diff --git a/notebooks/01a-instructor-probability-simulation.ipynb b/notebooks/01a-instructor-probability-simulation.ipynb
index 5cd44fa..c06fe95 100644
--- a/notebooks/01a-instructor-probability-simulation.ipynb
+++ b/notebooks/01a-instructor-probability-simulation.ipynb
@@ -81,7 +81,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "* Let's say that a website has a CTR of 50%, i.e. that 50% of people click through. If we picked 1000 people at random from thepopulation, how likely would it be to find that a certain number of people click?\n",
+    "* Let's say that a website has a CTR of 50%, i.e. that 50% of people click through. If we picked 1000 people at random from the population, how likely would it be to find that a certain number of people click?\n",
     "\n",
     "We can simulate this using `numpy`'s random number generator.\n",
     "\n",
@@ -755,8 +755,6 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "___\n",
-    "\n",
     "In the above, we saw that we could match data-generating processes with binary outcomes to the story of the binomial distribution.\n",
     "\n",
     "> The Binomial distribution's story is as follows: the number $r$ of successes in $n$ Bernoulli trials with probability $p$ of success, is Binomially distributed. \n",
@@ -1225,9 +1223,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "bayesian-modelling-tutorial",
    "language": "python",
-   "name": "python3"
+   "name": "bayesian-modelling-tutorial"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1239,7 +1237,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   },
   "toc-autonumbering": true
  },
diff --git a/notebooks/01a-student-probability-simulation.ipynb b/notebooks/01a-student-probability-simulation.ipynb
index 51a29a0..1a426b5 100644
--- a/notebooks/01a-student-probability-simulation.ipynb
+++ b/notebooks/01a-student-probability-simulation.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -90,22 +90,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Draw 1,000 samples from uniform & plot results\n",
     "x = ___\n",
@@ -121,20 +108,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Number of clicks = 502'"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Computed how many people click\n",
     "clicks = ___\n",
@@ -151,20 +127,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'Proportion who clicked = 0.502'"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Computed proportion of people who clicked\n",
     "f\"Proportion who clicked = {___}\""
@@ -210,18 +175,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Number of clicks = 712\n",
-      "Proportion who clicked = 0.712\n"
-     ]
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Solution\n",
     "clicks = ___\n",
@@ -255,90 +211,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "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>band</th>\n",
-       "      <th>species</th>\n",
-       "      <th>blength</th>\n",
-       "      <th>bdepth</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>19022</td>\n",
-       "      <td>fortis</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>8.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>19028</td>\n",
-       "      <td>fortis</td>\n",
-       "      <td>12.5</td>\n",
-       "      <td>8.9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>19032</td>\n",
-       "      <td>fortis</td>\n",
-       "      <td>9.3</td>\n",
-       "      <td>7.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>19041</td>\n",
-       "      <td>fortis</td>\n",
-       "      <td>10.3</td>\n",
-       "      <td>9.6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>19044</td>\n",
-       "      <td>fortis</td>\n",
-       "      <td>11.0</td>\n",
-       "      <td>9.2</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    band species  blength  bdepth\n",
-       "0  19022  fortis     10.0     8.5\n",
-       "1  19028  fortis     12.5     8.9\n",
-       "2  19032  fortis      9.3     7.5\n",
-       "3  19041  fortis     10.3     9.6\n",
-       "4  19044  fortis     11.0     9.2"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Import and view head of data\n",
     "df_12 = pd.read_csv('../data/finch_beaks_2012.csv')\n",
@@ -347,7 +222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -364,20 +239,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.8514056224899599"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "p = ___\n",
     "p"
@@ -401,20 +265,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.8558"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "n_samples = 10000\n",
     "___"
@@ -466,20 +319,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "7"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Set seed\n",
     "___\n",
@@ -499,22 +341,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Simulate 1,000 run of flipping the biased coin 10 times\n",
     "x = ___\n",
@@ -546,20 +375,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.7613"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Calculate the probability of 5 or more heads for p=0.3\n",
     "___"
@@ -574,20 +392,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.994"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Calculate the probability of 5 or more heads for p=0.5\n",
     "___"
@@ -602,22 +409,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Plot histogram \n",
     "x = ___\n",
@@ -680,7 +474,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -714,22 +508,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Generate x- and y-data for the ECDF\n",
     "x_flips, y_flips = ___\n",
@@ -800,22 +581,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Generate Poisson-distributed data\n",
     "samples  =  ___\n",
@@ -861,22 +629,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Generate x- and y-data for the ECDF\n",
     "x_p, y_p = ___\n",
@@ -920,7 +675,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -955,7 +710,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -972,32 +727,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'ECDF')"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Number of times we simulate the model\n",
     "n_reps = 1000\n",
@@ -1048,7 +780,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1061,7 +793,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1076,22 +808,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Plot sample & model ECDFs\n",
     "___;\n",
@@ -1132,32 +851,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'PDF')"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Load data, plot histogram \n",
     "import scipy.stats as st\n",
@@ -1180,22 +876,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Get speed of light measurement + mean & standard deviation\n",
     "michelson_speed_of_light = df.c.values\n",
@@ -1226,9 +909,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "bayesian-modelling-tutorial",
    "language": "python",
-   "name": "python3"
+   "name": "bayesian-modelling-tutorial"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1240,7 +923,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   },
   "toc-autonumbering": true
  },
diff --git a/notebooks/01b-instructor-joint-conditional-probability.ipynb b/notebooks/01b-instructor-joint-conditional-probability.ipynb
index 9cf77ae..eca6711 100644
--- a/notebooks/01b-instructor-joint-conditional-probability.ipynb
+++ b/notebooks/01b-instructor-joint-conditional-probability.ipynb
@@ -552,9 +552,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "bayesian-modelling-tutorial",
    "language": "python",
-   "name": "python3"
+   "name": "bayesian-modelling-tutorial"
   },
   "language_info": {
    "codemirror_mode": {
@@ -566,7 +566,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/01b-student-joint-conditional-probability.ipynb b/notebooks/01b-student-joint-conditional-probability.ipynb
index 091cf81..50fc408 100644
--- a/notebooks/01b-student-joint-conditional-probability.ipynb
+++ b/notebooks/01b-student-joint-conditional-probability.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -83,29 +83,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.2456\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Solution: Calculate P(A,B)\n",
     "x_0 = np.random.binomial(2, 0.5, 10000)\n",
@@ -118,20 +98,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.2523537"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Solution: Calculate P(A)P(B)\n",
     "x_1 = np.random.binomial(1, 0.5, 10000)\n",
@@ -167,20 +136,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.724891534007516"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Import data & store lengths in a pandas series\n",
     "df_12 = pd.read_csv('../data/finch_beaks_2012.csv')\n",
@@ -201,20 +159,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.7239874466"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Calculate P(A)P(B) using resampling methods\n",
     "n_samples = 100000\n",
@@ -232,20 +179,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.7242"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Calculate P(A,B) using resampling methods\n",
     "n_samples = 100000\n",
@@ -294,20 +230,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.8514056224899599"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Q1 Answer\n",
     "___"
@@ -315,20 +240,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.6942148760330579"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Q2 Answer\n",
     "df_fortis = df_12.loc[df_12['species'] == 'fortis']\n",
@@ -337,20 +251,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.0"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# Q3 Answer\n",
     "df_scandens = df_12.loc[df_12['species'] == 'scandens']\n",
@@ -415,7 +318,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -428,7 +331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -440,20 +343,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([0.33718559])"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "# how many of those +ve tests were for users?\n",
     "_____ / (______ + _________)"
@@ -555,9 +447,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "bayesian-modelling-tutorial",
    "language": "python",
-   "name": "python3"
+   "name": "bayesian-modelling-tutorial"
   },
   "language_info": {
    "codemirror_mode": {
@@ -569,7 +461,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/02-instructor-parameter-estimation.ipynb b/notebooks/02-instructor-parameter-estimation.ipynb
index bb30afb..a5a605a 100644
--- a/notebooks/02-instructor-parameter-estimation.ipynb
+++ b/notebooks/02-instructor-parameter-estimation.ipynb
@@ -314,9 +314,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "bayesian-modelling-tutorial",
    "language": "python",
-   "name": "python3"
+   "name": "bayesian-modelling-tutorial"
   },
   "language_info": {
    "codemirror_mode": {
@@ -328,7 +328,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/02-student-parameter-estimation.ipynb b/notebooks/02-student-parameter-estimation.ipynb
index c8a96df..ef5cda1 100644
--- a/notebooks/02-student-parameter-estimation.ipynb
+++ b/notebooks/02-student-parameter-estimation.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -122,7 +122,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -154,22 +154,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Plot posterior for 10 coin flips\n",
     "___"
@@ -184,22 +171,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "___;"
    ]
@@ -255,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -284,22 +258,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Create the interactive plot\n"
    ]
@@ -307,9 +268,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "bayesian-modelling-tutorial",
    "language": "python",
-   "name": "python3"
+   "name": "bayesian-modelling-tutorial"
   },
   "language_info": {
    "codemirror_mode": {
@@ -321,7 +282,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.2"
+   "version": "3.7.3"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/03-instructor-bayesian-estimation.ipynb b/notebooks/03-instructor-bayesian-estimation.ipynb
index c70f52e..9b87777 100644
--- a/notebooks/03-instructor-bayesian-estimation.ipynb
+++ b/notebooks/03-instructor-bayesian-estimation.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -674,6 +674,1511 @@
        "  margin-right: 0.5em;\n",
        "}\n",
        "</style>\n",
+       "\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "function HoloViewsWidget() {\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.init_slider = function(init_val){\n",
+       "  if(this.load_json) {\n",
+       "    this.from_json()\n",
+       "  } else {\n",
+       "    this.update_cache();\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.populate_cache = function(idx){\n",
+       "  this.cache[idx].innerHTML = this.frames[idx];\n",
+       "  if (this.embed) {\n",
+       "    delete this.frames[idx];\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.process_error = function(msg){\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.from_json = function() {\n",
+       "  var data_url = this.json_path + this.id + '.json';\n",
+       "  $.getJSON(data_url, $.proxy(function(json_data) {\n",
+       "    this.frames = json_data;\n",
+       "    this.update_cache();\n",
+       "    this.update(0);\n",
+       "  }, this));\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.dynamic_update = function(current){\n",
+       "  if (current === undefined) {\n",
+       "    return\n",
+       "  }\n",
+       "  this.current = current;\n",
+       "  if (this.comm) {\n",
+       "    var msg = {comm_id: this.id+'_client', content: current}\n",
+       "    this.comm.send(msg);\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.update_cache = function(force){\n",
+       "  var frame_len = Object.keys(this.frames).length;\n",
+       "  for (var i=0; i<frame_len; i++) {\n",
+       "    if(!this.load_json || this.dynamic)  {\n",
+       "      var frame = Object.keys(this.frames)[i];\n",
+       "    } else {\n",
+       "      var frame = i;\n",
+       "    }\n",
+       "    if(!(frame in this.cache) || force) {\n",
+       "      if ((frame in this.cache) && force) { this.cache[frame].remove() }\n",
+       "      var div = document.createElement(\"div\");\n",
+       "      var parent = document.getElementById(\"_anim_img\"+this.id);\n",
+       "      div.style.display = \"none\";\n",
+       "      parent.appendChild(div)\n",
+       "      this.cache[frame] = div;\n",
+       "      var cache_id = \"_anim_img\"+this.id+\"_\"+frame;\n",
+       "      this.populate_cache(frame);\n",
+       "    }\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.update = function(current){\n",
+       "  if(current in this.cache) {\n",
+       "    for (var index in this.cache) {\n",
+       "      this.cache[index].style.display = \"none\";\n",
+       "    }\n",
+       "    this.cache[current].style.display = \"\";\n",
+       "    this.wait = false;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.init_comms = function() {\n",
+       "  var that = this\n",
+       "  HoloViews.comm_manager.register_target(this.plot_id, this.id, function (msg) { that.msg_handler(msg) })\n",
+       "  if (!this.cached || this.dynamic) {\n",
+       "    function ack_callback(msg) {\n",
+       "      var msg = msg.metadata;\n",
+       "      var comm_id = msg.comm_id;\n",
+       "      var comm_status = HoloViews.comm_status[comm_id];\n",
+       "      if (that.queue.length > 0) {\n",
+       "        that.time = Date.now();\n",
+       "        that.dynamic_update(that.queue[that.queue.length-1]);\n",
+       "        that.queue = [];\n",
+       "      } else {\n",
+       "        that.wait = false;\n",
+       "      }\n",
+       "      if ((msg.msg_type == \"Ready\") && msg.content) {\n",
+       "        console.log(\"Python callback returned following output:\", msg.content);\n",
+       "      } else if (msg.msg_type == \"Error\") {\n",
+       "        console.log(\"Python failed with the following traceback:\", msg.traceback)\n",
