.1654,233600.0,NEAR BAY
+-122.2,37.48,30.0,1170.0,258.0,610.0,243.0,3.4427,263500.0,NEAR BAY
+-122.19,37.48,45.0,886.0,165.0,492.0,173.0,4.2708,267000.0,NEAR BAY
+-122.19,37.48,38.0,1300.0,269.0,608.0,292.0,4.5568,286900.0,NEAR BAY
+-122.19,37.47,44.0,1371.0,263.0,589.0,301.0,4.8068,312300.0,NEAR BAY
+-122.2,37.47,44.0,1927.0,332.0,846.0,362.0,4.2083,278200.0,NEAR BAY
+-122.2,37.47,37.0,1053.0,266.0,939.0,267.0,3.1989,320800.0,NEAR BAY
+-122.2,37.47,37.0,1403.0,369.0,1587.0,331.0,2.8258,232800.0,NEAR BAY
+-122.21,37.47,33.0,1266.0,415.0,1991.0,334.0,2.92,202800.0,NEAR OCEAN
+-122.21,37.47,26.0,1777.0,555.0,1966.0,497.0,3.0472,211000.0,NEAR OCEAN
+-122.21,37.47,43.0,733.0,162.0,497.0,175.0,3.2708,255300.0,NEAR OCEAN
+-122.22,37.47,23.0,7740.0,1943.0,4124.0,1743.0,3.3268,322800.0,NEAR OCEAN
+-122.22,37.47,35.0,367.0,113.0,398.0,109.0,2.5,166700.0,NEAR OCEAN
+-122.22,37.47,28.0,5956.0,1612.0,3571.0,1549.0,3.1864,272800.0,NEAR OCEAN
+-122.23,37.48,33.0,3108.0,805.0,1895.0,717.0,3.3015,267700.0,NEAR OCEAN
+-122.23,37.47,39.0,5264.0,1259.0,3057.0,1265.0,3.623,276600.0,NEAR OCEAN
+-122.23,37.48,38.0,1578.0,399.0,879.0,388.0,2.7969,298400.0,NEAR OCEAN
+-122.24,37.47,35.0,2283.0,491.0,1148.0,436.0,4.5556,318600.0,NEAR OCEAN
+-122.24,37.47,36.0,2021.0,433.0,1117.0,432.0,3.929,303100.0,NEAR OCEAN
+-122.23,37.46,33.0,2643.0,464.0,1015.0,427.0,4.2232,363700.0,NEAR OCEAN
+-122.23,37.46,26.0,4670.0,1039.0,2103.0,933.0,4.4167,333800.0,NEAR OCEAN
+-122.25,37.46,33.0,6841.0,950.0,2681.0,980.0,7.1088,443300.0,NEAR OCEAN
+-122.24,37.46,36.0,4686.0,781.0,2254.0,845.0,6.1043,343500.0,NEAR OCEAN
+-122.26,37.45,17.0,2742.0,441.0,986.0,421.0,5.9285,496000.0,NEAR OCEAN
+-122.23,37.46,36.0,6090.0,1057.0,3081.0,1075.0,5.6629,343600.0,NEAR OCEAN
+-122.22,37.46,37.0,2586.0,495.0,1208.0,502.0,4.3214,342700.0,NEAR OCEAN
+-122.23,37.45,34.0,4177.0,723.0,1586.0,660.0,5.0457,395100.0,NEAR OCEAN
+-122.23,37.45,29.0,1617.0,235.0,758.0,246.0,7.7932,469900.0,NEAR OCEAN
+-122.22,37.46,13.0,2888.0,546.0,1182.0,504.0,6.0255,409300.0,NEAR OCEAN
+-122.2,37.46,40.0,1723.0,208.0,976.0,209.0,9.8892,500001.0,NEAR OCEAN
+-122.2,37.44,31.0,2328.0,270.0,722.0,247.0,15.0001,500001.0,NEAR OCEAN
+-122.22,37.44,32.0,4281.0,501.0,1318.0,484.0,15.0001,500001.0,NEAR OCEAN
+-122.21,37.46,48.0,2560.0,322.0,921.0,301.0,10.8758,500001.0,NEAR OCEAN
+-122.21,37.46,40.0,1777.0,207.0,577.0,207.0,15.0001,500001.0,NEAR OCEAN
+-122.18,37.46,40.0,2529.0,293.0,831.0,258.0,15.0001,500001.0,NEAR BAY
+-122.2,37.47,40.0,2959.0,389.0,985.0,365.0,9.9025,500001.0,NEAR BAY
+-122.18,37.47,37.0,2848.0,328.0,852.0,327.0,13.367,500001.0,NEAR BAY
+-122.16,37.47,44.0,2581.0,437.0,1006.0,414.0,5.397,341700.0,NEAR BAY
+-122.17,37.48,39.0,2427.0,401.0,1178.0,408.0,5.9629,352700.0,NEAR BAY
+-122.16,37.47,33.0,3687.0,852.0,3091.0,852.0,2.6506,162600.0,NEAR BAY
+-122.16,37.48,36.0,2238.0,479.0,1949.0,457.0,2.3769,157300.0,NEAR BAY
+-122.14,37.5,46.0,30.0,4.0,13.0,5.0,15.0001,500001.0,NEAR BAY
+-122.14,37.48,36.0,1210.0,236.0,981.0,239.0,4.0039,148900.0,NEAR BAY
+-122.14,37.47,36.0,2081.0,412.0,1931.0,373.0,3.7917,160600.0,NEAR BAY
+-122.12,37.48,36.0,880.0,177.0,795.0,188.0,3.8194,159400.0,NEAR BAY
+-122.13,37.47,25.0,1630.0,353.0,1546.0,371.0,5.0893,173400.0,NEAR BAY
+-122.13,37.46,37.0,1576.0,334.0,1385.0,323.0,2.5294,159400.0,NEAR BAY
+-122.13,37.46,35.0,1321.0,300.0,1133.0,287.0,3.7312,159600.0,NEAR BAY
+-122.12,37.45,38.0,1276.0,314.0,955.0,287.0,2.0096,155700.0,NEAR BAY
+-122.13,37.46,31.0,2247.0,573.0,1711.0,511.0,3.2642,185600.0,NEAR BAY
+-122.13,37.47,30.0,1480.0,294.0,1126.0,301.0,4.983,166700.0,NEAR BAY
+-122.14,37.47,37.0,3373.0,815.0,2909.0,705.0,2.8868,156600.0,NEAR BAY
+-122.15,37.47,37.0,1844.0,382.0,1634.0,417.0,2.7993,145500.0,NEAR BAY
+-122.15,37.47,38.0,1560.0,301.0,1331.0,316.0,3.0521,151500.0,NEAR BAY
+-122.15,37.46,30.0,4198.0,1244.0,2678.0,1147.0,3.6712,308600.0,NEAR BAY
+-122.14,37.46,27.0,5580.0,2009.0,4165.0,1763.0,2.4375,189000.0,NEAR BAY
+-122.15,37.47,39.0,1295.0,239.0,566.0,242.0,5.6407,326400.0,NEAR BAY
+-122.15,37.46,42.0,1995.0,412.0,794.0,374.0,5.6234,379600.0,NEAR BAY
+-122.16,37.46,45.0,2068.0,348.0,844.0,366.0,6.227,417800.0,NEAR BAY
+-122.16,37.45,50.0,196.0,41.0,76.0,42.0,7.6129,412500.0,NEAR BAY
+-122.16,37.46,32.0,2663.0,661.0,1403.0,733.0,4.2667,410200.0,NEAR BAY
+-122.17,37.46,47.0,2312.0,332.0,1044.0,282.0,9.459,500001.0,NEAR BAY
+-122.19,37.46,34.0,5419.0,1183.0,2002.0,1138.0,4.1985,500001.0,NEAR BAY
+-122.17,37.45,33.0,1828.0,396.0,766.0,378.0,4.4531,500001.0,NEAR BAY
+-122.17,37.45,35.0,1025.0,242.0,388.0,232.0,5.1995,500001.0,NEAR BAY
+-122.18,37.45,43.0,2061.0,437.0,817.0,385.0,4.4688,460200.0,NEAR BAY
+-122.18,37.45,37.0,5257.0,1360.0,2128.0,1264.0,4.0,394300.0,NEAR BAY
+-122.19,37.45,18.0,1636.0,414.0,853.0,439.0,5.1032,464600.0,NEAR OCEAN
+-122.18,37.44,44.0,2237.0,347.0,948.0,346.0,8.2436,500001.0,NEAR OCEAN
+-122.19,37.44,38.0,3383.0,456.0,1203.0,465.0,9.3198,500001.0,NEAR OCEAN
+-122.19,37.44,39.0,4402.0,618.0,1616.0,631.0,8.9955,500001.0,NEAR OCEAN
+-122.2,37.43,38.0,3626.0,528.0,1350.0,532.0,7.3681,500001.0,NEAR OCEAN
+-122.21,37.44,35.0,1140.0,193.0,486.0,199.0,4.6908,500001.0,NEAR OCEAN
+-122.2,37.43,40.0,2223.0,412.0,1050.0,417.0,5.2421,444500.0,NEAR OCEAN
+-122.19,37.43,39.0,2392.0,420.0,937.0,406.0,6.6136,472800.0,NEAR OCEAN
+-122.2,37.43,22.0,3294.0,744.0,1337.0,655.0,5.2391,500001.0,NEAR OCEAN
+-122.21,37.43,33.0,1606.0,254.0,727.0,271.0,8.6963,500001.0,NEAR OCEAN
+-122.21,37.43,23.0,5741.0,1012.0,1843.0,888.0,5.7211,500001.0,NEAR OCEAN
+-122.23,37.42,16.0,1945.0,320.0,512.0,300.0,7.4542,500001.0,NEAR OCEAN
+-122.19,37.42,47.0,932.0,167.0,295.0,116.0,8.4375,500001.0,NEAR OCEAN
+-122.21,37.43,20.0,975.0,134.0,324.0,146.0,9.7796,500001.0,NEAR OCEAN
+-122.21,37.42,28.0,564.0,72.0,191.0,79.0,11.9666,500001.0,NEAR OCEAN
+-122.2,37.4,37.0,1296.0,194.0,540.0,192.0,8.2782,500001.0,NEAR OCEAN
+-122.2,37.4,30.0,2612.0,338.0,980.0,324.0,10.0481,500001.0,NEAR OCEAN
+-122.21,37.38,28.0,4518.0,578.0,1489.0,559.0,11.3176,500001.0,NEAR OCEAN
+-122.2,37.35,17.0,3095.0,442.0,1173.0,424.0,13.2986,500001.0,NEAR BAY
+-122.21,37.37,34.0,1476.0,217.0,613.0,223.0,8.2883,500001.0,NEAR OCEAN
+-122.22,37.37,26.0,440.0,202.0,322.0,218.0,5.1831,350000.0,NEAR OCEAN
+-122.22,37.36,34.0,1559.0,243.0,600.0,242.0,8.7382,500001.0,NEAR OCEAN
+-122.22,37.4,32.0,2297.0,287.0,814.0,283.0,15.0001,500001.0,NEAR OCEAN
+-122.25,37.45,34.0,2999.0,365.0,927.0,369.0,10.2811,500001.0,NEAR OCEAN
+-122.27,37.45,41.0,830.0,136.0,353.0,153.0,6.3824,500001.0,NEAR OCEAN
+-122.24,37.43,36.0,2410.0,361.0,934.0,377.0,7.652,500001.0,NEAR OCEAN
+-122.27,37.43,33.0,1601.0,223.0,629.0,215.0,15.0001,500001.0,NEAR OCEAN
+-122.25,37.39,33.0,370.0,42.0,153.0,53.0,10.6514,500001.0,NEAR OCEAN
+-122.26,37.38,28.0,1103.0,164.0,415.0,154.0,7.8633,500001.0,NEAR OCEAN
+-122.29,37.41,30.0,6373.0,854.0,2149.0,798.0,10.6868,500001.0,NEAR OCEAN
+-122.46,37.51,23.0,949.0,151.0,399.0,149.0,5.6286,411300.0,NEAR OCEAN
+-122.47,37.5,18.0,2297.0,416.0,1086.0,381.0,4.875,334600.0,NEAR OCEAN
+-122.47,37.5,25.0,950.0,259.0,404.0,195.0,3.1937,319200.0,NEAR OCEAN
+-122.48,37.51,22.0,1564.0,278.0,761.0,270.0,4.7578,318500.0,NEAR OCEAN
+-122.47,37.51,15.0,4974.0,764.0,2222.0,774.0,6.7606,364300.0,NEAR OCEAN
+-122.44,37.52,16.0,7077.0,1179.0,3502.0,1148.0,5.9919,345100.0,NEAR OCEAN
+-122.53,37.5,19.0,4768.0,807.0,2199.0,805.0,6.1896,331100.0,NEAR OCEAN
+-122.49,37.54,15.0,3456.0,545.0,1527.0,535.0,6.3256,368000.0,NEAR OCEAN
+-122.51,37.53,17.0,1574.0,262.0,672.0,241.0,7.2929,355800.0,NEAR OCEAN
+-122.5,37.51,11.0,749.0,137.0,355.0,124.0,8.2364,371800.0,NEAR OCEAN
+-122.49,37.5,21.0,1209.0,309.0,801.0,259.0,4.5625,500000.0,NEAR OCEAN
+-122.43,37.43,17.0,11999.0,2249.0,5467.0,1989.0,4.8405,354300.0,NEAR OCEAN
+-122.34,37.46,21.0,1799.0,293.0,576.0,277.0,7.439,500001.0,NEAR OCEAN
+-122.38,37.34,33.0,1054.0,209.0,400.0,161.0,7.7773,456300.0,NEAR OCEAN
+-122.33,37.39,52.0,573.0,102.0,232.0,92.0,6.2263,500001.0,NEAR OCEAN
+-122.27,37.32,37.0,2607.0,534.0,1346.0,507.0,5.3951,277700.0,NEAR OCEAN
+-122.27,37.24,30.0,2762.0,593.0,1581.0,502.0,5.1002,319400.0,NEAR OCEAN
+-122.38,37.18,52.0,1746.0,315.0,941.0,220.0,3.3047,286100.0,NEAR OCEAN
+-119.77,34.44,24.0,5652.0,1313.0,2312.0,1294.0,2.4717,295300.0,NEAR OCEAN
+-119.78,34.45,9.0,1830.0,353.0,1515.0,220.0,4.2109,450000.0,NEAR OCEAN
+-119.79,34.45,24.0,2746.0,433.0,1076.0,380.0,5.8635,348700.0,NEAR OCEAN
+-119.75,34.45,26.0,3578.0,677.0,1504.0,618.0,4.1375,395000.0,NEAR OCEAN
+-119.75,34.44,28.0,1080.0,298.0,524.0,251.0,1.8432,327300.0,NEAR OCEAN
+-119.76,34.44,28.0,1985.0,582.0,1092.0,548.0,2.4701,290900.0,NEAR OCEAN
+-119.75,34.45,6.0,2864.0,,1404.0,603.0,5.5073,263800.0,NEAR OCEAN
+-119.78,34.48,21.0,2377.0,322.0,1007.0,328.0,7.9248,500001.0,NEAR OCEAN
+-119.75,34.5,26.0,3563.0,579.0,1479.0,575.0,5.9522,438400.0,<1H OCEAN
+-119.78,34.45,23.0,2077.0,306.0,705.0,256.0,6.4744,500001.0,NEAR OCEAN
+-119.73,34.44,38.0,1729.0,,801.0,395.0,3.1364,357500.0,NEAR OCEAN
+-119.73,34.43,35.0,2703.0,654.0,1383.0,631.0,4.5278,340400.0,NEAR OCEAN
+-119.74,34.44,26.0,4257.0,1031.0,1861.0,950.0,3.4047,294500.0,NEAR OCEAN
+-119.72,34.43,30.0,2491.0,656.0,1091.0,576.0,2.5139,279500.0,<1H OCEAN
+-119.72,34.43,27.0,984.0,299.0,777.0,313.0,2.5694,275000.0,<1H OCEAN
+-119.72,34.43,46.0,1332.0,329.0,746.0,310.0,3.6719,357400.0,<1H OCEAN
+-119.72,34.43,36.0,1156.0,309.0,521.0,304.0,2.6014,320600.0,<1H OCEAN
+-119.72,34.43,33.0,1028.0,377.0,753.0,356.0,2.3454,243800.0,<1H OCEAN
+-119.71,34.43,18.0,1170.0,372.0,681.0,346.0,2.1974,255000.0,<1H OCEAN
+-119.71,34.42,31.0,1643.0,499.0,1253.0,499.0,3.1563,267000.0,<1H OCEAN
+-119.71,34.43,47.0,1572.0,417.0,790.0,384.0,2.6429,279200.0,<1H OCEAN
+-119.72,34.44,50.0,3265.0,509.0,1256.0,443.0,6.3997,500001.0,<1H OCEAN
+-119.71,34.44,52.0,1837.0,343.0,711.0,355.0,4.1316,443000.0,<1H OCEAN
+-119.7,34.43,37.0,1462.0,306.0,678.0,322.0,5.1545,418400.0,<1H OCEAN
+-119.71,34.43,48.0,2408.0,536.0,1005.0,497.0,3.5213,458600.0,<1H OCEAN
+-119.7,34.43,39.0,1486.0,467.0,758.0,409.0,2.6875,320600.0,<1H OCEAN
+-119.7,34.43,52.0,977.0,289.0,412.0,272.0,2.125,300000.0,<1H OCEAN
+-119.7,34.47,32.0,3725.0,569.0,1304.0,527.0,7.7261,500001.0,<1H OCEAN
+-119.72,34.47,34.0,3262.0,533.0,1265.0,502.0,5.8411,381800.0,<1H OCEAN
+-119.71,34.45,35.0,2183.0,363.0,988.0,351.0,5.5922,384400.0,<1H OCEAN
+-119.71,34.44,41.0,2220.0,367.0,927.0,355.0,5.3184,376000.0,<1H OCEAN
+-119.72,34.44,43.0,1781.0,342.0,663.0,358.0,4.7,293800.0,<1H OCEAN
+-119.72,34.44,39.0,1489.0,304.0,700.0,268.0,3.8819,289900.0,<1H OCEAN
+-119.73,34.44,48.0,2114.0,390.0,973.0,367.0,4.8021,351100.0,NEAR OCEAN
+-119.73,34.45,44.0,2261.0,328.0,763.0,294.0,6.7449,415600.0,<1H OCEAN
+-119.74,34.44,27.0,1251.0,282.0,503.0,283.0,2.8,353000.0,NEAR OCEAN
+-119.74,34.45,29.0,2526.0,388.0,1092.0,409.0,6.0597,383100.0,<1H OCEAN
+-119.69,34.44,41.0,1989.0,271.0,666.0,269.0,6.8406,500001.0,<1H OCEAN
+-119.69,34.43,44.0,2440.0,485.0,1011.0,442.0,4.149,443600.0,<1H OCEAN
+-119.7,34.43,35.0,1402.0,369.0,654.0,385.0,2.6205,318800.0,<1H OCEAN
+-119.69,34.43,43.0,1257.0,311.0,671.0,263.0,2.875,280600.0,<1H OCEAN
+-119.69,34.43,37.0,2801.0,497.0,1150.0,476.0,5.8311,387700.0,<1H OCEAN
+-119.68,34.44,23.0,2600.0,398.0,917.0,374.0,8.7394,500001.0,<1H OCEAN
+-119.67,34.47,35.0,2700.0,422.0,1995.0,383.0,4.9757,500001.0,<1H OCEAN
+-119.66,34.44,26.0,2790.0,413.0,1014.0,397.0,6.5631,500001.0,<1H OCEAN
+-119.66,34.43,27.0,5509.0,1059.0,2591.0,979.0,3.8456,500001.0,<1H OCEAN
+-119.67,34.44,32.0,3202.0,537.0,1316.0,538.0,5.2888,463800.0,<1H OCEAN
+-119.69,34.43,30.0,1273.0,343.0,1082.0,325.0,2.5104,228100.0,<1H OCEAN
+-119.68,34.43,33.0,1961.0,462.0,1693.0,445.0,2.9896,236000.0,<1H OCEAN
+-119.68,34.43,49.0,1785.0,386.0,1267.0,380.0,3.5208,251200.0,<1H OCEAN
+-119.67,34.38,28.0,1814.0,526.0,849.0,420.0,3.1625,364300.0,<1H OCEAN
+-119.68,34.42,38.0,1452.0,354.0,1139.0,340.0,2.707,236800.0,<1H OCEAN
+-119.67,34.43,39.0,1467.0,381.0,1404.0,374.0,2.3681,241400.0,<1H OCEAN
+-119.67,34.42,37.0,1673.0,444.0,1477.0,446.0,2.0643,246700.0,<1H OCEAN
+-119.67,34.42,23.0,1333.0,393.0,1369.0,381.0,2.5947,232600.0,<1H OCEAN
+-119.7,34.43,52.0,1364.0,460.0,804.0,400.0,2.375,293800.0,<1H OCEAN
+-119.7,34.42,52.0,329.0,109.0,291.0,102.0,1.4722,350000.0,<1H OCEAN
+-119.7,34.42,41.0,725.0,239.0,582.0,214.0,3.1667,362500.0,<1H OCEAN
+-119.69,34.42,17.0,1826.0,544.0,1325.0,532.0,1.2762,253600.0,<1H OCEAN
+-119.69,34.42,52.0,302.0,112.0,392.0,114.0,2.5978,258300.0,<1H OCEAN
+-119.71,34.42,52.0,1838.0,692.0,851.0,576.0,1.4851,237500.0,<1H OCEAN
+-119.71,34.42,49.0,1560.0,436.0,1041.0,411.0,2.925,246900.0,<1H OCEAN
+-119.71,34.42,39.0,1172.0,322.0,606.0,316.0,2.16,259100.0,<1H OCEAN
+-119.71,34.42,50.0,840.0,279.0,488.0,270.0,2.2097,258300.0,<1H OCEAN
+-119.7,34.42,43.0,1802.0,557.0,1490.0,538.0,2.675,247900.0,<1H OCEAN
+-119.7,34.41,52.0,1526.0,458.0,1633.0,449.0,2.2069,226500.0,NEAR OCEAN
+-119.72,34.42,37.0,1635.0,427.0,1027.0,408.0,3.5905,264700.0,NEAR OCEAN
+-119.72,34.42,31.0,1524.0,383.0,1257.0,398.0,2.6019,250000.0,NEAR OCEAN
+-119.72,34.42,49.0,1610.0,370.0,961.0,351.0,2.6983,260100.0,NEAR OCEAN
+-119.72,34.42,52.0,1759.0,387.0,980.0,402.0,4.0125,261000.0,NEAR OCEAN
+-119.71,34.42,52.0,1411.0,324.0,1091.0,306.0,4.1062,252900.0,<1H OCEAN
+-119.71,34.42,23.0,2068.0,658.0,1898.0,570.0,2.5506,230800.0,<1H OCEAN
+-119.71,34.41,31.0,1034.0,319.0,997.0,308.0,2.6538,231800.0,NEAR OCEAN
+-119.73,34.35,20.0,1648.0,319.0,905.0,307.0,4.375,335200.0,NEAR OCEAN
+-119.71,34.36,34.0,1706.0,276.0,628.0,243.0,4.1842,364000.0,NEAR OCEAN
+-119.7,34.36,35.0,1604.0,334.0,904.0,337.0,4.7411,336400.0,NEAR OCEAN
+-119.71,34.4,36.0,1846.0,358.0,748.0,329.0,4.2283,326800.0,NEAR OCEAN
+-119.7,34.4,25.0,1858.0,493.0,865.0,460.0,3.0938,312500.0,NEAR OCEAN
+-119.72,34.41,35.0,871.0,145.0,354.0,154.0,4.3214,341800.0,NEAR OCEAN
+-119.71,34.4,27.0,3782.0,771.0,1742.0,751.0,4.0451,395100.0,NEAR OCEAN
+-119.71,34.41,18.0,1225.0,317.0,694.0,306.0,3.6823,255000.0,NEAR OCEAN
+-119.7,34.41,19.0,1215.0,360.0,1349.0,423.0,2.6607,226500.0,NEAR OCEAN
+-119.7,34.41,19.0,2086.0,575.0,1701.0,530.0,2.8042,236100.0,NEAR OCEAN
+-119.69,34.38,39.0,1383.0,459.0,677.0,362.0,2.25,281300.0,NEAR OCEAN
+-119.69,34.41,44.0,1208.0,357.0,603.0,297.0,2.6103,500000.0,<1H OCEAN
+-119.75,34.43,23.0,2982.0,837.0,1317.0,787.0,3.3776,283200.0,NEAR OCEAN
+-119.74,34.43,26.0,3119.0,562.0,1459.0,562.0,5.0434,340400.0,NEAR OCEAN
+-119.75,34.4,31.0,1997.0,299.0,826.0,301.0,6.8927,500001.0,NEAR OCEAN
+-119.73,34.43,27.0,1448.0,404.0,978.0,338.0,2.303,261000.0,NEAR OCEAN
+-119.73,34.42,23.0,1364.0,227.0,638.0,238.0,5.3279,413900.0,NEAR OCEAN
+-119.73,34.42,25.0,2024.0,312.0,907.0,335.0,5.4127,392800.0,NEAR OCEAN
+-119.72,34.41,35.0,1853.0,375.0,878.0,338.0,4.9044,335300.0,NEAR OCEAN
+-119.74,34.41,30.0,2365.0,417.0,1053.0,409.0,5.5959,346200.0,NEAR OCEAN
+-119.73,34.41,29.0,1769.0,297.0,703.0,269.0,4.4375,350000.0,NEAR OCEAN
+-119.72,34.41,26.0,1648.0,378.0,954.0,405.0,3.2895,335000.0,NEAR OCEAN
+-119.74,34.35,34.0,1664.0,292.0,705.0,257.0,5.0,329400.0,NEAR OCEAN
+-119.74,34.38,32.0,1479.0,287.0,830.0,288.0,5.345,322600.0,NEAR OCEAN
+-119.63,34.42,42.0,1765.0,263.0,753.0,260.0,8.5608,500001.0,<1H OCEAN
+-119.64,34.43,34.0,3045.0,570.0,1002.0,488.0,5.623,500001.0,<1H OCEAN
+-119.63,34.4,29.0,3865.0,814.0,1266.0,613.0,6.0069,500001.0,<1H OCEAN
+-119.64,34.43,32.0,1872.0,318.0,749.0,296.0,4.625,500001.0,<1H OCEAN
+-119.61,34.45,33.0,3597.0,519.0,1207.0,479.0,5.3963,500001.0,<1H OCEAN
+-119.63,34.44,37.0,3188.0,442.0,984.0,376.0,9.4522,500001.0,<1H OCEAN
+-119.61,34.43,16.0,2665.0,391.0,794.0,311.0,9.0267,500001.0,<1H OCEAN
+-119.53,34.41,8.0,1705.0,400.0,886.0,391.0,3.9659,297400.0,<1H OCEAN
+-119.52,34.41,20.0,4489.0,800.0,2867.0,765.0,4.806,279700.0,<1H OCEAN
+-119.51,34.4,24.0,3422.0,596.0,1763.0,601.0,5.2039,301300.0,NEAR OCEAN
+-119.51,34.4,15.0,1112.0,256.0,411.0,245.0,2.0625,314300.0,NEAR OCEAN
+-119.52,34.39,23.0,1414.0,365.0,889.0,345.0,2.6397,250000.0,NEAR OCEAN
+-119.51,34.39,32.0,1921.0,394.0,951.0,334.0,3.233,346000.0,NEAR OCEAN
+-119.52,34.4,20.0,1834.0,477.0,1305.0,417.0,3.2125,251000.0,NEAR OCEAN
+-119.53,34.38,22.0,2323.0,727.0,1301.0,478.0,2.7864,300000.0,NEAR OCEAN
+-119.53,34.4,14.0,1671.0,383.0,1079.0,365.0,3.1389,248700.0,<1H OCEAN
+-119.51,34.46,28.0,3506.0,563.0,1362.0,483.0,6.091,500001.0,<1H OCEAN
+-119.55,34.38,17.0,1951.0,368.0,681.0,350.0,2.7275,500001.0,<1H OCEAN
+-119.57,34.38,22.0,2512.0,426.0,919.0,341.0,5.759,425000.0,<1H OCEAN
+-119.59,34.43,28.0,2718.0,542.0,1066.0,442.0,4.2059,500001.0,<1H OCEAN
+-119.59,34.39,35.0,622.0,170.0,278.0,139.0,3.6969,335000.0,<1H OCEAN
+-119.5,34.35,39.0,308.0,38.0,59.0,21.0,11.7794,500001.0,NEAR OCEAN
+-119.49,34.39,17.0,4617.0,982.0,2303.0,923.0,3.9224,230600.0,NEAR OCEAN
+-119.72,34.77,35.0,2469.0,553.0,1168.0,427.0,2.4583,62100.0,<1H OCEAN
+-120.18,34.75,17.0,2074.0,382.0,1035.0,359.0,3.7958,400000.0,<1H OCEAN
+-120.27,34.72,14.0,1289.0,277.0,693.0,237.0,3.2569,230800.0,<1H OCEAN
+-120.18,34.62,25.0,1337.0,219.0,671.0,225.0,3.1912,226400.0,NEAR OCEAN
+-120.2,34.63,14.0,2647.0,515.0,1487.0,488.0,4.4519,227900.0,NEAR OCEAN
+-120.2,34.61,15.0,2958.0,690.0,1348.0,617.0,3.8582,215200.0,NEAR OCEAN
+-120.13,34.63,11.0,2137.0,339.0,916.0,338.0,5.5221,394900.0,NEAR OCEAN
+-120.12,34.6,10.0,2426.0,426.0,966.0,419.0,5.5106,290900.0,NEAR OCEAN
+-120.14,34.6,22.0,2136.0,465.0,1143.0,409.0,2.9479,243100.0,NEAR OCEAN
+-120.16,34.61,17.0,921.0,189.0,434.0,219.0,3.0185,500001.0,NEAR OCEAN
+-120.14,34.59,9.0,2536.0,499.0,832.0,385.0,2.5743,309800.0,NEAR OCEAN
+-120.14,34.59,24.0,1601.0,282.0,731.0,285.0,4.2026,259800.0,NEAR OCEAN
+-120.04,34.72,13.0,3942.0,585.0,1542.0,515.0,6.6054,500001.0,NEAR OCEAN
+-120.11,34.66,18.0,1348.0,238.0,631.0,247.0,5.3154,289400.0,NEAR OCEAN
+-120.08,34.64,18.0,2375.0,429.0,1048.0,369.0,4.2222,375000.0,NEAR OCEAN
+-120.08,34.62,11.0,3478.0,588.0,1693.0,582.0,4.6554,272300.0,NEAR OCEAN
+-120.09,34.62,18.0,2708.0,382.0,988.0,359.0,5.5194,367000.0,NEAR OCEAN
+-120.11,34.62,16.0,2943.0,394.0,959.0,359.0,6.2094,440000.0,NEAR OCEAN
+-120.09,34.61,11.0,586.0,125.0,317.0,74.0,2.8906,84400.0,NEAR OCEAN
+-120.08,34.59,24.0,1874.0,319.0,820.0,315.0,5.1909,390200.0,NEAR OCEAN
+-120.01,34.54,30.0,2992.0,609.0,1288.0,465.0,3.9375,292900.0,NEAR OCEAN
+-120.44,34.91,12.0,3189.0,463.0,1200.0,442.0,5.299,226800.0,<1H OCEAN
+-120.45,34.91,16.0,712.0,147.0,355.0,162.0,2.56,150000.0,<1H OCEAN
+-120.48,34.9,20.0,3842.0,630.0,2490.0,662.0,3.0559,120100.0,<1H OCEAN
+-120.45,34.88,15.0,2143.0,286.0,929.0,315.0,5.7306,269700.0,<1H OCEAN
+-120.44,34.88,9.0,3124.0,415.0,1169.0,407.0,6.7694,275100.0,<1H OCEAN
+-120.45,34.87,4.0,1533.0,221.0,545.0,191.0,7.5696,328700.0,<1H OCEAN
+-120.44,34.87,13.0,2312.0,352.0,1084.0,388.0,5.038,194000.0,<1H OCEAN
+-120.45,34.86,23.0,3415.0,778.0,1492.0,633.0,2.2791,114800.0,NEAR OCEAN
+-120.4,34.86,11.0,1633.0,348.0,504.0,327.0,2.0508,275000.0,<1H OCEAN
+-120.4,34.85,26.0,2384.0,385.0,1323.0,400.0,4.8185,157900.0,<1H OCEAN
+-120.41,34.86,15.0,978.0,187.0,407.0,182.0,4.375,158000.0,<1H OCEAN
+-120.43,34.86,17.0,3172.0,506.0,1538.0,473.0,4.3125,168100.0,<1H OCEAN
+-120.43,34.86,17.0,1932.0,347.0,874.0,312.0,3.8203,141500.0,<1H OCEAN
+-120.37,34.9,17.0,2649.0,386.0,1057.0,362.0,4.7813,326800.0,<1H OCEAN
+-120.33,34.87,24.0,2590.0,404.0,1093.0,338.0,3.9375,341200.0,<1H OCEAN
+-120.42,34.91,4.0,6986.0,1217.0,2801.0,1212.0,3.2135,212700.0,<1H OCEAN
+-120.43,34.9,27.0,2019.0,354.0,1029.0,346.0,3.5391,144700.0,<1H OCEAN
+-120.43,34.9,30.0,2388.0,393.0,1117.0,375.0,4.1058,164000.0,<1H OCEAN
+-120.41,34.88,8.0,3119.0,620.0,1159.0,544.0,3.5288,165500.0,<1H OCEAN
+-120.42,34.89,24.0,2020.0,307.0,855.0,283.0,5.0099,162500.0,<1H OCEAN
+-120.43,34.89,30.0,1979.0,342.0,999.0,320.0,5.0286,158000.0,<1H OCEAN
+-120.43,34.89,28.0,2862.0,478.0,1384.0,463.0,4.6694,158200.0,<1H OCEAN
+-120.43,34.88,22.0,2580.0,381.0,1149.0,372.0,5.0113,158600.0,<1H OCEAN
+-120.42,34.87,18.0,2505.0,376.0,1162.0,382.0,4.8359,195700.0,<1H OCEAN
+-120.43,34.87,21.0,2131.0,329.0,1094.0,353.0,4.6648,193000.0,<1H OCEAN
+-120.43,34.87,26.0,1699.0,272.0,799.0,266.0,3.9871,157700.0,<1H OCEAN
+-120.41,34.88,4.0,3680.0,559.0,1678.0,569.0,5.0639,201700.0,<1H OCEAN
+-120.4,34.87,10.0,2197.0,329.0,1064.0,319.0,4.9766,199600.0,<1H OCEAN
+-120.41,34.87,32.0,1997.0,317.0,866.0,281.0,5.062,158900.0,<1H OCEAN
+-120.41,34.87,15.0,1534.0,251.0,761.0,240.0,4.9028,193600.0,<1H OCEAN
+-120.42,34.95,52.0,1391.0,287.0,632.0,276.0,1.7431,131500.0,<1H OCEAN
+-120.42,34.95,33.0,3404.0,711.0,1579.0,639.0,3.1078,146700.0,<1H OCEAN
+-120.43,34.95,50.0,1966.0,413.0,985.0,403.0,2.3506,136100.0,<1H OCEAN
+-120.43,34.95,43.0,2020.0,344.0,692.0,310.0,3.6815,181800.0,<1H OCEAN
+-120.42,34.94,32.0,2844.0,551.0,1337.0,516.0,2.7188,133700.0,<1H OCEAN
+-120.43,34.93,4.0,2866.0,648.0,1311.0,578.0,2.8649,186500.0,<1H OCEAN
+-120.43,34.93,10.0,2980.0,585.0,1593.0,562.0,3.285,218300.0,<1H OCEAN
+-120.43,34.98,21.0,2725.0,514.0,1466.0,488.0,3.6639,128600.0,<1H OCEAN
+-120.43,34.97,28.0,1433.0,270.0,1001.0,278.0,4.0125,130100.0,<1H OCEAN
+-120.42,34.96,20.0,1678.0,307.0,840.0,316.0,4.4342,160700.0,<1H OCEAN
+-120.43,34.96,24.0,2739.0,414.0,1171.0,413.0,4.8155,162900.0,<1H OCEAN
+-120.43,34.96,24.0,1799.0,470.0,1416.0,408.0,2.0673,136900.0,<1H OCEAN
+-120.42,34.96,31.0,3518.0,608.0,1386.0,572.0,3.6212,151400.0,<1H OCEAN
+-120.42,34.96,19.0,2298.0,511.0,1246.0,513.0,2.212,132000.0,<1H OCEAN
+-120.43,34.96,19.0,2350.0,631.0,1291.0,515.0,1.0349,130800.0,<1H OCEAN
+-120.42,34.97,18.0,1932.0,350.0,1071.0,346.0,4.125,139800.0,<1H OCEAN
+-120.41,34.96,16.0,2299.0,403.0,1245.0,395.0,4.2125,148300.0,<1H OCEAN
+-120.42,34.96,14.0,2069.0,343.0,1240.0,338.0,4.5066,149800.0,<1H OCEAN
+-120.38,34.96,9.0,2813.0,492.0,1144.0,490.0,4.0431,226800.0,<1H OCEAN
+-120.41,34.96,21.0,1774.0,263.0,724.0,237.0,4.65,152500.0,<1H OCEAN
+-120.41,34.96,9.0,2712.0,428.0,1116.0,415.0,4.5536,190100.0,<1H OCEAN
+-120.4,34.95,8.0,1885.0,286.0,835.0,290.0,5.0206,261000.0,<1H OCEAN
+-120.47,34.98,6.0,5762.0,1115.0,2551.0,919.0,3.0723,137300.0,<1H OCEAN
+-120.44,34.97,22.0,1619.0,360.0,1509.0,384.0,1.7941,110300.0,<1H OCEAN