+       "      }\n",
+       "    }\n",
+       "    var comm = HoloViews.comm_manager.get_client_comm(this.plot_id, this.id+'_client', ack_callback);\n",
+       "    return comm\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.msg_handler = function(msg) {\n",
+       "  var metadata = msg.metadata;\n",
+       "  if ((metadata.msg_type == \"Ready\")) {\n",
+       "    if (metadata.content) {\n",
+       "      console.log(\"Python callback returned following output:\", metadata.content);\n",
+       "    }\n",
+       "\treturn;\n",
+       "  } else if (metadata.msg_type == \"Error\") {\n",
+       "    console.log(\"Python failed with the following traceback:\", metadata.traceback)\n",
+       "    return\n",
+       "  }\n",
+       "  this.process_msg(msg)\n",
+       "}\n",
+       "\n",
+       "HoloViewsWidget.prototype.process_msg = function(msg) {\n",
+       "}\n",
+       "\n",
+       "function SelectionWidget(frames, id, slider_ids, keyMap, dim_vals, notFound, load_json, mode, cached, json_path, dynamic, plot_id){\n",
+       "  this.frames = frames;\n",
+       "  this.id = id;\n",
+       "  this.plot_id = plot_id;\n",
+       "  this.slider_ids = slider_ids;\n",
+       "  this.keyMap = keyMap\n",
+       "  this.current_frame = 0;\n",
+       "  this.current_vals = dim_vals;\n",
+       "  this.load_json = load_json;\n",
+       "  this.mode = mode;\n",
+       "  this.notFound = notFound;\n",
+       "  this.cached = cached;\n",
+       "  this.dynamic = dynamic;\n",
+       "  this.cache = {};\n",
+       "  this.json_path = json_path;\n",
+       "  this.init_slider(this.current_vals[0]);\n",
+       "  this.queue = [];\n",
+       "  this.wait = false;\n",
+       "  if (!this.cached || this.dynamic) {\n",
+       "    this.comm = this.init_comms();\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "SelectionWidget.prototype = new HoloViewsWidget;\n",
+       "\n",
+       "\n",
+       "SelectionWidget.prototype.get_key = function(current_vals) {\n",
+       "  var key = \"(\";\n",
+       "  for (var i=0; i<this.slider_ids.length; i++)\n",
+       "  {\n",
+       "    var val = this.current_vals[i];\n",
+       "    if (!(typeof val === 'string')) {\n",
+       "      if (val % 1 === 0) { val = val.toFixed(1); }\n",
+       "      else { val = val.toFixed(10); val = val.slice(0, val.length-1);}\n",
+       "    }\n",
+       "    key += \"'\" + val + \"'\";\n",
+       "    if(i != this.slider_ids.length-1) { key += ', ';}\n",
+       "    else if(this.slider_ids.length == 1) { key += ',';}\n",
+       "  }\n",
+       "  key += \")\";\n",
+       "  return this.keyMap[key];\n",
+       "}\n",
+       "\n",
+       "SelectionWidget.prototype.set_frame = function(dim_val, dim_idx){\n",
+       "  this.current_vals[dim_idx] = dim_val;\n",
+       "  var key = this.current_vals;\n",
+       "  if (!this.dynamic) {\n",
+       "    key = this.get_key(key)\n",
+       "  }\n",
+       "  if (this.dynamic || !this.cached) {\n",
+       "    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n",
+       "      this.queue.push(key);\n",
+       "      return\n",
+       "    }\n",
+       "    this.queue = [];\n",
+       "    this.time = Date.now();\n",
+       "    this.current_frame = key;\n",
+       "    this.wait = true;\n",
+       "    this.dynamic_update(key)\n",
+       "  } else if (key !== undefined) {\n",
+       "    this.update(key)\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Define the ScrubberWidget class */\n",
+       "function ScrubberWidget(frames, num_frames, id, interval, load_json, mode, cached, json_path, dynamic, plot_id){\n",
+       "  this.slider_id = \"_anim_slider\" + id;\n",
+       "  this.loop_select_id = \"_anim_loop_select\" + id;\n",
+       "  this.id = id;\n",
+       "  this.plot_id = plot_id;\n",
+       "  this.interval = interval;\n",
+       "  this.current_frame = 0;\n",
+       "  this.direction = 0;\n",
+       "  this.dynamic = dynamic;\n",
+       "  this.timer = null;\n",
+       "  this.load_json = load_json;\n",
+       "  this.mode = mode;\n",
+       "  this.cached = cached;\n",
+       "  this.frames = frames;\n",
+       "  this.cache = {};\n",
+       "  this.length = num_frames;\n",
+       "  this.json_path = json_path;\n",
+       "  document.getElementById(this.slider_id).max = this.length - 1;\n",
+       "  this.init_slider(0);\n",
+       "  this.wait = false;\n",
+       "  this.queue = [];\n",
+       "  if (!this.cached || this.dynamic) {\n",
+       "    this.comm = this.init_comms()\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype = new HoloViewsWidget;\n",
+       "\n",
+       "ScrubberWidget.prototype.set_frame = function(frame){\n",
+       "  this.current_frame = frame;\n",
+       "  var widget = document.getElementById(this.slider_id);\n",
+       "  if (widget === null) {\n",
+       "    this.pause_animation();\n",
+       "    return\n",
+       "  }\n",
+       "  widget.value = this.current_frame;\n",
+       "  if (this.dynamic || !this.cached) {\n",
+       "    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n",
+       "      this.queue.push(frame);\n",
+       "      return\n",
+       "    }\n",
+       "    this.queue = [];\n",
+       "    this.time = Date.now();\n",
+       "    this.wait = true;\n",
+       "    this.dynamic_update(frame)\n",
+       "  } else {\n",
+       "    this.update(frame)\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.get_loop_state = function(){\n",
+       "  var button_group = document[this.loop_select_id].state;\n",
+       "  for (var i = 0; i < button_group.length; i++) {\n",
+       "    var button = button_group[i];\n",
+       "    if (button.checked) {\n",
+       "      return button.value;\n",
+       "    }\n",
+       "  }\n",
+       "  return undefined;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "ScrubberWidget.prototype.next_frame = function() {\n",
+       "  this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.previous_frame = function() {\n",
+       "  this.set_frame(Math.max(0, this.current_frame - 1));\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.first_frame = function() {\n",
+       "  this.set_frame(0);\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.last_frame = function() {\n",
+       "  this.set_frame(this.length - 1);\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.slower = function() {\n",
+       "  this.interval /= 0.7;\n",
+       "  if(this.direction > 0){this.play_animation();}\n",
+       "  else if(this.direction < 0){this.reverse_animation();}\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.faster = function() {\n",
+       "  this.interval *= 0.7;\n",
+       "  if(this.direction > 0){this.play_animation();}\n",
+       "  else if(this.direction < 0){this.reverse_animation();}\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.anim_step_forward = function() {\n",
+       "  if(this.current_frame < this.length - 1){\n",
+       "    this.next_frame();\n",
+       "  }else{\n",
+       "    var loop_state = this.get_loop_state();\n",
+       "    if(loop_state == \"loop\"){\n",
+       "      this.first_frame();\n",
+       "    }else if(loop_state == \"reflect\"){\n",
+       "      this.last_frame();\n",
+       "      this.reverse_animation();\n",
+       "    }else{\n",
+       "      this.pause_animation();\n",
+       "      this.last_frame();\n",
+       "    }\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.anim_step_reverse = function() {\n",
+       "  if(this.current_frame > 0){\n",
+       "    this.previous_frame();\n",
+       "  } else {\n",
+       "    var loop_state = this.get_loop_state();\n",
+       "    if(loop_state == \"loop\"){\n",
+       "      this.last_frame();\n",
+       "    }else if(loop_state == \"reflect\"){\n",
+       "      this.first_frame();\n",
+       "      this.play_animation();\n",
+       "    }else{\n",
+       "      this.pause_animation();\n",
+       "      this.first_frame();\n",
+       "    }\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.pause_animation = function() {\n",
+       "  this.direction = 0;\n",
+       "  if (this.timer){\n",
+       "    clearInterval(this.timer);\n",
+       "    this.timer = null;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.play_animation = function() {\n",
+       "  this.pause_animation();\n",
+       "  this.direction = 1;\n",
+       "  var t = this;\n",
+       "  if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n",
+       "}\n",
+       "\n",
+       "ScrubberWidget.prototype.reverse_animation = function() {\n",
+       "  this.pause_animation();\n",
+       "  this.direction = -1;\n",
+       "  var t = this;\n",
+       "  if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n",
+       "}\n",
+       "\n",
+       "function extend(destination, source) {\n",
+       "  for (var k in source) {\n",
+       "    if (source.hasOwnProperty(k)) {\n",
+       "      destination[k] = source[k];\n",
+       "    }\n",
+       "  }\n",
+       "  return destination;\n",
+       "}\n",
+       "\n",
+       "function update_widget(widget, values) {\n",
+       "  if (widget.hasClass(\"ui-slider\")) {\n",
+       "    widget.slider('option', {\n",
+       "      min: 0,\n",
+       "      max: values.length-1,\n",
+       "      dim_vals: values,\n",
+       "      value: 0,\n",
+       "      dim_labels: values\n",
+       "    })\n",
+       "    widget.slider('option', 'slide').call(widget, event, {value: 0})\n",
+       "  } else {\n",
+       "    widget.empty();\n",
+       "    for (var i=0; i<values.length; i++){\n",
+       "      widget.append($(\"<option>\", {\n",
+       "        value: i,\n",
+       "        text: values[i]\n",
+       "      }))\n",
+       "    };\n",
+       "    widget.data('values', values);\n",
+       "    widget.data('value', 0);\n",
+       "    widget.trigger(\"change\");\n",
+       "  };\n",
+       "}\n",
+       "\n",
+       "function init_slider(id, plot_id, dim, values, next_vals, labels, dynamic, step, value, next_dim,\n",
+       "                     dim_idx, delay, jQueryUI_CDN, UNDERSCORE_CDN) {\n",
+       "  // Slider JS Block START\n",
+       "  function loadcssfile(filename){\n",
+       "    var fileref=document.createElement(\"link\")\n",
+       "    fileref.setAttribute(\"rel\", \"stylesheet\")\n",
+       "    fileref.setAttribute(\"type\", \"text/css\")\n",
+       "    fileref.setAttribute(\"href\", filename)\n",
+       "    document.getElementsByTagName(\"head\")[0].appendChild(fileref)\n",
+       "  }\n",
+       "  loadcssfile(\"https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css\");\n",
+       "  /* Check if jQuery and jQueryUI have been loaded\n",
+       "     otherwise load with require.js */\n",
+       "  var jQuery = window.jQuery,\n",
+       "    // check for old versions of jQuery\n",
+       "    oldjQuery = jQuery && !!jQuery.fn.jquery.match(/^1\\.[0-4](\\.|$)/),\n",
+       "    jquery_path = '',\n",
+       "    paths = {},\n",
+       "    noConflict;\n",
+       "  var jQueryUI = jQuery.ui;\n",
+       "  // check for jQuery\n",
+       "  if (!jQuery || oldjQuery) {\n",
+       "    // load if it's not available or doesn't meet min standards\n",
+       "    paths.jQuery = jQuery;\n",
+       "    noConflict = !!oldjQuery;\n",
+       "  } else {\n",
+       "    // register the current jQuery\n",
+       "    define('jquery', [], function() { return jQuery; });\n",
+       "  }\n",
+       "  if (!jQueryUI) {\n",
+       "    paths.jQueryUI = jQueryUI_CDN.slice(null, -3);\n",
+       "  } else {\n",
+       "    define('jQueryUI', [], function() { return jQuery.ui; });\n",
+       "  }\n",
+       "  paths.underscore = UNDERSCORE_CDN.slice(null, -3);\n",
+       "  var jquery_require = {\n",
+       "    paths: paths,\n",
+       "    shim: {\n",
+       "      \"jQueryUI\": {\n",
+       "        exports:\"$\",\n",
+       "        deps: ['jquery']\n",
+       "      },\n",
+       "      \"underscore\": {\n",
+       "        exports: '_'\n",
+       "      }\n",
+       "    }\n",
+       "  }\n",
+       "  require.config(jquery_require);\n",
+       "  require([\"jQueryUI\", \"underscore\"], function(jUI, _){\n",
+       "    if (noConflict) $.noConflict(true);\n",
+       "    var vals = values;\n",
+       "    if (dynamic && vals.constructor === Array) {\n",
+       "      var default_value = parseFloat(value);\n",
+       "      var min = parseFloat(vals[0]);\n",
+       "      var max = parseFloat(vals[vals.length-1]);\n",
+       "      var wstep = step;\n",
+       "      var wlabels = [default_value];\n",
+       "      var init_label = default_value;\n",
+       "    } else {\n",
+       "      var min = 0;\n",
+       "      if (dynamic) {\n",
+       "        var max = Object.keys(vals).length - 1;\n",
+       "        var init_label = labels[value];\n",
+       "        var default_value = values[value];\n",
+       "      } else {\n",
+       "        var max = vals.length - 1;\n",
+       "        var init_label = labels[value];\n",
+       "        var default_value = value;\n",
+       "      }\n",
+       "      var wstep = 1;\n",
+       "      var wlabels = labels;\n",
+       "    }\n",
+       "    function adjustFontSize(text) {\n",
+       "      var width_ratio = (text.parent().width()/8)/text.val().length;\n",
+       "      var size = Math.min(0.9, Math.max(0.6, width_ratio))+'em';\n",
+       "      text.css('font-size', size);\n",
+       "    }\n",
+       "    var slider = $('#_anim_widget'+id+'_'+dim);\n",
+       "    slider.slider({\n",
+       "      animate: \"fast\",\n",
+       "      min: min,\n",
+       "      max: max,\n",
+       "      step: wstep,\n",
+       "      value: default_value,\n",
+       "      dim_vals: vals,\n",
+       "      dim_labels: wlabels,\n",
+       "      next_vals: next_vals,\n",
+       "      slide: function(event, ui) {\n",
+       "        var vals = slider.slider(\"option\", \"dim_vals\");\n",
+       "        var next_vals = slider.slider(\"option\", \"next_vals\");\n",
+       "        var dlabels = slider.slider(\"option\", \"dim_labels\");\n",
+       "        if (dynamic) {\n",
+       "          var dim_val = ui.value;\n",
+       "          if (vals.constructor === Array) {\n",
+       "            var label = ui.value;\n",
+       "          } else {\n",
+       "            var label = dlabels[ui.value];\n",
+       "          }\n",
+       "        } else {\n",
+       "          var dim_val = vals[ui.value];\n",
+       "          var label = dlabels[ui.value];\n",
+       "        }\n",
+       "        var text = $('#textInput'+id+'_'+dim);\n",
+       "        text.val(label);\n",
+       "        adjustFontSize(text);\n",
+       "        HoloViews.index[plot_id].set_frame(dim_val, dim_idx);\n",
+       "        if (Object.keys(next_vals).length > 0) {\n",
+       "          var new_vals = next_vals[dim_val];\n",
+       "          var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n",
+       "          update_widget(next_widget, new_vals);\n",
+       "        }\n",
+       "      }\n",
+       "    });\n",
+       "    slider.keypress(function(event) {\n",
+       "      if (event.which == 80 || event.which == 112) {\n",
+       "        var start = slider.slider(\"option\", \"value\");\n",
+       "        var stop =  slider.slider(\"option\", \"max\");\n",
+       "        for (var i=start; i<=stop; i++) {\n",
+       "          var delay = i*delay;\n",
+       "          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n",
+       "            var val = {value:i};\n",
+       "            slider.slider('value',i);\n",
+       "            slider.slider(\"option\", \"slide\")(null, val);\n",
+       "          }, slider), delay);}, slider)(i);\n",
+       "        }\n",
+       "      }\n",
+       "      if (event.which == 82 || event.which == 114) {\n",
+       "        var start = slider.slider(\"option\", \"value\");\n",
+       "        var stop =  slider.slider(\"option\", \"min\");\n",
+       "        var count = 0;\n",
+       "        for (var i=start; i>=stop; i--) {\n",
+       "          var delay = count*delay;\n",
+       "          count = count + 1;\n",
+       "          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n",
+       "            var val = {value:i};\n",
+       "            slider.slider('value',i);\n",
+       "            slider.slider(\"option\", \"slide\")(null, val);\n",
+       "          }, slider), delay);}, slider)(i);\n",
+       "        }\n",
+       "      }\n",
+       "    });\n",
+       "    var textInput = $('#textInput'+id+'_'+dim)\n",
+       "    textInput.val(init_label);\n",
+       "    adjustFontSize(textInput);\n",
+       "  });\n",
+       "}\n",
+       "\n",
+       "function init_dropdown(id, plot_id, dim, vals, value, next_vals, labels, next_dim, dim_idx, dynamic) {\n",
+       "  var widget = $(\"#_anim_widget\"+id+'_'+dim);\n",
+       "  widget.data('values', vals)\n",
+       "  for (var i=0; i<vals.length; i++){\n",
+       "    if (dynamic) {\n",
+       "      var val = vals[i];\n",
+       "    } else {\n",
+       "      var val = i;\n",
+       "    }\n",
+       "    widget.append($(\"<option>\", {\n",
+       "      value: val,\n",
+       "      text: labels[i]\n",
+       "    }));\n",
+       "  };\n",
+       "  widget.data(\"next_vals\", next_vals);\n",
+       "  widget.val(value);\n",
+       "  widget.on('change', function(event, ui) {\n",
+       "    if (dynamic) {\n",
+       "      var dim_val = parseInt(this.value);\n",
+       "    } else {\n",
+       "      var dim_val = $.data(this, 'values')[this.value];\n",
+       "    }\n",
+       "    var next_vals = $.data(this, \"next_vals\");\n",
+       "    if (Object.keys(next_vals).length > 0) {\n",
+       "      var new_vals = next_vals[dim_val];\n",
+       "      var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n",
+       "      update_widget(next_widget, new_vals);\n",
+       "    }\n",
+       "    var widgets = HoloViews.index[plot_id]\n",
+       "    if (widgets) {\n",
+       "      widgets.set_frame(dim_val, dim_idx);\n",
+       "    }\n",
+       "  });\n",
+       "}\n",
+       "\n",
+       "\n",
+       "if (window.HoloViews === undefined) {\n",
+       "  window.HoloViews = {}\n",
+       "  window.PyViz = window.HoloViews\n",
+       "} else if (window.PyViz === undefined) {\n",
+       "  window.PyViz = window.HoloViews\n",
+       "}\n",
+       "\n",
+       "\n",
+       "var _namespace = {\n",
+       "  init_slider: init_slider,\n",
+       "  init_dropdown: init_dropdown,\n",
+       "  comms: {},\n",
+       "  comm_status: {},\n",
+       "  index: {},\n",
+       "  plot_index: {},\n",
+       "  kernels: {},\n",
+       "  receivers: {}\n",
+       "}\n",
+       "\n",
+       "for (var k in _namespace) {\n",
+       "  if (!(k in window.HoloViews)) {\n",
+       "    window.HoloViews[k] = _namespace[k];\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "// Define Bokeh specific subclasses\n",
+       "function BokehSelectionWidget() {\n",
+       "  SelectionWidget.apply(this, arguments);\n",
+       "}\n",
+       "\n",
+       "function BokehScrubberWidget() {\n",
+       "  ScrubberWidget.apply(this, arguments);\n",
+       "}\n",
+       "\n",
+       "// Let them inherit from the baseclasses\n",
+       "BokehSelectionWidget.prototype = Object.create(SelectionWidget.prototype);\n",
+       "BokehScrubberWidget.prototype = Object.create(ScrubberWidget.prototype);\n",
+       "\n",
+       "// Define methods to override on widgets\n",
+       "var BokehMethods = {\n",
+       "  update_cache : function(){\n",
+       "    for (var index in this.frames) {\n",
+       "      this.frames[index] = JSON.parse(this.frames[index]);\n",
+       "    }\n",
+       "  },\n",
+       "  update : function(current){\n",
+       "    if (current === undefined) {\n",
+       "      return;\n",
+       "    }\n",
+       "    var data = this.frames[current];\n",
+       "    if (data !== undefined) {\n",
+       "      if (data.root in HoloViews.plot_index) {\n",
+       "        var doc = HoloViews.plot_index[data.root].model.document;\n",
+       "      } else {\n",
+       "        var doc = Bokeh.index[data.root].model.document;\n",
+       "      }\n",
+       "      doc.apply_json_patch(data.content);\n",
+       "    }\n",
+       "  },\n",
+       "  init_comms: function() {\n",
+       "    if (Bokeh.protocol !== undefined) {\n",
+       "      this.receiver = new Bokeh.protocol.Receiver()\n",
+       "    } else {\n",
+       "      this.receiver = null;\n",
+       "    }\n",
+       "    return HoloViewsWidget.prototype.init_comms.call(this);\n",
+       "  },\n",
+       "  process_msg : function(msg) {\n",
+       "    if (this.plot_id in HoloViews.plot_index) {\n",
+       "      var doc = HoloViews.plot_index[this.plot_id].model.document;\n",
+       "    } else {\n",
+       "      var doc = Bokeh.index[this.plot_id].model.document;\n",
+       "    }\n",
+       "    if (this.receiver === null) { return }\n",
+       "    var receiver = this.receiver;\n",
+       "    if (msg.buffers.length > 0) {\n",
+       "      receiver.consume(msg.buffers[0].buffer)\n",
+       "    } else {\n",
+       "      receiver.consume(msg.content.data)\n",
+       "    }\n",
+       "    const comm_msg = receiver.message;\n",
+       "    if ((comm_msg != null) && (doc != null)) {\n",
+       "      doc.apply_json_patch(comm_msg.content, comm_msg.buffers)\n",
+       "    }\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "// Extend Bokeh widgets with backend specific methods\n",
+       "extend(BokehSelectionWidget.prototype, BokehMethods);\n",
+       "extend(BokehScrubberWidget.prototype, BokehMethods);\n",
+       "\n",
+       "window.HoloViews.BokehSelectionWidget = BokehSelectionWidget\n",
+       "window.HoloViews.BokehScrubberWidget = BokehScrubberWidget\n",
+       "\n",
+       "    function JupyterCommManager() {\n",
+       "    }\n",
+       "\n",
+       "    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n",
+       "      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
+       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
+       "        comm_manager.register_target(comm_id, function(comm) {\n",
+       "          comm.on_msg(msg_handler);\n",
+       "        });\n",
+       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
+       "        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n",
+       "          comm.onMsg = msg_handler;\n",
+       "        });\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n",
+       "      if (comm_id in window.PyViz.comms) {\n",
+       "        return window.PyViz.comms[comm_id];\n",
+       "      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n",
+       "        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n",
+       "        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n",
+       "        if (msg_handler) {\n",
+       "          comm.on_msg(msg_handler);\n",
+       "        }\n",
+       "      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n",
+       "        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n",
+       "        comm.open();\n",
+       "        if (msg_handler) {\n",
+       "          comm.onMsg = msg_handler;\n",
+       "        }\n",
+       "      }\n",
+       "\n",
+       "      window.PyViz.comms[comm_id] = comm;\n",
+       "      return comm;\n",
+       "    }\n",
+       "\n",
+       "    window.PyViz.comm_manager = new JupyterCommManager();\n",
+       "    \n",
+       "\n",
+       "var JS_MIME_TYPE = 'application/javascript';\n",
+       "var HTML_MIME_TYPE = 'text/html';\n",
+       "var EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\n",
+       "var CLASS_NAME = 'output';\n",
+       "\n",
+       "/**\n",
+       " * Render data to the DOM node\n",
+       " */\n",
+       "function render(props, node) {\n",
+       "  var div = document.createElement(\"div\");\n",
+       "  var script = document.createElement(\"script\");\n",
+       "  node.appendChild(div);\n",
+       "  node.appendChild(script);\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when a new output is added\n",
+       " */\n",
+       "function handle_add_output(event, handle) {\n",
+       "  var output_area = handle.output_area;\n",
+       "  var output = handle.output;\n",
+       "  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
+       "    return\n",
+       "  }\n",
+       "  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "  if (id !== undefined) {\n",
+       "    var nchildren = toinsert.length;\n",
+       "    var html_node = toinsert[nchildren-1].children[0];\n",
+       "    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "    var scripts = [];\n",
+       "    var nodelist = html_node.querySelectorAll(\"script\");\n",
+       "    for (var i in nodelist) {\n",
+       "      if (nodelist.hasOwnProperty(i)) {\n",
+       "        scripts.push(nodelist[i])\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    scripts.forEach( function (oldScript) {\n",
+       "      var newScript = document.createElement(\"script\");\n",
+       "      var attrs = [];\n",
+       "      var nodemap = oldScript.attributes;\n",
+       "      for (var j in nodemap) {\n",
+       "        if (nodemap.hasOwnProperty(j)) {\n",
+       "          attrs.push(nodemap[j])\n",
+       "        }\n",
+       "      }\n",
+       "      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n",
+       "      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n",
+       "      oldScript.parentNode.replaceChild(newScript, oldScript);\n",
+       "    });\n",
+       "    if (JS_MIME_TYPE in output.data) {\n",
+       "      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n",
+       "    }\n",
+       "    output_area._hv_plot_id = id;\n",
+       "    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n",
+       "      window.PyViz.plot_index[id] = Bokeh.index[id];\n",
+       "    } else {\n",
+       "      window.PyViz.plot_index[id] = null;\n",
+       "    }\n",
+       "  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "    var bk_div = document.createElement(\"div\");\n",
+       "    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "    var script_attrs = bk_div.children[0].attributes;\n",
+       "    for (var i = 0; i < script_attrs.length; i++) {\n",
+       "      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "    }\n",
+       "    // store reference to server id on output_area\n",
+       "    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle when an output is cleared or removed\n",
+       " */\n",
+       "function handle_clear_output(event, handle) {\n",
+       "  var id = handle.cell.output_area._hv_plot_id;\n",
+       "  var server_id = handle.cell.output_area._bokeh_server_id;\n",
+       "  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n",
+       "  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n",
+       "  if (server_id !== null) {\n",
+       "    comm.send({event_type: 'server_delete', 'id': server_id});\n",
+       "    return;\n",
+       "  } else if (comm !== null) {\n",
+       "    comm.send({event_type: 'delete', 'id': id});\n",
+       "  }\n",
+       "  delete PyViz.plot_index[id];\n",
+       "  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n",
+       "    var doc = window.Bokeh.index[id].model.document\n",
+       "    doc.clear();\n",
+       "    const i = window.Bokeh.documents.indexOf(doc);\n",
+       "    if (i > -1) {\n",
+       "      window.Bokeh.documents.splice(i, 1);\n",
+       "    }\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle kernel restart event\n",
+       " */\n",
+       "function handle_kernel_cleanup(event, handle) {\n",
+       "  delete PyViz.comms[\"hv-extension-comm\"];\n",
+       "  window.PyViz.plot_index = {}\n",
+       "}\n",
+       "\n",
+       "/**\n",
+       " * Handle update_display_data messages\n",
+       " */\n",
+       "function handle_update_output(event, handle) {\n",
+       "  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n",
+       "  handle_add_output(event, handle)\n",
+       "}\n",
+       "\n",
+       "function register_renderer(events, OutputArea) {\n",
+       "  function append_mime(data, metadata, element) {\n",
+       "    // create a DOM node to render to\n",
+       "    var toinsert = this.create_output_subarea(\n",
+       "    metadata,\n",
+       "    CLASS_NAME,\n",
+       "    EXEC_MIME_TYPE\n",
+       "    );\n",
+       "    this.keyboard_manager.register_events(toinsert);\n",
+       "    // Render to node\n",
+       "    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "    render(props, toinsert[0]);\n",
+       "    element.append(toinsert);\n",
+       "    return toinsert\n",
+       "  }\n",
+       "\n",
+       "  events.on('output_added.OutputArea', handle_add_output);\n",
+       "  events.on('output_updated.OutputArea', handle_update_output);\n",
+       "  events.on('clear_output.CodeCell', handle_clear_output);\n",
+       "  events.on('delete.Cell', handle_clear_output);\n",
+       "  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n",
+       "\n",
+       "  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "    safe: true,\n",
+       "    index: 0\n",
+       "  });\n",
+       "}\n",
+       "\n",
+       "if (window.Jupyter !== undefined) {\n",
+       "  try {\n",
+       "    var events = require('base/js/events');\n",
+       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  } catch(err) {\n",
+       "  }\n",
+       "}\n"
+      ],