+-120.44,34.97,26.0,1705.0,344.0,1605.0,307.0,3.7589,113700.0,<1H OCEAN
+-120.45,34.97,25.0,1920.0,380.0,1434.0,388.0,3.0368,129300.0,<1H OCEAN
+-120.45,34.97,10.0,1897.0,354.0,1353.0,357.0,3.7679,131300.0,<1H OCEAN
+-120.44,34.96,29.0,2374.0,562.0,1617.0,463.0,2.6531,108300.0,<1H OCEAN
+-120.44,34.96,30.0,1685.0,315.0,1290.0,368.0,3.4722,112500.0,<1H OCEAN
+-120.45,34.96,21.0,2121.0,445.0,2211.0,463.0,4.0603,117600.0,<1H OCEAN
+-120.45,34.96,11.0,1299.0,280.0,1158.0,223.0,2.5556,129200.0,<1H OCEAN
+-120.44,34.96,39.0,1228.0,379.0,851.0,341.0,1.899,113300.0,<1H OCEAN
+-120.44,34.96,34.0,1248.0,284.0,986.0,272.0,2.9167,104200.0,<1H OCEAN
+-120.45,34.96,26.0,1949.0,396.0,1575.0,377.0,2.875,121400.0,<1H OCEAN
+-120.45,34.95,32.0,1574.0,447.0,1772.0,463.0,1.8625,90200.0,<1H OCEAN
+-120.44,34.94,24.0,2481.0,476.0,1101.0,474.0,3.1576,147200.0,<1H OCEAN
+-120.47,34.94,17.0,1368.0,308.0,642.0,303.0,1.8633,109400.0,<1H OCEAN
+-120.44,34.93,15.0,868.0,244.0,1133.0,253.0,2.0995,87500.0,<1H OCEAN
+-120.44,34.93,16.0,2098.0,558.0,1252.0,492.0,2.1509,67500.0,<1H OCEAN
+-120.44,34.95,38.0,3004.0,794.0,2601.0,747.0,2.2743,106400.0,<1H OCEAN
+-120.45,34.95,10.0,2207.0,644.0,2232.0,543.0,2.375,98500.0,<1H OCEAN
+-120.44,34.94,29.0,1877.0,516.0,1634.0,492.0,1.6875,122700.0,<1H OCEAN
+-120.45,34.95,7.0,1479.0,532.0,1057.0,459.0,2.2538,162500.0,<1H OCEAN
+-120.45,34.94,26.0,1058.0,232.0,891.0,243.0,3.6422,120600.0,<1H OCEAN
+-120.45,34.94,24.0,1702.0,447.0,1240.0,417.0,2.4091,115500.0,<1H OCEAN
+-120.54,34.97,23.0,1353.0,345.0,1322.0,336.0,1.8185,97800.0,<1H OCEAN
+-120.57,34.96,27.0,1401.0,294.0,1306.0,286.0,2.5809,83200.0,NEAR OCEAN
+-120.57,34.96,38.0,1145.0,297.0,1107.0,296.0,2.1776,89100.0,NEAR OCEAN
+-120.64,34.97,5.0,2090.0,469.0,1911.0,482.0,2.4318,86100.0,NEAR OCEAN
+-120.6,34.91,44.0,711.0,140.0,384.0,116.0,2.1094,73800.0,NEAR OCEAN
+-120.59,34.7,29.0,17738.0,3114.0,12427.0,2826.0,2.7377,28300.0,NEAR OCEAN
+-120.48,34.7,26.0,3069.0,518.0,1524.0,539.0,4.3162,136400.0,NEAR OCEAN
+-120.46,34.64,11.0,562.0,164.0,504.0,147.0,2.0161,118800.0,NEAR OCEAN
+-120.46,34.65,22.0,1298.0,358.0,1272.0,363.0,1.6488,117500.0,NEAR OCEAN
+-120.46,34.64,26.0,2364.0,604.0,1520.0,529.0,1.9444,129400.0,NEAR OCEAN
+-120.47,34.64,8.0,2482.0,586.0,1427.0,540.0,3.071,120400.0,NEAR OCEAN
+-120.47,34.65,31.0,1438.0,320.0,816.0,270.0,2.4583,128100.0,NEAR OCEAN
+-120.46,34.64,16.0,686.0,217.0,614.0,200.0,0.8106,83300.0,NEAR OCEAN
+-120.44,34.64,8.0,787.0,126.0,446.0,133.0,4.6023,163400.0,NEAR OCEAN
+-120.45,34.64,30.0,2330.0,422.0,1255.0,449.0,3.8512,134600.0,NEAR OCEAN
+-120.45,34.64,27.0,2696.0,622.0,1322.0,543.0,3.0352,135400.0,NEAR OCEAN
+-120.45,34.64,40.0,1051.0,235.0,574.0,201.0,2.0865,111500.0,NEAR OCEAN
+-120.46,34.65,10.0,2143.0,593.0,1167.0,548.0,2.0819,103300.0,NEAR OCEAN
+-120.46,34.65,14.0,885.0,223.0,533.0,224.0,2.5966,109300.0,NEAR OCEAN
+-120.47,34.65,32.0,2193.0,430.0,1074.0,377.0,2.3333,130200.0,NEAR OCEAN
+-120.47,34.65,16.0,2549.0,428.0,1486.0,432.0,4.2875,150700.0,NEAR OCEAN
+-120.45,34.65,27.0,2253.0,382.0,1197.0,384.0,3.3203,134700.0,NEAR OCEAN
+-120.44,34.65,30.0,2265.0,512.0,1402.0,471.0,1.975,134000.0,NEAR OCEAN
+-120.45,34.65,27.0,2215.0,578.0,1544.0,527.0,1.9257,135300.0,NEAR OCEAN
+-120.45,34.65,21.0,1182.0,243.0,733.0,251.0,3.1442,131600.0,NEAR OCEAN
+-120.45,34.65,25.0,980.0,276.0,896.0,245.0,2.0,87500.0,NEAR OCEAN
+-120.46,34.63,48.0,1408.0,301.0,682.0,279.0,2.9271,146600.0,NEAR OCEAN
+-120.46,34.64,37.0,1697.0,334.0,740.0,272.0,2.3804,148000.0,NEAR OCEAN
+-120.47,34.64,16.0,1912.0,406.0,1009.0,417.0,3.4063,138000.0,NEAR OCEAN
+-120.45,34.64,17.0,1226.0,277.0,484.0,224.0,3.2167,112500.0,NEAR OCEAN
+-120.45,34.64,34.0,2571.0,499.0,1105.0,451.0,3.7778,150000.0,NEAR OCEAN
+-120.45,34.63,32.0,1840.0,309.0,828.0,333.0,4.5486,172400.0,NEAR OCEAN
+-120.44,34.66,22.0,3231.0,549.0,1739.0,581.0,4.5417,142400.0,NEAR OCEAN
+-120.45,34.66,7.0,3329.0,504.0,1462.0,452.0,4.7875,198300.0,NEAR OCEAN
+-120.46,34.66,5.0,2904.0,702.0,1302.0,618.0,3.0081,135200.0,NEAR OCEAN
+-120.47,34.66,4.0,3376.0,525.0,1684.0,535.0,4.9237,166600.0,NEAR OCEAN
+-120.39,34.52,40.0,2162.0,395.0,1010.0,332.0,2.5667,239300.0,NEAR OCEAN
+-120.48,34.66,4.0,1897.0,331.0,915.0,336.0,4.1563,172600.0,NEAR OCEAN
+-120.48,34.65,26.0,1933.0,316.0,1001.0,319.0,4.4628,134400.0,NEAR OCEAN
+-120.45,34.63,25.0,2445.0,368.0,983.0,363.0,4.9286,180100.0,NEAR OCEAN
+-120.47,34.63,23.0,2441.0,463.0,1392.0,434.0,3.7917,142200.0,NEAR OCEAN
+-120.46,34.74,15.0,2185.0,386.0,827.0,336.0,5.3765,223100.0,NEAR OCEAN
+-120.45,34.71,21.0,1868.0,268.0,522.0,255.0,6.4678,249300.0,NEAR OCEAN
+-120.46,34.71,17.0,2830.0,430.0,1035.0,416.0,4.9292,207200.0,NEAR OCEAN
+-120.47,34.7,24.0,2387.0,385.0,1051.0,382.0,4.4595,152700.0,NEAR OCEAN
+-120.47,34.71,21.0,2535.0,383.0,1012.0,368.0,5.6177,183800.0,NEAR OCEAN
+-120.37,34.69,18.0,1868.0,315.0,747.0,265.0,4.7946,290600.0,NEAR OCEAN
+-120.43,34.7,26.0,2353.0,389.0,1420.0,389.0,3.87,125800.0,NEAR OCEAN
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+-122.02,37.31,35.0,2355.0,384.0,1248.0,378.0,5.9714,332500.0,<1H OCEAN
+-122.02,37.3,26.0,1983.0,301.0,924.0,297.0,6.7123,354600.0,<1H OCEAN
+-122.02,37.3,32.0,2134.0,328.0,903.0,322.0,6.359,341900.0,<1H OCEAN
+-122.02,37.32,27.0,4336.0,754.0,2009.0,734.0,6.3923,348300.0,<1H OCEAN
+-122.02,37.31,33.0,2563.0,434.0,1230.0,418.0,6.3197,340100.0,<1H OCEAN
+-122.03,37.32,15.0,5132.0,1059.0,2156.0,982.0,5.6511,404800.0,<1H OCEAN
+-122.0,37.32,34.0,3450.0,731.0,1915.0,689.0,4.7402,244500.0,<1H OCEAN
+-122.01,37.31,26.0,1391.0,241.0,700.0,236.0,6.6766,332700.0,<1H OCEAN
+-122.01,37.32,32.0,3108.0,613.0,1577.0,603.0,4.6613,284000.0,<1H OCEAN
+-122.0,37.31,33.0,4211.0,918.0,2389.0,861.0,4.7235,242200.0,<1H OCEAN
+-122.02,37.33,25.0,3823.0,584.0,1689.0,571.0,7.3693,373600.0,<1H OCEAN
+-122.03,37.33,23.0,4221.0,671.0,1782.0,641.0,7.4863,412300.0,<1H OCEAN
+-122.03,37.34,16.0,1755.0,410.0,674.0,410.0,5.1602,231200.0,<1H OCEAN
+-122.02,37.34,30.0,1036.0,151.0,467.0,156.0,6.448,360600.0,<1H OCEAN
+-122.0,37.33,30.0,4033.0,794.0,1788.0,807.0,5.6932,338700.0,<1H OCEAN
+-122.02,37.35,26.0,2785.0,418.0,1221.0,422.0,8.1078,365700.0,<1H OCEAN
+-122.02,37.35,22.0,3219.0,756.0,1479.0,667.0,4.1473,354400.0,<1H OCEAN
+-122.02,37.34,26.0,1992.0,328.0,980.0,342.0,6.2475,350000.0,<1H OCEAN
+-122.02,37.34,28.0,2488.0,396.0,1190.0,410.0,5.7881,344700.0,<1H OCEAN
+-122.03,37.34,25.0,5404.0,906.0,2338.0,883.0,6.0577,451800.0,<1H OCEAN
+-122.03,37.35,25.0,3095.0,514.0,1251.0,507.0,5.5388,352100.0,<1H OCEAN
+-122.01,37.35,33.0,2517.0,496.0,1158.0,443.0,5.0785,289500.0,<1H OCEAN
+-122.0,37.35,20.0,4304.0,851.0,2059.0,835.0,5.1674,333000.0,<1H OCEAN
+-122.0,37.34,27.0,1716.0,290.0,817.0,301.0,5.9158,343100.0,<1H OCEAN
+-122.0,37.34,31.0,3344.0,620.0,1604.0,572.0,5.2108,351500.0,<1H OCEAN
+-122.01,37.34,31.0,3080.0,526.0,1493.0,582.0,6.3052,344200.0,<1H OCEAN
+-122.05,37.35,34.0,2494.0,375.0,1399.0,382.0,7.3753,388100.0,<1H OCEAN
+-122.05,37.34,34.0,2515.0,401.0,1079.0,399.0,7.7865,423900.0,<1H OCEAN
+-122.05,37.34,31.0,1443.0,215.0,627.0,222.0,6.6087,416500.0,<1H OCEAN
+-122.06,37.34,20.0,3435.0,593.0,1293.0,553.0,6.7578,451400.0,<1H OCEAN
+-122.04,37.35,28.0,3250.0,485.0,1328.0,473.0,7.4729,431600.0,<1H OCEAN
+-122.04,37.34,28.0,3081.0,460.0,1260.0,461.0,7.5372,432600.0,<1H OCEAN
+-122.03,37.35,16.0,1156.0,198.0,455.0,216.0,7.2779,292900.0,<1H OCEAN
+-122.04,37.35,28.0,1582.0,264.0,696.0,270.0,5.678,370100.0,<1H OCEAN
+-122.04,37.34,25.0,1994.0,287.0,704.0,283.0,7.7799,447300.0,<1H OCEAN
+-122.03,37.34,17.0,1165.0,278.0,598.0,287.0,4.0129,342400.0,<1H OCEAN
+-122.04,37.34,23.0,2590.0,725.0,1795.0,680.0,3.16,225000.0,<1H OCEAN
+-122.04,37.34,19.0,3694.0,1036.0,2496.0,986.0,3.6991,271500.0,<1H OCEAN
+-122.05,37.37,35.0,1365.0,256.0,662.0,262.0,5.6533,291400.0,<1H OCEAN
+-122.05,37.36,34.0,2400.0,419.0,1017.0,384.0,4.1369,316900.0,<1H OCEAN
+-122.05,37.36,27.0,2621.0,513.0,1063.0,523.0,3.9848,409700.0,<1H OCEAN
+-122.06,37.35,31.0,1795.0,281.0,872.0,282.0,8.0599,381800.0,<1H OCEAN
+-122.06,37.36,35.0,2693.0,493.0,1343.0,455.0,6.0777,327500.0,<1H OCEAN
+-122.06,37.37,32.0,2510.0,578.0,1160.0,581.0,4.9087,322700.0,<1H OCEAN
+-122.04,37.37,23.0,5135.0,911.0,2351.0,863.0,5.2319,430100.0,<1H OCEAN
+-122.03,37.36,28.0,2490.0,345.0,948.0,361.0,6.4913,411900.0,<1H OCEAN
+-122.04,37.35,20.0,2016.0,313.0,767.0,310.0,6.837,383000.0,<1H OCEAN
+-122.05,37.36,29.0,1733.0,255.0,679.0,278.0,7.5337,406800.0,<1H OCEAN
+-122.04,37.36,26.0,3298.0,460.0,1241.0,472.0,6.8753,403000.0,<1H OCEAN
+-122.05,37.37,27.0,3885.0,661.0,1537.0,606.0,6.6085,344700.0,<1H OCEAN
+-122.03,37.36,16.0,2697.0,803.0,1369.0,723.0,4.4699,367400.0,<1H OCEAN
+-122.02,37.35,17.0,2975.0,608.0,1465.0,577.0,5.8779,362200.0,<1H OCEAN
+-122.02,37.35,18.0,1221.0,255.0,507.0,271.0,5.3679,228400.0,<1H OCEAN
+-122.03,37.35,19.0,3811.0,1227.0,1930.0,1153.0,3.5154,311400.0,<1H OCEAN
+-122.03,37.37,16.0,3402.0,1193.0,1479.0,1043.0,3.5861,500001.0,<1H OCEAN
+-122.02,37.36,21.0,2471.0,677.0,1486.0,689.0,3.9038,243800.0,<1H OCEAN
+-122.02,37.36,25.0,2074.0,387.0,1273.0,383.0,4.7609,378000.0,<1H OCEAN
+-122.01,37.36,16.0,1105.0,354.0,499.0,324.0,4.2061,253600.0,<1H OCEAN
+-122.02,37.36,24.0,1709.0,437.0,892.0,408.0,4.9671,335200.0,<1H OCEAN
+-122.01,37.36,25.0,2796.0,429.0,1267.0,426.0,6.6329,349000.0,<1H OCEAN
+-122.01,37.36,21.0,2483.0,396.0,1194.0,424.0,7.1273,346300.0,<1H OCEAN
+-122.01,37.35,16.0,3716.0,916.0,1551.0,759.0,4.5,323600.0,<1H OCEAN
+-122.0,37.36,19.0,2237.0,433.0,1158.0,426.0,6.7718,368300.0,<1H OCEAN
+-122.0,37.36,17.0,2070.0,,797.0,275.0,8.6155,411200.0,<1H OCEAN
+-122.0,37.36,25.0,3534.0,949.0,1880.0,849.0,3.4238,337000.0,<1H OCEAN
+-122.0,37.36,17.0,6012.0,1737.0,3539.0,1625.0,3.8464,239400.0,<1H OCEAN
+-122.03,37.37,9.0,2966.0,770.0,1430.0,740.0,3.0047,256000.0,<1H OCEAN
+-122.03,37.37,41.0,2123.0,425.0,1032.0,435.0,4.6957,284800.0,<1H OCEAN
+-122.03,37.37,30.0,1269.0,290.0,556.0,266.0,3.8125,325000.0,<1H OCEAN
+-122.04,37.37,42.0,1125.0,273.0,616.0,258.0,3.6765,252800.0,<1H OCEAN
+-122.04,37.37,33.0,2757.0,489.0,1201.0,481.0,5.0453,311600.0,<1H OCEAN
+-122.04,37.38,38.0,2850.0,550.0,1518.0,514.0,4.2028,273600.0,<1H OCEAN
+-122.03,37.38,21.0,2667.0,798.0,1433.0,727.0,3.8732,252400.0,<1H OCEAN
+-122.02,37.38,43.0,1261.0,317.0,836.0,333.0,4.0911,224600.0,<1H OCEAN
+-122.01,37.38,32.0,726.0,204.0,538.0,203.0,4.505,230400.0,<1H OCEAN
+-122.02,37.37,8.0,5686.0,1489.0,3250.0,1329.0,4.2782,327700.0,<1H OCEAN
+-122.01,37.37,11.0,2559.0,694.0,1309.0,668.0,4.1847,167300.0,<1H OCEAN
+-122.01,37.37,25.0,2213.0,360.0,1066.0,390.0,7.2165,360900.0,<1H OCEAN
+-122.0,37.37,16.0,1434.0,372.0,804.0,361.0,3.7045,178100.0,<1H OCEAN
+-122.03,37.39,22.0,3280.0,933.0,1842.0,795.0,4.4107,232700.0,<1H OCEAN
+-122.02,37.38,32.0,1889.0,487.0,1321.0,508.0,3.2574,254400.0,<1H OCEAN
+-122.01,37.39,26.0,2500.0,962.0,2374.0,879.0,3.5586,222200.0,<1H OCEAN
+-122.01,37.39,36.0,1976.0,361.0,1348.0,371.0,5.6447,252600.0,<1H OCEAN
+-122.0,37.39,36.0,1236.0,229.0,880.0,247.0,5.791,239400.0,<1H OCEAN
+-122.03,37.39,34.0,2600.0,650.0,1994.0,650.0,4.0223,250200.0,<1H OCEAN
+-122.02,37.4,35.0,2348.0,531.0,1475.0,498.0,4.35,261000.0,<1H OCEAN
+-122.01,37.39,16.0,3015.0,829.0,1769.0,807.0,4.0068,249500.0,<1H OCEAN
+-122.02,37.39,35.0,2297.0,497.0,1428.0,497.0,4.7431,239700.0,<1H OCEAN
+-122.04,37.39,5.0,8745.0,2211.0,3959.0,2019.0,4.7685,280100.0,<1H OCEAN
+-122.05,37.38,23.0,3200.0,907.0,2029.0,866.0,3.5649,450000.0,<1H OCEAN
+-122.05,37.38,24.0,2424.0,501.0,1367.0,507.0,4.072,364200.0,<1H OCEAN
+-122.05,37.38,29.0,1875.0,340.0,816.0,350.0,5.4351,336500.0,<1H OCEAN
+-122.06,37.38,20.0,4293.0,1272.0,2389.0,1210.0,4.2719,270800.0,NEAR BAY
+-122.05,37.37,27.0,2687.0,768.0,1362.0,725.0,3.4028,324200.0,<1H OCEAN
+-122.05,37.39,25.0,347.0,82.0,148.0,77.0,4.4531,350000.0,<1H OCEAN
+-122.06,37.4,21.0,12855.0,3226.0,7273.0,3052.0,4.3351,267400.0,NEAR BAY
+-122.06,37.39,26.0,18.0,4.0,8.0,4.0,3.75,375000.0,NEAR BAY
+-122.06,37.39,22.0,1236.0,290.0,413.0,274.0,3.6875,40000.0,NEAR BAY
+-122.06,37.38,20.0,3401.0,768.0,1497.0,747.0,4.2188,500001.0,NEAR BAY
+-122.06,37.38,21.0,1798.0,399.0,837.0,410.0,5.6999,470000.0,NEAR BAY
+-122.06,37.37,18.0,3058.0,661.0,1377.0,675.0,6.1299,500001.0,<1H OCEAN
+-122.06,37.38,20.0,2976.0,766.0,1227.0,634.0,4.8625,262500.0,NEAR BAY
+-122.07,37.39,19.0,1465.0,342.0,646.0,345.0,4.712,289300.0,NEAR BAY
+-122.08,37.4,23.0,806.0,158.0,373.0,156.0,5.9291,284600.0,NEAR BAY
+-122.07,37.4,16.0,3352.0,813.0,1440.0,729.0,3.7359,262500.0,NEAR BAY
+-122.07,37.41,26.0,1184.0,225.0,815.0,218.0,5.7657,322300.0,NEAR BAY
+-122.07,37.4,15.0,2940.0,910.0,943.0,711.0,4.359,192200.0,NEAR BAY
+-122.08,37.4,19.0,3565.0,858.0,1639.0,744.0,4.1544,277000.0,NEAR BAY
+-122.08,37.4,25.0,1750.0,341.0,999.0,319.0,5.806,308700.0,NEAR BAY
+-122.08,37.41,20.0,1896.0,456.0,1069.0,436.0,4.6875,288900.0,NEAR BAY
+-122.09,37.4,36.0,1575.0,379.0,1036.0,382.0,5.1408,264700.0,NEAR BAY
+-122.1,37.41,33.0,6277.0,1274.0,3025.0,1211.0,5.4721,343300.0,NEAR BAY
+-122.09,37.41,8.0,1480.0,414.0,856.0,445.0,2.8203,284100.0,NEAR BAY
+-122.09,37.41,14.0,753.0,193.0,421.0,153.0,4.2463,266700.0,NEAR BAY
+-122.09,37.41,18.0,1476.0,473.0,838.0,415.0,3.575,274000.0,NEAR BAY
+-122.09,37.4,22.0,1489.0,436.0,662.0,470.0,3.5179,197200.0,NEAR BAY
+-122.09,37.4,17.0,748.0,184.0,412.0,180.0,3.4375,290600.0,NEAR BAY
+-122.09,37.42,23.0,4874.0,1251.0,2699.0,1163.0,3.8003,229800.0,NEAR BAY
+-122.11,37.41,27.0,5110.0,1599.0,2764.0,1482.0,3.4198,351900.0,NEAR BAY
+-122.09,37.4,26.0,3218.0,1021.0,2087.0,964.0,3.2875,182700.0,NEAR BAY
+-122.1,37.4,27.0,3410.0,1156.0,2314.0,1086.0,3.4868,165600.0,NEAR BAY
+-122.1,37.4,23.0,1755.0,508.0,1374.0,506.0,4.3077,293500.0,NEAR BAY
+-122.1,37.4,19.0,1085.0,288.0,1009.0,305.0,3.9091,276000.0,NEAR BAY
+-122.11,37.4,16.0,1994.0,489.0,1173.0,472.0,4.1875,266400.0,NEAR BAY
+-122.11,37.4,15.0,255.0,63.0,138.0,74.0,4.6591,175000.0,NEAR BAY
+-122.1,37.4,23.0,514.0,210.0,367.0,206.0,3.1736,181300.0,NEAR BAY
+-122.08,37.4,52.0,766.0,203.0,448.0,196.0,2.5208,316700.0,NEAR BAY
+-122.09,37.39,43.0,2065.0,535.0,1029.0,500.0,3.7318,327700.0,NEAR BAY
+-122.09,37.39,30.0,1722.0,490.0,1057.0,517.0,3.725,261300.0,NEAR BAY
+-122.09,37.4,24.0,3983.0,1126.0,2645.0,1072.0,3.6742,275000.0,NEAR BAY
+-122.08,37.39,44.0,1498.0,430.0,848.0,400.0,2.8438,307100.0,NEAR BAY
+-122.08,37.39,46.0,1115.0,248.0,543.0,248.0,3.2083,334300.0,NEAR BAY
+-122.08,37.39,4.0,2292.0,,1050.0,584.0,4.8036,340000.0,NEAR BAY
+-122.07,37.39,30.0,1695.0,480.0,932.0,447.0,3.5045,352500.0,NEAR BAY
+-122.07,37.39,37.0,1169.0,239.0,589.0,249.0,5.0131,330300.0,NEAR BAY
+-122.07,37.38,26.0,1272.0,306.0,562.0,284.0,4.5644,280200.0,NEAR BAY
+-122.08,37.39,39.0,2210.0,483.0,1023.0,450.0,4.5833,342400.0,NEAR BAY
+-122.1,37.39,31.0,1117.0,304.0,591.0,302.0,3.5909,353100.0,NEAR BAY
+-122.1,37.39,36.0,1860.0,367.0,794.0,366.0,5.0871,354500.0,NEAR BAY
+-122.09,37.39,34.0,1508.0,483.0,774.0,443.0,2.7279,365600.0,NEAR BAY
+-122.09,37.39,36.0,1035.0,196.0,475.0,205.0,5.5385,359000.0,NEAR BAY
+-122.09,37.38,34.0,1959.0,342.0,849.0,357.0,6.2884,414700.0,NEAR BAY
+-122.09,37.38,36.0,2587.0,416.0,1055.0,410.0,6.1995,407200.0,NEAR BAY
+-122.08,37.38,33.0,2771.0,659.0,1496.0,581.0,3.4042,353600.0,NEAR BAY
+-122.08,37.38,36.0,857.0,156.0,448.0,168.0,5.0086,366700.0,NEAR BAY
+-122.08,37.38,36.0,1199.0,198.0,485.0,199.0,5.0796,373400.0,NEAR BAY
+-122.08,37.38,36.0,782.0,130.0,348.0,128.0,6.828,383900.0,NEAR BAY
+-122.08,37.37,29.0,1229.0,,707.0,194.0,7.1108,465000.0,NEAR BAY
+-122.09,37.37,27.0,1269.0,186.0,464.0,182.0,6.8374,500001.0,NEAR BAY
+-122.09,37.37,34.0,2165.0,355.0,776.0,339.0,5.2971,442100.0,NEAR BAY
+-122.08,37.38,25.0,830.0,228.0,368.0,174.0,3.3917,342900.0,NEAR BAY
+-122.07,37.37,22.0,3770.0,727.0,1657.0,762.0,4.8021,457500.0,NEAR BAY
+-122.07,37.37,30.0,2937.0,407.0,1097.0,407.0,7.9813,473500.0,NEAR BAY
+-122.07,37.36,21.0,3244.0,426.0,1158.0,415.0,7.5,500001.0,<1H OCEAN
+-122.06,37.36,34.0,1747.0,250.0,662.0,257.0,6.8268,500001.0,<1H OCEAN
+-122.07,37.36,28.0,4612.0,608.0,1686.0,567.0,10.0346,500001.0,<1H OCEAN
+-122.08,37.36,31.0,2717.0,376.0,1001.0,381.0,9.281,500001.0,NEAR BAY
+-122.09,37.36,37.0,1550.0,238.0,805.0,250.0,5.0222,500001.0,NEAR BAY
+-122.09,37.36,37.0,2269.0,325.0,930.0,321.0,7.5274,500001.0,NEAR BAY
+-122.08,37.36,28.0,2181.0,284.0,728.0,238.0,8.2266,500001.0,NEAR BAY
+-122.06,37.35,30.0,2040.0,294.0,787.0,278.0,8.758,500001.0,<1H OCEAN
+-122.07,37.34,33.0,1208.0,198.0,495.0,216.0,5.4659,500001.0,<1H OCEAN
+-122.07,37.34,35.0,1172.0,184.0,512.0,175.0,7.3561,500001.0,<1H OCEAN
+-122.07,37.35,35.0,1447.0,205.0,619.0,206.0,9.8144,500001.0,<1H OCEAN
+-122.07,37.35,35.0,1579.0,210.0,570.0,196.0,8.5888,500001.0,<1H OCEAN
+-122.08,37.35,35.0,1347.0,207.0,548.0,189.0,7.7068,500001.0,NEAR BAY
+-122.07,37.34,30.0,1851.0,238.0,631.0,236.0,10.1007,500001.0,<1H OCEAN
+-122.08,37.34,23.0,2597.0,335.0,922.0,338.0,10.5142,500001.0,<1H OCEAN
+-122.08,37.34,28.0,1643.0,216.0,594.0,205.0,12.367,500001.0,<1H OCEAN
+-122.08,37.35,33.0,2398.0,317.0,832.0,314.0,10.3591,500001.0,NEAR BAY
+-122.1,37.38,37.0,4167.0,612.0,1577.0,597.0,7.5655,500001.0,NEAR BAY
+-122.1,37.37,37.0,2511.0,354.0,945.0,348.0,8.3924,500001.0,NEAR BAY
+-122.1,37.37,40.0,2224.0,354.0,929.0,345.0,8.1064,500001.0,NEAR BAY
+-122.11,37.37,22.0,1477.0,195.0,520.0,187.0,10.3329,500001.0,NEAR BAY
+-122.11,37.38,36.0,3598.0,500.0,1296.0,533.0,7.8177,500001.0,NEAR BAY
+-122.11,37.38,22.0,3638.0,719.0,1329.0,650.0,5.0804,500001.0,NEAR BAY
+-122.11,37.37,49.0,1068.0,190.0,410.0,171.0,7.2045,500001.0,NEAR BAY
+-122.12,37.37,18.0,1617.0,231.0,555.0,222.0,8.9021,500001.0,NEAR BAY
+-122.11,37.4,31.0,2836.0,490.0,1138.0,481.0,4.9519,500001.0,NEAR BAY
+-122.11,37.39,36.0,1660.0,261.0,655.0,249.0,6.3967,500001.0,NEAR BAY
+-122.1,37.39,35.0,2471.0,349.0,881.0,342.0,7.6229,500001.0,NEAR BAY
+-122.12,37.4,31.0,2356.0,405.0,921.0,358.0,7.0245,500001.0,NEAR BAY
+-122.12,37.39,34.0,3561.0,497.0,1336.0,501.0,8.9172,500001.0,NEAR BAY
+-122.12,37.38,34.0,1443.0,218.0,504.0,200.0,8.4709,500001.0,NEAR BAY
+-122.12,37.4,32.0,3514.0,473.0,1583.0,480.0,10.3894,500001.0,NEAR BAY
+-122.13,37.4,29.0,6027.0,1195.0,2687.0,1171.0,5.1335,461200.0,NEAR BAY
+-122.13,37.41,36.0,4787.0,900.0,2039.0,890.0,5.4063,440900.0,NEAR BAY
+-122.14,37.41,35.0,2419.0,426.0,949.0,433.0,6.4588,437100.0,NEAR BAY
+-122.14,37.42,46.0,206.0,44.0,134.0,51.0,4.15,265000.0,NEAR BAY
+-122.13,37.42,36.0,3982.0,1045.0,2251.0,995.0,3.5364,314100.0,NEAR BAY
+-122.12,37.41,33.0,2892.0,617.0,1250.0,581.0,5.3727,360900.0,NEAR BAY
+-122.11,37.43,35.0,3584.0,535.0,1405.0,538.0,7.3023,451300.0,NEAR BAY
+-122.11,37.43,35.0,3905.0,565.0,1562.0,553.0,7.313,463700.0,NEAR BAY
+-122.11,37.42,32.0,3058.0,595.0,1267.0,540.0,6.4949,417800.0,NEAR BAY
+-122.11,37.41,35.0,2712.0,428.0,1084.0,425.0,7.1382,443800.0,NEAR BAY
+-122.11,37.41,33.0,1641.0,284.0,659.0,282.0,6.0884,432900.0,NEAR BAY
+-122.12,37.42,35.0,2445.0,533.0,1187.0,519.0,5.2803,362100.0,NEAR BAY
+-122.12,37.42,36.0,2607.0,551.0,1165.0,523.0,5.1524,373100.0,NEAR BAY
+-122.13,37.43,40.0,3454.0,648.0,1498.0,647.0,5.2114,438400.0,NEAR BAY
+-122.13,37.43,32.0,4398.0,878.0,1799.0,792.0,4.7375,431900.0,NEAR BAY
+-122.12,37.43,36.0,3212.0,553.0,1455.0,574.0,6.46,425500.0,NEAR BAY
+-122.12,37.44,33.0,2974.0,623.0,1435.0,588.0,5.485,406300.0,NEAR BAY
+-122.13,37.44,42.0,2390.0,462.0,1146.0,468.0,6.3111,397400.0,NEAR BAY
+-122.12,37.44,33.0,1509.0,303.0,748.0,268.0,4.875,373400.0,NEAR BAY
+-122.11,37.44,35.0,2016.0,349.0,1023.0,376.0,5.6413,376600.0,NEAR BAY
+-122.12,37.43,33.0,3262.0,668.0,1411.0,626.0,5.316,398100.0,NEAR BAY
+-122.13,37.45,37.0,2295.0,332.0,933.0,332.0,6.7257,500001.0,NEAR BAY
+-122.13,37.45,37.0,1287.0,197.0,510.0,206.0,7.9029,500001.0,NEAR BAY
+-122.13,37.45,41.0,3233.0,540.0,1251.0,506.0,6.6354,500001.0,NEAR BAY
+-122.13,37.44,43.0,3004.0,440.0,1088.0,427.0,9.1508,500001.0,NEAR BAY
+-122.13,37.44,38.0,2835.0,447.0,1148.0,446.0,5.9277,446600.0,NEAR BAY
+-122.15,37.46,39.0,906.0,109.0,353.0,112.0,10.3942,500001.0,NEAR BAY
+-122.16,37.45,52.0,1135.0,219.0,441.0,200.0,7.5418,492000.0,NEAR BAY
+-122.15,37.46,52.0,1803.0,257.0,683.0,259.0,10.9508,500001.0,NEAR BAY
+-122.14,37.45,52.0,3841.0,537.0,1391.0,540.0,7.8647,500001.0,NEAR BAY
+-122.15,37.45,52.0,2117.0,353.0,734.0,328.0,6.767,500001.0,NEAR BAY
+-122.14,37.45,48.0,2074.0,297.0,700.0,279.0,8.7051,500001.0,NEAR BAY
+-122.15,37.45,52.0,568.0,91.0,219.0,75.0,6.1575,500001.0,NEAR BAY
+-122.16,37.45,47.0,4234.0,,1808.0,1093.0,4.2297,425000.0,NEAR BAY
+-122.16,37.45,19.0,2207.0,810.0,1304.0,775.0,2.1406,402500.0,NEAR BAY
+-122.16,37.45,37.0,2926.0,874.0,1363.0,815.0,4.5987,356000.0,NEAR BAY
+-122.16,37.44,34.0,2199.0,529.0,1193.0,532.0,4.2972,405900.0,NEAR BAY
+-122.15,37.44,52.0,2063.0,320.0,774.0,309.0,7.2543,500001.0,NEAR BAY
+-122.15,37.44,52.0,1400.0,217.0,522.0,227.0,4.9861,500001.0,NEAR BAY
+-122.15,37.44,52.0,1945.0,293.0,708.0,275.0,6.1655,500001.0,NEAR BAY
+-122.14,37.44,52.0,3117.0,468.0,1114.0,421.0,6.6756,500001.0,NEAR BAY
+-122.14,37.43,52.0,1944.0,308.0,696.0,293.0,8.2664,500001.0,NEAR BAY
+-122.14,37.43,52.0,1327.0,190.0,467.0,189.0,12.5902,500001.0,NEAR BAY
+-122.14,37.43,52.0,1383.0,227.0,551.0,249.0,6.5829,500001.0,NEAR BAY
+-122.15,37.43,47.0,2600.0,490.0,1149.0,465.0,5.0203,476300.0,NEAR BAY
+-122.15,37.42,44.0,3558.0,839.0,1779.0,832.0,3.9243,404800.0,NEAR BAY
+-122.14,37.43,18.0,2060.0,563.0,1144.0,600.0,4.0686,378600.0,NEAR BAY
+-122.15,37.43,20.0,11709.0,,7604.0,3589.0,1.9045,375000.0,NEAR BAY
+-122.16,37.42,34.0,4448.0,610.0,2571.0,581.0,11.0492,500001.0,NEAR OCEAN
+-122.15,37.41,15.0,2577.0,360.0,979.0,364.0,10.476,500001.0,NEAR BAY
+-122.17,37.43,24.0,3924.0,1142.0,7174.0,950.0,4.0972,387500.0,NEAR OCEAN
+-122.15,37.41,29.0,473.0,103.0,359.0,87.0,7.0309,475000.0,NEAR BAY
+-122.18,37.41,21.0,1034.0,117.0,323.0,117.0,10.7237,500001.0,NEAR OCEAN
+-122.13,37.39,27.0,3385.0,427.0,1248.0,409.0,12.0372,500001.0,NEAR BAY
+-122.12,37.37,37.0,1446.0,181.0,549.0,190.0,10.7355,500001.0,NEAR BAY
+-122.11,37.36,34.0,1575.0,183.0,511.0,180.0,13.1867,500001.0,NEAR BAY
+-122.13,37.37,30.0,2139.0,260.0,742.0,242.0,11.806,500001.0,NEAR BAY
+-122.14,37.38,26.0,2859.0,343.0,951.0,336.0,10.4277,500001.0,NEAR BAY
+-122.1,37.36,32.0,1433.0,199.0,498.0,201.0,9.3586,500001.0,NEAR BAY
+-122.1,37.36,35.0,2063.0,266.0,676.0,252.0,8.5294,500001.0,NEAR BAY
+-122.09,37.35,37.0,1795.0,285.0,791.0,261.0,7.5794,500001.0,NEAR BAY
+-122.09,37.35,30.0,1502.0,186.0,501.0,180.0,10.0259,500001.0,NEAR BAY
+-122.14,37.36,23.0,11294.0,1377.0,3840.0,1367.0,12.1387,500001.0,NEAR BAY
+-122.15,37.35,23.0,3814.0,485.0,1344.0,464.0,12.9792,500001.0,NEAR BAY
+-122.11,37.31,7.0,189.0,26.0,84.0,29.0,13.8093,500001.0,<1H OCEAN
+-122.12,37.29,11.0,436.0,70.0,212.0,75.0,8.6196,500001.0,<1H OCEAN
+-122.12,37.28,21.0,349.0,64.0,149.0,56.0,5.8691,360000.0,<1H OCEAN
+-122.08,37.24,21.0,427.0,63.0,182.0,70.0,11.3283,500001.0,<1H OCEAN
+-122.01,37.18,37.0,3852.0,652.0,1534.0,567.0,5.8596,318700.0,<1H OCEAN
+-121.98,37.16,42.0,2533.0,433.0,957.0,398.0,5.3468,279900.0,<1H OCEAN
+-121.9,37.16,43.0,1529.0,311.0,570.0,250.0,5.2366,293300.0,<1H OCEAN
+-121.93,37.13,37.0,1150.0,203.0,511.0,179.0,5.7415,398500.0,<1H OCEAN
+-121.88,37.24,24.0,4420.0,996.0,2981.0,975.0,3.506,226400.0,<1H OCEAN
+-121.9,37.24,24.0,7521.0,1364.0,3970.0,1318.0,4.4004,255800.0,<1H OCEAN
+-121.86,37.22,18.0,7245.0,1029.0,2893.0,1049.0,6.9508,361200.0,<1H OCEAN
+-121.86,37.23,24.0,4337.0,670.0,1936.0,652.0,5.8904,271400.0,<1H OCEAN
+-121.85,37.22,21.0,6203.0,798.0,2494.0,800.0,7.7201,362700.0,<1H OCEAN
+-121.89,37.21,14.0,5636.0,697.0,2281.0,680.0,8.4262,459200.0,<1H OCEAN
+-121.84,37.18,6.0,9176.0,1201.0,3637.0,1138.0,8.3837,473400.0,<1H OCEAN
+-121.87,37.22,17.0,2825.0,365.0,1052.0,345.0,8.0595,485000.0,<1H OCEAN
+-121.87,37.22,26.0,1921.0,250.0,725.0,253.0,7.6933,405900.0,<1H OCEAN
+-121.86,37.21,23.0,2552.0,305.0,916.0,316.0,9.1974,500001.0,<1H OCEAN
+-121.87,37.21,18.0,1080.0,122.0,382.0,121.0,9.08,500001.0,<1H OCEAN
+-121.83,37.23,7.0,5389.0,903.0,2232.0,825.0,6.6659,500001.0,<1H OCEAN
+-121.8,37.19,45.0,1797.0,303.0,870.0,281.0,4.5417,434500.0,<1H OCEAN
+-121.84,37.21,15.0,5468.0,676.0,2221.0,675.0,8.3792,418300.0,<1H OCEAN
+-121.83,37.2,6.0,3694.0,574.0,1554.0,527.0,6.8333,348000.0,<1H OCEAN
+-121.83,37.21,14.0,2714.0,361.0,1259.0,375.0,7.7738,387500.0,<1H OCEAN
+-121.89,37.23,16.0,3574.0,466.0,1503.0,487.0,8.1988,355900.0,<1H OCEAN
+-121.89,37.23,20.0,7754.0,976.0,3094.0,941.0,8.19,361600.0,<1H OCEAN
+-121.88,37.24,14.0,7174.0,950.0,2782.0,899.0,8.3065,394200.0,<1H OCEAN
+-121.87,37.23,19.0,7357.0,963.0,3018.0,981.0,6.9473,361400.0,<1H OCEAN
+-121.87,37.27,16.0,3298.0,451.0,1542.0,423.0,6.7064,305600.0,<1H OCEAN
+-121.87,37.27,25.0,1730.0,226.0,721.0,243.0,7.5845,279300.0,<1H OCEAN
+-121.86,37.27,19.0,1852.0,268.0,866.0,272.0,5.6139,279500.0,<1H OCEAN
+-121.87,37.27,18.0,3561.0,560.0,1753.0,553.0,5.0292,269400.0,<1H OCEAN
+-121.86,37.27,17.0,4393.0,709.0,2292.0,692.0,5.6876,246500.0,<1H OCEAN
+-121.77,37.23,15.0,4713.0,769.0,2519.0,778.0,5.6958,253800.0,<1H OCEAN
+-121.77,37.22,16.0,1617.0,306.0,667.0,264.0,4.5221,191100.0,<1H OCEAN
+-121.77,37.22,16.0,3992.0,540.0,2097.0,555.0,6.7287,299300.0,<1H OCEAN
+-121.76,37.23,16.0,4274.0,715.0,2240.0,704.0,5.4218,233900.0,<1H OCEAN
+-121.84,37.25,25.0,5939.0,989.0,3275.0,954.0,5.6488,234600.0,<1H OCEAN
+-121.83,37.23,22.0,5507.0,841.0,2785.0,848.0,6.0889,245200.0,<1H OCEAN
+-121.84,37.24,18.0,3574.0,504.0,1803.0,536.0,6.7836,274100.0,<1H OCEAN
+-121.84,37.24,24.0,7991.0,1286.0,4017.0,1213.0,5.4741,238800.0,<1H OCEAN
+-121.85,37.24,17.0,6425.0,1268.0,3934.0,1238.0,5.1228,237600.0,<1H OCEAN
+-121.86,37.25,16.0,6958.0,1300.0,2965.0,1217.0,4.2885,262400.0,<1H OCEAN
+-121.83,37.28,17.0,3057.0,606.0,2030.0,602.0,5.2166,230900.0,<1H OCEAN
+-121.81,37.27,20.0,3244.0,520.0,1769.0,469.0,5.9214,224000.0,<1H OCEAN
+-121.8,37.27,17.0,3912.0,737.0,2693.0,746.0,5.0772,221500.0,<1H OCEAN
+-121.82,37.27,16.0,2030.0,321.0,1343.0,365.0,6.3566,279100.0,<1H OCEAN
+-121.81,37.27,22.0,2996.0,695.0,2169.0,607.0,4.3438,209700.0,<1H OCEAN
+-121.8,37.26,26.0,1394.0,238.0,990.0,315.0,4.8862,195000.0,<1H OCEAN
+-121.8,37.26,18.0,3631.0,947.0,2357.0,757.0,2.875,184400.0,<1H OCEAN
+-121.85,37.27,17.0,1957.0,261.0,863.0,269.0,7.3339,294200.0,<1H OCEAN
+-121.84,37.27,9.0,3624.0,812.0,1856.0,721.0,4.2083,198400.0,<1H OCEAN
+-121.84,37.27,17.0,2795.0,482.0,1904.0,506.0,5.0186,250800.0,<1H OCEAN
+-121.83,37.27,8.0,4454.0,1058.0,2595.0,1027.0,4.5615,282600.0,<1H OCEAN
+-121.84,37.27,16.0,2429.0,387.0,1293.0,363.0,5.5,253200.0,<1H OCEAN
+-121.83,37.27,14.0,2855.0,380.0,1420.0,383.0,6.6712,311500.0,<1H OCEAN
+-121.82,37.26,10.0,3030.0,574.0,1623.0,589.0,5.1356,218700.0,<1H OCEAN
+-121.83,37.26,11.0,2394.0,403.0,1393.0,409.0,5.5875,259300.0,<1H OCEAN
+-121.81,37.26,14.0,3379.0,683.0,1465.0,620.0,4.0547,236200.0,<1H OCEAN
+-121.81,37.26,16.0,1911.0,327.0,1158.0,332.0,5.9359,249500.0,<1H OCEAN
+-121.81,37.25,20.0,3398.0,771.0,1231.0,744.0,2.0288,350000.0,<1H OCEAN
+-121.81,37.25,12.0,2070.0,587.0,1216.0,532.0,4.1926,244500.0,<1H OCEAN
+-121.83,37.26,7.0,3609.0,751.0,1739.0,682.0,4.5033,213100.0,<1H OCEAN
+-121.82,37.25,16.0,2650.0,600.0,1969.0,586.0,3.9461,194300.0,<1H OCEAN
+-121.83,37.25,17.0,2332.0,637.0,1636.0,623.0,3.1932,123400.0,<1H OCEAN
+-121.87,37.26,17.0,1051.0,172.0,446.0,173.0,5.6652,234500.0,<1H OCEAN
+-121.86,37.26,16.0,2814.0,485.0,1305.0,465.0,5.5121,224100.0,<1H OCEAN
+-121.87,37.26,24.0,2383.0,343.0,1146.0,341.0,5.6223,265700.0,<1H OCEAN
+-121.85,37.26,16.0,1982.0,280.0,1030.0,297.0,6.4339,289200.0,<1H OCEAN
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+-121.85,37.26,16.0,1816.0,241.0,793.0,234.0,6.8194,291200.0,<1H OCEAN
+-121.84,37.26,5.0,1808.0,340.0,825.0,339.0,5.0509,184800.0,<1H OCEAN
+-121.83,37.26,15.0,3243.0,551.0,1752.0,551.0,5.5849,257400.0,<1H OCEAN
+-121.84,37.25,17.0,2363.0,473.0,1369.0,442.0,4.8355,141600.0,<1H OCEAN
+-121.87,37.25,4.0,2498.0,775.0,1213.0,631.0,3.7844,183900.0,<1H OCEAN
+-121.85,37.25,20.0,3773.0,624.0,1965.0,607.0,5.4939,241200.0,<1H OCEAN
+-121.83,37.24,23.0,2543.0,388.0,1297.0,385.0,5.9164,237400.0,<1H OCEAN
+-121.81,37.24,21.0,3250.0,610.0,1978.0,568.0,4.5,234400.0,<1H OCEAN
+-121.82,37.24,20.0,3671.0,567.0,1944.0,589.0,6.0538,241000.0,<1H OCEAN
+-121.82,37.25,24.0,3344.0,531.0,1768.0,541.0,5.8305,245600.0,<1H OCEAN
+-121.82,37.25,25.0,4021.0,634.0,2178.0,650.0,5.1663,241200.0,<1H OCEAN
+-121.81,37.25,5.0,1975.0,520.0,861.0,440.0,4.4565,159000.0,<1H OCEAN
+-121.81,37.25,25.0,4096.0,623.0,2128.0,618.0,6.2957,251800.0,<1H OCEAN
+-121.82,37.23,23.0,4487.0,584.0,2024.0,580.0,7.5218,291500.0,<1H OCEAN
+-121.82,37.23,25.0,2349.0,394.0,1266.0,383.0,4.9688,233100.0,<1H OCEAN
+-121.81,37.23,16.0,1674.0,281.0,850.0,254.0,5.3157,253300.0,<1H OCEAN
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+-121.64,37.14,14.0,5487.0,1024.0,2823.0,979.0,4.175,229800.0,<1H OCEAN
+-121.63,37.12,17.0,1830.0,398.0,1110.0,388.0,2.4821,248200.0,<1H OCEAN
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+-121.65,37.12,14.0,4721.0,999.0,2648.0,888.0,3.6895,239300.0,<1H OCEAN
+-121.66,37.11,19.0,3785.0,611.0,2198.0,610.0,5.1514,436700.0,<1H OCEAN
+-121.65,37.11,14.0,6006.0,914.0,2915.0,898.0,5.9356,321700.0,<1H OCEAN
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+-121.56,37.08,17.0,6725.0,1051.0,3439.0,1027.0,6.4313,393100.0,<1H OCEAN
+-121.61,37.06,21.0,5322.0,908.0,3011.0,895.0,5.5936,386800.0,<1H OCEAN
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+-121.62,37.09,37.0,1593.0,303.0,1030.0,287.0,3.9306,260700.0,<1H OCEAN
+-121.58,37.01,44.0,3192.0,565.0,1439.0,568.0,4.3693,234000.0,INLAND
+-121.57,37.0,18.0,7241.0,1225.0,4168.0,1138.0,4.5714,260300.0,INLAND
+-121.57,36.98,14.0,5231.0,817.0,2634.0,799.0,4.9702,279800.0,INLAND
+-121.58,37.01,15.0,2873.0,547.0,1582.0,567.0,5.1519,264700.0,INLAND
+-121.59,36.97,16.0,865.0,123.0,403.0,130.0,5.7396,308700.0,INLAND
+-121.59,37.01,16.0,6637.0,1171.0,3575.0,1162.0,4.3227,251500.0,INLAND
+-121.61,37.03,5.0,6529.0,1010.0,3071.0,977.0,5.6754,298500.0,<1H OCEAN
+-121.58,37.03,16.0,3120.0,685.0,2383.0,681.0,3.5551,198600.0,INLAND
+-121.58,37.02,27.0,2303.0,471.0,1447.0,467.0,3.2019,203600.0,INLAND
+-121.59,37.02,14.0,6355.0,1279.0,3704.0,1224.0,4.4233,228600.0,INLAND
+-121.57,37.02,17.0,2889.0,624.0,2681.0,608.0,2.9417,178000.0,INLAND
+-121.57,37.01,44.0,1448.0,393.0,1066.0,357.0,2.0625,170300.0,INLAND
+-121.56,37.0,20.0,3976.0,953.0,3866.0,950.0,2.5387,160100.0,INLAND
+-121.54,36.99,27.0,2361.0,449.0,1782.0,397.0,3.2614,305000.0,INLAND
+-121.51,37.02,19.0,2372.0,394.0,1142.0,365.0,4.0238,374600.0,INLAND
+-121.74,37.35,34.0,440.0,90.0,217.0,93.0,5.2327,500001.0,<1H OCEAN
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+-121.59,37.19,52.0,220.0,32.0,55.0,26.0,15.0001,131300.0,<1H OCEAN
+-121.37,37.06,25.0,474.0,92.0,300.0,104.0,3.8062,340900.0,INLAND
+-122.03,37.18,10.0,212.0,38.0,78.0,21.0,6.0622,390000.0,<1H OCEAN
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+-122.01,36.99,28.0,1321.0,240.0,652.0,239.0,4.9808,263100.0,NEAR OCEAN
+-121.99,36.99,29.0,3119.0,507.0,1476.0,487.0,5.8123,281500.0,NEAR OCEAN
+-121.99,36.98,40.0,1104.0,224.0,669.0,215.0,4.3409,256300.0,NEAR OCEAN
+-122.0,36.98,43.0,1636.0,324.0,792.0,325.0,3.5562,239200.0,NEAR OCEAN
+-122.01,36.99,41.0,2548.0,508.0,1290.0,488.0,3.6902,233000.0,NEAR OCEAN
+-122.01,36.98,47.0,1250.0,249.0,607.0,234.0,4.0417,265300.0,NEAR OCEAN
+-122.02,36.99,30.0,2156.0,487.0,1023.0,458.0,2.7875,245000.0,NEAR OCEAN
+-122.02,36.98,21.0,1484.0,394.0,984.0,380.0,2.1734,187500.0,NEAR OCEAN
+-122.02,36.98,44.0,1153.0,238.0,657.0,219.0,3.2368,212500.0,NEAR OCEAN
+-122.04,36.98,35.0,2155.0,355.0,866.0,335.0,5.6188,404700.0,NEAR OCEAN
+-122.04,36.98,33.0,797.0,125.0,385.0,133.0,6.7974,367600.0,NEAR OCEAN
+-122.04,36.97,30.0,2695.0,424.0,1098.0,420.0,5.3972,362300.0,NEAR OCEAN
+-122.06,37.0,14.0,1547.0,374.0,4731.0,348.0,2.4732,131300.0,NEAR OCEAN
+-122.05,36.97,20.0,2428.0,473.0,1145.0,454.0,3.6797,263800.0,NEAR OCEAN
+-122.05,36.97,16.0,3363.0,611.0,1603.0,556.0,4.2542,294100.0,NEAR OCEAN
+-122.06,36.98,15.0,3385.0,669.0,1571.0,615.0,4.2254,320900.0,NEAR OCEAN
+-122.04,36.98,51.0,1076.0,206.0,495.0,201.0,2.9286,258300.0,NEAR OCEAN
+-122.04,36.97,45.0,1302.0,245.0,621.0,258.0,5.1806,266400.0,NEAR OCEAN
+-122.04,36.97,52.0,1901.0,335.0,955.0,301.0,3.8259,253100.0,NEAR OCEAN
+-122.04,36.97,49.0,792.0,136.0,331.0,137.0,5.2128,238600.0,NEAR OCEAN
+-122.04,36.96,44.0,1294.0,269.0,645.0,259.0,3.2437,223900.0,NEAR OCEAN
+-122.03,36.98,37.0,2817.0,716.0,1341.0,662.0,2.1553,255400.0,NEAR OCEAN
+-122.01,36.98,47.0,2403.0,517.0,1144.0,455.0,2.5954,229400.0,NEAR OCEAN
+-122.02,36.98,35.0,1053.0,263.0,552.0,237.0,2.7125,217500.0,NEAR OCEAN
+-122.02,36.98,21.0,607.0,155.0,226.0,136.0,1.9063,166700.0,NEAR OCEAN
+-122.02,36.97,29.0,2568.0,747.0,1743.0,659.0,1.9286,195300.0,NEAR OCEAN
+-122.01,36.97,43.0,2162.0,509.0,1208.0,464.0,2.5417,260900.0,NEAR OCEAN
+-122.01,36.97,52.0,920.0,202.0,525.0,264.0,2.9444,232800.0,NEAR OCEAN
+-122.01,36.97,35.0,1605.0,392.0,743.0,382.0,2.5368,240000.0,NEAR OCEAN
+-122.0,36.98,20.0,2502.0,454.0,981.0,399.0,4.3,275000.0,NEAR OCEAN
+-122.01,36.98,27.0,2820.0,730.0,1511.0,745.0,2.589,242400.0,NEAR OCEAN
+-122.0,36.97,30.0,1029.0,242.0,753.0,249.0,3.1205,240500.0,NEAR OCEAN
+-122.0,36.93,51.0,1616.0,374.0,608.0,302.0,3.1932,400000.0,NEAR OCEAN
+-122.01,36.95,52.0,1217.0,325.0,508.0,237.0,2.0547,326700.0,NEAR OCEAN
+-122.03,36.97,51.0,924.0,232.0,488.0,228.0,2.1964,234400.0,NEAR OCEAN
+-122.03,36.97,36.0,337.0,69.0,223.0,68.0,3.2404,225000.0,NEAR OCEAN
+-122.03,36.97,52.0,403.0,72.0,200.0,73.0,1.6923,262500.0,NEAR OCEAN
+-122.04,36.97,40.0,1193.0,227.0,570.0,204.0,4.4659,237500.0,NEAR OCEAN
+-122.03,36.96,18.0,2677.0,785.0,1391.0,656.0,2.5067,232600.0,NEAR OCEAN
+-122.02,36.97,44.0,594.0,169.0,325.0,139.0,1.1552,250000.0,NEAR OCEAN
+-122.02,36.97,39.0,2124.0,661.0,1365.0,606.0,1.6642,281300.0,NEAR OCEAN
+-122.02,36.96,52.0,775.0,305.0,1054.0,305.0,2.0172,112500.0,NEAR OCEAN
+-122.03,36.96,40.0,584.0,126.0,316.0,139.0,3.5938,243500.0,NEAR OCEAN
+-122.03,36.96,28.0,1607.0,421.0,926.0,385.0,2.425,216100.0,NEAR OCEAN
+-122.04,36.96,32.0,1438.0,306.0,802.0,293.0,4.1964,202000.0,NEAR OCEAN
+-122.04,36.96,42.0,538.0,107.0,200.0,104.0,2.1667,196400.0,NEAR OCEAN
+-122.04,36.96,42.0,1149.0,264.0,703.0,232.0,2.5865,206400.0,NEAR OCEAN
+-122.03,36.96,32.0,2182.0,406.0,1122.0,370.0,3.52,284200.0,NEAR OCEAN
+-122.04,36.95,36.0,1862.0,364.0,1080.0,364.0,4.4567,263800.0,NEAR OCEAN
+-122.01,36.91,19.0,691.0,191.0,324.0,167.0,3.1312,388500.0,NEAR OCEAN
+-122.05,36.96,30.0,971.0,185.0,644.0,173.0,4.2045,226500.0,NEAR OCEAN
+-122.06,36.96,52.0,65.0,17.0,24.0,10.0,4.5,258300.0,NEAR OCEAN
+-122.05,36.87,18.0,2232.0,440.0,1091.0,458.0,3.8269,276000.0,NEAR OCEAN
+-122.04,36.95,27.0,1987.0,374.0,961.0,343.0,3.9667,265800.0,NEAR OCEAN
+-122.04,37.0,52.0,3365.0,644.0,796.0,333.0,2.9712,116600.0,NEAR OCEAN
+-121.75,36.91,32.0,1461.0,422.0,1494.0,416.0,2.8056,173200.0,<1H OCEAN
+-121.74,36.92,29.0,1210.0,281.0,863.0,262.0,3.1062,156000.0,<1H OCEAN
+-121.74,36.92,17.0,2648.0,589.0,1193.0,540.0,2.4461,151700.0,<1H OCEAN
+-121.74,36.92,14.0,3355.0,695.0,1350.0,697.0,2.6506,164600.0,<1H OCEAN
+-121.75,36.93,24.0,4026.0,881.0,2264.0,863.0,3.1327,218100.0,<1H OCEAN
+-121.75,36.92,48.0,1801.0,353.0,1071.0,361.0,3.6,194500.0,<1H OCEAN
+-121.75,36.92,46.0,1362.0,321.0,1068.0,305.0,2.4615,177800.0,<1H OCEAN
+-121.76,36.92,36.0,2096.0,409.0,1454.0,394.0,3.2216,238300.0,<1H OCEAN
+-121.76,36.92,46.0,947.0,257.0,1120.0,264.0,3.4125,160700.0,<1H OCEAN
+-121.75,36.91,52.0,1211.0,447.0,1102.0,392.0,1.6875,161400.0,<1H OCEAN
+-121.76,36.91,23.0,1276.0,437.0,1359.0,376.0,1.9609,155000.0,<1H OCEAN
+-121.75,36.91,42.0,1368.0,468.0,2312.0,484.0,2.5599,151400.0,<1H OCEAN
+-121.77,36.91,8.0,2715.0,750.0,2580.0,718.0,2.8348,162000.0,<1H OCEAN
+-121.76,36.9,44.0,919.0,309.0,1321.0,301.0,2.0775,121400.0,<1H OCEAN
+-121.77,36.93,20.0,2587.0,547.0,1534.0,540.0,2.4375,190400.0,<1H OCEAN
+-121.77,36.93,24.0,1943.0,447.0,1844.0,461.0,3.0192,184300.0,<1H OCEAN
+-121.77,36.93,33.0,1406.0,317.0,1075.0,301.0,3.2813,190000.0,<1H OCEAN
+-121.76,36.92,20.0,2687.0,637.0,2154.0,610.0,2.6434,169700.0,<1H OCEAN
+-121.77,36.92,9.0,4934.0,1112.0,3198.0,977.0,3.5,194800.0,<1H OCEAN
+-121.79,36.93,19.0,2512.0,509.0,1856.0,537.0,3.1815,189100.0,<1H OCEAN
+-121.78,36.92,19.0,1515.0,253.0,975.0,266.0,4.3906,241200.0,<1H OCEAN
+-121.78,36.93,21.0,2794.0,662.0,2236.0,565.0,2.4053,178400.0,<1H OCEAN
+-121.77,36.94,18.0,1063.0,341.0,1033.0,313.0,2.0192,171300.0,<1H OCEAN
+-121.79,36.95,34.0,2152.0,430.0,1516.0,386.0,3.7863,192200.0,<1H OCEAN
+-121.8,36.94,29.0,2377.0,476.0,1669.0,499.0,2.8214,190100.0,<1H OCEAN
+-122.25,37.08,20.0,1201.0,282.0,601.0,234.0,2.5556,177500.0,NEAR OCEAN
+-122.14,37.08,18.0,2420.0,439.0,1278.0,416.0,5.2101,334000.0,NEAR OCEAN
+-122.11,37.05,18.0,3337.0,549.0,1449.0,519.0,5.1412,315800.0,NEAR OCEAN
+-122.13,36.97,27.0,991.0,194.0,543.0,155.0,4.7188,350000.0,NEAR OCEAN
+-122.07,37.13,26.0,1127.0,199.0,543.0,199.0,4.9792,240000.0,NEAR OCEAN
+-122.09,37.09,46.0,695.0,136.0,408.0,148.0,3.9408,222600.0,NEAR OCEAN
+-122.09,37.11,32.0,2637.0,489.0,1031.0,410.0,3.6474,231600.0,NEAR OCEAN
+-122.12,37.09,36.0,1397.0,289.0,661.0,243.0,4.125,239600.0,NEAR OCEAN
+-122.09,37.07,33.0,3581.0,734.0,1780.0,663.0,4.3429,214300.0,NEAR OCEAN
+-122.08,37.08,35.0,1541.0,297.0,791.0,277.0,4.425,204800.0,NEAR OCEAN
+-122.16,37.17,35.0,6422.0,1380.0,2755.0,1064.0,5.0165,202300.0,NEAR OCEAN
+-122.12,37.12,51.0,2419.0,485.0,1078.0,435.0,2.7933,206900.0,NEAR OCEAN
+-122.18,37.15,17.0,1457.0,289.0,591.0,235.0,5.5785,284100.0,NEAR OCEAN
+-122.12,37.16,32.0,1602.0,317.0,752.0,275.0,5.1664,185100.0,NEAR OCEAN
+-122.1,37.19,18.0,808.0,136.0,420.0,145.0,7.1831,273300.0,NEAR OCEAN
+-122.08,37.15,23.0,506.0,96.0,264.0,89.0,7.1366,273900.0,NEAR OCEAN
+-122.11,37.11,46.0,1993.0,404.0,850.0,327.0,5.208,206800.0,NEAR OCEAN
+-122.11,37.14,29.0,3201.0,640.0,1722.0,570.0,4.4597,204100.0,NEAR OCEAN
+-122.13,37.15,39.0,2854.0,613.0,1338.0,518.0,3.9423,180300.0,NEAR OCEAN
+-122.09,37.21,15.0,1969.0,332.0,822.0,324.0,7.8774,394900.0,<1H OCEAN
+-122.0,37.12,17.0,4413.0,672.0,1674.0,608.0,6.9772,383300.0,<1H OCEAN
+-122.04,37.12,30.0,1427.0,311.0,686.0,251.0,4.0781,154500.0,NEAR OCEAN
+-122.02,37.11,36.0,2066.0,401.0,942.0,344.0,5.2417,196400.0,NEAR OCEAN
+-122.05,37.11,39.0,1065.0,248.0,497.0,208.0,4.5972,146300.0,NEAR OCEAN
+-122.07,37.08,21.0,5639.0,894.0,2670.0,871.0,6.0809,270000.0,NEAR OCEAN
+-122.05,37.05,41.0,2422.0,502.0,915.0,366.0,4.1679,201300.0,NEAR OCEAN
+-122.07,37.06,31.0,1634.0,370.0,939.0,332.0,3.8625,232300.0,NEAR OCEAN
+-122.08,37.04,34.0,2800.0,577.0,1353.0,512.0,4.1161,220900.0,NEAR OCEAN
+-122.08,37.03,36.0,4682.0,899.0,2143.0,832.0,4.5096,203700.0,NEAR OCEAN
+-122.04,37.04,17.0,4977.0,994.0,1987.0,947.0,3.8854,312300.0,NEAR OCEAN
+-122.03,37.03,21.0,4650.0,733.0,2014.0,704.0,5.6233,322000.0,NEAR OCEAN
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+-122.03,37.0,30.0,2077.0,342.0,816.0,328.0,5.2078,440500.0,NEAR OCEAN
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+-122.03,37.05,12.0,2010.0,422.0,784.0,407.0,3.9728,190900.0,NEAR OCEAN
+-122.01,37.06,19.0,4113.0,767.0,2006.0,732.0,5.1121,308100.0,NEAR OCEAN
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+-122.0,37.06,20.0,2403.0,376.0,1149.0,369.0,6.0621,304400.0,NEAR OCEAN
+-122.01,37.03,21.0,5904.0,956.0,2616.0,916.0,5.9039,355300.0,NEAR OCEAN
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+-121.98,36.99,14.0,6787.0,1454.0,3416.0,1357.0,3.5943,262400.0,NEAR OCEAN
+-121.97,37.0,25.0,990.0,166.0,522.0,185.0,4.8269,272900.0,NEAR OCEAN
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+-121.99,36.99,16.0,1592.0,369.0,1039.0,351.0,3.6364,207000.0,NEAR OCEAN
+-121.99,36.98,25.0,2113.0,422.0,1365.0,439.0,4.6484,234600.0,NEAR OCEAN
+-121.99,36.98,19.0,5613.0,1321.0,3018.0,1268.0,3.1914,215600.0,NEAR OCEAN
+-121.98,36.97,21.0,3349.0,737.0,1952.0,718.0,3.7273,251900.0,NEAR OCEAN
+-121.98,36.96,20.0,3495.0,818.0,2186.0,772.0,3.1167,258300.0,NEAR OCEAN
+-121.99,36.97,15.0,3044.0,786.0,1306.0,693.0,2.1771,213200.0,NEAR OCEAN
+-122.0,36.97,39.0,2702.0,646.0,1136.0,491.0,2.8941,256700.0,NEAR OCEAN
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+-121.99,36.96,16.0,875.0,201.0,300.0,157.0,2.625,377300.0,NEAR OCEAN
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+-121.97,36.96,27.0,4001.0,999.0,1808.0,945.0,2.561,234600.0,NEAR OCEAN
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+-121.96,36.98,16.0,4907.0,1117.0,2265.0,1048.0,2.6757,229200.0,NEAR OCEAN
+-121.97,36.98,17.0,2813.0,497.0,1337.0,477.0,3.7083,252400.0,NEAR OCEAN
+-121.97,36.97,15.0,2849.0,668.0,1546.0,582.0,2.7587,228600.0,NEAR OCEAN
+-121.96,36.97,23.0,4324.0,1034.0,1844.0,875.0,3.0777,263800.0,NEAR OCEAN
+-121.94,36.98,24.0,3010.0,562.0,1360.0,504.0,4.2006,290700.0,NEAR OCEAN
+-121.94,36.98,21.0,3520.0,831.0,1486.0,753.0,3.0905,264300.0,NEAR OCEAN
+-121.95,36.98,34.0,3745.0,958.0,1622.0,802.0,3.1546,261200.0,NEAR OCEAN
+-121.94,36.97,31.0,1738.0,422.0,746.0,355.0,2.5172,330800.0,NEAR OCEAN
+-121.93,36.99,19.0,6356.0,1100.0,2954.0,1070.0,4.7325,283500.0,NEAR OCEAN
+-121.94,37.0,32.0,2210.0,426.0,1082.0,396.0,4.1587,315200.0,NEAR OCEAN
+-121.96,37.0,20.0,3847.0,727.0,1725.0,737.0,3.3447,305200.0,NEAR OCEAN
+-121.96,36.99,23.0,3209.0,748.0,1423.0,666.0,2.7375,238000.0,NEAR OCEAN
+-121.94,36.99,11.0,4571.0,924.0,2004.0,847.0,4.2898,221700.0,NEAR OCEAN
+-121.86,37.0,16.0,8638.0,1392.0,3706.0,1251.0,5.503,351800.0,<1H OCEAN
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+-121.88,36.98,21.0,4117.0,752.0,2001.0,763.0,4.8953,289500.0,NEAR OCEAN
+-121.91,36.97,19.0,4920.0,1092.0,1807.0,922.0,3.5112,231900.0,NEAR OCEAN
+-121.92,36.95,29.0,3457.0,699.0,1327.0,563.0,3.6597,252300.0,NEAR OCEAN
+-121.88,36.96,18.0,4910.0,817.0,1971.0,773.0,5.8325,308800.0,NEAR OCEAN
+-121.9,36.97,21.0,3707.0,751.0,1420.0,608.0,4.4485,295200.0,NEAR OCEAN
+-121.88,36.96,18.0,6355.0,1100.0,2304.0,972.0,6.0281,321100.0,NEAR OCEAN
+-121.9,36.93,22.0,7281.0,1233.0,1849.0,832.0,5.3276,335500.0,NEAR OCEAN
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+-122.32,40.42,17.0,3019.0,578.0,1538.0,545.0,2.793,76500.0,INLAND
+-122.56,40.75,20.0,1182.0,250.0,512.0,210.0,1.7935,74500.0,INLAND
+-122.57,40.61,27.0,1540.0,315.0,883.0,321.0,2.8036,93400.0,INLAND
+-122.66,40.52,13.0,3013.0,486.0,1361.0,515.0,4.5357,171200.0,INLAND
+-122.76,40.4,22.0,2153.0,461.0,903.0,314.0,2.125,123200.0,INLAND
+-122.34,41.06,33.0,2149.0,498.0,631.0,273.0,1.8816,65800.0,INLAND
+-122.31,40.89,18.0,754.0,161.0,247.0,107.0,2.2583,78800.0,INLAND
+-122.45,40.85,20.0,2701.0,573.0,892.0,358.0,2.7736,107800.0,INLAND
+-122.07,40.95,14.0,2721.0,627.0,1356.0,468.0,3.0299,73200.0,INLAND
+-121.89,40.97,26.0,1183.0,276.0,513.0,206.0,2.225,52000.0,INLAND
+-121.86,40.77,17.0,2816.0,639.0,1027.0,406.0,2.503,65600.0,INLAND
+-121.83,40.69,14.0,821.0,170.0,477.0,129.0,3.15,87500.0,INLAND
+-122.08,40.64,14.0,3099.0,519.0,1447.0,494.0,4.0132,141200.0,INLAND
+-122.06,40.55,17.0,3057.0,577.0,1497.0,556.0,3.5189,101000.0,INLAND
+-121.92,40.52,13.0,4581.0,881.0,1799.0,734.0,2.2993,99500.0,INLAND
+-121.67,40.61,8.0,2411.0,463.0,786.0,297.0,2.1513,80400.0,INLAND
+-121.55,40.48,14.0,2413.0,524.0,805.0,329.0,2.7857,77400.0,INLAND
+-121.64,40.9,24.0,2237.0,434.0,834.0,318.0,1.7538,90300.0,INLAND
+-121.67,40.87,31.0,1581.0,299.0,776.0,287.0,2.9063,77800.0,INLAND
+-121.65,40.88,15.0,2909.0,549.0,1537.0,522.0,3.0179,61300.0,INLAND
+-121.67,40.89,17.0,2548.0,537.0,1118.0,461.0,2.267,57800.0,INLAND
+-121.63,40.92,23.0,1922.0,411.0,872.0,350.0,2.2337,64500.0,INLAND
+-121.41,40.82,16.0,2668.0,516.0,915.0,362.0,2.3393,90300.0,INLAND
+-121.47,41.12,22.0,2737.0,512.0,1168.0,442.0,2.83,88700.0,INLAND
+-121.45,41.04,33.0,2029.0,378.0,936.0,343.0,2.67,77500.0,INLAND
+-120.08,39.61,32.0,1404.0,247.0,544.0,201.0,2.7778,72900.0,INLAND
+-120.23,39.56,14.0,1781.0,346.0,734.0,287.0,2.46,93000.0,INLAND
+-120.48,39.66,32.0,1516.0,289.0,304.0,131.0,1.8839,71000.0,INLAND
+-120.24,39.67,40.0,690.0,129.0,305.0,110.0,2.3625,62500.0,INLAND