+      "application/vnd.holoviews_load.v0+json": "function HoloViewsWidget() {\n}\n\nHoloViewsWidget.prototype.init_slider = function(init_val){\n  if(this.load_json) {\n    this.from_json()\n  } else {\n    this.update_cache();\n  }\n}\n\nHoloViewsWidget.prototype.populate_cache = function(idx){\n  this.cache[idx].innerHTML = this.frames[idx];\n  if (this.embed) {\n    delete this.frames[idx];\n  }\n}\n\nHoloViewsWidget.prototype.process_error = function(msg){\n}\n\nHoloViewsWidget.prototype.from_json = function() {\n  var data_url = this.json_path + this.id + '.json';\n  $.getJSON(data_url, $.proxy(function(json_data) {\n    this.frames = json_data;\n    this.update_cache();\n    this.update(0);\n  }, this));\n}\n\nHoloViewsWidget.prototype.dynamic_update = function(current){\n  if (current === undefined) {\n    return\n  }\n  this.current = current;\n  if (this.comm) {\n    var msg = {comm_id: this.id+'_client', content: current}\n    this.comm.send(msg);\n  }\n}\n\nHoloViewsWidget.prototype.update_cache = function(force){\n  var frame_len = Object.keys(this.frames).length;\n  for (var i=0; i<frame_len; i++) {\n    if(!this.load_json || this.dynamic)  {\n      var frame = Object.keys(this.frames)[i];\n    } else {\n      var frame = i;\n    }\n    if(!(frame in this.cache) || force) {\n      if ((frame in this.cache) && force) { this.cache[frame].remove() }\n      var div = document.createElement(\"div\");\n      var parent = document.getElementById(\"_anim_img\"+this.id);\n      div.style.display = \"none\";\n      parent.appendChild(div)\n      this.cache[frame] = div;\n      var cache_id = \"_anim_img\"+this.id+\"_\"+frame;\n      this.populate_cache(frame);\n    }\n  }\n}\n\nHoloViewsWidget.prototype.update = function(current){\n  if(current in this.cache) {\n    for (var index in this.cache) {\n      this.cache[index].style.display = \"none\";\n    }\n    this.cache[current].style.display = \"\";\n    this.wait = false;\n  }\n}\n\nHoloViewsWidget.prototype.init_comms = function() {\n  var that = this\n  HoloViews.comm_manager.register_target(this.plot_id, this.id, function (msg) { that.msg_handler(msg) })\n  if (!this.cached || this.dynamic) {\n    function ack_callback(msg) {\n      var msg = msg.metadata;\n      var comm_id = msg.comm_id;\n      var comm_status = HoloViews.comm_status[comm_id];\n      if (that.queue.length > 0) {\n        that.time = Date.now();\n        that.dynamic_update(that.queue[that.queue.length-1]);\n        that.queue = [];\n      } else {\n        that.wait = false;\n      }\n      if ((msg.msg_type == \"Ready\") && msg.content) {\n        console.log(\"Python callback returned following output:\", msg.content);\n      } else if (msg.msg_type == \"Error\") {\n        console.log(\"Python failed with the following traceback:\", msg.traceback)\n      }\n    }\n    var comm = HoloViews.comm_manager.get_client_comm(this.plot_id, this.id+'_client', ack_callback);\n    return comm\n  }\n}\n\nHoloViewsWidget.prototype.msg_handler = function(msg) {\n  var metadata = msg.metadata;\n  if ((metadata.msg_type == \"Ready\")) {\n    if (metadata.content) {\n      console.log(\"Python callback returned following output:\", metadata.content);\n    }\n\treturn;\n  } else if (metadata.msg_type == \"Error\") {\n    console.log(\"Python failed with the following traceback:\", metadata.traceback)\n    return\n  }\n  this.process_msg(msg)\n}\n\nHoloViewsWidget.prototype.process_msg = function(msg) {\n}\n\nfunction SelectionWidget(frames, id, slider_ids, keyMap, dim_vals, notFound, load_json, mode, cached, json_path, dynamic, plot_id){\n  this.frames = frames;\n  this.id = id;\n  this.plot_id = plot_id;\n  this.slider_ids = slider_ids;\n  this.keyMap = keyMap\n  this.current_frame = 0;\n  this.current_vals = dim_vals;\n  this.load_json = load_json;\n  this.mode = mode;\n  this.notFound = notFound;\n  this.cached = cached;\n  this.dynamic = dynamic;\n  this.cache = {};\n  this.json_path = json_path;\n  this.init_slider(this.current_vals[0]);\n  this.queue = [];\n  this.wait = false;\n  if (!this.cached || this.dynamic) {\n    this.comm = this.init_comms();\n  }\n}\n\nSelectionWidget.prototype = new HoloViewsWidget;\n\n\nSelectionWidget.prototype.get_key = function(current_vals) {\n  var key = \"(\";\n  for (var i=0; i<this.slider_ids.length; i++)\n  {\n    var val = this.current_vals[i];\n    if (!(typeof val === 'string')) {\n      if (val % 1 === 0) { val = val.toFixed(1); }\n      else { val = val.toFixed(10); val = val.slice(0, val.length-1);}\n    }\n    key += \"'\" + val + \"'\";\n    if(i != this.slider_ids.length-1) { key += ', ';}\n    else if(this.slider_ids.length == 1) { key += ',';}\n  }\n  key += \")\";\n  return this.keyMap[key];\n}\n\nSelectionWidget.prototype.set_frame = function(dim_val, dim_idx){\n  this.current_vals[dim_idx] = dim_val;\n  var key = this.current_vals;\n  if (!this.dynamic) {\n    key = this.get_key(key)\n  }\n  if (this.dynamic || !this.cached) {\n    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n      this.queue.push(key);\n      return\n    }\n    this.queue = [];\n    this.time = Date.now();\n    this.current_frame = key;\n    this.wait = true;\n    this.dynamic_update(key)\n  } else if (key !== undefined) {\n    this.update(key)\n  }\n}\n\n\n/* Define the ScrubberWidget class */\nfunction ScrubberWidget(frames, num_frames, id, interval, load_json, mode, cached, json_path, dynamic, plot_id){\n  this.slider_id = \"_anim_slider\" + id;\n  this.loop_select_id = \"_anim_loop_select\" + id;\n  this.id = id;\n  this.plot_id = plot_id;\n  this.interval = interval;\n  this.current_frame = 0;\n  this.direction = 0;\n  this.dynamic = dynamic;\n  this.timer = null;\n  this.load_json = load_json;\n  this.mode = mode;\n  this.cached = cached;\n  this.frames = frames;\n  this.cache = {};\n  this.length = num_frames;\n  this.json_path = json_path;\n  document.getElementById(this.slider_id).max = this.length - 1;\n  this.init_slider(0);\n  this.wait = false;\n  this.queue = [];\n  if (!this.cached || this.dynamic) {\n    this.comm = this.init_comms()\n  }\n}\n\nScrubberWidget.prototype = new HoloViewsWidget;\n\nScrubberWidget.prototype.set_frame = function(frame){\n  this.current_frame = frame;\n  var widget = document.getElementById(this.slider_id);\n  if (widget === null) {\n    this.pause_animation();\n    return\n  }\n  widget.value = this.current_frame;\n  if (this.dynamic || !this.cached) {\n    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {\n      this.queue.push(frame);\n      return\n    }\n    this.queue = [];\n    this.time = Date.now();\n    this.wait = true;\n    this.dynamic_update(frame)\n  } else {\n    this.update(frame)\n  }\n}\n\nScrubberWidget.prototype.get_loop_state = function(){\n  var button_group = document[this.loop_select_id].state;\n  for (var i = 0; i < button_group.length; i++) {\n    var button = button_group[i];\n    if (button.checked) {\n      return button.value;\n    }\n  }\n  return undefined;\n}\n\n\nScrubberWidget.prototype.next_frame = function() {\n  this.set_frame(Math.min(this.length - 1, this.current_frame + 1));\n}\n\nScrubberWidget.prototype.previous_frame = function() {\n  this.set_frame(Math.max(0, this.current_frame - 1));\n}\n\nScrubberWidget.prototype.first_frame = function() {\n  this.set_frame(0);\n}\n\nScrubberWidget.prototype.last_frame = function() {\n  this.set_frame(this.length - 1);\n}\n\nScrubberWidget.prototype.slower = function() {\n  this.interval /= 0.7;\n  if(this.direction > 0){this.play_animation();}\n  else if(this.direction < 0){this.reverse_animation();}\n}\n\nScrubberWidget.prototype.faster = function() {\n  this.interval *= 0.7;\n  if(this.direction > 0){this.play_animation();}\n  else if(this.direction < 0){this.reverse_animation();}\n}\n\nScrubberWidget.prototype.anim_step_forward = function() {\n  if(this.current_frame < this.length - 1){\n    this.next_frame();\n  }else{\n    var loop_state = this.get_loop_state();\n    if(loop_state == \"loop\"){\n      this.first_frame();\n    }else if(loop_state == \"reflect\"){\n      this.last_frame();\n      this.reverse_animation();\n    }else{\n      this.pause_animation();\n      this.last_frame();\n    }\n  }\n}\n\nScrubberWidget.prototype.anim_step_reverse = function() {\n  if(this.current_frame > 0){\n    this.previous_frame();\n  } else {\n    var loop_state = this.get_loop_state();\n    if(loop_state == \"loop\"){\n      this.last_frame();\n    }else if(loop_state == \"reflect\"){\n      this.first_frame();\n      this.play_animation();\n    }else{\n      this.pause_animation();\n      this.first_frame();\n    }\n  }\n}\n\nScrubberWidget.prototype.pause_animation = function() {\n  this.direction = 0;\n  if (this.timer){\n    clearInterval(this.timer);\n    this.timer = null;\n  }\n}\n\nScrubberWidget.prototype.play_animation = function() {\n  this.pause_animation();\n  this.direction = 1;\n  var t = this;\n  if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);\n}\n\nScrubberWidget.prototype.reverse_animation = function() {\n  this.pause_animation();\n  this.direction = -1;\n  var t = this;\n  if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);\n}\n\nfunction extend(destination, source) {\n  for (var k in source) {\n    if (source.hasOwnProperty(k)) {\n      destination[k] = source[k];\n    }\n  }\n  return destination;\n}\n\nfunction update_widget(widget, values) {\n  if (widget.hasClass(\"ui-slider\")) {\n    widget.slider('option', {\n      min: 0,\n      max: values.length-1,\n      dim_vals: values,\n      value: 0,\n      dim_labels: values\n    })\n    widget.slider('option', 'slide').call(widget, event, {value: 0})\n  } else {\n    widget.empty();\n    for (var i=0; i<values.length; i++){\n      widget.append($(\"<option>\", {\n        value: i,\n        text: values[i]\n      }))\n    };\n    widget.data('values', values);\n    widget.data('value', 0);\n    widget.trigger(\"change\");\n  };\n}\n\nfunction init_slider(id, plot_id, dim, values, next_vals, labels, dynamic, step, value, next_dim,\n                     dim_idx, delay, jQueryUI_CDN, UNDERSCORE_CDN) {\n  // Slider JS Block START\n  function loadcssfile(filename){\n    var fileref=document.createElement(\"link\")\n    fileref.setAttribute(\"rel\", \"stylesheet\")\n    fileref.setAttribute(\"type\", \"text/css\")\n    fileref.setAttribute(\"href\", filename)\n    document.getElementsByTagName(\"head\")[0].appendChild(fileref)\n  }\n  loadcssfile(\"https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css\");\n  /* Check if jQuery and jQueryUI have been loaded\n     otherwise load with require.js */\n  var jQuery = window.jQuery,\n    // check for old versions of jQuery\n    oldjQuery = jQuery && !!jQuery.fn.jquery.match(/^1\\.[0-4](\\.|$)/),\n    jquery_path = '',\n    paths = {},\n    noConflict;\n  var jQueryUI = jQuery.ui;\n  // check for jQuery\n  if (!jQuery || oldjQuery) {\n    // load if it's not available or doesn't meet min standards\n    paths.jQuery = jQuery;\n    noConflict = !!oldjQuery;\n  } else {\n    // register the current jQuery\n    define('jquery', [], function() { return jQuery; });\n  }\n  if (!jQueryUI) {\n    paths.jQueryUI = jQueryUI_CDN.slice(null, -3);\n  } else {\n    define('jQueryUI', [], function() { return jQuery.ui; });\n  }\n  paths.underscore = UNDERSCORE_CDN.slice(null, -3);\n  var jquery_require = {\n    paths: paths,\n    shim: {\n      \"jQueryUI\": {\n        exports:\"$\",\n        deps: ['jquery']\n      },\n      \"underscore\": {\n        exports: '_'\n      }\n    }\n  }\n  require.config(jquery_require);\n  require([\"jQueryUI\", \"underscore\"], function(jUI, _){\n    if (noConflict) $.noConflict(true);\n    var vals = values;\n    if (dynamic && vals.constructor === Array) {\n      var default_value = parseFloat(value);\n      var min = parseFloat(vals[0]);\n      var max = parseFloat(vals[vals.length-1]);\n      var wstep = step;\n      var wlabels = [default_value];\n      var init_label = default_value;\n    } else {\n      var min = 0;\n      if (dynamic) {\n        var max = Object.keys(vals).length - 1;\n        var init_label = labels[value];\n        var default_value = values[value];\n      } else {\n        var max = vals.length - 1;\n        var init_label = labels[value];\n        var default_value = value;\n      }\n      var wstep = 1;\n      var wlabels = labels;\n    }\n    function adjustFontSize(text) {\n      var width_ratio = (text.parent().width()/8)/text.val().length;\n      var size = Math.min(0.9, Math.max(0.6, width_ratio))+'em';\n      text.css('font-size', size);\n    }\n    var slider = $('#_anim_widget'+id+'_'+dim);\n    slider.slider({\n      animate: \"fast\",\n      min: min,\n      max: max,\n      step: wstep,\n      value: default_value,\n      dim_vals: vals,\n      dim_labels: wlabels,\n      next_vals: next_vals,\n      slide: function(event, ui) {\n        var vals = slider.slider(\"option\", \"dim_vals\");\n        var next_vals = slider.slider(\"option\", \"next_vals\");\n        var dlabels = slider.slider(\"option\", \"dim_labels\");\n        if (dynamic) {\n          var dim_val = ui.value;\n          if (vals.constructor === Array) {\n            var label = ui.value;\n          } else {\n            var label = dlabels[ui.value];\n          }\n        } else {\n          var dim_val = vals[ui.value];\n          var label = dlabels[ui.value];\n        }\n        var text = $('#textInput'+id+'_'+dim);\n        text.val(label);\n        adjustFontSize(text);\n        HoloViews.index[plot_id].set_frame(dim_val, dim_idx);\n        if (Object.keys(next_vals).length > 0) {\n          var new_vals = next_vals[dim_val];\n          var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n          update_widget(next_widget, new_vals);\n        }\n      }\n    });\n    slider.keypress(function(event) {\n      if (event.which == 80 || event.which == 112) {\n        var start = slider.slider(\"option\", \"value\");\n        var stop =  slider.slider(\"option\", \"max\");\n        for (var i=start; i<=stop; i++) {\n          var delay = i*delay;\n          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n            var val = {value:i};\n            slider.slider('value',i);\n            slider.slider(\"option\", \"slide\")(null, val);\n          }, slider), delay);}, slider)(i);\n        }\n      }\n      if (event.which == 82 || event.which == 114) {\n        var start = slider.slider(\"option\", \"value\");\n        var stop =  slider.slider(\"option\", \"min\");\n        var count = 0;\n        for (var i=start; i>=stop; i--) {\n          var delay = count*delay;\n          count = count + 1;\n          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {\n            var val = {value:i};\n            slider.slider('value',i);\n            slider.slider(\"option\", \"slide\")(null, val);\n          }, slider), delay);}, slider)(i);\n        }\n      }\n    });\n    var textInput = $('#textInput'+id+'_'+dim)\n    textInput.val(init_label);\n    adjustFontSize(textInput);\n  });\n}\n\nfunction init_dropdown(id, plot_id, dim, vals, value, next_vals, labels, next_dim, dim_idx, dynamic) {\n  var widget = $(\"#_anim_widget\"+id+'_'+dim);\n  widget.data('values', vals)\n  for (var i=0; i<vals.length; i++){\n    if (dynamic) {\n      var val = vals[i];\n    } else {\n      var val = i;\n    }\n    widget.append($(\"<option>\", {\n      value: val,\n      text: labels[i]\n    }));\n  };\n  widget.data(\"next_vals\", next_vals);\n  widget.val(value);\n  widget.on('change', function(event, ui) {\n    if (dynamic) {\n      var dim_val = parseInt(this.value);\n    } else {\n      var dim_val = $.data(this, 'values')[this.value];\n    }\n    var next_vals = $.data(this, \"next_vals\");\n    if (Object.keys(next_vals).length > 0) {\n      var new_vals = next_vals[dim_val];\n      var next_widget = $('#_anim_widget'+id+'_'+next_dim);\n      update_widget(next_widget, new_vals);\n    }\n    var widgets = HoloViews.index[plot_id]\n    if (widgets) {\n      widgets.set_frame(dim_val, dim_idx);\n    }\n  });\n}\n\n\nif (window.HoloViews === undefined) {\n  window.HoloViews = {}\n  window.PyViz = window.HoloViews\n} else if (window.PyViz === undefined) {\n  window.PyViz = window.HoloViews\n}\n\n\nvar _namespace = {\n  init_slider: init_slider,\n  init_dropdown: init_dropdown,\n  comms: {},\n  comm_status: {},\n  index: {},\n  plot_index: {},\n  kernels: {},\n  receivers: {}\n}\n\nfor (var k in _namespace) {\n  if (!(k in window.HoloViews)) {\n    window.HoloViews[k] = _namespace[k];\n  }\n}\n\n// Define Bokeh specific subclasses\nfunction BokehSelectionWidget() {\n  SelectionWidget.apply(this, arguments);\n}\n\nfunction BokehScrubberWidget() {\n  ScrubberWidget.apply(this, arguments);\n}\n\n// Let them inherit from the baseclasses\nBokehSelectionWidget.prototype = Object.create(SelectionWidget.prototype);\nBokehScrubberWidget.prototype = Object.create(ScrubberWidget.prototype);\n\n// Define methods to override on widgets\nvar BokehMethods = {\n  update_cache : function(){\n    for (var index in this.frames) {\n      this.frames[index] = JSON.parse(this.frames[index]);\n    }\n  },\n  update : function(current){\n    if (current === undefined) {\n      return;\n    }\n    var data = this.frames[current];\n    if (data !== undefined) {\n      if (data.root in HoloViews.plot_index) {\n        var doc = HoloViews.plot_index[data.root].model.document;\n      } else {\n        var doc = Bokeh.index[data.root].model.document;\n      }\n      doc.apply_json_patch(data.content);\n    }\n  },\n  init_comms: function() {\n    if (Bokeh.protocol !