+-120.73,39.63,17.0,1791.0,356.0,432.0,190.0,3.8826,92400.0,INLAND
+-120.24,39.67,52.0,296.0,63.0,143.0,56.0,3.625,68600.0,INLAND
+-120.92,39.56,48.0,1276.0,292.0,358.0,145.0,1.875,66600.0,INLAND
+-120.51,39.52,26.0,2286.0,444.0,498.0,216.0,2.065,96100.0,INLAND
+-121.62,41.78,40.0,3272.0,663.0,1467.0,553.0,1.7885,43500.0,INLAND
+-121.93,41.86,28.0,4225.0,835.0,1908.0,686.0,1.74,44000.0,INLAND
+-122.33,41.86,19.0,3599.0,695.0,1572.0,601.0,2.234,58600.0,INLAND
+-122.53,41.81,21.0,2400.0,485.0,1109.0,443.0,1.7639,55400.0,INLAND
+-122.26,41.66,17.0,1885.0,350.0,953.0,328.0,2.1607,61400.0,INLAND
+-122.64,41.95,18.0,1867.0,424.0,802.0,314.0,1.8242,53500.0,INLAND
+-123.26,41.86,25.0,2344.0,532.0,1117.0,424.0,2.7222,64600.0,INLAND
+-123.38,41.8,25.0,1941.0,477.0,1000.0,390.0,2.2976,54400.0,INLAND
+-123.41,41.6,23.0,1654.0,369.0,669.0,273.0,1.965,65400.0,INLAND
+-122.92,41.7,23.0,4017.0,792.0,1634.0,619.0,2.3571,62000.0,INLAND
+-122.56,41.69,21.0,2010.0,360.0,947.0,306.0,2.4107,70100.0,INLAND
+-122.61,41.74,15.0,4206.0,922.0,1863.0,869.0,2.0591,55700.0,INLAND
+-122.64,41.74,33.0,2644.0,459.0,1113.0,483.0,3.3095,81300.0,INLAND
+-122.64,41.73,36.0,3319.0,664.0,1492.0,631.0,1.8694,71200.0,INLAND
+-122.64,41.73,50.0,1525.0,308.0,661.0,285.0,2.2206,63200.0,INLAND
+-122.65,41.72,15.0,3643.0,801.0,1784.0,743.0,1.8533,57500.0,INLAND
+-122.73,41.76,19.0,2200.0,414.0,950.0,367.0,2.5357,94200.0,INLAND
+-122.64,41.63,19.0,2722.0,479.0,1108.0,430.0,3.1062,100000.0,INLAND
+-122.56,41.53,29.0,1729.0,355.0,848.0,328.0,2.2024,60900.0,INLAND
+-122.93,41.48,20.0,4288.0,789.0,1800.0,660.0,2.723,79600.0,INLAND
+-122.9,41.46,31.0,1277.0,263.0,600.0,241.0,1.7292,61700.0,INLAND
+-123.08,41.26,34.0,2773.0,679.0,1066.0,424.0,1.6757,63300.0,INLAND
+-122.38,41.54,14.0,4453.0,797.0,1817.0,685.0,2.7468,81100.0,INLAND
+-122.49,41.43,19.0,3689.0,644.0,1544.0,566.0,3.125,76100.0,INLAND
+-122.38,41.43,45.0,2245.0,448.0,1155.0,421.0,1.6509,46200.0,INLAND
+-122.37,41.41,28.0,1729.0,419.0,929.0,370.0,1.27,53100.0,INLAND
+-122.39,41.41,23.0,910.0,199.0,370.0,169.0,1.7448,80100.0,INLAND
+-122.32,41.31,45.0,1393.0,294.0,521.0,249.0,1.1915,71900.0,INLAND
+-122.3,41.32,13.0,2300.0,513.0,1151.0,488.0,2.1571,81500.0,INLAND
+-122.3,41.31,29.0,4059.0,787.0,1700.0,702.0,2.4526,97100.0,INLAND
+-122.28,41.38,15.0,5266.0,1031.0,2147.0,885.0,2.8036,110100.0,INLAND
+-122.45,41.28,15.0,2740.0,503.0,1188.0,445.0,3.4519,128800.0,INLAND
+-122.34,41.21,26.0,178.0,40.0,55.0,25.0,2.0375,57500.0,INLAND
+-122.27,41.23,40.0,1958.0,386.0,725.0,331.0,2.1898,65500.0,INLAND
+-122.27,41.2,52.0,4513.0,985.0,1926.0,815.0,1.5923,56000.0,INLAND
+-121.76,41.5,31.0,602.0,153.0,112.0,47.0,1.0667,34200.0,INLAND
+-122.09,41.32,52.0,4019.0,824.0,1728.0,706.0,2.2462,62900.0,INLAND
+-122.22,38.12,15.0,14125.0,2344.0,6456.0,2147.0,5.1014,179500.0,NEAR BAY
+-122.19,38.13,5.0,7854.0,1446.0,4361.0,1395.0,4.9504,214800.0,NEAR BAY
+-122.21,38.11,31.0,2766.0,604.0,1441.0,552.0,3.1768,131000.0,NEAR BAY
+-122.21,38.11,35.0,2122.0,400.0,1189.0,408.0,3.0962,124600.0,NEAR BAY
+-122.21,38.1,36.0,3018.0,557.0,1445.0,556.0,3.8029,129900.0,NEAR BAY
+-122.22,38.11,43.0,1939.0,353.0,968.0,392.0,3.1848,112700.0,NEAR BAY
+-122.22,38.1,38.0,931.0,181.0,566.0,207.0,3.0221,93300.0,NEAR BAY
+-122.22,38.1,40.0,2549.0,478.0,1275.0,494.0,2.9469,111600.0,NEAR BAY
+-122.22,38.1,44.0,2256.0,451.0,1057.0,426.0,3.1204,110800.0,NEAR BAY
+-122.22,38.1,44.0,3013.0,563.0,1353.0,512.0,3.4559,111900.0,NEAR BAY
+-122.22,38.09,47.0,2161.0,440.0,966.0,360.0,2.2734,88700.0,NEAR BAY
+-122.21,38.09,37.0,4368.0,779.0,2083.0,741.0,3.8667,127000.0,NEAR BAY
+-122.2,38.09,18.0,6860.0,1079.0,3205.0,1058.0,5.2957,171900.0,NEAR BAY
+-122.22,38.08,37.0,2811.0,,1574.0,516.0,3.1053,96700.0,NEAR BAY
+-122.22,38.08,37.0,4590.0,857.0,2920.0,832.0,3.436,94800.0,NEAR BAY
+-122.22,38.07,4.0,15654.0,2394.0,7025.0,2168.0,5.8171,225200.0,NEAR BAY
+-122.25,38.09,48.0,833.0,188.0,652.0,165.0,2.2417,87900.0,NEAR BAY
+-122.23,38.09,26.0,4397.0,997.0,2539.0,965.0,2.4875,90000.0,NEAR BAY
+-122.24,38.07,13.0,5451.0,1194.0,2957.0,1081.0,2.6098,162500.0,NEAR BAY
+-122.26,38.1,24.0,1213.0,395.0,699.0,386.0,1.3007,94600.0,NEAR BAY
+-122.26,38.1,30.0,3317.0,1058.0,1794.0,990.0,1.1835,133300.0,NEAR BAY
+-122.25,38.1,52.0,248.0,86.0,173.0,69.0,2.3,109400.0,NEAR BAY
+-122.25,38.1,52.0,1780.0,373.0,824.0,317.0,2.75,109900.0,NEAR BAY
+-122.25,38.1,52.0,2315.0,556.0,1113.0,486.0,2.5042,147900.0,NEAR BAY
+-122.25,38.1,52.0,1591.0,372.0,817.0,357.0,2.1411,97200.0,NEAR BAY
+-122.23,38.1,46.0,4143.0,895.0,2240.0,847.0,2.4201,92800.0,NEAR BAY
+-122.24,38.1,49.0,1851.0,356.0,849.0,307.0,2.9432,103500.0,NEAR BAY
+-122.24,38.11,52.0,2050.0,492.0,1277.0,463.0,3.0507,107300.0,NEAR BAY
+-122.24,38.11,42.0,1743.0,388.0,889.0,341.0,2.3241,99200.0,NEAR BAY
+-122.23,38.1,47.0,1303.0,278.0,694.0,269.0,2.5969,92800.0,NEAR BAY
+-122.23,38.12,49.0,2715.0,435.0,1006.0,429.0,4.2308,145800.0,NEAR BAY
+-122.23,38.11,47.0,3007.0,524.0,1152.0,486.0,4.0,141500.0,NEAR BAY
+-122.24,38.11,52.0,2111.0,310.0,772.0,323.0,4.775,148200.0,NEAR BAY
+-122.23,38.13,29.0,5154.0,1084.0,2459.0,1019.0,3.2664,142900.0,NEAR BAY
+-122.24,38.13,37.0,3223.0,564.0,1325.0,539.0,4.0938,126900.0,NEAR BAY
+-122.24,38.12,39.0,2967.0,500.0,1243.0,523.0,4.2902,152400.0,NEAR BAY
+-122.24,38.12,42.0,1625.0,255.0,578.0,243.0,4.0114,166900.0,NEAR BAY
+-122.25,38.12,47.0,1339.0,298.0,794.0,286.0,2.5865,109800.0,NEAR BAY
+-122.25,38.11,49.0,2365.0,504.0,1131.0,458.0,2.6133,103100.0,NEAR BAY
+-122.25,38.11,52.0,2846.0,705.0,1519.0,620.0,2.1976,97900.0,NEAR BAY
+-122.26,38.11,52.0,793.0,216.0,505.0,194.0,1.9667,93800.0,NEAR BAY
+-122.26,38.11,52.0,1560.0,353.0,670.0,287.0,1.7411,98400.0,NEAR BAY
+-122.26,38.11,52.0,2573.0,639.0,1238.0,529.0,2.6708,109700.0,NEAR BAY
+-122.26,38.12,28.0,3102.0,734.0,1623.0,639.0,3.1025,103700.0,NEAR BAY
+-122.27,38.12,45.0,4423.0,1001.0,2109.0,874.0,2.6937,111800.0,NEAR BAY
+-122.27,38.12,42.0,5266.0,1167.0,3124.0,1025.0,2.7375,120000.0,NEAR BAY
+-122.26,38.15,26.0,3699.0,671.0,2388.0,699.0,4.0515,121900.0,NEAR BAY
+-122.26,38.14,34.0,963.0,159.0,392.0,176.0,4.0156,134700.0,NEAR BAY
+-122.26,38.15,16.0,3921.0,727.0,2830.0,680.0,4.5053,123700.0,NEAR BAY
+-122.32,38.12,12.0,5382.0,928.0,3928.0,921.0,5.3785,150600.0,NEAR BAY
+-122.26,38.13,28.0,3072.0,790.0,1375.0,705.0,1.6368,91200.0,NEAR BAY
+-122.24,38.14,15.0,8479.0,1759.0,5008.0,1646.0,3.724,131600.0,NEAR BAY
+-122.24,38.15,10.0,6817.0,1188.0,4163.0,1135.0,4.4529,144100.0,NEAR BAY
+-122.25,38.15,24.0,2917.0,543.0,1878.0,531.0,3.7014,123600.0,NEAR BAY
+-122.22,38.15,7.0,5129.0,,2824.0,738.0,5.5138,171100.0,NEAR BAY
+-122.23,38.15,33.0,1253.0,238.0,753.0,236.0,1.756,86400.0,NEAR BAY
+-122.23,38.14,36.0,1412.0,260.0,792.0,268.0,2.3056,90400.0,NEAR BAY
+-122.15,38.04,14.0,2804.0,587.0,1083.0,573.0,2.6466,168500.0,NEAR BAY
+-122.16,38.05,52.0,1888.0,457.0,830.0,408.0,3.1373,185100.0,NEAR BAY
+-122.16,38.05,34.0,2434.0,428.0,926.0,423.0,4.6776,208300.0,NEAR BAY
+-122.19,38.07,20.0,3000.0,525.0,1207.0,491.0,4.6406,217500.0,NEAR BAY
+-122.18,38.07,10.0,4976.0,849.0,2089.0,803.0,5.3288,201800.0,NEAR BAY
+-122.17,38.07,15.0,2125.0,278.0,857.0,272.0,6.4599,219700.0,NEAR BAY
+-122.16,38.07,14.0,6360.0,1236.0,2876.0,1127.0,4.5321,190300.0,NEAR BAY
+-122.17,38.06,16.0,3515.0,626.0,1764.0,626.0,4.4397,187100.0,NEAR BAY
+-122.15,38.06,10.0,3008.0,532.0,1381.0,522.0,5.3661,195800.0,NEAR BAY
+-122.17,38.08,7.0,18392.0,2782.0,8276.0,2742.0,6.4232,229200.0,NEAR BAY
+-122.2,38.1,5.0,9567.0,1729.0,4620.0,1580.0,4.4821,210000.0,NEAR BAY
+-122.19,38.09,8.0,614.0,118.0,278.0,115.0,6.3735,166300.0,NEAR BAY
+-122.14,38.05,27.0,3794.0,772.0,1756.0,724.0,3.2891,150600.0,NEAR BAY
+-122.14,38.07,31.0,3401.0,616.0,1750.0,602.0,4.6761,143100.0,NEAR BAY
+-122.11,38.09,11.0,673.0,145.0,318.0,137.0,2.3929,122500.0,NEAR BAY
+-122.13,38.26,40.0,1538.0,255.0,669.0,263.0,3.3281,170200.0,NEAR BAY
+-122.15,38.29,17.0,1625.0,239.0,703.0,224.0,6.5891,328800.0,NEAR BAY
+-122.18,38.29,18.0,1953.0,265.0,658.0,270.0,8.0113,393000.0,NEAR BAY
+-122.18,38.23,21.0,2475.0,341.0,812.0,308.0,7.2589,320400.0,NEAR BAY
+-122.14,38.16,4.0,3273.0,495.0,1497.0,454.0,5.3345,176100.0,NEAR BAY
+-122.18,38.17,7.0,4093.0,651.0,2228.0,646.0,5.2523,161300.0,NEAR BAY
+-122.07,38.26,15.0,1173.0,146.0,450.0,154.0,6.0487,197700.0,INLAND
+-122.1,38.24,13.0,7367.0,1042.0,3193.0,983.0,5.3102,195000.0,NEAR BAY
+-122.06,38.27,14.0,6920.0,996.0,3196.0,978.0,5.0672,171300.0,INLAND
+-122.07,38.27,8.0,6761.0,1234.0,3237.0,1177.0,4.3586,173400.0,INLAND
+-122.08,38.3,2.0,6718.0,858.0,2012.0,654.0,6.8872,305200.0,INLAND
+-122.04,38.28,12.0,3861.0,795.0,2129.0,806.0,3.676,135000.0,INLAND
+-122.04,38.28,25.0,3304.0,493.0,1464.0,488.0,5.2527,130600.0,INLAND
+-122.03,38.28,15.0,5114.0,833.0,2418.0,778.0,4.4882,144000.0,INLAND
+-122.03,38.3,5.0,1569.0,199.0,713.0,209.0,6.6779,223900.0,INLAND
+-122.0,38.28,3.0,7030.0,1191.0,3238.0,1055.0,4.962,161700.0,INLAND
+-121.98,38.29,4.0,8778.0,1291.0,4010.0,1188.0,5.4399,187100.0,INLAND
+-121.99,38.15,36.0,263.0,73.0,88.0,42.0,2.5313,162500.0,INLAND
+-122.05,38.26,32.0,1070.0,199.0,631.0,195.0,2.6827,98900.0,INLAND
+-122.05,38.25,37.0,1336.0,251.0,680.0,231.0,3.815,99000.0,INLAND
+-122.06,38.25,36.0,1818.0,323.0,953.0,298.0,3.3153,99000.0,INLAND
+-122.06,38.25,34.0,1562.0,289.0,898.0,307.0,3.3598,107200.0,INLAND
+-122.06,38.26,36.0,1248.0,221.0,672.0,222.0,3.3839,105900.0,INLAND
+-122.07,38.24,15.0,7937.0,1635.0,4390.0,1567.0,3.5464,129800.0,INLAND
+-122.04,38.25,38.0,1214.0,244.0,632.0,254.0,2.8438,94200.0,INLAND
+-122.05,38.25,39.0,199.0,36.0,101.0,38.0,6.2299,105400.0,INLAND
+-122.04,38.26,34.0,3082.0,702.0,1795.0,703.0,2.7885,105900.0,INLAND
+-122.04,38.25,37.0,1176.0,291.0,648.0,271.0,2.7167,92200.0,INLAND
+-122.04,38.25,32.0,1203.0,287.0,571.0,255.0,3.0938,110400.0,INLAND
+-122.04,38.25,52.0,582.0,131.0,241.0,106.0,2.4,125000.0,INLAND
+-122.05,38.26,21.0,7195.0,1416.0,3927.0,1377.0,3.0912,126300.0,INLAND
+-122.04,38.27,16.0,8517.0,1910.0,4508.0,1837.0,3.1853,129600.0,INLAND
+-122.03,38.27,24.0,3580.0,735.0,1959.0,731.0,2.7284,118500.0,INLAND
+-122.03,38.26,25.0,4617.0,1046.0,2685.0,1011.0,2.9576,108500.0,INLAND
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+-121.94,38.41,15.0,1263.0,211.0,665.0,208.0,4.5,260900.0,INLAND
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+-121.96,38.34,14.0,3035.0,680.0,1597.0,663.0,3.6036,143500.0,INLAND
+-121.95,38.35,16.0,2084.0,292.0,1099.0,292.0,5.8269,150200.0,INLAND
+-121.94,38.35,8.0,3157.0,559.0,1758.0,569.0,4.412,140100.0,INLAND
+-121.92,38.34,2.0,7747.0,1133.0,3481.0,1083.0,6.1112,181000.0,INLAND
+-121.95,38.34,9.0,4999.0,874.0,2687.0,817.0,4.2324,142100.0,INLAND
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+-121.96,38.32,12.0,5127.0,998.0,2749.0,976.0,4.0458,130600.0,INLAND
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+-121.98,38.32,45.0,19.0,5.0,7460.0,6.0,10.2264,137500.0,INLAND
+-121.98,38.36,33.0,1083.0,217.0,562.0,203.0,2.433,101700.0,INLAND
+-121.99,38.35,45.0,1778.0,339.0,839.0,319.0,2.4659,102900.0,INLAND
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+-122.0,38.35,24.0,745.0,116.0,300.0,115.0,3.6176,158500.0,INLAND
+-122.01,38.35,18.0,4486.0,723.0,1600.0,697.0,3.8651,189700.0,INLAND
+-122.01,38.36,15.0,476.0,67.0,213.0,73.0,7.1053,315200.0,INLAND
+-121.98,38.36,30.0,140.0,35.0,103.0,35.0,4.163,112500.0,INLAND
+-121.97,38.35,17.0,5678.0,1116.0,3182.0,1135.0,3.7388,122000.0,INLAND
+-121.97,38.34,11.0,1500.0,319.0,899.0,304.0,4.5568,127200.0,INLAND
+-121.96,38.35,20.0,1415.0,266.0,667.0,250.0,4.0938,117300.0,INLAND
+-121.96,38.34,7.0,3292.0,698.0,1911.0,702.0,3.89,140300.0,INLAND
+-121.96,38.36,11.0,3208.0,790.0,1772.0,694.0,2.7434,218800.0,INLAND
+-121.98,38.35,16.0,1697.0,267.0,832.0,277.0,4.4375,132600.0,INLAND
+-121.98,38.34,13.0,3616.0,672.0,2022.0,652.0,4.0536,134800.0,INLAND
+-121.97,38.34,16.0,2331.0,450.0,1074.0,400.0,4.0329,126800.0,INLAND
+-121.98,38.34,18.0,3876.0,916.0,2386.0,867.0,2.5938,129500.0,INLAND
+-121.99,38.34,16.0,1470.0,261.0,748.0,256.0,4.0433,132200.0,INLAND
+-121.99,38.34,13.0,3252.0,610.0,1915.0,631.0,4.2137,151700.0,INLAND
+-122.0,38.35,34.0,432.0,65.0,208.0,71.0,5.5435,136000.0,INLAND
+-122.0,38.38,16.0,2509.0,366.0,1043.0,339.0,6.0704,173400.0,INLAND
+-122.01,38.37,16.0,3996.0,550.0,1673.0,539.0,5.778,175700.0,INLAND
+-122.01,38.36,28.0,1967.0,315.0,734.0,291.0,4.9583,146200.0,INLAND
+-122.02,38.38,16.0,808.0,137.0,371.0,145.0,6.0767,216400.0,INLAND
+-122.02,38.37,16.0,2495.0,331.0,1118.0,338.0,6.4894,198000.0,INLAND
+-122.01,38.36,15.0,1176.0,166.0,485.0,171.0,5.9441,228200.0,INLAND
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+-121.98,38.37,21.0,3027.0,675.0,2018.0,642.0,2.8438,111500.0,INLAND
+-121.98,38.36,24.0,2434.0,630.0,1538.0,574.0,2.1067,101100.0,INLAND
+-122.0,38.37,18.0,1048.0,185.0,469.0,162.0,3.625,125000.0,INLAND
+-121.99,38.36,35.0,2728.0,451.0,1290.0,452.0,3.2768,117600.0,INLAND
+-122.0,38.36,34.0,2735.0,539.0,1390.0,491.0,2.7262,118800.0,INLAND
+-121.99,38.36,33.0,146.0,31.0,75.0,31.0,3.5179,84400.0,INLAND
+-122.0,38.36,34.0,1502.0,282.0,860.0,297.0,3.3438,135600.0,INLAND
+-121.82,38.36,26.0,1974.0,364.0,1002.0,362.0,3.3036,210000.0,INLAND
+-121.81,38.49,18.0,4518.0,827.0,2230.0,715.0,3.9309,178500.0,INLAND
+-121.76,38.41,19.0,686.0,107.0,348.0,109.0,3.9306,93800.0,INLAND
+-121.81,38.45,24.0,1951.0,341.0,1140.0,338.0,3.7061,128500.0,INLAND
+-121.82,38.46,10.0,6331.0,1181.0,3419.0,1110.0,3.7083,154800.0,INLAND
+-121.85,38.43,2.0,790.0,135.0,235.0,87.0,5.0862,166500.0,INLAND
+-121.83,38.45,15.0,5115.0,776.0,2540.0,794.0,4.8611,146400.0,INLAND
+-121.83,38.45,32.0,2139.0,440.0,1154.0,411.0,3.2672,107500.0,INLAND
+-121.83,38.45,36.0,839.0,158.0,446.0,167.0,2.3438,122700.0,INLAND
+-121.83,38.43,24.0,1307.0,314.0,917.0,291.0,2.2244,98100.0,INLAND
+-121.81,38.43,30.0,1674.0,297.0,756.0,292.0,3.9286,133100.0,INLAND
+-121.76,38.25,32.0,1495.0,333.0,905.0,281.0,2.625,212500.0,INLAND
+-121.69,38.16,33.0,1808.0,363.0,824.0,340.0,3.2937,96400.0,INLAND
+-121.69,38.16,46.0,2292.0,472.0,970.0,431.0,2.2888,94900.0,INLAND
+-121.73,38.13,40.0,1266.0,257.0,547.0,247.0,3.0288,164400.0,INLAND
+-121.74,38.15,22.0,1910.0,326.0,1001.0,345.0,4.8173,115800.0,INLAND
+-121.84,38.13,33.0,596.0,105.0,212.0,94.0,4.2813,81300.0,INLAND
+-122.42,38.27,25.0,3282.0,566.0,1244.0,483.0,4.5313,308400.0,NEAR BAY
+-122.49,38.22,33.0,1486.0,290.0,781.0,274.0,3.5647,251800.0,NEAR BAY
+-122.41,38.16,37.0,1549.0,,863.0,275.0,2.7457,254700.0,NEAR BAY
+-122.45,38.3,24.0,1946.0,400.0,718.0,380.0,3.5507,257900.0,NEAR BAY
+-122.47,38.3,15.0,4885.0,988.0,2175.0,924.0,3.4031,209500.0,<1H OCEAN
+-122.42,38.31,18.0,1479.0,246.0,550.0,217.0,4.7356,333300.0,NEAR BAY
+-122.44,38.34,25.0,3106.0,715.0,1262.0,665.0,1.9487,233500.0,<1H OCEAN
+-122.46,38.29,21.0,2423.0,560.0,1098.0,503.0,2.364,173300.0,NEAR BAY
+-122.46,38.29,35.0,1762.0,350.0,686.0,339.0,3.5982,271700.0,NEAR BAY
+-122.45,38.28,20.0,3306.0,503.0,1374.0,460.0,5.7984,297600.0,NEAR BAY
+-122.47,38.29,14.0,3732.0,846.0,1277.0,775.0,2.5658,208000.0,NEAR BAY
+-122.45,38.27,25.0,5024.0,881.0,1994.0,838.0,4.2237,262300.0,NEAR BAY
+-122.52,38.27,18.0,2405.0,390.0,872.0,367.0,5.2155,248300.0,<1H OCEAN
+-122.53,38.32,22.0,3577.0,,1371.0,501.0,5.795,332300.0,<1H OCEAN
+-122.49,38.32,30.0,1631.0,284.0,788.0,284.0,3.3098,195500.0,<1H OCEAN
+-122.49,38.31,27.0,3078.0,597.0,1411.0,586.0,3.25,195500.0,<1H OCEAN
+-122.49,38.3,14.0,2844.0,602.0,1613.0,544.0,3.3571,193600.0,<1H OCEAN
+-122.48,38.3,17.0,2703.0,550.0,1241.0,515.0,2.652,171300.0,<1H OCEAN
+-122.49,38.29,26.0,1726.0,289.0,672.0,251.0,3.8,242100.0,<1H OCEAN
+-122.49,38.27,8.0,5092.0,988.0,1657.0,936.0,3.5625,213200.0,NEAR BAY
+-122.47,38.34,15.0,2411.0,446.0,1144.0,407.0,4.3472,261000.0,<1H OCEAN
+-122.49,38.32,17.0,3308.0,720.0,1587.0,632.0,3.2727,176000.0,<1H OCEAN
+-122.48,38.32,31.0,1701.0,363.0,680.0,324.0,3.1375,192100.0,<1H OCEAN
+-122.48,38.31,29.0,2375.0,560.0,1124.0,502.0,2.3276,166200.0,<1H OCEAN
+-122.48,38.31,19.0,2398.0,521.0,1266.0,471.0,2.7727,186800.0,<1H OCEAN
+-122.48,38.32,42.0,2106.0,533.0,1141.0,445.0,3.1129,149300.0,<1H OCEAN
+-122.55,38.42,24.0,2220.0,411.0,894.0,365.0,4.2891,211700.0,<1H OCEAN
+-122.58,38.38,27.0,3800.0,728.0,1587.0,605.0,4.7237,306600.0,<1H OCEAN
+-122.5,38.4,36.0,1860.0,364.0,777.0,339.0,4.1307,295700.0,<1H OCEAN
+-122.5,38.35,25.0,1566.0,352.0,784.0,362.0,3.075,165100.0,<1H OCEAN
+-122.54,38.36,40.0,2725.0,531.0,1167.0,458.0,3.7969,202800.0,<1H OCEAN
+-122.61,38.24,25.0,2990.0,450.0,1335.0,434.0,4.7,190100.0,<1H OCEAN
+-122.61,38.24,17.0,1728.0,271.0,897.0,284.0,3.4896,185900.0,<1H OCEAN
+-122.61,38.23,18.0,2042.0,420.0,914.0,400.0,2.9871,193800.0,<1H OCEAN
+-122.62,38.24,19.0,1687.0,253.0,893.0,257.0,6.204,201800.0,<1H OCEAN
+-122.61,38.25,18.0,2915.0,418.0,1340.0,421.0,5.2452,204900.0,<1H OCEAN
+-122.6,38.24,16.0,1410.0,209.0,741.0,229.0,4.725,204500.0,<1H OCEAN
+-122.61,38.24,18.0,2933.0,481.0,1279.0,443.0,5.0849,188500.0,<1H OCEAN
+-122.6,38.24,16.0,2621.0,416.0,1247.0,386.0,4.8603,198400.0,<1H OCEAN
+-122.63,38.25,20.0,3460.0,602.0,1707.0,568.0,3.7115,181900.0,<1H OCEAN
+-122.62,38.24,33.0,1369.0,280.0,758.0,246.0,4.0341,156500.0,<1H OCEAN
+-122.62,38.25,33.0,1453.0,250.0,677.0,237.0,4.0962,170200.0,<1H OCEAN
+-122.61,38.26,17.0,2864.0,487.0,1482.0,547.0,4.6833,215200.0,<1H OCEAN
+-122.62,38.25,20.0,1888.0,411.0,826.0,396.0,2.875,189100.0,<1H OCEAN
+-122.62,38.25,24.0,2388.0,358.0,1187.0,362.0,4.6534,196500.0,<1H OCEAN
+-122.57,38.27,7.0,6508.0,1028.0,2902.0,1010.0,5.3707,250500.0,<1H OCEAN
+-122.51,38.17,8.0,5875.0,1115.0,2808.0,1029.0,3.6392,246300.0,NEAR BAY
+-122.65,38.27,9.0,4764.0,816.0,2077.0,755.0,5.1391,234500.0,<1H OCEAN
+-122.63,38.26,7.0,7808.0,1390.0,3551.0,1392.0,4.6069,202300.0,<1H OCEAN
+-122.66,38.27,16.0,1523.0,308.0,477.0,315.0,2.1696,75000.0,<1H OCEAN
+-122.63,38.24,45.0,1615.0,338.0,823.0,327.0,2.5179,145500.0,<1H OCEAN
+-122.63,38.23,45.0,2264.0,504.0,1076.0,472.0,3.0139,194100.0,<1H OCEAN
+-122.64,38.23,52.0,1075.0,249.0,519.0,210.0,3.0769,230900.0,<1H OCEAN
+-122.64,38.23,49.0,2300.0,463.0,1061.0,429.0,4.075,228800.0,<1H OCEAN
+-122.63,38.22,34.0,878.0,160.0,372.0,167.0,4.0417,232100.0,<1H OCEAN
+-122.63,38.22,17.0,2652.0,342.0,1199.0,350.0,5.565,267100.0,<1H OCEAN
+-122.63,38.21,22.0,2933.0,461.0,1283.0,449.0,6.2034,291100.0,<1H OCEAN
+-122.63,38.23,37.0,1966.0,348.0,875.0,381.0,4.0703,223800.0,<1H OCEAN
+-122.65,38.23,52.0,1735.0,347.0,712.0,343.0,3.1711,200800.0,<1H OCEAN
+-122.64,38.23,52.0,2156.0,469.0,1070.0,467.0,3.3011,252300.0,<1H OCEAN
+-122.65,38.23,52.0,1923.0,393.0,910.0,345.0,3.45,200600.0,<1H OCEAN
+-122.66,38.2,39.0,2889.0,517.0,1351.0,489.0,4.3056,251300.0,<1H OCEAN
+-122.64,38.24,52.0,1621.0,393.0,635.0,349.0,2.5202,244000.0,<1H OCEAN
+-122.64,38.24,40.0,1974.0,410.0,1039.0,398.0,3.7917,151600.0,<1H OCEAN
+-122.65,38.25,23.0,4030.0,,1852.0,778.0,3.402,193300.0,<1H OCEAN
+-122.65,38.24,24.0,1948.0,310.0,922.0,313.0,4.95,243600.0,<1H OCEAN
+-122.65,38.24,49.0,3273.0,579.0,1431.0,539.0,4.275,227600.0,<1H OCEAN
+-122.64,38.25,31.0,2554.0,515.0,1507.0,533.0,3.8,162600.0,<1H OCEAN
+-122.69,38.27,32.0,2344.0,434.0,1066.0,384.0,4.0313,285000.0,<1H OCEAN
+-122.67,38.25,32.0,1333.0,235.0,660.0,206.0,4.0729,288500.0,<1H OCEAN
+-122.68,38.25,29.0,1315.0,240.0,650.0,228.0,3.8269,306000.0,<1H OCEAN
+-122.67,38.24,29.0,2644.0,464.0,1372.0,450.0,5.0544,261800.0,<1H OCEAN
+-122.77,38.29,32.0,3201.0,542.0,1869.0,519.0,3.2442,268000.0,<1H OCEAN
+-122.73,38.26,35.0,3941.0,645.0,1668.0,620.0,4.385,317700.0,<1H OCEAN
+-122.7,38.23,47.0,2090.0,387.0,1053.0,377.0,3.5673,310300.0,<1H OCEAN
+-122.72,38.35,16.0,3049.0,609.0,1675.0,618.0,2.4117,162500.0,<1H OCEAN
+-122.72,38.31,26.0,1644.0,294.0,801.0,291.0,4.3906,248000.0,<1H OCEAN
+-122.67,38.31,28.0,1915.0,419.0,930.0,342.0,3.7875,292700.0,<1H OCEAN
+-122.69,38.3,30.0,3919.0,743.0,1693.0,693.0,3.3827,292100.0,<1H OCEAN
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+-120.39,37.96,10.0,2554.0,501.0,922.0,439.0,2.1094,164000.0,INLAND
+-120.4,37.92,22.0,1022.0,194.0,517.0,198.0,3.625,99400.0,INLAND
+-120.35,37.95,13.0,2104.0,407.0,960.0,401.0,2.4,177000.0,INLAND
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+-119.06,34.62,10.0,416.0,110.0,436.0,70.0,2.2222,262500.0,<1H OCEAN
+-118.75,34.42,28.0,1000.0,206.0,545.0,154.0,2.4167,191700.0,<1H OCEAN
+-118.8,34.41,45.0,1610.0,,1148.0,347.0,2.7,120400.0,<1H OCEAN
+-118.88,34.42,20.0,728.0,120.0,360.0,115.0,6.1244,375000.0,<1H OCEAN
+-118.98,34.4,34.0,1328.0,244.0,795.0,227.0,4.4219,338100.0,<1H OCEAN
+-118.93,34.36,33.0,1775.0,309.0,1071.0,296.0,4.6607,187900.0,<1H OCEAN
+-118.93,34.4,17.0,3275.0,599.0,2422.0,637.0,3.7092,190500.0,<1H OCEAN
+-118.92,34.4,23.0,1290.0,283.0,1060.0,279.0,3.3152,198000.0,<1H OCEAN
+-118.92,34.41,22.0,2702.0,655.0,2664.0,571.0,3.0893,173400.0,<1H OCEAN
+-118.9,34.41,35.0,4431.0,739.0,2304.0,720.0,4.2599,209100.0,<1H OCEAN
+-118.91,34.4,30.0,2861.0,613.0,2065.0,586.0,3.2024,176100.0,<1H OCEAN
+-118.9,34.4,16.0,2614.0,575.0,1163.0,524.0,1.5781,134400.0,<1H OCEAN
+-119.06,34.38,33.0,1465.0,262.0,731.0,266.0,3.9464,230300.0,<1H OCEAN
+-119.06,34.37,32.0,3885.0,759.0,2504.0,736.0,3.6453,201700.0,<1H OCEAN
+-119.05,34.36,22.0,1815.0,506.0,2428.0,473.0,2.8417,162500.0,<1H OCEAN
+-119.05,34.4,50.0,1236.0,282.0,1079.0,257.0,2.6991,181300.0,<1H OCEAN
+-119.1,34.31,21.0,2424.0,527.0,1379.0,484.0,2.6786,184000.0,<1H OCEAN
+-119.04,34.34,35.0,462.0,90.0,334.0,96.0,5.3582,281300.0,<1H OCEAN
+-119.06,34.36,52.0,1409.0,359.0,981.0,304.0,2.7951,199300.0,<1H OCEAN
+-119.06,34.36,52.0,1239.0,320.0,934.0,298.0,1.8618,183300.0,<1H OCEAN
+-119.06,34.35,34.0,2426.0,646.0,2116.0,631.0,2.0682,158300.0,<1H OCEAN
+-119.05,34.35,39.0,950.0,300.0,1366.0,312.0,2.2443,146600.0,<1H OCEAN
+-119.09,34.35,20.0,4725.0,881.0,2823.0,869.0,4.0122,214800.0,<1H OCEAN
+-119.08,34.35,24.0,3663.0,828.0,2718.0,778.0,3.2757,186000.0,<1H OCEAN
+-119.08,34.34,23.0,3065.0,723.0,2042.0,698.0,2.7593,194800.0,<1H OCEAN
+-119.11,34.33,14.0,4026.0,769.0,1825.0,671.0,3.5541,191800.0,<1H OCEAN
+-119.12,34.38,28.0,7200.0,1281.0,3793.0,1238.0,4.075,237900.0,<1H OCEAN
+-119.06,34.36,48.0,1459.0,324.0,902.0,350.0,2.4185,189900.0,<1H OCEAN
+-119.23,34.44,34.0,3193.0,664.0,1434.0,627.0,2.4777,260300.0,<1H OCEAN
+-119.26,34.46,30.0,3826.0,691.0,1656.0,657.0,4.0074,434700.0,<1H OCEAN
+-119.23,34.46,34.0,9280.0,1765.0,4514.0,1693.0,3.2026,227600.0,<1H OCEAN
+-119.19,34.46,39.0,2056.0,381.0,939.0,371.0,6.6257,427600.0,<1H OCEAN
+-119.23,34.42,16.0,630.0,117.0,343.0,100.0,5.75,325000.0,<1H OCEAN
+-119.27,34.45,15.0,1659.0,274.0,679.0,253.0,5.0,357900.0,<1H OCEAN
+-119.15,34.44,33.0,2005.0,392.0,1043.0,351.0,5.308,297900.0,<1H OCEAN
+-119.14,34.49,17.0,321.0,44.0,92.0,39.0,7.75,375000.0,<1H OCEAN
+-119.31,34.41,22.0,2612.0,494.0,1361.0,439.0,4.1319,245000.0,NEAR OCEAN
+-119.31,34.38,23.0,282.0,69.0,130.0,57.0,2.4375,225000.0,NEAR OCEAN
+-119.29,34.37,41.0,1408.0,311.0,793.0,264.0,2.5441,161200.0,NEAR OCEAN
+-119.34,34.39,27.0,669.0,131.0,314.0,106.0,2.4659,231300.0,NEAR OCEAN
+-119.31,34.44,5.0,403.0,48.0,208.0,54.0,12.632,500001.0,NEAR OCEAN
+-119.28,34.45,36.0,2376.0,541.0,1505.0,547.0,2.4595,197600.0,<1H OCEAN
+-119.29,34.45,26.0,2849.0,535.0,1383.0,532.0,2.6893,230800.0,<1H OCEAN
+-119.29,34.44,34.0,4314.0,878.0,2361.0,831.0,3.2279,243100.0,NEAR OCEAN
+-119.27,34.44,22.0,3527.0,711.0,1483.0,640.0,2.7019,234700.0,<1H OCEAN
+-119.28,34.42,23.0,4763.0,828.0,2198.0,771.0,4.8105,313000.0,NEAR OCEAN
+-119.3,34.42,18.0,5591.0,1042.0,2860.0,1026.0,3.5822,219900.0,NEAR OCEAN
+-119.29,34.4,22.0,3891.0,657.0,1727.0,581.0,4.2656,241400.0,NEAR OCEAN
+-119.3,34.39,35.0,3079.0,579.0,1807.0,589.0,4.69,199300.0,NEAR OCEAN
+-119.17,34.29,28.0,731.0,155.0,285.0,162.0,3.2917,225000.0,NEAR OCEAN
+-119.17,34.29,18.0,3932.0,724.0,1896.0,680.0,5.2953,279400.0,NEAR OCEAN
+-119.17,34.31,21.0,259.0,38.0,142.0,45.0,5.2681,500001.0,NEAR OCEAN
+-119.15,34.3,21.0,2475.0,502.0,1269.0,505.0,2.98,259200.0,NEAR OCEAN
+-119.19,34.28,28.0,3231.0,524.0,1665.0,540.0,4.8583,224200.0,NEAR OCEAN
+-119.18,34.28,17.0,4526.0,717.0,2088.0,655.0,5.6885,268200.0,NEAR OCEAN
+-119.19,34.3,25.0,2197.0,320.0,934.0,330.0,6.311,283200.0,NEAR OCEAN
+-119.22,34.34,29.0,3128.0,672.0,1815.0,648.0,2.9821,175700.0,NEAR OCEAN
+-119.39,34.32,19.0,3238.0,629.0,1195.0,443.0,4.8472,500001.0,NEAR OCEAN
+-119.32,34.35,16.0,52.0,16.0,51.0,15.0,2.475,225000.0,NEAR OCEAN
+-119.14,34.29,17.0,2754.0,577.0,1349.0,533.0,3.1618,154200.0,<1H OCEAN
+-119.16,34.28,30.0,413.0,98.0,400.0,112.0,4.0,219200.0,NEAR OCEAN
+-119.16,34.28,11.0,5330.0,1056.0,2801.0,1028.0,4.763,232700.0,NEAR OCEAN
+-119.16,34.27,24.0,1824.0,331.0,1049.0,320.0,5.9181,221100.0,NEAR OCEAN
+-119.14,34.28,31.0,790.0,241.0,1095.0,222.0,2.25,75000.0,NEAR OCEAN
+-119.18,34.27,6.0,2307.0,386.0,910.0,364.0,5.215,279500.0,NEAR OCEAN
+-119.17,34.27,24.0,4165.0,646.0,2194.0,658.0,6.0661,234800.0,NEAR OCEAN
+-119.17,34.27,18.0,8010.0,1539.0,3982.0,1483.0,4.0905,236500.0,NEAR OCEAN
+-119.17,34.26,10.0,3654.0,541.0,1638.0,551.0,6.1885,267300.0,NEAR OCEAN
+-119.22,34.27,11.0,4695.0,955.0,2065.0,982.0,3.2158,223600.0,NEAR OCEAN
+-119.21,34.26,31.0,224.0,88.0,326.0,88.0,2.375,55000.0,NEAR OCEAN
+-119.21,34.26,10.0,3150.0,781.0,1582.0,653.0,4.2448,157300.0,NEAR OCEAN
+-119.22,34.26,16.0,2596.0,625.0,1403.0,562.0,3.4018,145200.0,NEAR OCEAN
+-119.2,34.27,8.0,4942.0,1173.0,3012.0,1033.0,3.445,203400.0,NEAR OCEAN
+-119.21,34.26,23.0,2887.0,540.0,1508.0,518.0,3.3452,217600.0,NEAR OCEAN
+-119.2,34.26,13.0,3009.0,588.0,1439.0,607.0,4.1845,199500.0,NEAR OCEAN
+-119.19,34.26,16.0,5018.0,853.0,2524.0,830.0,5.1752,218000.0,NEAR OCEAN
+-119.18,34.26,22.0,2334.0,359.0,1298.0,363.0,5.5275,228900.0,NEAR OCEAN
+-119.19,34.25,12.0,232.0,37.0,79.0,35.0,4.1667,214600.0,NEAR OCEAN
+-119.21,34.26,26.0,2406.0,411.0,1313.0,391.0,4.9079,234100.0,NEAR OCEAN
+-119.2,34.26,25.0,2203.0,367.0,1194.0,377.0,5.4087,223200.0,NEAR OCEAN
+-119.2,34.25,18.0,3208.0,643.0,1973.0,614.0,3.8162,235000.0,NEAR OCEAN
+-119.2,34.25,25.0,195.0,59.0,140.0,43.0,3.8889,187500.0,NEAR OCEAN
+-119.2,34.28,22.0,2362.0,601.0,1127.0,499.0,3.4006,219400.0,NEAR OCEAN
+-119.22,34.27,30.0,1937.0,295.0,695.0,313.0,5.0679,234300.0,NEAR OCEAN
+-119.23,34.27,22.0,3536.0,615.0,1650.0,612.0,4.2381,229300.0,NEAR OCEAN
+-119.21,34.31,22.0,7548.0,1038.0,2855.0,1008.0,6.729,409300.0,NEAR OCEAN
+-119.21,34.28,27.0,2219.0,312.0,937.0,315.0,5.7601,281100.0,NEAR OCEAN
+-119.23,34.3,18.0,1713.0,244.0,690.0,239.0,6.9483,404300.0,NEAR OCEAN
+-119.23,34.28,24.0,4260.0,691.0,1581.0,607.0,5.5048,303600.0,NEAR OCEAN
+-119.22,34.28,24.0,2212.0,332.0,899.0,331.0,5.533,299700.0,NEAR OCEAN
+-119.22,34.28,33.0,2467.0,377.0,1052.0,363.0,4.7333,257500.0,NEAR OCEAN
+-119.25,34.28,36.0,1530.0,341.0,703.0,317.0,3.5819,231900.0,NEAR OCEAN
+-119.26,34.28,41.0,2822.0,564.0,1288.0,541.0,3.0799,254100.0,NEAR OCEAN
+-119.25,34.3,34.0,1189.0,220.0,445.0,203.0,4.8824,396400.0,NEAR OCEAN
+-119.25,34.28,36.0,2232.0,373.0,951.0,368.0,5.2261,303200.0,NEAR OCEAN
+-119.24,34.28,41.0,1280.0,240.0,608.0,252.0,4.4038,229100.0,NEAR OCEAN
+-119.26,34.28,41.0,1835.0,311.0,683.0,308.0,4.8977,358200.0,NEAR OCEAN
+-119.27,34.28,52.0,2239.0,420.0,941.0,397.0,4.125,349000.0,NEAR OCEAN
+-119.27,34.29,32.0,2274.0,406.0,982.0,393.0,5.3254,385200.0,NEAR OCEAN
+-119.29,34.29,33.0,3854.0,982.0,1835.0,894.0,3.5294,323900.0,NEAR OCEAN
+-119.29,34.3,24.0,7637.0,1705.0,4647.0,1623.0,3.5385,186800.0,NEAR OCEAN
+-119.3,34.29,41.0,1445.0,410.0,1052.0,388.0,2.6333,170800.0,NEAR OCEAN
+-119.3,34.29,50.0,3128.0,825.0,2535.0,783.0,2.3669,165300.0,NEAR OCEAN
+-119.3,34.29,26.0,3665.0,932.0,2775.0,870.0,1.9286,160500.0,NEAR OCEAN
+-119.29,34.31,25.0,1092.0,190.0,702.0,215.0,3.9063,192700.0,NEAR OCEAN
+-119.29,34.28,38.0,2387.0,748.0,1537.0,741.0,2.3147,192500.0,NEAR OCEAN
+-119.3,34.27,17.0,1527.0,503.0,688.0,423.0,1.6007,187500.0,NEAR OCEAN
+-119.29,34.26,32.0,3295.0,764.0,1344.0,600.0,3.6007,395500.0,NEAR OCEAN
+-119.27,34.26,23.0,3578.0,753.0,1455.0,649.0,4.1898,359100.0,NEAR OCEAN
+-119.29,34.23,22.0,2486.0,608.0,709.0,523.0,2.9018,275000.0,NEAR OCEAN
+-119.29,34.24,27.0,4742.0,775.0,1682.0,696.0,6.194,500001.0,NEAR OCEAN
+-119.27,34.27,44.0,1312.0,279.0,668.0,278.0,4.09,203800.0,NEAR OCEAN
+-119.27,34.28,50.0,1710.0,412.0,915.0,380.0,3.1757,206300.0,NEAR OCEAN
+-119.27,34.27,52.0,459.0,112.0,276.0,107.0,2.375,198400.0,NEAR OCEAN
+-119.27,34.27,52.0,1577.0,343.0,836.0,335.0,3.5893,206600.0,NEAR OCEAN
+-119.28,34.27,43.0,403.0,77.0,156.0,85.0,4.6667,384600.0,NEAR OCEAN
+-119.28,34.27,44.0,706.0,176.0,399.0,149.0,3.0089,166700.0,NEAR OCEAN
+-119.25,34.27,46.0,679.0,159.0,382.0,143.0,3.5,221200.0,NEAR OCEAN
+-119.24,34.27,32.0,4071.0,888.0,1900.0,874.0,3.2792,220500.0,NEAR OCEAN
+-119.23,34.27,29.0,3298.0,804.0,1509.0,711.0,3.8125,244500.0,NEAR OCEAN
+-119.25,34.26,30.0,2948.0,827.0,1635.0,750.0,2.67,214900.0,NEAR OCEAN
+-119.25,34.27,35.0,2532.0,407.0,1338.0,422.0,4.7727,219000.0,NEAR OCEAN
+-119.26,34.27,36.0,1972.0,382.0,1029.0,411.0,3.7337,209000.0,NEAR OCEAN
+-119.26,34.27,40.0,2528.0,572.0,1318.0,549.0,3.6413,212700.0,NEAR OCEAN
+-119.26,34.27,42.0,918.0,204.0,394.0,204.0,4.0069,214300.0,NEAR OCEAN
+-119.23,34.25,28.0,26.0,3.0,29.0,9.0,8.0,275000.0,NEAR OCEAN
+-119.25,34.21,12.0,15201.0,2418.0,7132.0,2251.0,5.6756,301800.0,NEAR OCEAN
+-119.18,34.24,17.0,629.0,221.0,514.0,186.0,3.2847,112500.0,NEAR OCEAN
+-119.18,34.23,16.0,4609.0,1220.0,2147.0,1007.0,3.375,218800.0,NEAR OCEAN
+-119.19,34.22,26.0,3175.0,736.0,2460.0,775.0,3.125,219900.0,NEAR OCEAN
+-119.19,34.23,17.0,3889.0,748.0,2415.0,739.0,4.5,234300.0,NEAR OCEAN
+-119.18,34.22,15.0,4615.0,1008.0,2549.0,973.0,3.9063,198700.0,NEAR OCEAN
+-119.17,34.22,29.0,4188.0,816.0,2783.0,790.0,4.1949,197100.0,NEAR OCEAN
+-119.17,34.21,33.0,1039.0,256.0,1432.0,272.0,3.1103,143500.0,NEAR OCEAN
+-119.16,34.2,35.0,2183.0,636.0,3504.0,623.0,1.9704,160300.0,NEAR OCEAN
+-119.17,34.2,36.0,2028.0,523.0,2751.0,496.0,3.015,149300.0,NEAR OCEAN
+-119.17,34.2,40.0,1083.0,319.0,1843.0,349.0,2.3077,106900.0,NEAR OCEAN
+-119.18,34.21,30.0,1096.0,231.0,741.0,229.0,3.8625,234700.0,NEAR OCEAN
+-119.18,34.21,29.0,4039.0,680.0,1677.0,644.0,4.3897,257600.0,NEAR OCEAN
+-119.19,34.21,28.0,4194.0,811.0,2556.0,856.0,4.2227,235400.0,NEAR OCEAN
+-119.19,34.21,27.0,1887.0,487.0,1339.0,428.0,2.9185,224500.0,NEAR OCEAN
+-119.19,34.2,36.0,1293.0,312.0,1128.0,335.0,2.1542,253900.0,NEAR OCEAN
+-119.19,34.21,34.0,3413.0,693.0,2223.0,651.0,3.8239,208200.0,NEAR OCEAN
+-119.18,34.21,46.0,2062.0,484.0,1522.0,469.0,3.087,213900.0,NEAR OCEAN
+-119.19,34.2,18.0,3620.0,,3171.0,779.0,3.3409,220500.0,NEAR OCEAN
+-119.18,34.19,19.0,2393.0,,1938.0,762.0,1.6953,167400.0,NEAR OCEAN
+-119.18,34.2,21.0,494.0,127.0,489.0,106.0,2.6964,170800.0,NEAR OCEAN
+-119.18,34.19,5.0,384.0,131.0,410.0,149.0,1.5625,87500.0,NEAR OCEAN
+-119.27,34.17,15.0,11403.0,2131.0,3327.0,1585.0,4.3693,423300.0,NEAR OCEAN
+-119.23,34.19,16.0,5297.0,810.0,1489.0,667.0,6.4522,500001.0,NEAR OCEAN
+-119.23,34.17,18.0,6171.0,1490.0,2164.0,1210.0,3.6875,500001.0,NEAR OCEAN
+-119.23,34.15,18.0,6213.0,1188.0,2679.0,1000.0,3.748,380400.0,NEAR OCEAN
+-119.21,34.19,15.0,3797.0,692.0,2216.0,675.0,4.7443,229500.0,NEAR OCEAN
+-119.21,34.19,15.0,5614.0,989.0,2754.0,994.0,5.035,242900.0,NEAR OCEAN
+-119.22,34.18,17.0,3332.0,762.0,1797.0,673.0,4.4292,231200.0,NEAR OCEAN
+-119.2,34.19,19.0,9503.0,1769.0,6370.0,1718.0,5.0016,218500.0,NEAR OCEAN
+-119.2,34.18,27.0,1035.0,229.0,782.0,222.0,4.2212,185400.0,NEAR OCEAN
+-119.19,34.19,35.0,2599.0,552.0,2726.0,543.0,3.2212,180500.0,NEAR OCEAN
+-119.19,34.18,32.0,3366.0,677.0,2857.0,669.0,4.6186,181100.0,NEAR OCEAN
+-119.18,34.19,36.0,4519.0,1081.0,4818.0,1061.0,2.8561,179100.0,NEAR OCEAN
+-119.18,34.18,31.0,2636.0,638.0,2695.0,614.0,3.2196,175800.0,NEAR OCEAN
+-119.17,34.18,38.0,3221.0,783.0,2792.0,736.0,2.9118,172400.0,NEAR OCEAN
+-119.17,34.17,34.0,2749.0,539.0,2330.0,559.0,4.2137,185600.0,NEAR OCEAN
+-119.17,34.17,32.0,1567.0,304.0,1482.0,308.0,3.5867,182100.0,NEAR OCEAN
+-119.17,34.17,42.0,1411.0,300.0,1295.0,339.0,2.6667,164900.0,NEAR OCEAN
+-119.17,34.17,25.0,1596.0,321.0,1378.0,308.0,4.0074,188000.0,NEAR OCEAN
+-119.17,34.17,21.0,2361.0,464.0,1146.0,396.0,3.6597,195100.0,NEAR OCEAN
+-119.19,34.17,31.0,1872.0,434.0,1511.0,405.0,3.2314,186800.0,NEAR OCEAN
+-119.19,34.17,35.0,4276.0,767.0,3295.0,708.0,4.2583,187300.0,NEAR OCEAN
+-119.18,34.17,32.0,2388.0,467.0,1746.0,483.0,3.9331,187600.0,NEAR OCEAN
+-119.18,34.16,30.0,2053.0,368.0,1496.0,391.0,3.6546,186200.0,NEAR OCEAN
+-119.19,34.17,27.0,2183.0,364.0,1458.0,388.0,4.4567,191100.0,NEAR OCEAN
+-119.19,34.16,34.0,2610.0,466.0,1543.0,433.0,3.9722,189000.0,NEAR OCEAN
+-119.19,34.16,35.0,2733.0,510.0,1814.0,511.0,4.4187,183400.0,NEAR OCEAN
+-119.22,34.15,32.0,3152.0,596.0,3490.0,526.0,2.725,450000.0,NEAR OCEAN
+-119.2,34.18,22.0,6465.0,1397.0,2694.0,1370.0,2.9832,165600.0,NEAR OCEAN
+-119.21,34.18,13.0,6103.0,1319.0,2986.0,1212.0,3.9718,215200.0,NEAR OCEAN
+-119.19,34.15,31.0,4175.0,1004.0,3310.0,954.0,3.1989,185400.0,NEAR OCEAN
+-119.2,34.15,27.0,2076.0,681.0,1904.0,647.0,1.4773,160800.0,NEAR OCEAN
+-119.21,34.12,15.0,5778.0,1285.0,1722.0,829.0,4.3427,305800.0,NEAR OCEAN
+-119.18,34.16,12.0,460.0,101.0,405.0,103.0,5.2783,167400.0,NEAR OCEAN
+-119.18,34.16,27.0,1832.0,415.0,1480.0,414.0,3.9643,186000.0,NEAR OCEAN
+-119.18,34.15,22.0,4769.0,1366.0,5534.0,1318.0,2.4167,192000.0,NEAR OCEAN
+-119.17,34.16,17.0,5276.0,1020.0,4066.0,984.0,4.5828,205400.0,NEAR OCEAN
+-119.17,34.15,18.0,2509.0,688.0,3129.0,677.0,2.6098,146100.0,NEAR OCEAN
+-119.13,34.19,16.0,6389.0,1330.0,6242.0,1340.0,4.0222,206800.0,NEAR OCEAN
+-119.15,34.17,22.0,1612.0,334.0,1431.0,335.0,4.8125,194400.0,NEAR OCEAN
+-119.14,34.17,16.0,1593.0,353.0,836.0,357.0,2.726,67500.0,NEAR OCEAN
+-119.11,34.17,37.0,470.0,105.0,522.0,83.0,2.0368,243800.0,NEAR OCEAN
+-119.17,34.19,28.0,1444.0,508.0,2145.0,437.0,1.6964,175000.0,NEAR OCEAN
+-119.14,34.15,25.0,2202.0,390.0,1415.0,412.0,4.43,207700.0,NEAR OCEAN
+-119.16,34.15,23.0,3204.0,644.0,2295.0,614.0,3.9485,196600.0,NEAR OCEAN
+-119.16,34.12,17.0,224.0,70.0,147.0,71.0,3.6167,280000.0,NEAR OCEAN
+-119.16,34.17,17.0,7982.0,1603.0,6437.0,1596.0,4.1279,223900.0,NEAR OCEAN
+-119.15,34.17,23.0,2239.0,537.0,784.0,497.0,1.6038,194300.0,NEAR OCEAN
+-119.15,34.2,25.0,3445.0,898.0,5558.0,894.0,3.0972,169300.0,NEAR OCEAN
+-119.17,34.25,15.0,1329.0,282.0,1001.0,284.0,3.65,189300.0,NEAR OCEAN
+-119.15,34.25,36.0,3511.0,664.0,2965.0,695.0,4.0878,186800.0,NEAR OCEAN
+-119.16,34.23,26.0,5444.0,1293.0,3700.0,1158.0,2.7556,213200.0,NEAR OCEAN
+-119.14,34.23,8.0,243.0,75.0,102.0,80.0,2.5714,500001.0,NEAR OCEAN
+-119.12,34.23,35.0,2028.0,554.0,2252.0,521.0,2.4643,182000.0,NEAR OCEAN
+-119.12,34.25,31.0,737.0,146.0,1436.0,168.0,3.5625,194100.0,NEAR OCEAN
+-119.04,34.28,21.0,1856.0,276.0,863.0,255.0,4.5833,500001.0,<1H OCEAN
+-118.96,34.3,16.0,3103.0,482.0,1567.0,467.0,6.907,500001.0,<1H OCEAN
+-119.06,34.24,21.0,7436.0,984.0,2982.0,988.0,7.6775,391200.0,<1H OCEAN
+-119.09,34.24,17.0,10214.0,1589.0,3409.0,1327.0,5.3806,452100.0,<1H OCEAN
+-119.02,34.26,40.0,1498.0,292.0,707.0,249.0,3.7974,228700.0,<1H OCEAN
+-119.03,34.25,25.0,3344.0,502.0,1483.0,496.0,6.196,340600.0,<1H OCEAN
+-119.04,34.24,20.0,7794.0,1192.0,4169.0,1188.0,5.9316,311900.0,<1H OCEAN
+-119.05,34.24,24.0,4341.0,646.0,1929.0,703.0,5.4298,279600.0,<1H OCEAN
+-118.99,34.23,9.0,10618.0,1617.0,4830.0,1606.0,6.6246,284200.0,<1H OCEAN
+-119.01,34.23,11.0,5785.0,1035.0,2760.0,985.0,4.693,232200.0,<1H OCEAN
+-118.94,34.24,5.0,10018.0,1233.0,4253.0,1120.0,8.9063,500001.0,<1H OCEAN
+-118.96,34.23,14.0,15207.0,2924.0,6301.0,2829.0,3.9699,217000.0,<1H OCEAN
+-119.03,34.24,25.0,3655.0,545.0,1776.0,544.0,5.687,238100.0,<1H OCEAN
+-119.03,34.23,16.0,5323.0,795.0,2493.0,779.0,5.6762,271300.0,<1H OCEAN
+-119.02,34.24,24.0,4650.0,748.0,2374.0,702.0,5.8838,232600.0,<1H OCEAN
+-119.03,34.23,21.0,3284.0,487.0,1832.0,521.0,5.2773,250800.0,<1H OCEAN
+-119.03,34.22,24.0,3421.0,656.0,2220.0,645.0,4.7831,214200.0,<1H OCEAN
+-119.04,34.23,21.0,9807.0,1614.0,4199.0,1554.0,5.0145,246600.0,<1H OCEAN
+-119.06,34.23,23.0,3471.0,510.0,2002.0,555.0,5.2742,257500.0,<1H OCEAN
+-119.06,34.23,29.0,3511.0,632.0,2591.0,596.0,3.0219,221700.0,<1H OCEAN
+-119.04,34.22,18.0,3117.0,583.0,2079.0,545.0,4.6458,222800.0,<1H OCEAN
+-119.06,34.22,13.0,4175.0,1321.0,2257.0,1271.0,3.1446,177100.0,<1H OCEAN
+-119.0,34.19,5.0,3634.0,718.0,1317.0,743.0,4.2917,227900.0,<1H OCEAN
+-119.05,34.19,39.0,143.0,36.0,113.0,33.0,2.8942,275000.0,NEAR OCEAN
+-119.08,34.17,32.0,166.0,22.0,63.0,29.0,7.3004,125000.0,NEAR OCEAN
+-119.03,34.21,11.0,4528.0,729.0,2398.0,684.0,5.3044,319000.0,<1H OCEAN
+-119.05,34.21,27.0,4357.0,926.0,2110.0,876.0,3.0119,218200.0,<1H OCEAN
+-119.09,34.22,8.0,40.0,10.0,309.0,16.0,4.0208,52500.0,NEAR OCEAN
+-119.05,34.13,12.0,57.0,22.0,69.0,15.0,5.0066,275000.0,NEAR OCEAN
+-118.97,34.18,18.0,7338.0,1020.0,3419.0,1058.0,7.0242,293100.0,<1H OCEAN
+-118.96,34.19,16.0,1807.0,346.0,587.0,296.0,1.9811,162500.0,<1H OCEAN
+-118.96,34.18,16.0,3137.0,462.0,1384.0,436.0,6.1306,258200.0,<1H OCEAN
+-118.98,34.16,16.0,2476.0,402.0,1251.0,387.0,5.7676,241300.0,<1H OCEAN
+-118.95,34.18,25.0,2237.0,331.0,1121.0,365.0,6.0994,254900.0,<1H OCEAN
+-118.95,34.17,9.0,2372.0,312.0,1039.0,321.0,7.6016,344900.0,<1H OCEAN
+-118.94,34.17,16.0,3746.0,508.0,1556.0,452.0,6.3303,299400.0,<1H OCEAN
+-118.94,34.17,15.0,1679.0,271.0,928.0,264.0,5.5681,235600.0,<1H OCEAN
+-118.95,34.17,23.0,2630.0,404.0,1184.0,385.0,5.2955,247600.0,<1H OCEAN
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diff --git a/VorLesung/mnist.hdf5 b/VorLesung/mnist.hdf5
new file mode 100644
index 0000000000000000000000000000000000000000..ffec518497007b869a8d29f99657dffb4bcf8d96
Binary files /dev/null and b/VorLesung/mnist.hdf5 differ
diff --git a/VorLesung/names_adress.csv b/VorLesung/names_adress.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bc4dda60dca745517a8741afde193c977e078fd8
--- /dev/null
+++ b/VorLesung/names_adress.csv
@@ -0,0 +1,7 @@
+name,phone_number,occupation,address
+1. Rachel Green,1(613)555 0149,buyer (fashion),"90 Bedford Street, Apt 20"
+2. Ross Geller,+1-613-555-0138,paleontogist,"100 Grove Street, Apartment 16"
+3. Mönica Geller,16135550185,Chef,"90 Bedford Street, Apt 20"
+4. Chandler BING,1 613 555 0161,???,"90 Bedford Street, Apt 19"
+5. Pheobe Buffay,1(613)5550114,musician,"5 Morton Street, Apt. 14"
+6. Joseph (Joey) Tribbiani,1(613)555-0148,actor,"90 Bedford Street, Apt 19"
diff --git a/VorLesung/online_retail_customer_churn.csv b/VorLesung/online_retail_customer_churn.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a25ae93577708d1dbe73cc7b9372795614792456
--- /dev/null
+++ b/VorLesung/online_retail_customer_churn.csv
@@ -0,0 +1,1001 @@
+Customer_ID,Age,Gender,Annual_Income,Total_Spend,Years_as_Customer,Num_of_Purchases,Average_Transaction_Amount,Num_of_Returns,Num_of_Support_Contacts,Satisfaction_Score,Last_Purchase_Days_Ago,Email_Opt_In,Promotion_Response,Target_Churn
+1,62,Other,45.15,5892.58,5,22,453.8,2,0,3,129,True,Responded,True
+2,65,Male,79.51,9025.47,13,77,22.9,2,2,3,227,False,Responded,False
+3,18,Male,29.19,618.83,13,71,50.53,5,2,2,283,False,Responded,True
+4,21,Other,79.63,9110.3,3,33,411.83,5,3,5,226,True,Ignored,True
+5,21,Other,77.66,5390.88,15,43,101.19,3,0,5,242,False,Unsubscribed,False
+6,57,Male,190.43,255.19,19,85,417.78,5,1,4,130,False,Unsubscribed,False
+7,27,Male,172.13,3512.55,3,77,316.18,0,3,1,61,True,Unsubscribed,False
+8,37,Other,88.9,7270.9,4,87,63.61,3,4,3,224,False,Ignored,False
+9,39,Other,24.46,4935.49,1,21,173.8,9,2,4,126,True,Responded,True
+10,68,Other,169.59,9803.57,17,34,481.18,6,1,2,171,True,Unsubscribed,False
+11,54,Male,138.9,4283.84,15,33,96.55,9,1,2,92,True,Responded,False
+12,41,Female,47.43,3333.69,4,10,212.58,0,0,2,213,False,Responded,True
+13,24,Other,199.29,8234.55,1,60,160.58,2,1,5,276,False,Ignored,False
+14,42,Female,38.04,5524.28,12,4,259.81,5,4,2,212,False,Ignored,True
+15,42,Female,176.08,6855.03,17,64,222.85,6,0,1,125,False,Ignored,True
+16,30,Male,72.97,8076.45,9,63,466.61,5,0,3,304,False,Unsubscribed,False
+17,19,Male,98.36,6747.13,10,9,414.8,7,3,2,274,True,Responded,True
+18,56,Female,163.18,4281.83,3,29,294.39,7,0,3,197,True,Unsubscribed,False
+19,57,Male,141.95,1335.48,15,14,173.58,7,3,4,4,False,Responded,False
+20,41,Other,188.82,5844.46,11,88,378.05,8,4,5,57,True,Unsubscribed,True
+21,64,Other,131.81,8984.59,5,72,298.9,1,1,2,323,True,Responded,True
+22,42,Female,37.61,4247.04,10,13,89.61,0,4,1,199,False,Responded,False
+23,35,Female,179.18,9116.18,14,3,162.9,8,0,2,193,True,Responded,True
+24,55,Other,158.45,5084.93,12,78,288.48,2,1,2,323,False,Unsubscribed,True
+25,43,Other,148.14,6246.33,9,24,352.98,7,1,4,119,True,Unsubscribed,True
+26,31,Female,29.67,8346.59,6,60,167.05,5,2,1,35,True,Unsubscribed,False
+27,26,Other,91.32,5689.51,9,74,456.01,2,4,2,352,True,Unsubscribed,True
+28,27,Male,50.14,1000.6,3,80,210.02,8,3,1,317,False,Unsubscribed,False
+29,38,Male,167.94,9811.7,13,12,83.09,9,4,5,128,False,Ignored,True
+30,69,Female,146.1,2533.91,7,10,114.05,6,4,1,31,False,Unsubscribed,False
+31,34,Male,178.95,7134.0,17,63,107.41,7,1,4,274,False,Ignored,True
+32,69,Female,193.98,5100.62,18,66,124.56,5,4,1,325,True,Responded,True
+33,23,Male,159.45,4839.85,4,91,198.0,1,4,1,193,False,Ignored,True
+34,33,Male,198.96,2515.01,5,12,237.82,5,4,5,253,True,Unsubscribed,True
+35,65,Female,130.66,7249.29,11,96,275.72,4,2,5,196,False,Responded,True
+36,18,Other,26.68,1216.6,18,49,469.63,2,1,3,188,False,Unsubscribed,True
+37,36,Female,22.57,9905.49,19,59,289.28,2,3,1,102,False,Responded,True
+38,53,Female,81.58,8469.2,5,76,98.03,2,0,2,216,True,Ignored,False
+39,42,Other,168.22,5391.64,16,2,233.12,6,1,5,260,True,Unsubscribed,False
+40,67,Male,175.9,4303.07,18,73,92.72,1,2,5,360,True,Responded,False
+41,69,Female,192.95,2936.0,14,26,456.43,3,3,4,263,True,Unsubscribed,False
+42,47,Female,31.72,5065.76,17,31,92.5,9,0,1,202,True,Responded,True
+43,37,Female,28.02,8806.23,9,34,309.17,6,1,1,273,False,Responded,False
+44,37,Male,184.39,2822.56,14,88,293.2,7,0,1,121,False,Ignored,True
+45,32,Male,74.91,5055.32,12,21,315.34,8,2,4,276,False,Unsubscribed,True
+46,57,Other,120.44,2422.04,3,50,38.72,3,4,2,84,False,Ignored,True
+47,50,Female,196.84,3437.78,18,9,151.77,1,0,2,277,True,Responded,False
+48,19,Other,92.08,1983.58,7,65,183.3,8,1,2,234,False,Responded,False
+49,27,Other,139.86,9906.34,3,35,462.35,3,2,3,322,True,Responded,True
+50,50,Female,92.16,5757.82,12,31,308.21,7,2,4,287,False,Unsubscribed,True
+51,49,Female,158.28,7354.87,15,85,405.83,5,2,4,352,True,Responded,False
+52,28,Other,114.99,1072.67,9,38,253.05,4,4,3,168,False,Ignored,True
+53,41,Male,62.75,3724.56,18,23,204.68,6,4,1,86,True,Ignored,False
+54,53,Other,68.84,8937.13,8,62,246.96,4,1,2,110,False,Unsubscribed,True
+55,29,Male,66.45,935.94,10,43,395.71,3,2,5,37,False,Responded,False
+56,68,Male,115.82,1738.28,12,49,54.59,5,3,2,130,True,Responded,False
+57,46,Other,146.57,6291.63,5,87,477.3,7,2,4,4,True,Responded,True
+58,52,Female,190.87,6265.61,11,21,305.74,2,1,3,171,True,Ignored,False
+59,18,Other,144.94,8398.45,3,44,101.25,8,2,3,21,False,Unsubscribed,False
+60,18,Other,160.61,9361.38,8,8,31.44,5,2,4,108,False,Ignored,True
+61,54,Male,50.41,1505.67,8,66,72.76,7,3,4,86,True,Responded,True
+62,23,Other,87.33,2667.8,1,46,62.48,3,1,3,209,True,Unsubscribed,False
+63,56,Female,94.48,4331.87,5,31,207.3,9,2,4,251,False,Ignored,False
+64,58,Other,143.55,108.94,11,13,349.08,0,4,2,65,True,Responded,False
+65,35,Other,73.26,791.16,9,70,132.59,2,0,3,137,True,Unsubscribed,False
+66,33,Male,74.59,2342.26,13,57,198.67,8,3,3,105,True,Ignored,False
+67,22,Female,84.06,4862.91,7,22,286.46,5,3,5,261,True,Responded,True
+68,59,Female,165.85,2590.08,3,70,408.6,1,1,2,4,False,Unsubscribed,True
+69,60,Male,123.97,8779.15,12,17,307.76,6,4,2,323,False,Ignored,True
+70,49,Female,33.55,3310.3,13,44,100.75,8,4,1,259,False,Responded,False
+71,19,Female,34.08,9253.77,16,24,129.65,1,4,5,262,False,Unsubscribed,False
+72,19,Other,86.83,9750.39,9,41,191.99,3,1,4,307,False,Responded,True
+73,57,Male,157.99,4553.63,9,38,248.66,7,1,3,182,True,Responded,True
+74,59,Female,143.96,2348.58,14,49,443.26,0,1,5,42,False,Unsubscribed,False
+75,53,Male,147.44,2987.49,1,40,130.87,2,2,1,138,False,Responded,False