== undefined) {\n      this.receiver = new Bokeh.protocol.Receiver()\n    } else {\n      this.receiver = null;\n    }\n    return HoloViewsWidget.prototype.init_comms.call(this);\n  },\n  process_msg : function(msg) {\n    if (this.plot_id in HoloViews.plot_index) {\n      var doc = HoloViews.plot_index[this.plot_id].model.document;\n    } else {\n      var doc = Bokeh.index[this.plot_id].model.document;\n    }\n    if (this.receiver === null) { return }\n    var receiver = this.receiver;\n    if (msg.buffers.length > 0) {\n      receiver.consume(msg.buffers[0].buffer)\n    } else {\n      receiver.consume(msg.content.data)\n    }\n    const comm_msg = receiver.message;\n    if ((comm_msg != null) && (doc != null)) {\n      doc.apply_json_patch(comm_msg.content, comm_msg.buffers)\n    }\n  }\n}\n\n// Extend Bokeh widgets with backend specific methods\nextend(BokehSelectionWidget.prototype, BokehMethods);\nextend(BokehScrubberWidget.prototype, BokehMethods);\n\nwindow.HoloViews.BokehSelectionWidget = BokehSelectionWidget\nwindow.HoloViews.BokehScrubberWidget = BokehScrubberWidget\n\n    function JupyterCommManager() {\n    }\n\n    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        comm_manager.register_target(comm_id, function(comm) {\n          comm.on_msg(msg_handler);\n        });\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n          comm.onMsg = msg_handler;\n        });\n      }\n    }\n\n    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n      if (comm_id in window.PyViz.comms) {\n        return window.PyViz.comms[comm_id];\n      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n        if (msg_handler) {\n          comm.on_msg(msg_handler);\n        }\n      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n        comm.open();\n        if (msg_handler) {\n          comm.onMsg = msg_handler;\n        }\n      }\n\n      window.PyViz.comms[comm_id] = comm;\n      return comm;\n    }\n\n    window.PyViz.comm_manager = new JupyterCommManager();\n    \n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n  var div = document.createElement(\"div\");\n  var script = document.createElement(\"script\");\n  node.appendChild(div);\n  node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n  var output_area = handle.output_area;\n  var output = handle.output;\n  if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n    return\n  }\n  var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n  var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n  if (id !== undefined) {\n    var nchildren = toinsert.length;\n    var html_node = toinsert[nchildren-1].children[0];\n    html_node.innerHTML = output.data[HTML_MIME_TYPE];\n    var scripts = [];\n    var nodelist = html_node.querySelectorAll(\"script\");\n    for (var i in nodelist) {\n      if (nodelist.hasOwnProperty(i)) {\n        scripts.push(nodelist[i])\n      }\n    }\n\n    scripts.forEach( function (oldScript) {\n      var newScript = document.createElement(\"script\");\n      var attrs = [];\n      var nodemap = oldScript.attributes;\n      for (var j in nodemap) {\n        if (nodemap.hasOwnProperty(j)) {\n          attrs.push(nodemap[j])\n        }\n      }\n      attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n      newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n      oldScript.parentNode.replaceChild(newScript, oldScript);\n    });\n    if (JS_MIME_TYPE in output.data) {\n      toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n    }\n    output_area._hv_plot_id = id;\n    if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n      window.PyViz.plot_index[id] = Bokeh.index[id];\n    } else {\n      window.PyViz.plot_index[id] = null;\n    }\n  } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n    var bk_div = document.createElement(\"div\");\n    bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n    var script_attrs = bk_div.children[0].attributes;\n    for (var i = 0; i < script_attrs.length; i++) {\n      toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n    }\n    // store reference to server id on output_area\n    output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n  }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n  var id = handle.cell.output_area._hv_plot_id;\n  var server_id = handle.cell.output_area._bokeh_server_id;\n  if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n  var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n  if (server_id !== null) {\n    comm.send({event_type: 'server_delete', 'id': server_id});\n    return;\n  } else if (comm !== null) {\n    comm.send({event_type: 'delete', 'id': id});\n  }\n  delete PyViz.plot_index[id];\n  if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n    var doc = window.Bokeh.index[id].model.document\n    doc.clear();\n    const i = window.Bokeh.documents.indexOf(doc);\n    if (i > -1) {\n      window.Bokeh.documents.splice(i, 1);\n    }\n  }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n  delete PyViz.comms[\"hv-extension-comm\"];\n  window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n  handle_clear_output(event, {cell: {output_area: handle.output_area}})\n  handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n  function append_mime(data, metadata, element) {\n    // create a DOM node to render to\n    var toinsert = this.create_output_subarea(\n    metadata,\n    CLASS_NAME,\n    EXEC_MIME_TYPE\n    );\n    this.keyboard_manager.register_events(toinsert);\n    // Render to node\n    var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n    render(props, toinsert[0]);\n    element.append(toinsert);\n    return toinsert\n  }\n\n  events.on('output_added.OutputArea', handle_add_output);\n  events.on('output_updated.OutputArea', handle_update_output);\n  events.on('clear_output.CodeCell', handle_clear_output);\n  events.on('delete.Cell', handle_clear_output);\n  events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n  OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n    safe: true,\n    index: 0\n  });\n}\n\nif (window.Jupyter !== undefined) {\n  try {\n    var events = require('base/js/events');\n    var OutputArea = require('notebook/js/outputarea').OutputArea;\n    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n      register_renderer(events, OutputArea);\n    }\n  } catch(err) {\n  }\n}\n"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "\n",
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  var force = true;\n",
+       "\n",
+       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
+       "    root._bokeh_onload_callbacks = [];\n",
+       "    root._bokeh_is_loading = undefined;\n",
+       "  }\n",
+       "\n",
+       "  var JS_MIME_TYPE = 'application/javascript';\n",
+       "  var HTML_MIME_TYPE = 'text/html';\n",
+       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
+       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
+       "\n",
+       "  /**\n",
+       "   * Render data to the DOM node\n",
+       "   */\n",
+       "  function render(props, node) {\n",
+       "    var script = document.createElement(\"script\");\n",
+       "    node.appendChild(script);\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when an output is cleared or removed\n",
+       "   */\n",
+       "  function handleClearOutput(event, handle) {\n",
+       "    var cell = handle.cell;\n",
+       "\n",
+       "    var id = cell.output_area._bokeh_element_id;\n",
+       "    var server_id = cell.output_area._bokeh_server_id;\n",
+       "    // Clean up Bokeh references\n",
+       "    if (id != null && id in Bokeh.index) {\n",
+       "      Bokeh.index[id].model.document.clear();\n",
+       "      delete Bokeh.index[id];\n",
+       "    }\n",
+       "\n",
+       "    if (server_id !== undefined) {\n",
+       "      // Clean up Bokeh references\n",
+       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
+       "      cell.notebook.kernel.execute(cmd, {\n",
+       "        iopub: {\n",
+       "          output: function(msg) {\n",
+       "            var id = msg.content.text.trim();\n",
+       "            if (id in Bokeh.index) {\n",
+       "              Bokeh.index[id].model.document.clear();\n",
+       "              delete Bokeh.index[id];\n",
+       "            }\n",
+       "          }\n",
+       "        }\n",
+       "      });\n",
+       "      // Destroy server and session\n",
+       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
+       "      cell.notebook.kernel.execute(cmd);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when a new output is added\n",
+       "   */\n",
+       "  function handleAddOutput(event, handle) {\n",
+       "    var output_area = handle.output_area;\n",
+       "    var output = handle.output;\n",
+       "\n",
+       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
+       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
+       "      return\n",
+       "    }\n",
+       "\n",
+       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
+       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
+       "      // store reference to embed id on output_area\n",
+       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "    }\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "      var bk_div = document.createElement(\"div\");\n",
+       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "      var script_attrs = bk_div.children[0].attributes;\n",
+       "      for (var i = 0; i < script_attrs.length; i++) {\n",
+       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "      }\n",
+       "      // store reference to server id on output_area\n",
+       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function register_renderer(events, OutputArea) {\n",
+       "\n",
+       "    function append_mime(data, metadata, element) {\n",
+       "      // create a DOM node to render to\n",
+       "      var toinsert = this.create_output_subarea(\n",
+       "        metadata,\n",
+       "        CLASS_NAME,\n",
+       "        EXEC_MIME_TYPE\n",
+       "      );\n",
+       "      this.keyboard_manager.register_events(toinsert);\n",
+       "      // Render to node\n",
+       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "      render(props, toinsert[toinsert.length - 1]);\n",
+       "      element.append(toinsert);\n",
+       "      return toinsert\n",
+       "    }\n",
+       "\n",
+       "    /* Handle when an output is cleared or removed */\n",
+       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
+       "    events.on('delete.Cell', handleClearOutput);\n",
+       "\n",
+       "    /* Handle when a new output is added */\n",
+       "    events.on('output_added.OutputArea', handleAddOutput);\n",
+       "\n",
+       "    /**\n",
+       "     * Register the mime type and append_mime function with output_area\n",
+       "     */\n",
+       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "      /* Is output safe? */\n",
+       "      safe: true,\n",
+       "      /* Index of renderer in `output_area.display_order` */\n",
+       "      index: 0\n",
+       "    });\n",
+       "  }\n",
+       "\n",
+       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
+       "  if (root.Jupyter !== undefined) {\n",
+       "    var events = require('base/js/events');\n",
+       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  \n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
+       "     \"<div style='background-color: #fdd'>\\n\"+\n",
+       "     \"<p>\\n\"+\n",
+       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+       "     \"</p>\\n\"+\n",
+       "     \"<ul>\\n\"+\n",
+       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
+       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
+       "     \"</ul>\\n\"+\n",
+       "     \"<code>\\n\"+\n",
+       "     \"from bokeh.resources import INLINE\\n\"+\n",
+       "     \"output_notebook(resources=INLINE)\\n\"+\n",
+       "     \"</code>\\n\"+\n",
+       "     \"</div>\"}};\n",
+       "\n",
+       "  function display_loaded() {\n",
+       "    var el = document.getElementById(null);\n",
+       "    if (el != null) {\n",
+       "      el.textContent = \"BokehJS is loading...\";\n",
+       "    }\n",
+       "    if (root.Bokeh !== undefined) {\n",
+       "      if (el != null) {\n",
+       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
+       "      }\n",
+       "    } else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(display_loaded, 100)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls == null || js_urls.length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    function on_error() {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    for (var i = 0; i < css_urls.length; i++) {\n",
+       "      var url = css_urls[i];\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }\n",
+       "\n",
+       "    for (var i = 0; i < js_urls.length; i++) {\n",
+       "      var url = js_urls[i];\n",
+       "      var element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error;\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  var js_urls = [];\n",
+       "  var css_urls = [];\n",
+       "\n",
+       "  var inline_js = [\n",
+       "    function(Bokeh) {\n",
+       "      inject_raw_css(\"/* BEGIN bokeh.min.css */\\n.bk-root{position:relative;width:auto;height:auto;z-index:0;box-sizing:border-box;font-family:Helvetica,Arial,sans-serif;font-size:10pt}.bk-root .bk,.bk-root .bk:before,.bk-root .bk:after{box-sizing:inherit;margin:0;border:0;padding:0;background-image:none;font-family:inherit;font-size:100%;line-height:1.42857143}.bk-root pre.bk{font-family:Courier,monospace}.bk-root .bk-clearfix:before,.bk-root .bk-clearfix:after{content:\\\"\\\";display:table}.bk-root .bk-clearfix:after{clear:both}.bk-root .bk-shading{position:absolute;display:block;border:1px dashed green}.bk-root .bk-tile-attribution a{color:black}.bk-root .bk-tool-icon-box-select{background-image:url(\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAABmJLR0QA/wD/AP+gvaeTAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH4gEMEg0kduFrowAAAIdJREFUWMPtVtEKwCAI9KL//4e9DPZ3+wP3KgOjNZouFYI4C8q7s7DtB1lGIeMoRMRinCLXg/ML3EcFqpjjloOyZxRntxpwQ8HsgHYARKFAtSFrCg3TCdMFCE1BuuALEXJLjC4qENsFVXCESZw38/kWLOkC/K4PcOc/Hj03WkoDT3EaWW9egQul6CUbq90JTwAAAABJRU5ErkJggg==\\\")}.bk-root .bk-tool-icon-box-zoom{background-image:url(\\\"data:image/png;base64,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\\\")}.bk-root .bk-tool-icon-zoom-in{background-image:url(\\\"data:image/png;base64,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\\\")}.bk-root .bk-tool-icon-zoom-out{background-image:url(\\\"data:image/png;base64,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\\\")}.bk-root .bk-tool-icon-help{background-image:url(\\\"data:image/png;base64,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\\\")}.bk-root 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.bk-tabs-header.bk-above .bk-tab{border-width:3px 1px 0 1px;border-radius:4px 4px 0 0}.bk-root .bk-tabs-header.bk-right .bk-tab{border-width:1px 3px 1px 0;border-radius:0 4px 4px 0}.bk-root .bk-tabs-header.bk-below .bk-tab{border-width:0 1px 3px 1px;border-radius:0 0 4px 4px}.bk-root .bk-tabs-header.bk-left .bk-tab{border-width:1px 0 1px 3px;border-radius:4px 0 0 4px}.bk-root .bk-close{display:inline-block;width:10px;height:10px;vertical-align:middle;background-image:url('data:image/svg+xml;utf8,\\\\ <svg viewPort=\\\"0 0 10 10\\\" version=\\\"1.1\\\" xmlns=\\\"http://www.w3.org/2000/svg\\\">\\\\ <line x1=\\\"1\\\" y1=\\\"9\\\" x2=\\\"9\\\" y2=\\\"1\\\" stroke=\\\"gray\\\" stroke-width=\\\"2\\\"/>\\\\ <line x1=\\\"1\\\" y1=\\\"1\\\" x2=\\\"9\\\" y2=\\\"9\\\" stroke=\\\"gray\\\" stroke-width=\\\"2\\\"/>\\\\ </svg>')}.bk-root .bk-close:hover{background-image:url('data:image/svg+xml;utf8,\\\\ <svg viewPort=\\\"0 0 10 10\\\" version=\\\"1.1\\\" xmlns=\\\"http://www.w3.org/2000/svg\\\">\\\\ <line x1=\\\"1\\\" y1=\\\"9\\\" x2=\\\"9\\\" y2=\\\"1\\\" stroke=\\\"red\\\" stroke-width=\\\"2\\\"/>\\\\ <line x1=\\\"1\\\" y1=\\\"1\\\" x2=\\\"9\\\" y2=\\\"9\\\" stroke=\\\"red\\\" stroke-width=\\\"2\\\"/>\\\\ </svg>')}.bk-root .bk-btn{height:100%;display:inline-block;text-align:center;vertical-align:middle;white-space:nowrap;cursor:pointer;padding:6px 12px;font-size:12px;border:1px solid transparent;border-radius:4px;outline:0;user-select:none;-ms-user-select:none;-moz-user-select:none;-webkit-user-select:none}.bk-root .bk-btn:hover,.bk-root .bk-btn:focus{text-decoration:none}.bk-root .bk-btn:active,.bk-root .bk-btn.bk-active{background-image:none;box-shadow:inset 0 3px 5px rgba(0,0,0,0.125)}.bk-root .bk-btn[disabled]{cursor:not-allowed;pointer-events:none;opacity:.65;box-shadow:none}.bk-root .bk-btn-default{color:#333;background-color:#fff;border-color:#ccc}.bk-root .bk-btn-default:hover{background-color:#f5f5f5;border-color:#b8b8b8}.bk-root .bk-btn-default.bk-active{background-color:#ebebeb;border-color:#adadad}.bk-root .bk-btn-default[disabled],.bk-root .bk-btn-default[disabled]:hover,.bk-root .bk-btn-default[disabled]:focus,.bk-root .bk-btn-default[disabled]:active,.bk-root .bk-btn-default[disabled].bk-active{background-color:#e6e6e6;border-color:#ccc}.bk-root .bk-btn-primary{color:#fff;background-color:#428bca;border-color:#357ebd}.bk-root .bk-btn-primary:hover{background-color:#3681c1;border-color:#2c699e}.bk-root .bk-btn-primary.bk-active{background-color:#3276b1;border-color:#285e8e}.bk-root .bk-btn-primary[disabled],.bk-root .bk-btn-primary[disabled]:hover,.bk-root .bk-btn-primary[disabled]:focus,.bk-root .bk-btn-primary[disabled]:active,.bk-root .bk-btn-primary[disabled].bk-active{background-color:#506f89;border-color:#357ebd}.bk-root .bk-btn-success{color:#fff;background-color:#5cb85c;border-color:#4cae4c}.bk-root .bk-btn-success:hover{background-color:#4eb24e;border-color:#409240}.bk-root .bk-btn-success.bk-active{background-color:#47a447;border-color:#398439}.bk-root .bk-btn-success[disabled],.bk-root .bk-btn-success[disabled]:hover,.bk-root .bk-btn-success[disabled]:focus,.bk-root .bk-btn-success[disabled]:active,.bk-root .bk-btn-success[disabled].bk-active{background-color:#667b66;border-color:#4cae4c}.bk-root .bk-btn-info{color:#fff;background-color:#5bc0de;border-color:#46b8da}.bk-root .bk-btn-info:hover{background-color:#4ab9db;border-color:#29a8cd}.bk-root .bk-btn-info.bk-active{background-color:#39b3d7;border-color:#269abc}.bk-root .bk-btn-info[disabled],.bk-root .bk-btn-info[disabled]:hover,.bk-root .bk-btn-info[disabled]:focus,.bk-root .bk-btn-info[disabled]:active,.bk-root .bk-btn-info[disabled].bk-active{background-color:#569cb0;border-color:#46b8da}.bk-root .bk-btn-warning{color:#fff;background-color:#f0ad4e;border-color:#eea236}.bk-root .bk-btn-warning:hover{background-color:#eea43b;border-color:#e89014}.bk-root .bk-btn-warning.bk-active{background-color:#ed9c28;border-color:#d58512}.bk-root .bk-btn-warning[disabled],.bk-root .bk-btn-warning[disabled]:hover,.bk-root .bk-btn-warning[disabled]:focus,.bk-root .bk-btn-warning[disabled]:active,.bk-root .bk-btn-warning[disabled].bk-active{background-color:#c89143;border-color:#eea236}.bk-root .bk-btn-danger{color:#fff;background-color:#d9534f;border-color:#d43f3a}.bk-root .bk-btn-danger:hover{background-color:#d5433e;border-color:#bd2d29}.bk-root .bk-btn-danger.bk-active{background-color:#d2322d;border-color:#ac2925}.bk-root .bk-btn-danger[disabled],.bk-root .bk-btn-danger[disabled]:hover,.bk-root .bk-btn-danger[disabled]:focus,.bk-root .bk-btn-danger[disabled]:active,.bk-root .bk-btn-danger[disabled].bk-active{background-color:#a55350;border-color:#d43f3a}.bk-root .bk-btn-group{height:100%;display:flex;display:-webkit-flex;flex-wrap:nowrap;-webkit-flex-wrap:nowrap;align-items:center;-webkit-align-items:center;flex-direction:row;-webkit-flex-direction:row}.bk-root .bk-btn-group>.bk-btn{flex-grow:1;-webkit-flex-grow:1}.bk-root .bk-btn-group>.bk-btn+.bk-btn{margin-left:-1px}.bk-root .bk-btn-group>.bk-btn:first-child:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0}.bk-root .bk-btn-group>.bk-btn:not(:first-child):last-child{border-bottom-left-radius:0;border-top-left-radius:0}.bk-root .bk-btn-group>.bk-btn:not(:first-child):not(:last-child){border-radius:0}.bk-root .bk-btn-group .bk-dropdown-toggle{flex:0 0 0;-webkit-flex:0 0 0;padding:6px 6px}.bk-root .bk-toolbar-hidden{visibility:hidden;opacity:0;transition:visibility .3s linear,opacity .3s linear}.bk-root .bk-toolbar,.bk-root .bk-button-bar{display:flex;display:-webkit-flex;flex-wrap:nowrap;-webkit-flex-wrap:nowrap;align-items:center;-webkit-align-items:center;user-select:none;-ms-user-select:none;-moz-user-select:none;-webkit-user-select:none}.bk-root .bk-toolbar .bk-logo{flex-shrink:0;-webkit-flex-shrink:0}.bk-root .bk-toolbar-above,.bk-root .bk-toolbar-below{flex-direction:row;-webkit-flex-direction:row;justify-content:flex-end;-webkit-justify-content:flex-end}.bk-root .bk-toolbar-above .bk-button-bar,.bk-root .bk-toolbar-below .bk-button-bar{display:flex;display:-webkit-flex;flex-direction:row;-webkit-flex-direction:row}.bk-root .bk-toolbar-above .bk-logo,.bk-root .bk-toolbar-below .bk-logo{order:1;-webkit-order:1;margin-left:5px;margin-right:0}.bk-root .bk-toolbar-left,.bk-root .bk-toolbar-right{flex-direction:column;-webkit-flex-direction:column;justify-content:flex-start;-webkit-justify-content:flex-start}.bk-root .bk-toolbar-left .bk-button-bar,.bk-root .bk-toolbar-right .bk-button-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column}.bk-root .bk-toolbar-left .bk-logo,.bk-root .bk-toolbar-right .bk-logo{order:0;-webkit-order:0;margin-bottom:5px;margin-top:0}.bk-root .bk-toolbar-button{width:30px;height:30px;background-size:60%;background-color:transparent;background-repeat:no-repeat;background-position:center center}.bk-root .bk-toolbar-button:hover{background-color:#f9f9f9}.bk-root .bk-toolbar-button:focus{outline:0}.bk-root .bk-toolbar-button::-moz-focus-inner{border:0}.bk-root .bk-toolbar-above .bk-toolbar-button{border-bottom:2px solid transparent}.bk-root .bk-toolbar-above .bk-toolbar-button.bk-active{border-bottom-color:#26aae1}.bk-root .bk-toolbar-below .bk-toolbar-button{border-top:2px solid transparent}.bk-root .bk-toolbar-below .bk-toolbar-button.bk-active{border-top-color:#26aae1}.bk-root .bk-toolbar-right .bk-toolbar-button{border-left:2px solid transparent}.bk-root .bk-toolbar-right .bk-toolbar-button.bk-active{border-left-color:#26aae1}.bk-root .bk-toolbar-left .bk-toolbar-button{border-right:2px solid transparent}.bk-root .bk-toolbar-left .bk-toolbar-button.bk-active{border-right-color:#26aae1}.bk-root .bk-button-bar+.bk-button-bar:before{content:\\\" \\\";display:inline-block;background-color:lightgray}.bk-root .bk-toolbar-above .bk-button-bar+.bk-button-bar:before,.bk-root .bk-toolbar-below .bk-button-bar+.bk-button-bar:before{height:10px;width:1px}.bk-root .bk-toolbar-left .bk-button-bar+.bk-button-bar:before,.bk-root .bk-toolbar-right .bk-button-bar+.bk-button-bar:before{height:1px;width:10px}.bk-root .bk-tooltip{font-weight:300;font-size:12px;position:absolute;padding:5px;border:1px solid #e5e5e5;color:#2f2f2f;background-color:white;pointer-events:none;opacity:.95;z-index:100}.bk-root .bk-tooltip>div:not(:first-child){margin-top:5px;border-top:#e5e5e5 1px dashed}.bk-root .bk-tooltip.bk-left.bk-tooltip-arrow::before{position:absolute;margin:-7px 0 0 0;top:50%;width:0;height:0;border-style:solid;border-width:7px 0 7px 0;border-color:transparent;content:\\\" \\\";display:block;left:-10px;border-right-width:10px;border-right-color:#909599}.bk-root .bk-tooltip.bk-left::before{left:-10px;border-right-width:10px;border-right-color:#909599}.bk-root .bk-tooltip.bk-right.bk-tooltip-arrow::after{position:absolute;margin:-7px 0 0 0;top:50%;width:0;height:0;border-style:solid;border-width:7px 0 7px 0;border-color:transparent;content:\\\" \\\";display:block;right:-10px;border-left-width:10px;border-left-color:#909599}.bk-root .bk-tooltip.bk-right::after{right:-10px;border-left-width:10px;border-left-color:#909599}.bk-root .bk-tooltip.bk-above::before{position:absolute;margin:0 0 0 -7px;left:50%;width:0;height:0;border-style:solid;border-width:0 7px 0 7px;border-color:transparent;content:\\\" \\\";display:block;top:-10px;border-bottom-width:10px;border-bottom-color:#909599}.bk-root .bk-tooltip.bk-below::after{position:absolute;margin:0 0 0 -7px;left:50%;width:0;height:0;border-style:solid;border-width:0 7px 0 7px;border-color:transparent;content:\\\" \\\";display:block;bottom:-10px;border-top-width:10px;border-top-color:#909599}.bk-root .bk-tooltip-row-label{text-align:right;color:#26aae1}.bk-root .bk-tooltip-row-value{color:default}.bk-root .bk-tooltip-color-block{width:12px;height:12px;margin-left:5px;margin-right:5px;outline:#ddd solid 1px;display:inline-block}.rendered_html .bk-root .bk-tooltip table,.rendered_html .bk-root .bk-tooltip tr,.rendered_html .bk-root .bk-tooltip th,.rendered_html .bk-root .bk-tooltip td{border:0;padding:1px}\\n/* END bokeh.min.css */\");\n",
+       "    },\n",
+       "    function(Bokeh) {\n",
+       "      inject_raw_css(\"/* BEGIN bokeh-widgets.min.css */\\n@charset \\\"UTF-8\\\";.bk-root{/*!\\n * Pikaday\\n * Copyright \\u00a9 2014 David Bushell | BSD & MIT license | https://dbushell.com/\\n */}.bk-root .bk-input{display:inline-block;width:100%;flex-grow:1;-webkit-flex-grow:1;min-height:31px;padding:0 12px;background-color:#fff;border:1px solid #ccc;border-radius:4px}.bk-root .bk-input:focus{border-color:#66afe9;outline:0;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 8px rgba(102,175,233,0.6)}.bk-root .bk-input::placeholder,.bk-root .bk-input:-ms-input-placeholder,.bk-root .bk-input::-moz-placeholder,.bk-root .bk-input::-webkit-input-placeholder{color:#999;opacity:1}.bk-root .bk-input[disabled],.bk-root .bk-input[readonly]{cursor:not-allowed;background-color:#eee;opacity:1}.bk-root select[multiple].bk-input,.bk-root select[size].bk-input,.bk-root textarea.bk-input{height:auto}.bk-root .bk-input-group{width:100%;height:100%;display:inline-flex;display:-webkit-inline-flex;flex-wrap:nowrap;-webkit-flex-wrap:nowrap;align-items:start;-webkit-align-items:start;flex-direction:column;-webkit-flex-direction:column;white-space:nowrap}.bk-root .bk-input-group.bk-inline{flex-direction:row;-webkit-flex-direction:row}.bk-root .bk-input-group.bk-inline>*:not(:first-child){margin-left:5px}.bk-root .bk-input-group input[type=\\\"checkbox\\\"]+span,.bk-root .bk-input-group input[type=\\\"radio\\\"]+span{position:relative;top:-2px;margin-left:3px}.bk-root .bk-slider-title{white-space:nowrap}.bk-root .bk-slider-value{font-weight:600}.bk-root .bk-noUi-target,.bk-root .bk-noUi-target *{-webkit-touch-callout:none;-webkit-tap-highlight-color:rgba(0,0,0,0);-webkit-user-select:none;-ms-touch-action:none;touch-action:none;-ms-user-select:none;-moz-user-select:none;user-select:none;-moz-box-sizing:border-box;box-sizing:border-box}.bk-root .bk-noUi-target{position:relative;direction:ltr}.bk-root .bk-noUi-base{width:100%;height:100%;position:relative;z-index:1}.bk-root .bk-noUi-connect{position:absolute;right:0;top:0;left:0;bottom:0}.bk-root .bk-noUi-origin{position:absolute;height:0;width:0}.bk-root .bk-noUi-handle{position:relative;z-index:1}.bk-root .bk-noUi-state-tap .bk-noUi-connect,.bk-root .bk-noUi-state-tap .bk-noUi-origin{-webkit-transition:top .3s,right .3s,bottom .3s,left .3s;transition:top .3s,right .3s,bottom .3s,left .3s}.bk-root .bk-noUi-state-drag *{cursor:inherit !important}.bk-root .bk-noUi-base,.bk-root .bk-noUi-handle{-webkit-transform:translate3d(0,0,0);transform:translate3d(0,0,0)}.bk-root .bk-noUi-horizontal{height:18px}.bk-root .bk-noUi-horizontal .bk-noUi-handle{width:34px;height:28px;left:-17px;top:-6px}.bk-root .bk-noUi-vertical{width:18px}.bk-root .bk-noUi-vertical .bk-noUi-handle{width:28px;height:34px;left:-6px;top:-17px}.bk-root .bk-noUi-target{background:#fafafa;border-radius:4px;border:1px solid #d3d3d3;box-shadow:inset 0 1px 1px #f0f0f0,0 3px 6px -5px #BBB}.bk-root .bk-noUi-connect{background:#3fb8af;border-radius:4px;box-shadow:inset 0 0 3px rgba(51,51,51,0.45);-webkit-transition:background 450ms;transition:background 450ms}.bk-root .bk-noUi-draggable{cursor:ew-resize}.bk-root .bk-noUi-vertical .bk-noUi-draggable{cursor:ns-resize}.bk-root .bk-noUi-handle{border:1px solid #d9d9d9;border-radius:3px;background:#FFF;cursor:default;box-shadow:inset 0 0 1px #FFF,inset 0 1px 7px #ebebeb,0 3px 6px -3px #BBB}.bk-root .bk-noUi-active{box-shadow:inset 0 0 1px #FFF,inset 0 1px 7px #DDD,0 3px 6px -3px #BBB}.bk-root .bk-noUi-handle:before,.bk-root .bk-noUi-handle:after{content:\\\"\\\";display:block;position:absolute;height:14px;width:1px;background:#e8e7e6;left:14px;top:6px}.bk-root .bk-noUi-handle:after{left:17px}.bk-root .bk-noUi-vertical .bk-noUi-handle:before,.bk-root .bk-noUi-vertical .bk-noUi-handle:after{width:14px;height:1px;left:6px;top:14px}.bk-root .bk-noUi-vertical .bk-noUi-handle:after{top:17px}.bk-root [disabled] .bk-noUi-connect{background:#b8b8b8}.bk-root [disabled].bk-noUi-target,.bk-root [disabled].bk-noUi-handle,.bk-root [disabled] .bk-noUi-handle{cursor:not-allowed}.bk-root .bk-noUi-pips,.bk-root .bk-noUi-pips *{-moz-box-sizing:border-box;box-sizing:border-box}.bk-root .bk-noUi-pips{position:absolute;color:#999}.bk-root .bk-noUi-value{position:absolute;white-space:nowrap;text-align:center}.bk-root .bk-noUi-value-sub{color:#ccc;font-size:10px}.bk-root .bk-noUi-marker{position:absolute;background:#CCC}.bk-root .bk-noUi-marker-sub{background:#AAA}.bk-root .bk-noUi-marker-large{background:#AAA}.bk-root .bk-noUi-pips-horizontal{padding:10px 0;height:80px;top:100%;left:0;width:100%}.bk-root .bk-noUi-value-horizontal{-webkit-transform:translate3d(-50%,50%,0);transform:translate3d(-50%,50%,0)}.bk-root .bk-noUi-marker-horizontal.bk-noUi-marker{margin-left:-1px;width:2px;height:5px}.bk-root .bk-noUi-marker-horizontal.bk-noUi-marker-sub{height:10px}.bk-root .bk-noUi-marker-horizontal.bk-noUi-marker-large{height:15px}.bk-root .bk-noUi-pips-vertical{padding:0 10px;height:100%;top:0;left:100%}.bk-root .bk-noUi-value-vertical{-webkit-transform:translate3d(0,50%,0);transform:translate3d(0,50%,0);padding-left:25px}.bk-root .bk-noUi-marker-vertical.bk-noUi-marker{width:5px;height:2px;margin-top:-1px}.bk-root .bk-noUi-marker-vertical.bk-noUi-marker-sub{width:10px}.bk-root .bk-noUi-marker-vertical.bk-noUi-marker-large{width:15px}.bk-root .bk-noUi-tooltip{display:block;position:absolute;border:1px solid #d9d9d9;border-radius:3px;background:#fff;color:#000;padding:5px;text-align:center;white-space:nowrap}.bk-root .bk-noUi-horizontal .bk-noUi-tooltip{-webkit-transform:translate(-50%,0);transform:translate(-50%,0);left:50%;bottom:120%}.bk-root .bk-noUi-vertical .bk-noUi-tooltip{-webkit-transform:translate(0,-50%);transform:translate(0,-50%);top:50%;right:120%}.bk-root .bk-noUi-handle{cursor:grab;cursor:-webkit-grab}.bk-root .bk-noUi-handle.bk-noUi-active{cursor:grabbing;cursor:-webkit-grabbing}.bk-root .bk-noUi-tooltip{display:none;white-space:nowrap}.bk-root .bk-noUi-handle:hover .bk-noUi-tooltip{display:block}.bk-root .bk-noUi-horizontal{width:100%;height:10px}.bk-root .bk-noUi-horizontal.bk-noUi-target{margin:5px 0}.bk-root .bk-noUi-horizontal .bk-noUi-handle{width:14px;height:18px;left:-7px;top:-5px}.bk-root .bk-noUi-vertical{width:10px;height:100%}.bk-root .bk-noUi-vertical.bk-noUi-target{margin:0 5px}.bk-root .bk-noUi-vertical .bk-noUi-handle{width:18px;height:14px;left:-5px;top:-7px}.bk-root .bk-noUi-handle:after,.bk-root .bk-noUi-handle:before{display:none}.bk-root .bk-noUi-connect{box-shadow:none}.bk-root .pika-single{z-index:9999;display:block;position:relative;color:#333;background:#fff;border:1px solid #ccc;border-bottom-color:#bbb;font-family:\\\"Helvetica Neue\\\",Helvetica,Arial,sans-serif}.bk-root .pika-single:before,.bk-root .pika-single:after{content:\\\" \\\";display:table}.bk-root .pika-single:after{clear:both}.bk-root .pika-single.is-hidden{display:none}.bk-root .pika-single.is-bound{position:absolute;box-shadow:0 5px 15px -5px rgba(0,0,0,0.5)}.bk-root .pika-lendar{float:left;width:240px;margin:8px}.bk-root .pika-title{position:relative;text-align:center}.bk-root .pika-label{display:inline-block;position:relative;z-index:9999;overflow:hidden;margin:0;padding:5px 3px;font-size:14px;line-height:20px;font-weight:bold;background-color:#fff}.bk-root .pika-title select{cursor:pointer;position:absolute;z-index:9998;margin:0;left:0;top:5px;opacity:0}.bk-root .pika-prev,.bk-root .pika-next{display:block;cursor:pointer;position:relative;outline:0;border:0;padding:0;width:20px;height:30px;text-indent:20px;white-space:nowrap;overflow:hidden;background-color:transparent;background-position:center center;background-repeat:no-repeat;background-size:75% 75%;opacity:.5}.bk-root .pika-prev:hover,.bk-root .pika-next:hover{opacity:1}.bk-root .pika-prev,.bk-root .is-rtl .pika-next{float:left;background-image:url('data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAeCAYAAAAsEj5rAAAAUklEQVR42u3VMQoAIBADQf8Pgj+OD9hG2CtONJB2ymQkKe0HbwAP0xucDiQWARITIDEBEnMgMQ8S8+AqBIl6kKgHiXqQqAeJepBo/z38J/U0uAHlaBkBl9I4GwAAAABJRU5ErkJggg==')}.bk-root .pika-next,.bk-root .is-rtl .pika-prev{float:right;background-image:url('data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAeCAYAAAAsEj5rAAAAU0lEQVR42u3VOwoAMAgE0dwfAnNjU26bYkBCFGwfiL9VVWoO+BJ4Gf3gtsEKKoFBNTCoCAYVwaAiGNQGMUHMkjGbgjk2mIONuXo0nC8XnCf1JXgArVIZAQh5TKYAAAAASUVORK5CYII=')}.bk-root .pika-prev.is-disabled,.bk-root .pika-next.is-disabled{cursor:default;opacity:.2}.bk-root .pika-select{display:inline-block}.bk-root .pika-table{width:100%;border-collapse:collapse;border-spacing:0;border:0}.bk-root .pika-table th,.bk-root .pika-table td{width:14.28571429%;padding:0}.bk-root .pika-table th{color:#999;font-size:12px;line-height:25px;font-weight:bold;text-align:center}.bk-root .pika-button{cursor:pointer;display:block;box-sizing:border-box;-moz-box-sizing:border-box;outline:0;border:0;margin:0;width:100%;padding:5px;color:#666;font-size:12px;line-height:15px;text-align:right;background:#f5f5f5}.bk-root .pika-week{font-size:11px;color:#999}.bk-root .is-today .pika-button{color:#3af;font-weight:bold}.bk-root .is-selected .pika-button,.bk-root .has-event .pika-button{color:#fff;font-weight:bold;background:#3af;box-shadow:inset 0 1px 3px #178fe5;border-radius:3px}.bk-root .has-event .pika-button{background:#005da9;box-shadow:inset 0 1px 3px #0076c9}.bk-root .is-disabled .pika-button,.bk-root .is-inrange .pika-button{background:#d5e9f7}.bk-root .is-startrange .pika-button{color:#fff;background:#6cb31d;box-shadow:none;border-radius:3px}.bk-root .is-endrange .pika-button{color:#fff;background:#3af;box-shadow:none;border-radius:3px}.bk-root .is-disabled .pika-button{pointer-events:none;cursor:default;color:#999;opacity:.3}.bk-root .is-outside-current-month .pika-button{color:#999;opacity:.3}.bk-root .is-selection-disabled{pointer-events:none;cursor:default}.bk-root .pika-button:hover,.bk-root .pika-row.pick-whole-week:hover .pika-button{color:#fff;background:#ff8000;box-shadow:none;border-radius:3px}.bk-root .pika-table abbr{border-bottom:0;cursor:help}\\n/* END bokeh-widgets.min.css */\");\n",