+76,56,Other,158.1,7785.7,1,39,464.56,0,2,1,267,False,Unsubscribed,True
+77,29,Female,71.69,2806.16,16,44,388.99,5,3,2,284,False,Unsubscribed,True
+78,64,Male,118.69,3867.77,18,49,166.56,4,3,3,104,True,Unsubscribed,True
+79,36,Female,117.8,4837.9,13,1,483.73,5,0,1,162,True,Ignored,False
+80,45,Male,153.13,5793.6,17,10,190.7,6,0,4,85,True,Responded,False
+81,18,Other,192.24,9961.39,12,16,342.92,7,3,2,8,True,Responded,True
+82,32,Other,70.04,2398.88,16,53,468.91,0,0,5,219,True,Responded,False
+83,53,Female,162.79,3598.89,1,54,396.71,7,2,3,87,False,Unsubscribed,True
+84,30,Female,138.79,2702.62,15,5,444.39,7,3,2,8,True,Unsubscribed,True
+85,60,Male,124.44,3675.02,5,29,89.22,4,1,5,112,False,Unsubscribed,True
+86,38,Female,159.48,1097.96,19,36,325.33,8,4,1,227,True,Ignored,True
+87,29,Other,189.93,3662.12,18,21,49.15,8,1,1,303,False,Ignored,True
+88,22,Other,26.6,8889.86,9,7,490.18,4,0,2,240,False,Responded,False
+89,24,Other,46.53,3056.04,5,42,352.16,3,1,1,111,False,Responded,True
+90,22,Female,156.13,3782.15,11,32,61.07,3,3,2,269,True,Unsubscribed,False
+91,65,Male,35.08,9450.29,2,90,398.57,1,3,4,276,True,Responded,False
+92,21,Other,112.9,7310.95,2,81,236.53,9,0,1,340,True,Unsubscribed,False
+93,30,Other,59.57,5215.71,15,69,48.96,6,3,3,23,True,Responded,True
+94,54,Female,69.37,7794.21,19,14,404.14,2,1,1,335,True,Unsubscribed,False
+95,58,Female,146.33,1319.48,4,34,27.27,4,4,3,325,False,Responded,True
+96,32,Female,25.43,4698.45,17,18,399.71,6,0,2,207,False,Ignored,True
+97,33,Female,177.2,1270.54,6,66,291.37,9,4,3,223,False,Responded,False
+98,38,Male,100.01,2412.82,4,90,11.33,9,2,1,278,True,Responded,False
+99,53,Female,110.43,1504.49,16,48,228.21,9,4,5,209,False,Ignored,True
+100,41,Male,117.21,3681.83,14,87,309.19,2,3,2,147,False,Ignored,False
+101,33,Male,136.2,3878.23,9,43,110.51,5,1,3,353,True,Responded,True
+102,31,Other,82.07,9478.35,8,23,125.7,8,4,1,82,False,Ignored,True
+103,39,Other,38.2,2714.84,12,82,41.71,8,4,1,266,True,Ignored,False
+104,66,Female,77.31,4777.05,9,68,338.17,5,1,4,95,False,Ignored,True
+105,67,Other,50.27,8132.66,9,20,105.31,0,0,4,261,True,Unsubscribed,True
+106,23,Male,120.1,8174.61,19,47,431.93,4,1,5,173,False,Unsubscribed,True
+107,59,Female,77.25,7528.4,6,30,381.68,8,2,2,162,False,Ignored,True
+108,53,Female,192.45,2949.55,7,69,55.55,2,4,4,144,True,Unsubscribed,False
+109,18,Female,193.83,5000.22,6,85,283.26,9,1,5,255,False,Ignored,False
+110,49,Female,131.62,1943.49,12,31,212.13,5,4,3,195,True,Responded,True
+111,23,Other,131.15,1965.16,16,45,391.58,0,0,2,169,False,Responded,False
+112,48,Female,197.37,4414.83,13,80,334.47,9,4,2,145,False,Responded,False
+113,18,Male,179.71,7412.06,5,34,48.3,4,4,4,78,True,Responded,False
+114,67,Female,157.71,5313.18,4,5,491.01,3,1,2,150,False,Responded,False
+115,68,Other,76.45,8878.16,19,84,135.89,7,0,5,332,False,Ignored,False
+116,54,Male,85.8,8326.0,18,38,135.22,2,2,2,82,True,Ignored,True
+117,52,Other,56.23,412.89,13,53,159.35,2,1,1,112,True,Responded,True
+118,66,Other,107.69,5727.35,13,65,488.27,0,1,5,58,False,Ignored,False
+119,47,Other,198.27,6130.7,1,18,403.85,0,0,5,38,True,Responded,False
+120,21,Other,184.19,9619.59,1,18,52.17,8,3,2,203,False,Unsubscribed,False
+121,52,Female,41.3,330.04,7,40,214.81,6,4,2,362,True,Ignored,False
+122,60,Other,24.53,5357.93,4,19,429.09,2,1,4,259,True,Responded,True
+123,31,Female,181.75,2127.34,10,6,181.12,5,0,1,121,False,Responded,False
+124,66,Female,116.69,631.26,9,99,152.79,1,1,4,216,True,Ignored,False
+125,57,Other,56.03,5916.14,4,4,323.31,7,0,2,199,True,Responded,False
+126,39,Male,141.26,7748.78,11,59,190.16,9,0,1,21,False,Ignored,False
+127,27,Other,135.96,7771.17,13,1,89.19,4,2,3,21,True,Unsubscribed,True
+128,18,Other,41.98,399.86,9,36,246.8,0,0,4,190,False,Ignored,True
+129,28,Female,66.73,4128.77,7,26,407.73,3,0,2,359,True,Ignored,False
+130,68,Female,30.81,540.65,8,85,423.82,5,3,5,50,False,Unsubscribed,False
+131,61,Female,57.77,2553.6,19,94,311.67,6,4,5,326,False,Unsubscribed,False
+132,41,Female,43.82,2009.52,16,66,499.57,5,2,2,337,True,Unsubscribed,False
+133,20,Other,54.78,2230.31,5,15,492.49,5,4,3,245,False,Responded,True
+134,52,Male,143.38,3457.27,12,45,126.96,1,1,3,179,False,Unsubscribed,True
+135,53,Male,28.91,2846.44,12,5,387.75,0,2,1,208,True,Ignored,True
+136,48,Male,38.33,9626.57,13,71,100.11,7,2,5,296,False,Responded,False
+137,21,Male,44.15,3588.83,1,18,211.59,3,0,3,274,False,Responded,True
+138,36,Female,76.98,8952.31,6,94,14.88,3,3,4,352,True,Unsubscribed,True
+139,64,Other,73.78,1892.31,7,62,108.7,1,0,3,27,False,Unsubscribed,False
+140,53,Female,65.91,7661.09,14,57,119.57,4,3,4,30,False,Unsubscribed,True
+141,38,Female,155.1,707.32,6,2,494.0,8,2,5,140,False,Responded,False
+142,35,Other,199.64,4681.34,19,17,30.41,5,2,4,231,False,Unsubscribed,False
+143,68,Other,116.12,154.55,13,67,473.47,8,3,2,322,True,Unsubscribed,True
+144,45,Other,189.96,8121.88,15,79,420.71,6,0,4,303,True,Unsubscribed,True
+145,32,Female,91.39,9509.81,4,50,21.01,7,0,2,254,False,Unsubscribed,False
+146,59,Male,39.2,447.56,10,25,77.0,5,2,3,236,False,Unsubscribed,True
+147,19,Female,93.58,9345.08,6,70,318.22,0,0,2,49,False,Responded,True
+148,54,Female,73.3,7761.15,2,22,181.89,4,2,5,120,False,Responded,False
+149,28,Other,108.81,3652.73,2,9,177.27,3,2,5,231,True,Ignored,True
+150,40,Female,138.27,9097.88,1,73,351.27,8,1,4,52,True,Ignored,False
+151,61,Male,102.99,3032.95,16,34,497.43,5,3,5,4,False,Ignored,False
+152,58,Male,188.33,4152.02,11,70,173.03,6,3,1,338,True,Responded,True
+153,29,Female,179.26,1057.44,13,97,462.29,5,1,4,319,True,Unsubscribed,True
+154,20,Other,146.36,6603.7,14,1,366.94,5,1,1,5,False,Unsubscribed,False
+155,69,Female,108.14,393.05,4,44,425.02,0,4,5,82,True,Unsubscribed,True
+156,34,Male,43.7,4900.56,11,7,259.33,0,2,3,227,True,Ignored,True
+157,50,Male,91.46,6863.6,10,15,271.31,7,4,3,196,False,Responded,False
+158,18,Female,146.79,8230.25,6,38,277.77,7,2,5,50,True,Ignored,False
+159,56,Male,71.28,1584.42,14,93,286.92,8,3,3,114,False,Ignored,False
+160,37,Female,38.72,7565.49,9,81,80.78,2,4,3,148,True,Ignored,True
+161,64,Male,183.42,7218.86,18,54,111.45,1,2,5,303,False,Unsubscribed,True
+162,60,Other,147.63,5639.75,14,30,85.33,7,3,5,339,True,Unsubscribed,False
+163,69,Male,130.75,5887.98,4,83,103.58,6,3,1,296,False,Unsubscribed,False
+164,58,Female,162.65,1003.58,1,94,335.83,0,1,2,331,True,Ignored,True
+165,31,Female,170.42,6044.66,15,4,111.19,0,1,1,126,False,Ignored,True
+166,48,Other,107.02,3877.07,15,75,440.41,6,4,4,222,True,Responded,True
+167,42,Male,178.61,8689.05,7,42,68.54,5,0,4,201,True,Unsubscribed,False
+168,20,Female,184.96,3199.68,16,40,494.48,5,0,3,127,True,Ignored,True
+169,21,Male,68.88,5808.29,6,97,10.7,7,3,4,99,False,Responded,True
+170,48,Other,129.36,4323.06,1,33,423.5,0,2,3,188,True,Ignored,True
+171,52,Female,114.79,8774.99,8,29,10.98,0,4,5,214,True,Ignored,False
+172,61,Other,116.83,2613.78,8,15,394.88,5,4,2,239,True,Ignored,True
+173,31,Female,188.78,880.14,18,96,366.55,5,4,5,6,False,Responded,False
+174,66,Male,74.93,7511.69,1,99,350.32,1,2,5,69,True,Responded,False
+175,58,Female,197.02,4187.68,16,63,181.93,5,3,5,37,False,Responded,False
+176,26,Other,182.38,5932.07,12,62,317.27,1,2,3,125,True,Unsubscribed,True
+177,37,Female,102.57,361.25,12,68,303.71,5,4,3,40,False,Responded,False
+178,49,Other,167.14,9525.89,19,14,372.37,9,2,2,119,False,Unsubscribed,False
+179,26,Female,158.43,8788.42,12,19,357.91,7,3,5,86,True,Ignored,True
+180,44,Other,142.02,6276.29,7,82,131.63,4,0,2,250,False,Unsubscribed,True
+181,20,Male,77.57,268.6,8,62,357.7,7,4,3,165,True,Responded,True
+182,21,Female,55.36,3841.97,4,35,163.11,2,0,5,175,True,Unsubscribed,False
+183,62,Male,140.87,9790.09,6,99,198.9,0,1,2,205,False,Responded,True
+184,32,Female,171.74,6845.17,18,84,151.01,3,0,4,206,True,Ignored,True
+185,50,Female,22.93,1693.78,1,69,372.21,8,1,5,196,False,Responded,True
+186,22,Male,135.7,4659.91,12,76,418.99,2,2,4,174,True,Responded,False
+187,21,Other,99.72,9670.7,2,22,131.84,2,1,4,41,False,Unsubscribed,False
+188,63,Male,181.66,5393.61,19,4,261.9,0,0,1,106,False,Responded,False
+189,29,Male,77.87,343.68,15,35,355.75,3,3,5,185,True,Responded,False
+190,40,Female,105.35,6235.74,19,84,414.02,0,3,2,287,True,Unsubscribed,True
+191,31,Other,112.66,2785.04,10,91,366.36,7,0,2,338,True,Unsubscribed,True
+192,63,Other,45.28,1078.57,7,73,58.6,3,0,2,348,True,Responded,False
+193,29,Male,148.32,4088.79,5,79,345.2,7,1,4,324,True,Responded,False
+194,34,Male,169.49,5629.38,12,36,453.65,1,0,5,283,True,Unsubscribed,False
+195,42,Other,30.42,268.7,18,77,226.57,5,0,1,43,True,Ignored,False
+196,47,Male,72.45,5634.56,1,82,373.88,5,0,3,204,False,Unsubscribed,False
+197,39,Female,26.85,5160.91,12,88,481.34,7,0,1,122,False,Unsubscribed,False
+198,64,Female,192.18,7959.69,19,82,350.04,0,4,2,148,False,Responded,False
+199,43,Male,140.09,4293.14,9,97,151.97,3,4,1,342,True,Unsubscribed,False
+200,34,Female,193.56,5579.16,3,50,231.52,3,3,4,101,False,Unsubscribed,False
+201,37,Other,115.67,7445.89,19,12,239.67,6,1,2,53,True,Ignored,True
+202,51,Male,164.37,8981.74,7,67,426.03,0,3,1,234,True,Responded,False
+203,58,Female,87.39,3862.34,15,23,484.45,1,3,1,242,False,Responded,True
+204,50,Male,83.69,6056.17,12,69,300.67,7,1,3,237,True,Ignored,False
+205,54,Other,88.09,6976.65,2,42,47.69,6,1,2,232,True,Unsubscribed,False
+206,24,Female,138.42,528.38,14,43,475.28,8,3,3,110,False,Ignored,False
+207,39,Other,84.7,8027.53,14,16,497.07,7,0,2,222,True,Unsubscribed,False
+208,49,Male,182.07,3836.56,2,60,203.83,2,0,3,338,False,Unsubscribed,True
+209,31,Male,196.99,6735.37,11,61,414.66,6,2,1,14,True,Ignored,False
+210,25,Female,25.48,4769.47,14,82,222.6,1,2,4,191,False,Responded,False
+211,42,Other,54.85,7053.16,15,78,350.78,8,2,3,322,True,Responded,False
+212,33,Male,40.2,7270.88,1,96,30.52,4,3,2,119,True,Unsubscribed,False
+213,59,Other,27.63,1996.55,12,4,446.44,9,1,5,278,True,Responded,True
+214,36,Other,60.99,6655.52,8,46,31.95,5,4,5,76,True,Ignored,False
+215,58,Female,100.42,8528.1,4,26,117.83,8,1,3,341,True,Ignored,False
+216,33,Other,170.66,2432.12,15,52,288.2,2,4,1,202,False,Ignored,False
+217,29,Male,59.93,7606.02,1,29,442.5,9,1,3,268,False,Ignored,False
+218,56,Male,108.91,6374.87,9,83,143.52,1,1,4,136,True,Ignored,True
+219,65,Female,187.33,9555.75,4,96,53.77,3,4,2,157,False,Responded,True
+220,47,Other,140.1,2676.44,12,24,406.69,1,0,5,144,False,Unsubscribed,False
+221,19,Male,163.65,1627.35,2,11,186.06,3,2,2,358,False,Ignored,True
+222,49,Male,119.18,3190.0,7,14,374.37,8,3,2,348,True,Unsubscribed,True
+223,62,Female,196.48,2653.79,15,78,104.27,8,3,3,150,False,Unsubscribed,True
+224,42,Other,125.96,7592.64,5,14,124.1,7,0,1,282,True,Ignored,True
+225,42,Other,28.19,7357.78,11,84,183.49,9,0,2,217,True,Unsubscribed,False
+226,21,Other,55.64,6729.88,4,66,394.48,4,3,1,202,False,Responded,True
+227,36,Male,92.86,2242.15,16,4,469.79,7,4,4,74,False,Unsubscribed,False
+228,65,Male,128.23,8631.89,7,13,395.73,1,3,4,252,True,Unsubscribed,True
+229,21,Female,158.95,9570.06,12,9,13.81,3,1,1,130,False,Ignored,False
+230,60,Male,94.36,5362.9,3,11,406.14,0,4,3,349,False,Responded,False
+231,30,Female,147.81,6528.79,4,7,321.85,0,0,3,121,True,Ignored,False
+232,56,Female,162.18,5056.85,18,53,401.28,3,3,3,232,False,Ignored,False
+233,53,Other,77.11,2907.22,11,32,290.44,8,0,5,293,True,Responded,True
+234,40,Female,196.27,2932.86,1,44,24.04,3,4,4,221,False,Ignored,True
+235,23,Other,136.94,3202.86,7,96,403.53,1,1,4,44,True,Unsubscribed,False
+236,41,Other,178.58,1989.42,2,22,47.42,4,1,2,196,False,Responded,True
+237,61,Male,120.07,9029.04,15,14,180.64,9,0,1,10,False,Responded,True
+238,50,Male,153.49,8598.14,4,72,274.89,6,4,5,164,True,Ignored,True
+239,29,Female,158.7,4670.23,18,46,150.08,6,1,5,7,False,Responded,False
+240,58,Female,183.48,3735.79,8,29,382.26,6,1,2,231,False,Ignored,True
+241,38,Female,47.06,9396.88,15,83,487.32,1,1,1,82,False,Unsubscribed,True
+242,28,Female,120.49,2301.5,12,30,236.66,1,4,3,86,True,Ignored,True
+243,61,Male,97.11,5580.07,14,62,476.85,8,1,2,126,False,Ignored,False
+244,55,Female,186.17,639.53,1,27,459.35,7,4,3,204,True,Responded,True
+245,46,Other,38.92,1992.9,1,51,410.95,0,0,3,297,True,Responded,True
+246,65,Male,196.86,6079.87,19,16,366.16,6,4,3,264,True,Ignored,False
+247,58,Other,177.58,6655.62,18,47,19.81,6,0,3,28,True,Unsubscribed,True
+248,20,Female,33.29,5851.86,10,66,451.79,3,0,4,298,True,Ignored,False
+249,45,Male,108.37,8709.05,6,52,290.57,3,1,2,320,True,Unsubscribed,True
+250,37,Other,149.16,9934.71,13,26,74.47,8,0,5,347,True,Ignored,False
+251,43,Male,152.87,7662.23,18,19,348.79,2,0,1,203,True,Responded,True
+252,41,Other,183.17,4704.41,4,40,143.23,8,2,4,229,True,Unsubscribed,True
+253,69,Male,163.98,8355.95,4,49,348.95,1,2,2,294,False,Ignored,False
+254,64,Other,75.97,1291.84,3,46,49.41,3,2,3,97,False,Unsubscribed,True
+255,38,Other,109.72,6864.38,6,23,487.78,4,3,4,6,True,Unsubscribed,True
+256,47,Other,146.32,5231.54,7,28,42.6,4,4,1,253,True,Ignored,False
+257,21,Male,44.92,1862.85,9,76,435.18,3,4,3,314,False,Unsubscribed,False
+258,53,Other,54.92,9732.04,1,45,164.79,3,2,2,202,True,Ignored,True
+259,57,Other,106.59,3450.53,13,39,153.62,3,1,4,347,True,Ignored,True
+260,27,Female,73.68,6192.69,7,1,203.54,4,2,3,44,True,Unsubscribed,True
+261,27,Other,175.26,8798.08,8,10,388.55,7,4,4,295,False,Ignored,False
+262,59,Female,125.53,5116.22,10,23,107.88,9,2,3,89,True,Responded,True
+263,41,Male,82.76,1239.86,7,70,229.07,3,1,3,133,False,Unsubscribed,True
+264,21,Other,172.79,8205.52,6,24,249.51,2,4,3,75,True,Responded,False
+265,64,Male,164.88,3596.82,5,71,454.69,1,0,4,218,False,Responded,True
+266,44,Female,199.7,9832.36,8,87,281.88,2,1,5,125,False,Responded,False
+267,68,Female,172.52,8849.87,16,88,322.94,3,3,1,310,False,Responded,True
+268,62,Male,94.6,8549.15,4,66,448.1,9,2,4,176,False,Responded,False
+269,21,Other,42.95,3626.91,8,56,173.34,2,4,2,28,False,Responded,False
+270,49,Male,171.32,7595.58,9,56,45.4,6,1,1,90,False,Ignored,False
+271,27,Female,30.76,9864.66,19,27,396.37,5,3,1,28,False,Ignored,True
+272,28,Female,83.05,5310.58,15,32,381.78,7,4,3,131,False,Unsubscribed,True
+273,45,Other,185.55,4760.25,8,20,168.91,6,4,2,319,True,Responded,False
+274,63,Female,192.94,245.19,3,62,474.5,7,2,4,364,False,Ignored,True
+275,25,Other,135.3,7032.02,3,26,418.51,1,1,3,2,False,Responded,False
+276,57,Other,143.96,8598.93,17,72,11.38,9,0,2,265,False,Unsubscribed,False
+277,39,Other,27.64,2549.83,14,12,61.78,2,4,2,360,True,Ignored,False
+278,51,Female,112.61,3218.74,14,58,237.63,3,1,1,57,True,Ignored,True
+279,62,Male,118.44,5056.7,2,56,456.05,8,3,2,311,True,Ignored,False
+280,52,Male,81.22,813.59,14,18,96.37,1,0,5,61,False,Responded,True
+281,52,Female,32.35,987.46,11,55,337.79,7,4,2,314,False,Responded,True
+282,42,Male,61.2,4269.0,14,1,435.33,2,2,5,22,False,Ignored,True
+283,51,Male,84.44,2686.07,7,12,465.64,2,2,3,130,False,Responded,False
+284,23,Female,98.33,4119.77,19,37,331.47,7,0,4,62,False,Unsubscribed,True
+285,58,Male,126.37,4598.42,8,78,182.89,8,4,4,5,True,Ignored,True
+286,54,Female,150.03,9765.11,14,9,188.27,0,4,5,274,True,Ignored,True
+287,18,Other,77.17,9448.17,4,64,383.5,3,3,1,132,True,Responded,True
+288,29,Other,79.21,1483.33,11,11,436.71,9,3,4,287,True,Responded,False
+289,52,Male,23.54,8837.6,4,90,481.32,6,2,2,173,True,Unsubscribed,False
+290,23,Female,27.36,894.05,6,10,382.03,6,2,4,307,True,Ignored,False
+291,34,Other,66.41,5125.59,6,85,283.81,7,4,3,88,True,Unsubscribed,True
+292,26,Female,153.24,1722.71,2,5,457.4,4,1,2,81,False,Unsubscribed,True
+293,19,Female,133.1,3722.33,19,60,471.97,9,3,3,128,True,Ignored,True
+294,35,Female,158.56,7459.07,1,40,239.12,4,0,4,346,True,Unsubscribed,False
+295,66,Male,158.41,4302.6,13,81,474.71,3,0,1,92,True,Ignored,True
+296,53,Other,174.18,8088.82,14,83,305.59,8,0,2,16,True,Responded,False
+297,45,Male,149.66,7216.28,3,79,210.42,7,2,3,25,False,Ignored,False
+298,58,Female,196.22,9434.11,19,88,442.58,9,1,5,258,False,Responded,True
+299,54,Other,181.79,5388.14,17,53,215.65,2,0,3,181,True,Responded,True
+300,66,Male,125.61,8041.26,4,49,186.57,8,2,5,267,True,Responded,True
+301,43,Other,125.87,3296.78,13,31,411.17,9,3,5,330,False,Unsubscribed,False
+302,21,Male,26.17,3522.88,9,4,487.78,1,3,1,330,True,Unsubscribed,False
+303,57,Female,199.73,4065.05,4,11,334.83,2,1,5,130,True,Responded,False
+304,53,Other,43.68,4168.07,10,33,168.63,5,2,2,75,True,Unsubscribed,False
+305,68,Female,153.26,1122.21,13,22,419.47,3,4,4,42,True,Unsubscribed,False
+306,48,Female,167.78,5239.08,18,42,457.81,1,3,3,107,True,Ignored,True
+307,47,Other,87.15,1058.35,12,98,83.04,6,2,2,30,True,Ignored,True
+308,67,Other,55.43,8908.65,16,19,161.62,1,1,5,77,True,Responded,True
+309,51,Male,37.78,712.26,1,98,312.37,8,3,2,193,False,Ignored,False
+310,36,Male,154.75,4551.97,14,52,172.97,5,2,2,350,False,Responded,True
+311,35,Female,101.48,2918.47,7,77,312.85,9,4,1,67,False,Unsubscribed,False
+312,47,Male,148.47,1633.21,5,64,415.34,3,4,5,70,False,Unsubscribed,True
+313,38,Other,184.77,7859.98,2,53,77.86,3,1,2,17,False,Responded,False
+314,20,Other,46.39,7177.83,4,67,315.85,7,3,3,15,True,Unsubscribed,True
+315,23,Other,185.45,1544.88,10,90,335.05,6,1,1,11,False,Ignored,False
+316,55,Female,94.09,6364.38,15,95,438.16,4,4,2,133,False,Ignored,True
+317,30,Male,74.95,7946.3,19,52,359.32,5,1,3,7,True,Responded,False
+318,62,Male,189.75,7755.99,15,93,396.61,5,3,3,109,True,Ignored,True
+319,20,Male,198.32,1013.57,19,42,91.1,2,3,5,152,True,Ignored,False
+320,65,Male,55.8,6886.58,10,18,74.91,3,2,2,86,False,Unsubscribed,True
+321,45,Male,138.23,7188.64,3,15,453.21,8,2,5,261,True,Responded,True
+322,39,Male,39.17,8635.45,11,60,91.1,5,0,3,56,True,Responded,True
+323,57,Male,137.16,5129.64,18,61,191.48,9,2,2,105,False,Unsubscribed,False
+324,57,Female,168.92,4664.83,2,14,397.18,3,0,5,258,True,Responded,True
+325,29,Male,143.21,9654.65,18,98,39.62,4,2,5,206,False,Unsubscribed,False
+326,40,Male,95.12,7985.47,15,23,264.81,9,3,4,172,False,Responded,True
+327,48,Male,88.95,5631.44,16,62,277.49,6,3,1,42,True,Responded,True
+328,35,Female,90.76,3373.11,19,89,11.99,2,1,3,351,True,Responded,False
+329,24,Male,126.15,8467.86,19,31,202.64,8,3,3,105,True,Unsubscribed,True
+330,25,Female,178.68,4608.82,12,11,454.51,5,3,5,78,True,Unsubscribed,True
+331,36,Female,187.23,1017.58,6,4,218.86,5,0,3,348,False,Unsubscribed,False
+332,46,Female,29.64,4603.55,12,32,457.61,8,1,3,40,True,Ignored,False
+333,61,Other,52.69,8732.49,7,33,164.72,9,3,2,263,False,Responded,False
+334,37,Male,40.2,4537.99,10,14,257.61,9,3,4,297,True,Ignored,True
+335,67,Other,54.8,242.06,12,50,423.09,8,4,2,18,True,Ignored,False
+336,59,Male,82.39,6153.7,16,40,490.91,7,3,2,131,False,Responded,True
+337,47,Female,111.18,9958.72,13,1,382.0,1,4,3,107,True,Unsubscribed,True
+338,64,Female,133.3,8190.76,13,25,178.39,9,2,3,196,False,Responded,True
+339,39,Male,151.79,6210.66,14,85,163.83,6,2,3,253,False,Ignored,False
+340,27,Male,180.22,9152.55,6,44,37.97,8,3,2,126,True,Unsubscribed,True
+341,43,Female,198.04,8154.46,19,91,109.43,7,1,2,43,False,Responded,False
+342,68,Male,139.31,5036.53,10,92,382.27,8,3,4,217,False,Responded,True
+343,50,Male,172.17,5953.08,9,88,213.27,5,2,5,125,False,Responded,False
+344,45,Other,160.05,7339.8,9,91,86.7,7,4,2,334,False,Responded,False
+345,27,Female,75.36,8479.62,9,74,155.82,0,4,3,4,False,Unsubscribed,True
+346,46,Other,177.62,675.95,1,98,298.51,8,2,2,83,True,Unsubscribed,False
+347,61,Female,27.7,7770.56,1,91,478.73,8,3,1,342,True,Unsubscribed,False
+348,35,Other,20.07,4530.28,13,42,480.12,3,2,2,232,False,Unsubscribed,True
+349,59,Male,69.27,6641.91,19,32,65.88,2,2,2,102,True,Unsubscribed,True
+350,18,Male,103.18,7669.87,16,41,125.77,5,4,1,188,True,Unsubscribed,False
+351,40,Female,134.91,5441.07,13,96,303.47,7,4,4,280,True,Ignored,True
+352,34,Female,38.32,1669.3,18,9,456.91,7,2,2,335,True,Ignored,False
+353,60,Female,141.14,4154.32,10,50,490.93,6,4,1,82,False,Unsubscribed,False
+354,54,Other,164.33,861.04,14,37,366.29,0,3,1,89,True,Unsubscribed,False
+355,48,Female,53.36,6924.08,3,82,211.7,3,3,1,355,True,Unsubscribed,True
+356,42,Male,94.72,9541.69,1,95,437.67,2,0,4,15,True,Ignored,True
+357,21,Female,113.6,7973.0,10,2,215.47,9,2,1,133,True,Unsubscribed,False
+358,69,Male,101.33,3958.89,7,59,336.76,4,1,5,121,True,Unsubscribed,True
+359,26,Other,163.97,5884.49,4,30,249.92,5,3,3,31,True,Ignored,True
+360,45,Male,192.89,3111.59,7,81,391.94,9,4,5,93,True,Unsubscribed,True
+361,47,Male,163.81,5456.35,2,85,370.44,1,2,2,182,True,Responded,True
+362,64,Other,34.04,3077.2,2,9,201.44,9,1,4,227,False,Ignored,True
+363,41,Male,164.89,7409.42,6,37,59.4,1,1,4,338,False,Ignored,False
+364,50,Other,31.99,2667.48,2,94,476.37,0,1,4,290,False,Ignored,True
+365,37,Other,62.47,9643.8,2,60,460.12,4,1,2,35,True,Ignored,False
+366,26,Other,47.56,6653.29,4,16,99.12,4,3,1,186,False,Ignored,True
+367,25,Male,55.55,780.9,6,14,109.62,0,0,2,150,False,Ignored,False
+368,41,Other,115.1,206.7,19,26,395.98,2,4,1,82,False,Ignored,False
+369,31,Female,140.9,9970.76,2,81,395.51,3,3,1,15,False,Ignored,False
+370,35,Male,104.66,2283.01,4,51,483.09,0,0,5,353,True,Ignored,False
+371,18,Male,192.75,3194.37,14,12,498.82,8,3,1,236,False,Unsubscribed,True
+372,29,Female,63.25,2163.3,3,47,254.2,2,4,2,25,True,Responded,True
+373,46,Female,157.37,9288.21,16,3,480.58,8,3,1,353,True,Responded,False
+374,54,Female,176.63,6554.93,12,34,409.83,8,4,2,256,True,Responded,True
+375,43,Female,121.17,5093.42,2,93,380.62,5,2,4,255,True,Unsubscribed,False
+376,50,Other,102.12,5620.74,10,91,189.32,9,3,5,261,True,Responded,False
+377,60,Male,127.31,3246.94,10,42,426.69,2,2,1,257,False,Ignored,False
+378,32,Male,97.19,6180.33,12,2,460.36,6,3,4,81,True,Unsubscribed,True
+379,40,Female,119.93,4254.04,17,27,369.66,0,2,4,291,False,Unsubscribed,False
+380,46,Other,95.05,2072.36,10,73,326.78,4,2,2,338,True,Ignored,True
+381,38,Other,92.08,6600.39,1,84,323.8,6,2,4,100,False,Unsubscribed,True
+382,36,Female,145.16,3801.02,5,28,86.28,5,1,4,122,True,Ignored,True
+383,22,Female,36.71,7872.16,12,23,117.76,7,0,1,73,False,Ignored,False
+384,40,Female,49.98,4212.41,4,90,122.18,6,0,3,94,False,Unsubscribed,False
+385,53,Female,173.22,5131.89,13,89,89.71,8,2,1,28,False,Unsubscribed,True
+386,37,Other,158.79,7895.92,3,85,244.22,1,1,3,74,False,Ignored,True
+387,25,Male,70.66,4533.99,1,37,42.79,0,1,4,182,True,Responded,True
+388,26,Other,87.91,9665.59,5,25,150.84,9,4,3,166,True,Ignored,True
+389,31,Male,186.68,7950.98,11,31,405.64,8,1,4,182,False,Ignored,True
+390,23,Male,167.25,8281.66,4,13,463.17,4,2,1,53,False,Ignored,True
+391,18,Male,130.58,9543.81,12,53,434.05,4,4,2,150,False,Unsubscribed,False
+392,26,Other,59.87,3949.62,10,57,165.41,5,0,3,150,True,Responded,False
+393,33,Female,27.97,5842.79,6,93,269.36,4,0,5,173,False,Unsubscribed,False
+394,33,Female,97.63,6966.56,2,69,467.5,1,3,2,300,True,Responded,True
+395,29,Other,141.07,6767.24,4,66,287.67,3,2,3,164,True,Responded,True
+396,22,Other,169.13,9534.07,11,70,135.06,5,3,4,361,True,Unsubscribed,True
+397,57,Male,173.48,2954.65,17,45,345.45,3,0,4,29,False,Responded,True
+398,46,Other,25.9,2984.48,2,86,320.2,7,1,4,89,False,Unsubscribed,True
+399,63,Male,63.95,9188.24,4,25,50.02,8,4,4,133,True,Responded,True
+400,44,Other,81.04,8013.13,14,9,387.38,9,3,4,66,True,Ignored,False
+401,28,Female,53.97,2113.23,5,31,54.19,1,2,1,282,True,Unsubscribed,True
+402,64,Female,164.54,5743.46,9,33,317.99,1,0,3,25,False,Ignored,True
+403,67,Female,158.14,7483.06,6,86,348.35,2,0,2,165,True,Ignored,True
+404,45,Other,113.03,3595.06,11,68,300.67,2,4,3,339,False,Unsubscribed,False
+405,69,Male,196.93,4400.38,1,58,192.9,7,0,3,299,True,Unsubscribed,False
+406,53,Female,45.93,5796.43,4,85,306.82,9,3,1,16,False,Unsubscribed,True
+407,59,Male,181.94,4724.37,9,82,280.77,5,0,1,41,False,Unsubscribed,False
+408,36,Female,40.96,7555.12,14,18,301.65,6,0,4,360,True,Unsubscribed,True
+409,52,Male,49.37,158.79,1,76,406.78,0,4,4,1,True,Unsubscribed,False
+410,69,Other,145.32,4402.86,11,19,414.73,8,1,3,141,False,Responded,False
+411,48,Other,39.72,3442.06,6,36,380.8,9,2,1,258,False,Unsubscribed,False
+412,61,Male,121.85,6130.72,9,59,246.33,5,2,2,49,True,Unsubscribed,False
+413,36,Other,95.64,7781.99,14,86,183.99,4,3,3,189,True,Responded,True
+414,63,Male,151.13,853.84,3,44,440.36,5,2,1,204,True,Ignored,True
+415,41,Other,182.12,1664.79,1,64,439.61,2,4,3,126,True,Unsubscribed,True
+416,19,Other,158.58,6684.31,13,99,408.68,6,4,1,76,False,Ignored,True
+417,24,Male,172.94,7410.18,8,98,443.33,5,0,3,236,True,Responded,False
+418,60,Female,25.93,5923.2,17,74,203.68,6,0,2,195,True,Ignored,True
+419,66,Female,75.84,9829.75,16,28,271.88,6,3,1,213,False,Ignored,False
+420,48,Female,112.78,5044.67,18,88,289.25,1,1,5,154,True,Unsubscribed,False
+421,34,Male,94.87,1449.29,1,64,361.78,2,0,4,293,False,Ignored,False
+422,44,Female,61.63,6894.28,1,52,393.26,3,4,1,257,True,Responded,True
+423,53,Other,75.42,6060.55,12,60,285.47,2,0,3,227,False,Ignored,False
+424,67,Female,190.18,5945.17,11,37,452.34,5,3,4,337,False,Unsubscribed,True
+425,60,Other,72.95,5503.95,7,49,120.08,9,3,3,345,True,Unsubscribed,True
+426,27,Female,83.7,9397.05,19,98,210.25,2,0,1,185,False,Ignored,True
+427,62,Female,20.67,1378.65,2,12,38.07,9,1,3,24,True,Responded,True
+428,31,Male,172.11,824.65,6,73,491.14,2,2,1,342,True,Unsubscribed,False
+429,24,Other,47.87,1625.76,18,94,402.65,3,4,1,174,False,Responded,False
+430,56,Other,56.75,2525.4,11,34,70.53,0,1,4,145,True,Unsubscribed,True
+431,57,Other,65.95,5970.17,13,48,173.63,0,3,1,60,True,Ignored,False
+432,26,Female,179.23,6163.01,10,15,271.82,9,4,2,70,True,Responded,True
+433,31,Female,57.16,2402.76,18,95,155.33,5,4,5,13,True,Unsubscribed,True
+434,25,Male,163.55,4943.33,4,32,67.77,7,2,2,259,True,Responded,False
+435,34,Male,165.45,4872.41,9,88,303.37,3,3,1,172,True,Responded,False
+436,40,Male,186.86,4585.8,3,64,119.58,9,2,5,50,True,Responded,False
+437,33,Female,40.8,8055.1,11,44,320.13,9,2,3,99,True,Ignored,True
+438,43,Male,59.11,4769.76,7,22,348.52,0,1,3,64,False,Ignored,True
+439,26,Other,153.72,7607.82,1,3,408.91,5,3,2,249,False,Ignored,True
+440,53,Male,55.28,1748.16,5,27,228.83,4,3,4,163,True,Responded,False
+441,24,Female,71.54,5366.48,5,10,352.17,1,1,5,288,True,Ignored,True
+442,35,Male,50.01,8258.64,13,2,27.22,0,3,5,56,True,Unsubscribed,False
+443,25,Other,51.09,1859.39,1,57,319.16,0,1,4,84,False,Ignored,True
+444,38,Other,106.68,4702.73,4,68,222.93,0,3,3,295,False,Responded,True
+445,43,Other,39.74,6129.89,8,82,406.44,4,0,1,187,True,Unsubscribed,False
+446,20,Female,77.91,1929.27,18,2,494.07,9,3,3,313,False,Unsubscribed,True
+447,34,Other,96.79,7591.98,12,31,153.29,4,0,1,64,False,Unsubscribed,True
+448,68,Male,24.42,882.06,3,35,448.28,0,2,3,88,True,Responded,True
+449,63,Male,89.9,9469.51,13,98,61.94,8,2,5,74,True,Responded,True
+450,41,Other,36.94,4735.39,17,48,231.67,7,2,5,63,False,Responded,True
+451,42,Female,108.84,3427.62,3,49,350.69,1,4,1,151,False,Ignored,False
+452,22,Other,168.63,1256.39,13,11,432.93,8,2,3,339,False,Responded,False
+453,54,Male,167.32,4382.71,10,7,118.39,9,0,1,304,False,Unsubscribed,True
+454,62,Male,34.48,6632.06,4,6,251.39,6,1,1,306,True,Responded,True
+455,67,Other,128.22,1035.42,1,43,488.2,4,1,3,315,True,Unsubscribed,False
+456,41,Female,170.23,3132.06,14,71,371.26,8,4,1,354,False,Responded,False
+457,48,Male,62.84,8376.57,6,39,203.06,9,3,1,120,False,Unsubscribed,False
+458,43,Female,157.15,6497.19,19,6,253.8,6,2,3,239,True,Unsubscribed,True
+459,38,Other,180.34,2143.09,4,61,460.63,4,3,2,338,False,Unsubscribed,True
+460,51,Male,165.1,1693.01,11,31,248.53,7,1,2,349,False,Unsubscribed,False
+461,55,Male,39.31,9054.4,13,60,38.46,0,0,4,62,False,Ignored,True
+462,41,Male,21.63,2941.5,10,9,110.3,4,4,2,206,True,Ignored,False
+463,45,Male,54.51,1877.05,17,64,11.84,3,4,3,154,False,Ignored,False
+464,47,Male,68.69,9999.64,7,82,245.31,4,4,1,35,False,Responded,False
+465,51,Male,130.91,3161.0,13,87,486.97,9,2,3,14,False,Unsubscribed,False
+466,69,Other,89.17,1334.93,16,4,403.21,9,4,5,219,False,Responded,True
+467,69,Male,146.61,4671.4,7,16,30.23,6,0,3,34,True,Unsubscribed,True
+468,40,Male,83.55,4400.02,18,95,466.12,1,0,2,338,True,Unsubscribed,False
+469,25,Other,47.8,9275.34,7,7,64.55,3,4,4,185,True,Ignored,True
+470,59,Male,76.28,1428.63,6,94,21.27,2,1,1,242,False,Ignored,True
+471,67,Male,179.18,1002.25,13,23,113.68,8,1,1,182,False,Responded,False
+472,27,Other,192.54,1020.49,3,11,255.08,5,4,2,241,True,Responded,False
+473,18,Male,57.35,9052.45,1,29,48.1,0,2,4,53,False,Ignored,True
+474,37,Male,161.92,4548.75,18,8,392.86,6,1,5,363,False,Unsubscribed,True
+475,54,Other,69.2,1591.0,11,92,18.57,7,4,4,101,True,Unsubscribed,True
+476,35,Male,179.68,5978.92,1,84,116.9,8,0,4,327,True,Responded,True
+477,38,Other,49.8,5422.47,5,3,303.22,2,3,2,209,False,Responded,True
+478,66,Male,139.87,2064.23,9,72,211.18,8,1,4,158,True,Responded,False
+479,21,Male,35.16,6070.08,19,77,235.6,6,2,1,143,True,Ignored,False
+480,60,Other,195.3,3468.29,14,52,338.29,4,3,4,292,True,Responded,True
+481,19,Female,146.11,2459.87,8,20,186.22,8,3,2,226,False,Unsubscribed,True
+482,38,Other,171.53,5152.97,9,95,127.92,5,2,4,10,True,Unsubscribed,True
+483,54,Female,122.0,2987.33,17,31,459.93,9,2,4,94,False,Ignored,True
+484,22,Female,105.82,2299.19,11,28,179.14,4,4,1,323,False,Unsubscribed,True
+485,34,Male,131.94,8809.25,16,16,244.23,7,0,1,79,True,Unsubscribed,False
+486,66,Other,115.17,1642.05,17,48,411.78,0,2,2,136,False,Unsubscribed,False
+487,65,Female,104.49,2877.84,2,24,320.07,4,2,3,258,False,Responded,False
+488,28,Female,156.7,3922.77,3,59,314.01,8,3,1,235,True,Unsubscribed,False
+489,63,Female,52.08,2809.02,17,95,323.02,1,1,2,238,True,Unsubscribed,False
+490,58,Female,50.81,2186.04,12,84,407.08,1,1,4,203,True,Unsubscribed,False
+491,48,Other,97.73,7734.35,16,9,267.67,7,2,1,143,True,Ignored,False
+492,45,Male,77.73,3357.26,16,14,47.17,9,0,5,341,False,Unsubscribed,True
+493,61,Male,33.34,1213.88,6,39,336.1,8,2,2,93,True,Responded,False
+494,49,Female,172.0,5454.86,3,39,90.85,7,0,5,177,False,Unsubscribed,True
+495,38,Male,158.89,1342.34,13,3,416.07,5,3,1,230,False,Unsubscribed,True
+496,24,Female,117.91,3639.44,13,43,86.71,5,4,5,363,True,Responded,True
+497,27,Male,196.28,8830.08,15,52,478.66,9,3,3,327,True,Ignored,False
+498,45,Male,33.07,3754.7,2,69,358.07,4,4,1,237,False,Unsubscribed,True
+499,65,Other,158.0,6361.84,12,39,139.06,8,3,4,117,False,Ignored,False
+500,53,Female,67.95,5194.79,15,70,111.66,1,2,2,112,True,Unsubscribed,False
+501,37,Other,86.35,1463.48,15,60,440.35,7,2,5,332,False,Unsubscribed,True
+502,30,Male,59.47,6525.79,12,64,122.99,1,0,3,279,True,Ignored,True
+503,36,Female,162.03,8574.75,7,54,211.81,9,2,5,23,False,Responded,False
+504,67,Female,45.96,1022.8,3,63,235.56,5,1,1,23,False,Ignored,True
+505,28,Female,171.2,7561.43,10,34,70.94,1,2,5,114,False,Unsubscribed,False
+506,52,Female,139.08,6933.09,11,89,370.38,3,1,2,355,False,Ignored,False
+507,51,Female,30.62,8679.94,18,93,62.76,0,3,5,144,False,Unsubscribed,False
+508,61,Female,165.98,1130.51,7,86,428.63,2,3,5,254,False,Unsubscribed,False
+509,21,Male,133.0,3126.38,7,45,270.56,7,4,4,157,True,Ignored,True
+510,30,Female,182.9,6973.49,12,15,312.18,9,4,3,153,True,Unsubscribed,True
+511,54,Male,154.77,317.98,17,69,416.14,4,2,5,311,False,Ignored,True
+512,19,Other,121.0,7367.35,14,82,174.76,9,2,4,332,True,Responded,True
+513,67,Male,170.58,8593.99,15,80,482.92,1,4,5,298,True,Unsubscribed,True
+514,18,Other,70.05,4587.71,8,26,309.78,2,2,5,264,False,Responded,True
+515,57,Female,118.45,4399.87,17,64,70.88,3,1,3,38,True,Ignored,True
+516,42,Male,72.85,2856.84,7,37,151.01,6,3,5,349,False,Unsubscribed,True
+517,54,Male,194.28,150.01,9,13,253.17,8,0,3,264,True,Responded,False
+518,53,Male,60.72,1944.4,16,39,345.53,5,0,5,182,True,Ignored,False
+519,23,Other,22.83,9800.65,3,60,109.06,6,3,3,129,True,Unsubscribed,True
+520,24,Female,78.65,8686.13,11,94,219.21,1,0,5,236,False,Ignored,True
+521,21,Male,110.45,2738.4,10,31,62.76,0,0,3,358,True,Ignored,True
+522,52,Other,25.11,9641.11,11,99,98.47,0,1,1,221,True,Unsubscribed,True
+523,58,Male,120.66,3740.35,9,84,381.48,1,3,5,127,False,Ignored,True
+524,51,Male,177.37,3046.1,11,84,308.59,5,4,4,158,True,Responded,True
+525,46,Male,146.85,1612.8,11,32,231.6,7,3,5,69,False,Ignored,True
+526,22,Male,132.13,9025.95,18,76,13.5,7,2,5,10,True,Unsubscribed,True
+527,44,Other,192.07,9871.23,4,8,42.4,0,2,4,136,True,Ignored,False
+528,50,Female,192.49,3341.37,5,70,384.15,4,3,5,339,True,Unsubscribed,False
+529,63,Female,168.37,7063.96,5,78,55.98,4,0,1,95,True,Responded,False
+530,69,Male,129.39,3419.5,18,63,387.81,3,1,4,334,False,Ignored,True
+531,27,Other,107.8,1139.41,18,99,364.84,8,2,4,110,False,Unsubscribed,False
+532,23,Female,22.4,3987.65,16,47,261.73,7,4,3,256,True,Unsubscribed,False
+533,51,Female,129.13,5560.54,9,33,185.85,7,1,3,360,False,Responded,False
+534,25,Male,198.04,1317.87,2,33,451.11,4,4,4,35,False,Ignored,False
+535,48,Male,167.26,8200.9,16,29,96.53,2,0,4,112,True,Responded,True
+536,26,Other,81.31,5023.89,10,13,428.96,2,4,5,106,True,Ignored,False
+537,38,Female,47.37,2420.39,12,94,384.1,2,4,1,174,True,Unsubscribed,True
+538,25,Male,161.13,5968.32,17,75,337.19,4,2,3,236,True,Unsubscribed,True
+539,21,Other,153.91,7953.27,16,56,471.76,1,0,2,217,True,Unsubscribed,False
+540,39,Other,194.07,3343.48,17,74,498.1,2,4,5,144,False,Unsubscribed,True
+541,45,Other,177.47,7044.62,17,50,396.73,4,1,5,336,False,Ignored,False
+542,62,Female,120.02,4335.81,3,20,122.1,4,3,1,342,False,Unsubscribed,False
+543,21,Female,38.23,9644.11,9,87,345.63,2,3,3,56,True,Responded,True
+544,56,Female,107.03,7732.31,2,24,206.19,7,2,2,151,False,Responded,False
+545,38,Other,76.47,3627.87,17,31,69.95,3,4,3,147,False,Ignored,False
+546,25,Other,112.23,275.7,15,61,425.9,2,1,3,11,True,Ignored,True
+547,37,Male,74.31,6609.45,9,53,174.02,1,1,1,256,False,Ignored,False
+548,49,Male,175.13,2058.93,2,14,482.58,7,4,5,347,True,Responded,False
+549,18,Female,171.98,1306.6,15,32,407.45,0,4,1,27,False,Responded,False
+550,23,Female,76.78,9324.59,14,59,402.03,4,0,3,329,True,Unsubscribed,True
+551,45,Male,127.92,9999.49,1,17,415.19,4,3,2,9,False,Responded,True
+552,61,Female,97.43,2771.9,13,19,209.98,9,4,5,163,True,Ignored,True
+553,48,Male,183.64,3087.51,9,2,50.28,5,4,1,349,True,Responded,True
+554,27,Male,53.72,1733.39,1,16,497.57,4,1,4,167,True,Responded,False
+555,37,Male,145.59,4631.08,1,33,482.43,9,2,2,128,True,Responded,False
+556,25,Other,194.67,8671.85,11,79,239.17,3,3,4,361,True,Ignored,False
+557,39,Female,51.55,7044.91,12,74,415.96,2,3,3,357,False,Unsubscribed,False
+558,55,Other,56.35,8478.68,5,7,243.91,1,3,2,27,False,Unsubscribed,True
+559,46,Female,144.87,2361.97,19,68,463.81,5,0,2,143,True,Responded,False
+560,26,Other,160.25,7331.52,18,71,206.03,3,3,5,316,False,Unsubscribed,False
+561,61,Female,108.3,9193.41,7,80,440.54,5,1,3,161,False,Ignored,True
+562,64,Female,129.74,2886.02,19,94,16.34,7,4,1,52,True,Unsubscribed,False
+563,18,Male,58.28,6937.47,16,86,177.24,3,1,2,232,True,Responded,False
+564,58,Other,105.79,4066.51,10,52,312.07,8,0,1,101,True,Unsubscribed,True
+565,69,Other,40.17,2973.24,8,75,428.87,5,0,3,213,True,Responded,True
+566,56,Female,77.86,9699.27,3,59,53.46,7,1,3,186,False,Ignored,True
+567,43,Other,71.26,3551.47,1,78,46.59,8,2,4,4,True,Unsubscribed,True
+568,28,Female,100.03,1167.71,18,92,396.06,3,2,1,125,False,Ignored,False
+569,69,Female,187.42,3947.03,7,27,287.39,9,0,1,288,True,Ignored,True
+570,52,Male,52.63,4532.02,13,27,74.64,5,2,5,143,True,Unsubscribed,False
+571,41,Female,92.25,7546.89,15,69,243.92,5,1,3,258,True,Unsubscribed,True
+572,50,Other,130.81,9504.15,15,60,110.27,4,0,3,33,False,Responded,True
+573,37,Male,190.38,8188.86,8,30,378.18,3,3,3,247,False,Ignored,False
+574,44,Female,43.97,9316.32,10,49,409.65,8,2,3,114,True,Ignored,False
+575,32,Male,185.22,4803.1,8,93,225.91,9,2,5,140,True,Unsubscribed,False
+576,50,Male,34.59,7221.23,14,62,484.25,8,1,4,306,True,Unsubscribed,True
+577,69,Female,106.53,3159.59,2,61,321.34,0,1,3,323,False,Unsubscribed,False
+578,24,Other,101.83,788.91,4,16,137.23,4,1,2,262,True,Responded,False
+579,51,Female,57.73,3718.19,3,92,42.31,2,2,4,144,True,Ignored,False
+580,62,Female,82.54,7009.36,8,41,351.68,5,2,5,24,False,Unsubscribed,True
+581,68,Female,101.75,2818.76,3,33,299.1,9,0,4,307,True,Unsubscribed,True
+582,63,Female,175.74,8627.92,8,46,178.15,2,2,4,271,True,Unsubscribed,True
+583,59,Female,191.91,7928.65,4,15,371.87,5,0,5,235,False,Ignored,True
+584,22,Other,113.41,2021.02,1,69,28.98,1,1,2,320,True,Responded,True
+585,47,Male,176.62,3375.28,5,90,427.62,9,3,3,149,False,Responded,False
+586,45,Other,129.47,8270.5,12,97,103.42,8,2,2,105,True,Responded,True
+587,35,Female,82.84,2514.98,16,13,26.23,8,1,3,255,False,Responded,True
+588,53,Male,54.95,3382.86,10,45,447.04,3,3,5,52,True,Unsubscribed,False
+589,20,Male,94.36,3496.36,7,60,312.78,6,1,1,21,False,Responded,True
+590,38,Male,114.11,8030.32,6,43,70.97,2,3,5,223,True,Unsubscribed,False
+591,63,Other,28.0,466.6,2,64,317.52,5,2,4,317,False,Unsubscribed,True
+592,33,Other,46.25,830.49,6,53,445.63,8,1,3,52,False,Ignored,True
+593,54,Other,128.03,5826.67,17,14,296.68,2,2,5,322,True,Ignored,True
+594,59,Female,60.5,4031.41,13,53,378.02,5,0,2,215,False,Ignored,False
+595,22,Other,170.72,6365.56,15,51,448.87,0,1,1,185,True,Unsubscribed,False
+596,67,Other,78.85,2737.97,9,51,458.89,7,3,2,294,True,Responded,False
+597,68,Other,38.87,9104.87,12,70,79.83,0,1,2,277,False,Unsubscribed,False
+598,31,Male,35.04,7633.32,15,88,379.8,8,4,4,251,True,Ignored,False
+599,48,Male,188.68,770.69,3,95,430.53,9,4,3,305,False,Unsubscribed,False
+600,63,Female,41.24,7860.66,17,93,491.72,2,0,3,237,False,Ignored,True
+601,41,Male,45.36,9698.87,12,55,433.35,4,1,5,298,True,Ignored,False
+602,52,Female,175.28,9430.11,5,86,344.63,1,1,4,75,False,Ignored,False
+603,53,Male,65.77,7381.29,19,84,144.56,0,3,5,229,True,Ignored,False
+604,27,Female,139.87,1323.58,7,89,162.61,1,3,3,228,True,Unsubscribed,True
+605,44,Female,167.01,5803.16,2,48,397.19,9,3,4,171,False,Ignored,True
+606,44,Male,129.29,2913.9,5,88,213.04,9,1,3,15,False,Responded,True
+607,40,Male,192.35,9705.11,8,46,426.4,4,1,4,287,False,Ignored,False
+608,30,Other,147.6,7203.11,8,63,240.74,1,4,1,176,False,Ignored,True
+609,33,Other,40.3,6146.58,17,11,336.2,8,2,1,193,False,Ignored,False
+610,52,Female,120.51,6981.37,3,95,478.25,8,3,3,355,False,Responded,True
+611,44,Female,149.27,4435.99,13,97,114.02,9,2,4,6,True,Unsubscribed,False
+612,69,Female,164.35,3790.09,6,86,151.36,2,2,5,315,True,Ignored,False
+613,56,Male,24.74,9364.42,13,55,230.46,1,0,1,180,True,Unsubscribed,True
+614,64,Male,149.4,3386.08,14,95,395.17,6,1,5,207,False,Responded,False
+615,34,Other,168.62,510.22,17,7,411.83,2,1,1,225,False,Unsubscribed,True
+616,65,Male,154.43,4068.32,7,26,411.11,5,4,3,257,False,Ignored,False
+617,58,Female,112.22,7924.37,16,6,170.63,3,1,5,68,False,Responded,False
+618,18,Other,102.44,6519.84,1,56,53.4,1,0,4,77,True,Ignored,False
+619,28,Male,118.9,9625.49,18,96,82.88,7,1,1,90,False,Unsubscribed,False
+620,29,Female,146.84,1151.4,5,48,86.17,9,3,4,160,True,Responded,False
+621,31,Male,186.12,9124.31,14,28,338.83,8,3,2,260,True,Unsubscribed,False
+622,25,Male,131.07,3751.61,1,90,283.56,1,4,5,236,False,Ignored,True
+623,48,Male,179.81,4792.63,14,34,98.7,9,3,1,328,False,Responded,False
+624,24,Female,146.23,4341.97,5,92,230.9,9,0,4,349,True,Ignored,True
+625,63,Female,32.3,1252.88,4,17,259.13,0,1,3,142,False,Unsubscribed,False
+626,48,Male,110.15,2553.18,4,17,391.19,2,2,2,176,True,Unsubscribed,False
+627,33,Female,71.57,7448.49,3,80,295.46,0,1,2,14,False,Unsubscribed,True
+628,59,Male,71.33,327.77,18,95,194.82,0,0,4,143,True,Responded,True
+629,56,Other,84.07,1425.49,13,35,475.21,1,1,5,219,False,Unsubscribed,False
+630,61,Female,76.65,349.58,4,60,256.26,9,1,3,189,False,Ignored,False
+631,36,Male,124.15,8588.14,9,70,432.16,5,3,4,151,True,Unsubscribed,False
+632,25,Male,143.05,6211.52,2,73,226.42,4,0,4,111,True,Unsubscribed,True
+633,46,Male,68.37,1782.29,16,17,17.33,5,3,4,156,False,Responded,True
+634,19,Other,43.36,7710.85,10,52,305.05,4,4,4,241,False,Ignored,False
+635,59,Female,30.59,9671.33,9,93,403.19,9,4,4,320,True,Responded,False
+636,20,Male,123.64,9352.15,11,6,149.09,2,0,4,29,True,Responded,False
+637,68,Male,53.5,9223.32,13,1,356.11,5,0,3,17,False,Responded,True
+638,46,Male,21.66,177.32,13,84,237.1,4,4,3,54,False,Unsubscribed,False
+639,32,Female,187.0,5931.23,4,24,183.48,6,2,4,116,True,Unsubscribed,False
+640,55,Other,116.69,2640.66,13,31,39.46,4,4,3,150,False,Unsubscribed,True
+641,45,Other,36.64,5690.01,9,39,184.28,1,1,1,91,True,Responded,True
+642,54,Male,171.73,3248.5,10,41,406.3,9,4,1,106,True,Ignored,False
+643,49,Male,196.98,1621.3,1,99,399.93,8,4,2,172,True,Unsubscribed,False
+644,47,Female,100.75,4500.49,7,82,422.73,6,3,1,192,False,Ignored,True
+645,68,Male,27.65,5001.45,9,16,401.46,6,0,2,333,False,Responded,True
+646,64,Other,41.16,9898.68,5,75,385.69,7,3,3,63,False,Unsubscribed,True
+647,47,Female,88.7,519.64,7,19,418.46,6,3,4,86,False,Responded,True
+648,68,Female,179.39,3081.44,13,28,411.62,0,3,4,163,True,Unsubscribed,True
+649,51,Male,46.65,8533.75,8,52,118.28,4,1,1,135,True,Responded,True
+650,30,Other,168.32,6630.99,4,43,356.56,3,0,3,341,True,Ignored,True
+651,50,Female,22.7,8284.16,11,79,498.26,7,4,5,57,True,Ignored,True
+652,59,Female,102.33,6636.88,18,48,81.1,9,1,4,294,True,Unsubscribed,False
+653,34,Male,135.99,7619.41,18,82,370.36,9,3,3,272,True,Ignored,False
+654,20,Other,30.87,4979.93,18,42,461.86,2,1,4,271,True,Ignored,True
+655,26,Other,130.66,2128.29,15,4,329.35,9,1,1,355,False,Unsubscribed,True
+656,69,Female,189.99,8119.04,10,26,177.58,6,3,5,282,True,Responded,False
+657,28,Other,48.85,5721.42,13,89,339.34,0,3,4,106,False,Unsubscribed,False
+658,66,Male,151.33,1481.1,13,96,464.61,2,1,3,142,False,Ignored,True
+659,44,Male,129.64,8068.45,5,88,468.32,6,1,2,187,True,Ignored,False
+660,45,Female,53.32,9590.0,9,80,434.48,8,0,4,172,False,Responded,False
+661,19,Female,21.12,3527.02,10,22,282.69,7,0,2,161,False,Ignored,True
+662,18,Other,21.67,3005.77,4,61,290.2,1,3,3,83,True,Unsubscribed,True
+663,23,Male,115.78,909.57,2,30,480.14,1,3,4,335,True,Unsubscribed,False
+664,42,Other,189.7,6678.46,7,23,334.54,0,1,5,295,False,Ignored,False
+665,52,Other,135.97,9593.72,14,25,19.91,1,2,1,319,False,Unsubscribed,False
+666,33,Female,148.57,1446.33,13,68,145.74,4,0,1,169,True,Responded,True
+667,21,Male,108.9,4903.08,6,10,201.35,1,2,3,223,True,Unsubscribed,False
+668,64,Male,124.74,1072.56,1,39,248.53,0,1,5,296,True,Responded,False
+669,55,Other,42.75,437.69,8,65,158.8,3,4,5,1,True,Ignored,False
+670,61,Male,177.83,6678.56,7,80,115.07,8,4,1,162,False,Unsubscribed,True
+671,37,Male,156.94,8690.1,7,15,358.19,4,4,2,181,True,Unsubscribed,True
+672,42,Other,199.68,3441.95,8,70,92.89,9,4,3,217,False,Responded,False
+673,24,Female,73.59,8770.08,19,82,54.64,1,1,5,209,True,Responded,True
+674,38,Female,60.86,1258.83,18,59,210.92,4,0,4,265,True,Responded,True
+675,24,Female,42.53,2455.81,12,68,407.16,6,0,3,97,False,Unsubscribed,False
+676,46,Other,193.56,9025.91,18,84,382.53,4,2,1,194,True,Ignored,True
+677,69,Male,160.56,5134.25,6,83,125.83,2,3,4,273,True,Ignored,True
+678,24,Other,49.94,6121.1,19,50,140.78,7,4,3,350,False,Responded,False
+679,20,Other,119.48,476.38,18,2,493.7,4,0,3,264,True,Unsubscribed,False
+680,46,Female,94.48,1371.06,10,8,46.4,2,1,2,94,True,Responded,False
+681,46,Male,47.27,652.33,13,9,48.54,5,3,4,166,True,Responded,True
+682,56,Female,49.17,9059.51,18,32,54.42,9,2,1,130,True,Ignored,False
+683,55,Male,193.42,1434.47,5,15,168.65,2,2,3,177,True,Ignored,True
+684,23,Male,74.89,8511.76,1,79,384.28,9,0,2,313,False,Responded,True
+685,63,Female,189.46,3575.24,4,21,446.44,6,1,1,170,False,Unsubscribed,True
+686,27,Female,33.61,8025.92,13,19,466.88,5,1,4,111,True,Responded,True
+687,54,Other,102.94,3713.93,16,36,133.68,8,0,1,360,False,Unsubscribed,True
+688,31,Male,43.33,2750.07,6,45,235.49,8,0,4,17,True,Unsubscribed,True
+689,39,Male,20.86,1027.24,8,32,55.82,7,0,1,299,False,Responded,False
+690,49,Male,119.68,2879.0,15,66,282.55,8,0,4,186,True,Responded,True
+691,35,Male,40.5,4767.65,6,91,13.2,8,1,3,126,True,Responded,True
+692,53,Male,149.96,8193.34,18,25,235.22,0,1,4,165,True,Unsubscribed,False