+       "    },\n",
+       "    function(Bokeh) {\n",
+       "      inject_raw_css(\"/* BEGIN bokeh-tables.min.css */\\n.bk-root .slick-header.ui-state-default,.bk-root .slick-headerrow.ui-state-default,.bk-root .slick-footerrow.ui-state-default,.bk-root .slick-top-panel-scroller.ui-state-default{width:100%;overflow:auto;position:relative;border-left:0 !important}.bk-root .slick-header.ui-state-default{overflow:inherit}.bk-root .slick-header::-webkit-scrollbar,.bk-root .slick-headerrow::-webkit-scrollbar,.bk-root .slick-footerrow::-webkit-scrollbar{display:none}.bk-root .slick-header-columns,.bk-root .slick-headerrow-columns,.bk-root .slick-footerrow-columns{position:relative;white-space:nowrap;cursor:default;overflow:hidden}.bk-root .slick-header-column.ui-state-default{position:relative;display:inline-block;box-sizing:content-box !important;overflow:hidden;-o-text-overflow:ellipsis;text-overflow:ellipsis;height:16px;line-height:16px;margin:0;padding:4px;border-right:1px solid silver;border-left:0 !important;border-top:0 !important;border-bottom:0 !important;float:left}.bk-root .slick-headerrow-column.ui-state-default,.bk-root .slick-footerrow-column.ui-state-default{padding:4px}.bk-root .slick-header-column-sorted{font-style:italic}.bk-root .slick-sort-indicator{display:inline-block;width:8px;height:5px;margin-left:4px;margin-top:6px;float:left}.bk-root .slick-sort-indicator-numbered{display:inline-block;width:8px;height:5px;margin-left:4px;margin-top:0;line-height:20px;float:left;font-family:Arial;font-style:normal;font-weight:bold;color:#6190cd}.bk-root .slick-sort-indicator-desc{background:url(images/sort-desc.gif)}.bk-root .slick-sort-indicator-asc{background:url(images/sort-asc.gif)}.bk-root .slick-resizable-handle{position:absolute;font-size:.1px;display:block;cursor:col-resize;width:9px;right:-5px;top:0;height:100%;z-index:1}.bk-root .slick-sortable-placeholder{background:silver}.bk-root .grid-canvas{position:relative;outline:0}.bk-root .slick-row.ui-widget-content,.bk-root .slick-row.ui-state-active{position:absolute;border:0;width:100%}.bk-root .slick-cell,.bk-root .slick-headerrow-column,.bk-root .slick-footerrow-column{position:absolute;border:1px solid transparent;border-right:1px dotted silver;border-bottom-color:silver;overflow:hidden;-o-text-overflow:ellipsis;text-overflow:ellipsis;vertical-align:middle;z-index:1;padding:1px 2px 2px 1px;margin:0;white-space:nowrap;cursor:default}.bk-root .slick-cell,.bk-root .slick-headerrow-column{border-bottom-color:silver}.bk-root .slick-footerrow-column{border-top-color:silver}.bk-root .slick-group-toggle{display:inline-block}.bk-root .slick-cell.highlighted{background:lightskyblue;background:rgba(0,0,255,0.2);-webkit-transition:all .5s;-moz-transition:all .5s;-o-transition:all .5s;transition:all .5s}.bk-root .slick-cell.flashing{border:1px solid red !important}.bk-root .slick-cell.editable{z-index:11;overflow:visible;background:white;border-color:black;border-style:solid}.bk-root .slick-cell:focus{outline:0}.bk-root .slick-reorder-proxy{display:inline-block;background:blue;opacity:.15;cursor:move}.bk-root .slick-reorder-guide{display:inline-block;height:2px;background:blue;opacity:.7}.bk-root .slick-selection{z-index:10;position:absolute;border:2px dashed black}.bk-root .slick-header-columns{background:url('images/header-columns-bg.gif') repeat-x center bottom;border-bottom:1px solid silver}.bk-root .slick-header-column{background:url('images/header-columns-bg.gif') repeat-x center bottom;border-right:1px solid silver}.bk-root .slick-header-column:hover,.bk-root .slick-header-column-active{background:white url('images/header-columns-over-bg.gif') repeat-x center bottom}.bk-root .slick-headerrow{background:#fafafa}.bk-root .slick-headerrow-column{background:#fafafa;border-bottom:0;height:100%}.bk-root .slick-row.ui-state-active{background:#f5f7d7}.bk-root .slick-row{position:absolute;background:white;border:0;line-height:20px}.bk-root .slick-row.selected{z-index:10;background:#dfe8f6}.bk-root .slick-cell{padding-left:4px;padding-right:4px}.bk-root .slick-group{border-bottom:2px solid silver}.bk-root .slick-group-toggle{width:9px;height:9px;margin-right:5px}.bk-root .slick-group-toggle.expanded{background:url(images/collapse.gif) no-repeat center center}.bk-root .slick-group-toggle.collapsed{background:url(images/expand.gif) no-repeat center center}.bk-root .slick-group-totals{color:gray;background:white}.bk-root .slick-group-select-checkbox{width:13px;height:13px;margin:3px 10px 0 0;display:inline-block}.bk-root .slick-group-select-checkbox.checked{background:url(images/GrpCheckboxY.png) no-repeat center center}.bk-root .slick-group-select-checkbox.unchecked{background:url(images/GrpCheckboxN.png) no-repeat center center}.bk-root .slick-cell.selected{background-color:beige}.bk-root .slick-cell.active{border-color:gray;border-style:solid}.bk-root .slick-sortable-placeholder{background:silver !important}.bk-root .slick-row.odd{background:#fafafa}.bk-root .slick-row.ui-state-active{background:#f5f7d7}.bk-root .slick-row.loading{opacity:.5}.bk-root .slick-cell.invalid{border-color:red;-moz-animation-duration:.2s;-webkit-animation-duration:.2s;-moz-animation-name:slickgrid-invalid-hilite;-webkit-animation-name:slickgrid-invalid-hilite}@-moz-keyframes slickgrid-invalid-hilite{from{box-shadow:0 0 6px red}to{box-shadow:none}}@-webkit-keyframes slickgrid-invalid-hilite{from{box-shadow:0 0 6px red}to{box-shadow:none}}.bk-root .slick-column-name,.bk-root .slick-sort-indicator{display:inline-block;float:left;margin-bottom:100px}.bk-root .slick-header-button{display:inline-block;float:right;vertical-align:top;margin:1px;margin-bottom:100px;height:15px;width:15px;background-repeat:no-repeat;background-position:center center;cursor:pointer}.bk-root .slick-header-button-hidden{width:0;-webkit-transition:.2s width;-ms-transition:.2s width;transition:.2s width}.bk-root .slick-header-column:hover>.slick-header-button{width:15px}.bk-root .slick-header-menubutton{position:absolute;right:0;top:0;bottom:0;width:14px;background-repeat:no-repeat;background-position:left center;background-image:url(../images/down.gif);cursor:pointer;display:none;border-left:thin ridge silver}.bk-root .slick-header-column:hover>.slick-header-menubutton,.bk-root .slick-header-column-active .slick-header-menubutton{display:inline-block}.bk-root .slick-header-menu{position:absolute;display:inline-block;margin:0;padding:2px;cursor:default}.bk-root .slick-header-menuitem{list-style:none;margin:0;padding:0;cursor:pointer}.bk-root .slick-header-menuicon{display:inline-block;width:16px;height:16px;vertical-align:middle;margin-right:4px;background-repeat:no-repeat;background-position:center center}.bk-root .slick-header-menucontent{display:inline-block;vertical-align:middle}.bk-root .slick-header-menuitem-disabled{color:silver}.bk-root .slick-columnpicker{border:1px solid #718bb7;background:#f0f0f0;padding:6px;-moz-box-shadow:2px 2px 2px silver;-webkit-box-shadow:2px 2px 2px silver;box-shadow:2px 2px 2px silver;min-width:150px;cursor:default;position:absolute;z-index:20;overflow:auto;resize:both}.bk-root .slick-columnpicker>.close{float:right}.bk-root .slick-columnpicker .title{font-size:16px;width:60%;border-bottom:solid 1px #d6d6d6;margin-bottom:10px}.bk-root .slick-columnpicker li{list-style:none;margin:0;padding:0;background:0}.bk-root .slick-columnpicker input{margin:4px}.bk-root .slick-columnpicker li a{display:block;padding:4px;font-weight:bold}.bk-root .slick-columnpicker li a:hover{background:white}.bk-root .slick-pager{width:100%;height:26px;border:1px solid gray;border-top:0;background:url('../images/header-columns-bg.gif') repeat-x center bottom;vertical-align:middle}.bk-root .slick-pager .slick-pager-status{display:inline-block;padding:6px}.bk-root .slick-pager .ui-icon-container{display:inline-block;margin:2px;border-color:gray}.bk-root .slick-pager .slick-pager-nav{display:inline-block;float:left;padding:2px}.bk-root .slick-pager .slick-pager-settings{display:block;float:right;padding:2px}.bk-root .slick-pager .slick-pager-settings *{vertical-align:middle}.bk-root .slick-pager .slick-pager-settings a{padding:2px;text-decoration:underline;cursor:pointer}.bk-root .slick-header-columns{background-image:url(\\\"data:image/gif;base64,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\\\")}.bk-root .slick-header-column{background-image:url(\\\"data:image/gif;base64,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\\\")}.bk-root .slick-header-column:hover,.bk-root .slick-header-column-active{background-image:url(\\\"data:image/gif;base64,R0lGODlhAgAWAIcAAKrM9tno++vz/QAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACH5BAAAAP8ALAAAAAACABYAAAgUAAUIHEiwoIAACBMqXMhwIQAAAQEAOw==\\\")}.bk-root .slick-group-toggle.expanded{background-image:url(\\\"data:image/gif;base64,R0lGODlhCQAJAPcAAAFGeoCAgNXz/+v5/+v6/+z5/+36//L7//X8//j9/wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACwAAAAACQAJAAAIMwADCBxIUIDBgwIEChgwwECBAgQUFjBAkaJCABgxGlB4AGHCAAIQiBypEEECkScJqgwQEAA7\\\")}.bk-root .slick-group-toggle.collapsed{background-image:url(\\\"data:image/gif;base64,R0lGODlhCQAJAPcAAAFGeoCAgNXz/+v5/+v6/+z5/+36//L7//X8//j9/wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACwAAAAACQAJAAAIOAADCBxIUIDBgwIEChgwAECBAgQUFjAAQIABAwoBaNSIMYCAAwIqGlSIAEHFkiQTIBCgkqDLAAEBADs=\\\")}.bk-root .slick-group-select-checkbox.checked{background-image:url(\\\"data:image/png;base64,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\\\")}.bk-root .slick-group-select-checkbox.unchecked{background-image:url(\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAA4AAAAOCAIAAACQKrqGAAAABGdBTUEAALGPC/xhBQAAAAlwSFlzAAAOwQAADsEBuJFr7QAAABl0RVh0U29mdHdhcmUAcGFpbnQubmV0IDQuMC4xNkRpr/UAAACXSURBVChT1dIxC4MwEAXg/v8/VOhQVDBNakV0KA6pxS4JhWRSIYPEJxwdDi1de7wleR+3JIf486w0hKCKRpSvvOhZcCmvNQBRuKqdah03U7UjNNH81rOaBYDo8SQaPX8JANFEaLaGBeAPaaY61rGksiN6TmR5H1j9CSoAosYYHLA7vTxYMvVEZa0liif23r93xjm3/oEYF8PiDn/I2FHCAAAAAElFTkSuQmCC\\\")}.bk-root .slick-sort-indicator-desc{background-image:url(\\\"data:image/gif;base64,R0lGODlhDQAFAIcAAGGQzUD/QOPu+wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACH5BAMAAAEALAAAAAANAAUAAAgeAAUAGEgQgIAACBEKLHgwYcKFBh1KFNhQosOKEgMCADs=\\\")}.bk-root .slick-sort-indicator-asc{background-image:url(\\\"data:image/gif;base64,R0lGODlhDQAFAIcAAGGQzUD/QOPu+wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACH5BAMAAAEALAAAAAANAAUAAAgbAAMIDABgoEGDABIeRJhQ4cKGEA8KmEiRosGAADs=\\\")}.bk-root .slick-header-menubutton{background-image:url(\\\"data:image/gif;base64,R0lGODlhDgAOAIABADtKYwAAACH5BAEAAAEALAAAAAAOAA4AAAISjI+py+0PHZgUsGobhTn6DxoFADs=\\\")}.bk-root .slick-pager{background-image:url(\\\"data:image/gif;base64,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\\\")}.bk-root .bk-data-table{box-sizing:content-box;font-size:11px}.bk-root .bk-data-table input[type=\\\"checkbox\\\"]{margin-left:4px;margin-right:4px}.bk-root .bk-cell-special-defaults{border-right-color:silver;border-right-style:solid;background:#f5f5f5}.bk-root .bk-cell-select{border-right-color:silver;border-right-style:solid;background:#f5f5f5}.bk-root .bk-cell-index{border-right-color:silver;border-right-style:solid;background:#f5f5f5;text-align:right;color:gray}.bk-root .bk-header-index .slick-column-name{float:right}.bk-root .slick-row.selected .bk-cell-index{background-color:transparent}.bk-root .slick-cell{padding-left:4px;padding-right:4px}.bk-root .slick-cell.active{border-style:dashed}.bk-root .slick-cell.editable{padding-left:0;padding-right:0}.bk-root .bk-cell-editor input,.bk-root .bk-cell-editor select{width:100%;height:100%;border:0;margin:0;padding:0;outline:0;background:transparent;vertical-align:baseline}.bk-root .bk-cell-editor input{padding-left:4px;padding-right:4px}.bk-root .bk-cell-editor-completion{font-size:11px}\\n/* END bokeh-tables.min.css */\");\n",
+       "    },\n",
+       "    function(Bokeh) {\n",
+       "      /* BEGIN bokeh.min.js */\n",
+       "      /*!\n",
+       "       * Copyright (c) 2012 - 2018, Anaconda, Inc., and Bokeh Contributors\n",
+       "       * All rights reserved.\n",
+       "       * \n",
+       "       * Redistribution and use in source and binary forms, with or without modification,\n",
+       "       * are permitted provided that the following conditions are met:\n",
+       "       * \n",
+       "       * Redistributions of source code must retain the above copyright notice,\n",
+       "       * this list of conditions and the following disclaimer.\n",
+       "       * \n",
+       "       * Redistributions in binary form must reproduce the above copyright notice,\n",
+       "       * this list of conditions and the following disclaimer in the documentation\n",
+       "       * and/or other materials provided with the distribution.\n",
+       "       * \n",
+       "       * Neither the name of Anaconda nor the names of any contributors\n",
+       "       * may be used to endorse or promote products derived from this software\n",
+       "       * without specific prior written permission.\n",
+       "       * \n",
+       "       * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n",
+       "       * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n",
+       "       * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE\n",
+       "       * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE\n",
+       "       * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR\n",
+       "       * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF\n",
+       "       * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS\n",
+       "       * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN\n",
+       "       * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)\n",
+       "       * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF\n",
+       "       * THE POSSIBILITY OF SUCH DAMAGE.\n",
+       "       */\n",