+693,63,Other,145.66,4579.9,19,39,490.4,1,0,1,283,False,Responded,True
+694,69,Male,51.74,9717.21,19,42,78.81,9,1,5,289,False,Unsubscribed,False
+695,26,Other,189.51,5462.17,18,96,113.27,9,2,1,21,True,Unsubscribed,True
+696,43,Female,149.79,346.96,2,57,146.05,7,1,1,171,False,Unsubscribed,False
+697,39,Other,73.63,4212.14,11,76,434.73,8,1,1,190,True,Unsubscribed,False
+698,63,Other,147.66,6920.1,18,60,446.1,5,3,5,138,True,Ignored,False
+699,55,Other,151.75,2419.49,10,36,473.19,2,1,1,275,True,Unsubscribed,False
+700,40,Female,81.6,7016.44,5,76,131.72,8,0,1,338,False,Responded,True
+701,34,Male,87.61,5086.6,9,48,232.21,8,0,3,119,False,Responded,True
+702,43,Other,84.64,354.8,19,50,197.18,7,0,2,20,True,Responded,False
+703,64,Female,130.99,7766.09,6,30,301.97,3,4,5,191,False,Unsubscribed,True
+704,55,Other,182.07,5647.7,8,51,155.02,6,1,5,282,True,Responded,True
+705,19,Other,51.17,916.69,2,11,416.22,0,3,1,140,False,Unsubscribed,True
+706,23,Female,177.54,4804.62,18,43,454.01,5,0,5,292,False,Responded,False
+707,24,Other,24.98,2944.2,16,27,450.99,0,0,5,357,True,Unsubscribed,True
+708,30,Other,138.86,8808.85,8,76,138.96,9,4,4,180,True,Ignored,True
+709,44,Male,94.6,2920.78,17,58,247.4,1,2,2,285,True,Ignored,True
+710,28,Female,162.43,9422.7,18,72,273.55,8,4,5,227,True,Ignored,True
+711,32,Other,149.82,5506.71,7,97,485.26,3,0,2,95,True,Unsubscribed,True
+712,26,Female,106.42,3303.78,9,92,224.58,6,0,5,93,False,Ignored,True
+713,25,Female,135.9,8154.1,7,8,44.21,9,1,3,326,True,Ignored,True
+714,63,Male,110.32,7004.26,3,56,325.27,4,2,2,88,True,Ignored,False
+715,23,Male,166.07,4198.23,6,85,95.49,0,0,4,347,False,Responded,False
+716,65,Male,105.7,6333.22,5,18,188.94,3,3,5,277,True,Unsubscribed,False
+717,60,Other,114.17,7807.98,3,75,263.86,3,0,1,67,False,Unsubscribed,True
+718,21,Other,65.09,8530.42,14,93,481.76,5,4,5,17,False,Responded,True
+719,28,Other,128.91,8182.49,18,71,88.23,6,4,5,244,False,Unsubscribed,False
+720,68,Other,74.52,1744.16,7,57,427.42,0,1,5,348,True,Responded,False
+721,45,Other,123.91,8301.06,11,29,19.2,5,0,2,54,True,Unsubscribed,True
+722,43,Other,50.54,680.43,14,17,33.47,4,0,5,200,True,Unsubscribed,True
+723,21,Female,48.7,2081.69,16,62,244.94,9,1,2,228,True,Responded,False
+724,32,Female,95.07,6266.97,16,69,290.46,0,0,4,166,True,Unsubscribed,False
+725,36,Male,96.83,1235.46,4,70,102.61,2,2,3,39,False,Unsubscribed,True
+726,23,Other,68.26,6073.14,16,89,100.67,4,1,3,139,True,Responded,True
+727,22,Female,43.69,3148.86,8,45,362.66,5,1,3,35,True,Unsubscribed,True
+728,35,Male,27.06,4351.72,9,55,161.13,1,2,5,341,False,Ignored,False
+729,23,Male,24.54,3220.0,5,33,358.03,0,3,2,271,False,Responded,False
+730,48,Male,68.88,794.72,18,77,263.57,7,0,3,31,False,Ignored,True
+731,42,Male,103.13,5057.51,13,56,189.8,6,0,4,55,False,Unsubscribed,True
+732,21,Female,150.72,9639.63,15,66,32.43,3,3,3,90,False,Ignored,False
+733,23,Female,105.48,6156.66,10,13,486.53,8,4,5,167,True,Ignored,False
+734,58,Female,182.73,3070.32,5,26,196.21,1,1,1,225,False,Unsubscribed,True
+735,54,Male,26.34,9565.88,4,65,396.92,2,1,3,354,False,Unsubscribed,False
+736,67,Male,52.52,3953.45,19,70,174.98,6,4,5,276,False,Responded,False
+737,42,Other,80.93,7005.43,15,77,449.91,0,2,5,340,True,Unsubscribed,True
+738,51,Other,123.95,6377.72,8,31,45.34,5,4,1,230,True,Ignored,True
+739,36,Male,173.49,9533.82,5,41,147.88,4,2,3,255,False,Unsubscribed,True
+740,51,Female,83.04,9154.57,9,18,267.84,0,1,3,54,False,Unsubscribed,False
+741,32,Male,68.24,1565.24,17,29,310.36,5,0,4,201,False,Ignored,True
+742,67,Other,31.14,948.29,8,29,325.29,8,2,5,133,True,Responded,True
+743,25,Other,167.83,8115.46,14,12,202.03,6,1,3,166,False,Responded,True
+744,61,Female,88.34,9058.94,12,94,317.56,2,1,3,359,True,Ignored,False
+745,64,Male,122.88,4980.44,9,66,434.45,2,2,2,90,True,Responded,False
+746,66,Other,197.04,6938.54,16,1,420.66,3,3,1,247,False,Ignored,True
+747,51,Female,20.29,790.9,1,51,133.62,6,2,4,38,True,Responded,False
+748,35,Other,46.18,2276.06,1,28,30.38,2,1,1,317,True,Unsubscribed,True
+749,47,Female,160.24,1578.82,10,57,127.43,2,0,2,231,False,Unsubscribed,True
+750,30,Other,164.92,6051.49,12,80,411.56,7,4,2,117,False,Ignored,False
+751,64,Other,158.46,2055.64,3,53,332.87,8,3,2,280,False,Unsubscribed,False
+752,50,Male,116.66,692.48,1,17,71.01,6,1,3,122,True,Responded,True
+753,52,Female,196.19,3091.85,8,91,90.5,0,0,1,334,True,Responded,False
+754,69,Female,91.31,6804.4,16,78,139.92,8,3,1,161,False,Responded,True
+755,41,Other,128.35,5820.85,6,26,428.6,0,0,5,21,False,Responded,False
+756,43,Male,31.41,3374.18,11,24,205.0,8,1,3,285,True,Unsubscribed,False
+757,64,Other,93.77,8351.44,14,61,176.43,0,0,4,114,False,Responded,True
+758,68,Other,150.05,2835.06,13,72,120.57,9,1,4,244,True,Responded,False
+759,61,Other,62.97,2679.42,4,20,340.22,9,0,5,65,False,Responded,False
+760,59,Female,189.89,5643.48,2,66,484.34,4,0,2,338,False,Unsubscribed,False
+761,64,Male,143.62,4834.33,3,63,48.88,7,3,3,81,False,Responded,True
+762,18,Other,71.76,4515.13,7,41,256.34,7,4,1,214,True,Responded,True
+763,30,Other,158.42,1642.28,18,69,452.25,7,3,5,330,True,Unsubscribed,False
+764,27,Other,34.97,5096.0,14,16,141.11,0,2,1,117,True,Responded,False
+765,36,Female,195.46,2664.29,10,22,176.13,3,2,1,108,True,Unsubscribed,True
+766,22,Other,28.87,3982.58,10,20,251.79,2,1,1,323,False,Responded,True
+767,25,Female,188.02,7362.35,6,29,78.66,4,0,2,130,False,Ignored,False
+768,21,Female,65.51,9374.94,15,98,403.85,5,3,4,130,False,Responded,False
+769,66,Female,156.41,7761.24,16,11,133.39,5,0,2,360,True,Responded,True
+770,30,Female,20.01,4115.78,8,25,38.82,2,4,2,215,True,Responded,False
+771,55,Female,65.76,5971.03,5,26,335.73,4,0,4,127,True,Responded,False
+772,63,Male,154.84,7490.33,4,54,277.2,8,1,4,331,True,Ignored,False
+773,66,Female,115.82,4200.79,8,8,465.52,0,3,5,133,True,Ignored,False
+774,63,Female,40.69,3666.46,10,21,393.49,0,2,2,46,False,Unsubscribed,True
+775,36,Other,90.85,1438.91,10,88,27.65,1,4,3,312,True,Unsubscribed,True
+776,69,Male,87.6,7388.98,8,63,269.6,4,0,1,88,True,Unsubscribed,True
+777,67,Male,122.27,8401.24,12,63,435.24,9,4,3,64,True,Ignored,True
+778,25,Other,140.24,3234.19,7,79,18.98,1,4,3,113,True,Ignored,False
+779,44,Female,171.35,7856.73,14,16,193.0,3,4,3,329,True,Unsubscribed,True
+780,67,Male,109.5,6141.11,3,5,418.21,8,4,4,291,True,Unsubscribed,True
+781,64,Female,90.56,7862.42,8,95,132.17,8,3,5,302,True,Ignored,False
+782,47,Other,45.92,4172.24,4,97,15.97,3,4,2,164,False,Responded,True
+783,21,Male,164.87,7501.01,13,86,176.88,5,4,4,187,False,Unsubscribed,False
+784,28,Female,148.41,4144.24,1,2,26.95,8,3,5,189,False,Unsubscribed,True
+785,38,Male,93.56,978.7,6,51,458.69,2,1,5,183,False,Unsubscribed,True
+786,60,Male,113.32,5550.73,1,24,427.86,3,2,5,24,True,Responded,True
+787,19,Female,139.73,4597.85,4,65,216.74,8,2,5,356,False,Ignored,True
+788,38,Female,49.67,2603.51,11,15,209.83,0,4,1,121,True,Responded,False
+789,34,Male,24.9,8931.92,18,92,489.92,5,4,1,93,False,Responded,True
+790,60,Other,77.15,3890.25,17,78,249.74,8,2,4,37,True,Responded,False
+791,68,Male,127.21,487.35,9,38,223.98,0,0,2,91,True,Ignored,True
+792,46,Other,107.59,3883.14,19,53,206.23,0,0,2,149,False,Ignored,False
+793,44,Male,144.66,4302.65,16,99,165.67,0,4,4,216,False,Responded,False
+794,41,Female,167.54,8630.21,11,77,178.18,5,2,2,254,True,Responded,True
+795,66,Other,107.92,8011.91,6,3,227.75,5,0,4,323,True,Ignored,True
+796,20,Other,44.17,2079.67,14,98,462.53,9,0,2,203,False,Unsubscribed,True
+797,56,Male,173.11,8406.39,4,79,440.15,7,2,3,126,True,Ignored,False
+798,27,Male,123.5,2554.48,5,18,383.76,7,0,1,242,True,Responded,False
+799,20,Other,153.19,3485.15,4,45,394.05,8,2,4,292,True,Ignored,True
+800,62,Female,146.84,860.5,4,72,217.72,0,3,5,52,True,Responded,True
+801,59,Other,194.28,648.03,8,28,295.58,7,4,2,275,True,Ignored,True
+802,43,Other,73.16,6840.52,11,24,449.49,2,2,4,275,True,Unsubscribed,True
+803,54,Female,146.96,9241.08,9,66,172.13,4,1,3,283,True,Unsubscribed,True
+804,44,Female,85.82,4980.87,9,72,204.73,1,2,3,256,True,Ignored,False
+805,22,Male,91.17,8456.53,18,58,139.89,6,3,1,59,True,Responded,True
+806,59,Male,61.51,7958.14,18,76,32.02,7,1,4,290,False,Unsubscribed,True
+807,28,Male,81.92,6680.32,6,58,17.95,9,0,4,168,True,Responded,False
+808,30,Female,190.69,9784.47,17,11,143.49,2,1,2,340,True,Unsubscribed,True
+809,58,Other,72.66,8041.66,4,9,471.18,6,1,5,340,True,Ignored,False
+810,51,Female,64.28,2820.96,19,15,168.88,3,0,3,5,True,Ignored,True
+811,55,Male,124.96,7911.24,4,94,445.4,3,1,5,204,False,Unsubscribed,True
+812,57,Other,66.45,6957.35,17,96,67.88,9,0,3,102,False,Ignored,False
+813,50,Male,105.21,4055.25,1,27,340.59,6,1,2,86,True,Ignored,False
+814,51,Other,170.15,860.29,16,52,171.0,9,0,1,6,False,Ignored,False
+815,44,Female,61.47,2222.16,3,42,447.32,9,2,4,143,False,Unsubscribed,True
+816,53,Male,96.8,7992.66,12,81,351.89,1,3,3,79,True,Responded,True
+817,43,Female,129.89,2560.0,19,42,177.64,5,3,3,75,True,Responded,False
+818,68,Female,118.21,9978.79,1,46,248.89,4,1,4,146,False,Ignored,False
+819,42,Female,195.45,6970.48,14,96,124.97,3,3,1,110,True,Responded,True
+820,36,Other,142.47,4824.5,9,27,24.75,9,3,3,216,False,Responded,False
+821,38,Female,153.19,5747.32,2,70,41.72,4,1,5,195,True,Responded,False
+822,48,Female,194.05,6147.64,16,78,407.77,1,0,2,215,True,Unsubscribed,False
+823,46,Other,94.6,9692.55,7,10,372.39,9,4,1,317,True,Responded,False
+824,26,Female,83.97,1701.24,7,22,336.32,0,2,5,147,False,Responded,False
+825,36,Female,27.9,2796.72,13,3,457.44,1,3,3,209,False,Responded,False
+826,43,Female,53.16,7124.95,19,33,133.67,0,1,1,120,False,Ignored,True
+827,42,Other,62.69,2474.59,19,69,18.85,0,0,4,49,False,Ignored,True
+828,57,Other,53.03,8725.84,18,41,458.2,5,1,1,323,True,Ignored,False
+829,60,Male,155.86,3530.69,6,7,493.42,9,4,3,329,False,Ignored,True
+830,46,Female,116.46,1890.31,15,66,91.9,4,3,2,214,True,Unsubscribed,True
+831,42,Other,140.17,571.45,3,54,334.31,5,4,5,100,True,Ignored,True
+832,36,Female,167.68,5996.39,2,53,59.61,2,0,4,298,True,Ignored,True
+833,21,Other,61.54,8270.29,7,63,37.1,0,2,1,80,False,Unsubscribed,False
+834,62,Other,78.67,2810.55,19,64,187.7,6,3,2,180,True,Unsubscribed,True
+835,37,Other,147.5,9183.64,10,77,59.29,4,0,2,117,False,Unsubscribed,False
+836,63,Male,90.7,7601.57,6,59,64.48,4,1,5,87,True,Responded,False
+837,18,Female,25.27,706.88,18,46,252.05,2,1,1,346,False,Unsubscribed,True
+838,28,Other,98.29,5769.07,5,87,269.64,8,2,1,328,False,Responded,True
+839,21,Female,183.49,5717.67,2,77,202.92,9,2,5,217,True,Unsubscribed,False
+840,24,Other,93.62,2103.49,5,17,335.88,6,3,2,300,True,Ignored,True
+841,45,Female,79.8,3411.99,8,68,493.48,7,0,1,16,False,Unsubscribed,False
+842,53,Female,198.11,4636.96,5,87,422.51,7,0,4,240,False,Unsubscribed,True
+843,24,Other,135.99,575.97,16,25,384.44,6,2,3,332,True,Unsubscribed,False
+844,37,Female,85.88,1582.79,3,6,213.99,6,4,1,24,True,Responded,False
+845,52,Male,38.36,1723.64,13,85,171.63,0,2,4,171,True,Ignored,False
+846,68,Male,161.81,3854.43,6,11,289.94,7,2,2,90,True,Unsubscribed,True
+847,68,Female,147.45,7498.84,4,61,161.04,5,1,5,97,True,Responded,True
+848,56,Female,185.94,8329.91,10,90,93.27,8,2,4,232,True,Ignored,False
+849,38,Other,59.11,1712.21,18,27,435.43,9,4,4,147,False,Unsubscribed,True
+850,61,Other,40.69,7543.87,18,26,69.15,9,1,1,306,True,Unsubscribed,False
+851,18,Female,150.33,6740.03,12,95,492.33,8,1,5,301,True,Responded,True
+852,54,Female,56.61,8917.81,3,26,137.1,0,4,5,204,False,Responded,True
+853,63,Female,51.7,9691.03,12,70,371.25,8,4,4,44,True,Unsubscribed,True
+854,59,Female,77.57,1332.16,12,28,39.94,7,1,4,291,True,Ignored,False
+855,20,Male,167.03,898.67,2,65,403.54,4,1,2,28,True,Responded,False
+856,51,Female,117.12,8017.33,18,34,262.73,0,1,1,329,False,Ignored,False
+857,30,Other,28.25,1705.49,2,3,484.09,0,4,5,265,False,Responded,True
+858,33,Male,103.5,2026.29,2,74,251.24,7,0,3,336,False,Unsubscribed,True
+859,51,Female,143.12,8832.16,8,79,391.06,5,3,4,78,True,Unsubscribed,False
+860,41,Other,116.91,9395.75,1,62,123.93,0,3,3,55,True,Unsubscribed,True
+861,30,Male,123.04,3252.87,13,40,180.63,7,2,4,302,False,Responded,True
+862,23,Female,60.46,8437.46,18,24,396.44,2,4,5,53,False,Ignored,True
+863,56,Female,172.59,8602.68,8,53,437.66,2,1,1,126,True,Ignored,False
+864,19,Female,121.05,6093.37,13,70,62.14,0,0,3,233,True,Responded,False
+865,28,Female,148.38,5704.28,7,35,348.69,6,2,2,187,True,Responded,True
+866,24,Male,196.74,5800.8,3,96,490.41,6,2,5,212,False,Ignored,True
+867,24,Other,97.08,3082.76,10,3,473.96,7,1,3,121,False,Responded,False
+868,56,Female,178.59,6226.78,19,79,188.52,2,4,4,255,False,Responded,True
+869,56,Male,21.31,2511.44,13,28,156.42,1,3,1,305,True,Responded,True
+870,29,Male,26.01,1858.56,19,28,75.91,9,0,4,348,False,Unsubscribed,True
+871,68,Other,126.25,4188.21,8,65,493.85,5,1,1,22,False,Responded,True
+872,39,Male,76.06,7087.23,18,86,386.73,4,0,4,145,True,Unsubscribed,False
+873,68,Male,64.69,6252.13,15,18,316.64,3,4,3,167,False,Unsubscribed,False
+874,68,Other,70.03,9652.33,7,73,265.29,9,4,2,197,True,Unsubscribed,True
+875,69,Male,77.31,6499.91,7,9,405.13,7,2,4,352,False,Responded,True
+876,20,Male,151.21,1499.01,3,46,329.31,5,1,3,280,False,Responded,True
+877,30,Other,122.46,1696.06,18,14,248.93,5,2,3,174,True,Ignored,False
+878,47,Male,162.03,1021.36,14,21,226.41,4,2,4,228,False,Responded,True
+879,27,Other,169.44,1992.62,17,22,195.51,4,0,2,18,False,Responded,True
+880,69,Female,171.73,6019.71,9,88,485.23,3,1,1,109,True,Unsubscribed,False
+881,26,Female,94.64,8399.04,10,2,458.25,9,1,3,290,False,Responded,True
+882,23,Female,95.83,8949.29,8,39,173.6,5,4,3,25,True,Responded,True
+883,61,Female,186.73,4060.43,19,57,41.79,5,3,3,335,False,Responded,True
+884,19,Male,139.12,5629.97,2,76,86.21,9,1,3,229,True,Ignored,True
+885,61,Female,34.48,8111.08,12,25,302.13,3,2,4,158,False,Unsubscribed,False
+886,33,Other,117.59,3189.5,4,94,364.83,3,1,1,107,False,Ignored,False
+887,30,Other,84.08,5997.12,3,32,432.95,3,3,4,309,True,Unsubscribed,True
+888,65,Other,197.74,1823.42,1,22,455.76,6,0,2,286,False,Responded,False
+889,30,Other,22.46,4817.75,15,93,468.06,9,4,1,119,False,Ignored,True
+890,39,Female,130.19,1813.42,1,77,489.09,2,4,5,288,True,Ignored,False
+891,36,Other,150.25,4678.02,9,93,391.7,6,1,2,68,True,Unsubscribed,True
+892,43,Female,72.0,4028.51,5,66,369.27,7,0,4,119,False,Responded,True
+893,31,Other,195.26,4389.32,19,96,176.8,4,1,3,141,True,Responded,False
+894,48,Other,174.72,2512.75,6,55,465.16,6,4,4,228,False,Unsubscribed,False
+895,46,Female,184.82,1446.83,8,11,77.34,4,0,4,149,False,Responded,True
+896,62,Female,23.46,2829.09,3,93,276.98,8,1,4,39,True,Responded,True
+897,59,Male,122.58,2471.84,2,49,231.51,0,4,2,306,False,Responded,False
+898,39,Male,73.04,7369.53,14,22,446.24,8,1,5,301,False,Ignored,True
+899,24,Male,172.83,7198.05,11,76,324.79,8,2,3,285,False,Responded,True
+900,54,Other,133.91,5886.38,18,5,198.7,2,3,3,137,True,Ignored,False
+901,66,Other,117.0,1004.2,7,79,55.98,6,2,4,211,True,Responded,False
+902,58,Other,40.63,5705.99,1,54,151.46,3,0,4,139,False,Ignored,False
+903,44,Male,117.24,884.45,8,56,258.95,6,2,4,82,True,Unsubscribed,True
+904,48,Male,133.74,279.91,6,43,203.65,2,4,4,234,False,Ignored,False
+905,23,Male,192.06,3590.7,11,96,475.03,4,4,2,345,True,Unsubscribed,True
+906,33,Other,125.31,2481.39,10,44,302.68,2,1,2,58,False,Responded,False
+907,55,Female,194.13,5987.01,2,73,356.43,5,2,1,55,True,Responded,True
+908,55,Male,193.09,9293.56,1,23,301.86,0,0,1,141,True,Responded,True
+909,67,Female,137.04,7226.54,4,40,208.5,5,3,2,206,False,Ignored,True
+910,49,Other,111.06,7696.87,9,41,40.06,4,2,4,3,False,Unsubscribed,True
+911,50,Male,103.88,9513.84,13,35,25.18,8,0,3,92,False,Ignored,False
+912,66,Other,180.27,6377.5,4,36,330.33,5,2,2,29,False,Responded,True
+913,34,Female,25.09,5819.54,3,53,350.47,9,2,2,277,False,Unsubscribed,False
+914,50,Other,40.49,6058.49,18,96,98.15,1,1,1,193,False,Responded,True
+915,28,Other,38.37,8671.47,2,60,320.45,7,4,5,41,True,Unsubscribed,True
+916,30,Male,156.25,3942.18,9,37,15.3,0,3,3,233,False,Responded,False
+917,47,Female,81.14,7973.83,7,50,227.84,6,3,3,235,False,Ignored,True
+918,18,Male,134.83,6557.34,2,19,146.76,2,2,5,22,True,Responded,True
+919,47,Other,128.68,3115.26,12,54,442.59,2,1,1,24,False,Responded,True
+920,44,Other,89.45,235.52,17,14,160.98,6,2,3,82,False,Unsubscribed,False
+921,57,Female,115.68,2178.21,14,55,201.49,0,2,1,158,True,Unsubscribed,False
+922,40,Other,136.12,7029.89,14,64,88.4,2,0,1,227,False,Responded,False
+923,37,Male,189.37,5838.93,15,58,74.03,5,1,4,156,True,Responded,False
+924,23,Female,123.61,2818.49,17,48,177.47,9,0,5,167,False,Responded,False
+925,54,Other,130.59,4399.59,4,12,377.38,1,2,5,247,True,Responded,True
+926,37,Male,32.21,6645.37,14,86,43.31,8,3,4,10,True,Responded,False
+927,54,Male,191.4,1358.15,7,65,39.16,0,2,1,315,False,Responded,True
+928,23,Female,115.05,4379.57,19,42,407.43,6,3,1,254,False,Ignored,True
+929,46,Other,164.23,4224.58,2,18,266.86,9,0,3,291,False,Unsubscribed,False
+930,30,Male,29.05,5471.75,9,18,431.29,6,2,5,251,True,Unsubscribed,False
+931,44,Female,95.76,5266.95,15,34,310.61,5,2,3,56,False,Responded,True
+932,67,Male,66.26,3740.49,19,41,48.44,3,0,3,176,True,Unsubscribed,False
+933,37,Other,68.06,7651.06,10,36,95.19,3,3,5,218,True,Responded,True
+934,30,Male,162.46,765.57,8,35,226.62,6,0,3,150,False,Unsubscribed,False
+935,56,Other,132.3,451.83,13,92,102.35,1,2,5,32,False,Ignored,True
+936,25,Male,99.15,4260.57,10,33,434.17,4,1,1,12,False,Unsubscribed,False
+937,34,Other,21.91,8977.27,17,25,490.55,6,2,1,142,False,Unsubscribed,False
+938,47,Male,193.69,2847.94,2,10,313.28,2,0,2,181,False,Responded,True
+939,18,Male,193.16,1805.86,18,92,327.92,6,2,3,16,True,Unsubscribed,False
+940,41,Female,59.16,9289.26,2,46,445.68,2,3,3,21,True,Ignored,True
+941,33,Other,27.44,1765.41,19,27,342.15,2,3,5,361,False,Unsubscribed,True
+942,28,Male,115.44,3810.92,16,14,198.88,3,2,3,145,False,Unsubscribed,True
+943,21,Female,191.25,7317.25,15,37,127.52,2,1,2,39,False,Unsubscribed,False
+944,21,Male,183.87,2683.15,8,43,210.58,1,0,4,47,True,Ignored,True
+945,34,Female,125.24,2375.51,7,25,483.74,0,0,4,84,True,Ignored,False
+946,66,Male,74.64,4036.91,18,49,49.33,7,1,1,70,False,Ignored,True
+947,27,Female,79.39,7894.91,9,52,60.44,1,0,2,275,True,Ignored,True
+948,38,Other,181.62,9118.74,16,93,334.59,4,4,1,91,True,Responded,False
+949,55,Male,108.52,409.8,2,32,305.97,7,0,5,232,True,Responded,False
+950,66,Other,43.6,1734.57,8,33,371.28,1,1,4,97,False,Responded,True
+951,35,Other,64.72,9590.15,9,45,451.45,1,4,5,44,True,Responded,True
+952,27,Female,69.82,5968.63,9,91,262.13,1,1,2,169,True,Unsubscribed,True
+953,62,Other,42.24,5558.96,1,9,181.65,7,0,1,58,True,Responded,True
+954,33,Female,103.35,8154.08,10,18,264.97,4,0,1,75,True,Unsubscribed,False
+955,56,Female,184.89,493.85,3,23,95.44,6,4,3,224,False,Unsubscribed,True
+956,32,Female,140.38,236.98,1,30,451.17,5,3,2,327,True,Responded,False
+957,51,Female,33.05,9678.19,11,1,344.33,8,1,2,295,False,Ignored,False
+958,22,Female,20.99,8302.85,9,7,436.63,5,2,1,154,False,Responded,True
+959,34,Male,69.72,7499.08,14,80,158.18,5,1,5,124,False,Ignored,True
+960,54,Male,85.28,1641.44,4,22,447.94,8,4,3,74,False,Unsubscribed,False
+961,25,Other,159.81,4818.38,6,83,84.44,8,1,1,317,True,Unsubscribed,True
+962,41,Male,194.06,9379.21,13,68,191.4,5,3,4,101,True,Unsubscribed,True
+963,45,Female,89.76,9342.64,1,24,45.07,1,1,3,72,True,Responded,False
+964,64,Female,143.6,191.55,4,59,309.44,2,1,3,148,False,Responded,True
+965,25,Male,199.08,7549.66,12,12,128.77,0,1,1,262,False,Ignored,True
+966,40,Other,154.22,161.75,1,55,124.79,8,2,4,263,True,Ignored,True
+967,52,Other,134.51,9844.59,9,65,496.82,7,3,3,156,True,Ignored,False
+968,48,Male,34.05,4227.98,15,25,127.59,8,4,5,241,False,Responded,True
+969,34,Female,78.18,9737.84,4,69,261.12,6,3,1,340,True,Unsubscribed,True
+970,45,Female,184.41,3740.69,1,42,312.11,5,1,5,168,False,Ignored,False
+971,65,Other,56.18,3002.55,10,35,484.7,9,4,5,249,True,Ignored,True
+972,65,Male,171.85,3231.29,7,67,472.46,4,3,1,333,False,Unsubscribed,False
+973,68,Female,145.34,7333.72,4,9,211.51,9,3,5,224,True,Ignored,True
+974,29,Other,85.94,2076.76,4,36,64.81,6,2,2,242,True,Unsubscribed,False
+975,41,Other,115.25,8654.17,16,5,105.09,2,2,4,92,False,Responded,True
+976,32,Male,117.71,5946.67,1,68,15.01,1,3,4,123,True,Unsubscribed,True
+977,57,Other,148.53,9702.12,7,37,10.46,2,4,5,63,False,Unsubscribed,False
+978,48,Female,112.98,9872.14,13,67,390.77,8,1,4,50,True,Unsubscribed,True
+979,44,Other,43.95,1933.3,19,13,184.86,8,1,3,308,False,Unsubscribed,True
+980,52,Other,159.22,9562.24,6,64,327.74,4,2,3,78,False,Unsubscribed,True
+981,35,Other,93.13,560.73,2,90,286.0,6,1,4,270,True,Ignored,True
+982,53,Male,193.36,375.85,18,25,440.83,9,4,2,65,True,Unsubscribed,False
+983,25,Female,71.03,9444.26,16,34,291.91,9,0,2,333,False,Responded,True
+984,63,Other,67.35,9627.73,9,48,63.97,2,2,1,148,False,Unsubscribed,False
+985,66,Male,80.03,1557.75,10,49,440.93,4,1,1,184,True,Unsubscribed,False
+986,55,Other,123.02,4479.92,14,45,364.16,4,3,3,76,True,Unsubscribed,True
+987,22,Female,181.08,4991.52,17,57,160.7,5,0,4,317,False,Unsubscribed,True
+988,31,Other,51.73,8616.78,10,10,380.14,5,4,5,202,True,Ignored,False
+989,55,Male,70.34,6316.38,5,48,202.66,5,4,1,92,True,Responded,True
+990,37,Other,124.7,7768.21,8,5,431.91,7,2,4,56,True,Unsubscribed,False
+991,61,Other,101.78,4902.46,6,76,252.84,3,0,2,356,True,Ignored,True
+992,26,Other,100.52,6519.3,8,27,306.82,9,1,4,315,False,Responded,False
+993,50,Male,167.73,7380.55,4,10,46.12,1,2,2,173,True,Ignored,True
+994,35,Other,186.3,7405.02,2,90,418.46,0,0,1,124,True,Responded,False
+995,23,Other,106.64,117.2,10,74,250.92,7,4,3,16,True,Ignored,True
+996,54,Male,143.72,1089.09,2,29,77.75,0,3,2,88,True,Ignored,False
+997,19,Male,164.19,3700.24,9,90,34.45,6,4,4,352,False,Responded,True
+998,47,Female,113.31,705.85,17,69,187.37,7,3,1,172,True,Unsubscribed,False
+999,23,Male,72.98,3891.6,7,31,483.8,1,2,5,55,False,Responded,True
+1000,34,Other,134.86,3956.71,15,48,420.91,6,0,1,269,True,Ignored,True