+       "      !function(t,e){var i,n,r,o,s;t.Bokeh=(i=[function(t,e,i){var n=t(160),r=t(35);i.overrides={};var o=r.clone(n);i.Models=function(t){var e=i.overrides[t]||o[t];if(null==e)throw new Error(\"Model '\"+t+\"' does not exist. This could be due to a widget\\n                     or a custom model not being registered before first usage.\");return e},i.Models.register=function(t,e){i.overrides[t]=e},i.Models.unregister=function(t){delete i.overrides[t]},i.Models.register_models=function(t,e,i){if(void 0===e&&(e=!1),null!=t)for(var n in t){var r=t[n];e||!o.hasOwnProperty(n)?o[n]=r:null!=i?i(n):console.warn(\"Model '\"+n+\"' was already registered\")}},i.register_models=i.Models.register_models,i.Models.registered_names=function(){return Object.keys(o)}},function(t,e,i){var n=t(17),r=t(54),o=t(300),s=t(301),a=t(2);i.DEFAULT_SERVER_WEBSOCKET_URL=\"ws://localhost:5006/ws\",i.DEFAULT_SESSION_ID=\"default\";var l=0,h=function(){function t(t,e,r,o,a){void 0===t&&(t=i.DEFAULT_SERVER_WEBSOCKET_URL),void 0===e&&(e=i.DEFAULT_SESSION_ID),void 0===r&&(r=null),void 0===o&&(o=null),void 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i=t.r1,n=t.c1;this._nrows=h(this._nrows,i+1),this._ncols=h(this._ncols,n+1),this._items.push({span:t,data:e})},t.prototype.at=function(t,e){var i=this._items.filter(function(i){var n=i.span;return n.r0<=t&&t<=n.r1&&n.c0<=e&&e<=n.c1});return i.map(function(t){var e=t.data;return e})},t.prototype.row=function(t){var e=this._items.filter(function(e){var i=e.span;return i.r0<=t&&t<=i.r1});return e.map(function(t){var e=t.data;return e})},t.prototype.col=function(t){var e=this._items.filter(function(e){var i=e.span;return i.c0<=t&&t<=i.c1});return e.map(function(t){var e=t.data;return e})},t.prototype.foreach=function(t){for(var e=0,i=this._items;e<i.length;e++){var n=i[e],r=n.span,o=n.data;t(r,o)}},t.prototype.map=function(e){for(var i=new t,n=0,r=this._items;n<r.length;n++){var o=r[n],s=o.span,a=o.data;i.add(s,e(s,a))}return i},t}(),p=function(t){function e(e){void 0===e&&(e=[]);var i=t.call(this)||this;return i.items=e,i.rows=\"auto\",i.cols=\"auto\",i.spacing=0,i.absolute=!1,i}return n.__extends(e,t),e.prototype.is_width_expanding=function(){if(t.prototype.is_width_expanding.call(this))return!0;if(\"fixed\"==this.sizing.width_policy)return!1;var e=this._state.cols;return l.some(e,function(t){return\"max\"==t.policy})},e.prototype.is_height_expanding=function(){if(t.prototype.is_height_expanding.call(this))return!0;if(\"fixed\"==this.sizing.height_policy)return!1;var e=this._state.rows;return l.some(e,function(t){return\"max\"==t.policy})},e.prototype._init=function(){var e=this;t.prototype._init.call(this);for(var i=new _,n=0,r=this.items;n<r.length;n++){var o=r[n],a=o.layout,h=o.row,u=o.col,c=o.row_span,p=o.col_span;if(a.sizing.visible){var d=h,f=u,v=h+(null!=c?c:1)-1,m=u+(null!=p?p:1)-1;i.add({r0:d,c0:f,r1:v,c1:m},a)}}for(var g=i.nrows,y=i.ncols,b=new Array(g),x=function(t){var n,r=null==(n=s.isPlainObject(e.rows)?e.rows[t]||e.rows[\"*\"]:e.rows)?{policy:\"auto\"}:s.isNumber(n)?{policy:\"fixed\",height:n}:s.isString(n)?{policy:n}:n,o=r.align||\"auto\";if(\"fixed\"==r.policy)b[t]={policy:\"fixed\",height:r.height,align:o};else if(\"min\"==r.policy)b[t]={policy:\"min\",align:o};else if(\"fit\"==r.policy||\"max\"==r.policy)b[t]={policy:r.policy,flex:r.flex||1,align:o};else{if(\"auto\"!=r.policy)throw new Error(\"unrechable\");l.some(i.row(t),function(t){return t.is_height_expanding()})?b[t]={policy:\"max\",flex:1,align:o}:b[t]={policy:\"min\",align:o}}},w=0;w<g;w++)x(w);for(var k=new Array(y),T=function(t){var n,r=null==(n=s.isPlainObject(e.cols)?e.cols[t]||e.cols[\"*\"]:e.cols)?{policy:\"auto\"}:s.isNumber(n)?{policy:\"fixed\",width:n}:s.isString(n)?{policy:n}:n,o=r.align||\"auto\";if(\"fixed\"==r.policy)k[t]={policy:\"fixed\",width:r.width,align:o};else if(\"min\"==r.policy)k[t]={policy:\"min\",align:o};else if(\"fit\"==r.policy||\"max\"==r.policy)k[t]={policy:r.policy,flex:r.flex||1,align:o};else{if(\"auto\"!=r.policy)throw new Error(\"unrechable\");l.some(i.col(t),function(t){return t.is_width_expanding()})?k[t]={policy:\"max\",flex:1,align:o}:k[t]={policy:\"min\",align:o}}},C=0;C<y;C++)T(C);var S=s.isNumber(this.spacing)?[this.spacing,this.spacing]:this.spacing,A=S[0],M=S[1];this._state={items:i,nrows:g,ncols:y,rows:b,cols:k,rspacing:A,cspacing:M}},e.prototype._measure_totals=function(t,e){var i=this._state,n=i.nrows,r=i.ncols,o=i.rspacing,s=i.cspacing;return{height:l.sum(t)+(n-1)*o,width:l.sum(e)+(r-1)*s}},e.prototype._measure_cells=function(t){for(var e=this._state,i=e.items,n=e.nrows,o=e.ncols,s=e.rows,a=e.cols,l=e.rspacing,c=e.cspacing,p=new Array(n),d=0;d<n;d++){var f=s[d];p[d]=\"fixed\"==f.policy?f.height:0}for(var v=new Array(o),m=0;m<o;m++){var g=a[m];v[m]=\"fixed\"==g.policy?g.width:0}var y=new _;i.foreach(function(e,i){for(var n=e.r0,o=e.c0,_=e.r1,d=e.c1,f=(_-n)*l,m=(d-o)*c,g=0,b=n;b<=_;b++)g+=t(b,o).height;g+=f;for(var x=0,w=o;w<=d;w++)x+=t(n,w).width;x+=m;var k=i.measure({width:x,height:g});y.add(e,{layout:i,size_hint:k});var T=new r.Sizeable(k).grow_by(i.sizing.margin);T.height-=f,T.width-=m;for(var C=[],b=n;b<=_;b++){var S=s[b];\"fixed\"==S.policy?T.height-=S.height:C.push(b)}if(T.height>0)for(var A=u(T.height/C.length),M=0,E=C;M<E.length;M++){var b=E[M];p[b]=h(p[b],A)}for(var z=[],w=o;w<=d;w++){var O=a[w];\"fixed\"==O.policy?T.width-=O.width:z.push(w)}if(T.width>0)for(var P=u(T.width/z.length),j=0,N=z;j<N.length;j++){var w=N[j];v[w]=h(v[w],P)}});var b=this._measure_totals(p,v);return{size:b,row_heights:p,col_widths:v,size_hints:y}},e.prototype._measure_grid=function(t){var e,i=this._state,n=i.nrows,r=i.ncols,o=i.rows,s=i.cols,a=i.rspacing,l=i.cspacing,c=this._measure_cells(function(t,e){var i=o[t],n=s[e];return{width:\"fixed\"==n.policy?n.width:1/0,height:\"fixed\"==i.policy?i.height:1/0}});e=\"fixed\"==this.sizing.height_policy&&null!=this.sizing.height?this.sizing.height:t.height!=1/0&&this.is_height_expanding()?t.height:c.size.height;for(var _,p=0,d=0;d<n;d++){var f=o[d];\"fit\"==f.policy||\"max\"==f.policy?p+=f.flex:e-=c.row_heights[d]}if(e-=(n-1)*a,0!=p&&e>0)for(var d=0;d<n;d++){var f=o[d];if(\"fit\"==f.policy||\"max\"==f.policy){var v=u(e*(f.flex/p));e-=v,c.row_heights[d]=v,p-=f.flex}}else if(e<0){for(var m=0,d=0;d<n;d++){var f=o[d];\"fixed\"!=f.policy&&m++}for(var g=-e,d=0;d<n;d++){var f=o[d];if(\"fixed\"!=f.policy){var v=c.row_heights[d],y=u(g/m);c.row_heights[d]=h(v-y,0),g-=y>v?v:y,m--}}}_=\"fixed\"==this.sizing.width_policy&&null!=this.sizing.width?this.sizing.width:t.width!=1/0&&this.is_width_expanding()?t.width:c.size.width;for(var b=0,x=0;x<r;x++){var w=s[x];\"fit\"==w.policy||\"max\"==w.policy?b+=w.flex:_-=c.col_widths[x]}if(_-=(r-1)*l,0!=b&&_>0)for(var x=0;x<r;x++){var w=s[x];if(\"fit\"==w.policy||\"max\"==w.policy){var k=u(_*(w.flex/b));_-=k,c.col_widths[x]=k,b-=w.flex}}else if(_<0){for(var m=0,x=0;x<r;x++){var w=s[x];\"fixed\"!=w.policy&&m++}for(var T=-_,x=0;x<r;x++){var w=s[x];if(\"fixed\"!=w.policy){var k=c.col_widths[x],y=u(T/m);c.col_widths[x]=h(k-y,0),T-=y>k?k:y,m--}}}var C=this._measure_cells(function(t,e){return{width:c.col_widths[e],height:c.row_heights[t]}}),S=C.row_heights,A=C.col_widths,M=C.size_hints,E=this._measure_totals(S,A);return{size:E,row_heights:S,col_widths:A,size_hints:M}},e.prototype._measure=function(t){var e=this._measure_grid(t).size;return e},e.prototype._set_geometry=function(e,i){t.prototype._set_geometry.call(this,e,i);for(var r=this._state,o=r.nrows,s=r.ncols,l=r.rspacing,_=r.cspacing,p=this._measure_grid(e),d=p.row_heights,f=p.col_widths,v=p.size_hints,m=this._state.rows.map(function(t,e){return n.__assign({},t,{top:0,height:d[e],get bottom(){return this.top+this.height}})}),g=this._state.cols.map(function(t,e){return n.__assign({},t,{left:0,width:f[e],get right(){return this.left+this.width}})}),y=v.map(function(t,e){return n.__assign({},e,{outer:new a.BBox,inner:new a.BBox})}),b=0,x=this.absolute?e.top:0;b<o;b++){var w=m[b];w.top=x,x+=w.height+l}for(var k=0,T=this.absolute?e.left:0;k<s;k++){var C=g[k];C.left=T,T+=C.width+_}function S(t,e){for(var i=(e-t)*_,n=t;n<=e;n++)i+=g[n].width;return i}function A(t,e){for(var i=(e-t)*l,n=t;n<=e;n++)i+=m[n].height;return i}y.foreach(function(t,e){var i=t.r0,n=t.c0,r=t.r1,o=t.c1,s=e.layout,l=e.size_hint,h=s.sizing,c=l.width,_=l.height,p={width:S(n,o),height:A(i,r)},d=n==o&&\"auto\"!=g[n].align?g[n].align:h.halign,f=i==r&&\"auto\"!=m[i].align?m[i].align:h.valign,v=g[n].left;\"start\"==d?v+=h.margin.left:\"center\"==d?v+=u((p.width-c)/2):\"end\"==d&&(v+=p.width-h.margin.right-c);var y=m[i].top;\"start\"==f?y+=h.margin.top:\"center\"==f?y+=u((p.height-_)/2):\"end\"==f&&(y+=p.height-h.margin.bottom-_),e.outer=new a.BBox({left:v,top:y,width:c,height:_})});var M=m.map(function(){return{start:new c(function(){return 0}),end:new c(function(){return 0})}}),E=g.map(function(){return{start:new c(function(){return 0}),end:new c(function(){return 0})}});y.foreach(function(t,e){var i=t.r0,n=t.c0,r=t.r1,o=t.c1,s=e.size_hint,a=e.outer,l=s.inner;null!=l&&(M[i].start.apply(a.top,function(t){return h(t,l.top)}),M[r].end.apply(m[r].bottom-a.bottom,function(t){return h(t,l.bottom)}),E[n].start.apply(a.left,function(t){return h(t,l.left)}),E[o].end.apply(g[o].right-a.right,function(t){return h(t,l.right)}))}),y.foreach(function(t,e){var i=t.r0,n=t.c0,r=t.r1,o=t.c1,s=e.size_hint,l=e.outer;function h(t){var e=t.left,i=t.right,n=t.top,r=t.bottom,o=l.width-e-i,s=l.height-n-r;return new a.BBox({left:e,top:n,width:o,height:s})}if(null!=s.inner){var u=h(s.inner);if(!1!==s.align){var c=M[i].start.get(l.top),_=M[r].end.get(m[r].bottom-l.bottom),p=E[n].start.get(l.left),d=E[o].end.get(g[o].right-l.right);try{u=h({top:c,bottom:_,left:p,right:d})}catch(t){}}e.inner=u}else e.inner=l}),y.foreach(function(t,e){var i=e.layout,n=e.outer,r=e.inner;i.set_geometry(n,r)})},e}(o.Layoutable);i.Grid=p;var d=function(t){function e(e){var i=t.call(this)||this;return i.items=e.map(function(t,e){return{layout:t,row:0,col:e}}),i.rows=\"fit\",i}return n.__extends(e,t),e}(p);i.Row=d;var f=function(t){function e(e){var i=t.call(this)||this;return i.items=e.map(function(t,e){return{layout:t,row:e,col:0}}),i.cols=\"fit\",i}return n.__extends(e,t),e}(p);i.Column=f},function(t,e,i){var n=t(408),r=t(14),o=t(16),s=t(5),a=function(t){function e(e){var i=t.call(this)||this;return i.content_size=s.unsized(e,function(){return new o.Sizeable(s.size(e))}),i}return n.__extends(e,t),e.prototype._content_size=function(){return this.content_size},e}(r.ContentLayoutable);i.ContentBox=a;var l=function(t){function e(e){var i=t.call(this)||this;return i.el=e,i}return n.__extends(e,t),e.prototype._measure=function(t){var e=this,i=new o.Sizeable(t).bounded_to(this.sizing.size);return s.sized(this.el,i,function(){var t=new o.Sizeable(s.content_size(e.el)),i=s.extents(e.el),n=i.border,r=i.padding;return t.grow_by(n).grow_by(r).map(Math.ceil)})},e}(r.Layoutable);i.VariadicBox=l},function(t,e,i){var n=t(16);i.Sizeable=n.Sizeable;var r=t(14);i.Layoutable=r.Layoutable,i.LayoutItem=r.LayoutItem;var o=t(10);i.HStack=o.HStack,i.VStack=o.VStack,i.AnchorLayout=o.AnchorLayout;var s=t(11);i.Grid=s.Grid,i.Row=s.Row,i.Column=s.Column;var a=t(12);i.ContentBox=a.ContentBox,i.VariadicBox=a.VariadicBox},function(t,e,i){var n=t(408),r=t(16),o=t(27),s=Math.min,a=Math.max,l=Math.round,h=function(){function t(){this._bbox=new o.BBox,this._inner_bbox=new o.BBox;var t=this;this._top={get value(){return t.bbox.top}},this._left={get value(){return t.bbox.left}},this._width={get value(){return t.bbox.width}},this._height={get value(){return t.bbox.height}},this._right={get value(){return t.bbox.right}},this._bottom={get value(){return t.bbox.bottom}},this._hcenter={get value(){return t.bbox.hcenter}},this._vcenter={get value(){return t.bbox.vcenter}}}return Object.defineProperty(t.prototype,\"bbox\",{get:function(){return this._bbox},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"inner_bbox\",{get:function(){return this._inner_bbox},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"sizing\",{get:function(){return this._sizing},enumerable:!0,configurable:!0}),t.prototype.set_sizing=function(t){var e=t.width_policy||\"fit\",i=t.width,n=null!=t.min_width?t.min_width:0,r=null!=t.max_width?t.max_width:1/0,o=t.height_policy||\"fit\",s=t.height,a=null!=t.min_height?t.min_height:0,l=null!=t.max_height?t.max_height:1/0,h=t.aspect,u=t.margin||{top:0,right:0,bottom:0,left:0},c=!1!==t.visible,_=t.halign||\"start\",p=t.valign||\"start\";this._sizing={width_policy:e,min_width:n,width:i,max_width:r,height_policy:o,min_height:a,height:s,max_height:l,aspect:h,margin:u,visible:c,halign:_,valign:p,size:{width:i,height:s},min_size:{width:n,height:a},max_size:{width:r,height:l}},this._init()},t.prototype._init=function(){},t.prototype._set_geometry=function(t,e){this._bbox=t,this._inner_bbox=e},t.prototype.set_geometry=function(t,e){this._set_geometry(t,e||t)},t.prototype.is_width_expanding=function(){return\"max\"==this.sizing.width_policy},t.prototype.is_height_expanding=function(){return\"max\"==this.sizing.height_policy},t.prototype.apply_aspect=function(t,e){var i=e.width,n=e.height,r=this.sizing.aspect;if(null!=r){var o=this.sizing,s=o.width_policy,a=o.height_policy;if(\"fixed\"!=s&&\"fixed\"!=a)if(s==a){var h=i,u=l(i/r),c=l(n*r),_=n,p=Math.abs(t.width-h)+Math.abs(t.height-u),d=Math.abs(t.width-c)+Math.abs(t.height-_);p<=d?(i=h,n=u):(i=c,n=_)}else!function(t,e){var i={max:4,fit:3,min:2,fixed:1};return i[t]>i[e]}(s,a)?i=l(n*r):n=l(i/r);else\"fixed\"==s?n=l(i/r):\"fixed\"==a&&(i=l(n*r))}return{width:i,height:n}},t.prototype.measure=function(t){var e=this;if(!this.sizing.visible)return{width:0,height:0};var i=function(t){return\"fixed\"==e.sizing.width_policy&&null!=e.sizing.width?e.sizing.width:t},o=function(t){return\"fixed\"==e.sizing.height_policy&&null!=e.sizing.height?e.sizing.height:t},s=new r.Sizeable(t).shrink_by(this.sizing.margin).map(i,o),a=this._measure(s),l=this.clip_size(a),h=i(l.width),u=o(l.height),c=this.apply_aspect(s,{width:h,height:u});return n.__assign({},a,c)},t.prototype.compute=function(t){void 0===t&&(t={});var e=this.measure({width:null!=t.width&&this.is_width_expanding()?t.width:1/0,height:null!=t.height&&this.is_height_expanding()?t.height:1/0}),i=e.width,n=e.height,r=new o.BBox({left:0,top:0,width:i,height:n}),s=void 0;if(null!=e.inner){var a=e.inner,l=a.left,h=a.top,u=a.right,c=a.bottom;s=new o.BBox({left:l,top:h,right:i-u,bottom:n-c})}this.set_geometry(r,s)},Object.defineProperty(t.prototype,\"xview\",{get:function(){return this.bbox.xview},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"yview\",{get:function(){return this.bbox.yview},enumerable:!0,configurable:!0}),t.prototype.clip_width=function(t){return a(this.sizing.min_width,s(t,this.sizing.max_width))},t.prototype.clip_height=function(t){return a(this.sizing.min_height,s(t,this.sizing.max_height))},t.prototype.clip_size=function(t){var e=t.width,i=t.height;return{width:this.clip_width(e),height:this.clip_height(i)}},t}();i.Layoutable=h;var u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._measure=function(t){var e,i,n=this.sizing,r=n.width_policy,o=n.height_policy;if(t.width==1/0)e=null!=this.sizing.width?this.sizing.width:0;else if(\"fixed\"==r)e=null!=this.sizing.width?this.sizing.width:0;else if(\"min\"==r)e=null!=this.sizing.width?s(t.width,this.sizing.width):0;else if(\"fit\"==r)e=null!=this.sizing.width?s(t.width,this.sizing.width):t.width;else{if(\"max\"!=r)throw new Error(\"unrechable\");e=null!=this.sizing.width?a(t.width,this.sizing.width):t.width}if(t.height==1/0)i=null!=this.sizing.height?this.sizing.height:0;else if(\"fixed\"==o)i=null!=this.sizing.height?this.sizing.height:0;else if(\"min\"==o)i=null!=this.sizing.height?s(t.height,this.sizing.height):0;else if(\"fit\"==o)i=null!=this.sizing.height?s(t.height,this.sizing.height):t.height;else{if(\"max\"!=o)throw new Error(\"unrechable\");i=null!=this.sizing.height?a(t.height,this.sizing.height):t.height}return{width:e,height:i}},e}(h);i.LayoutItem=u;var c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._measure=function(t){var e=this,i=this._content_size(),n=t.bounded_to(this.sizing.size).bounded_to(i),r=function(){switch(e.sizing.width_policy){case\"fixed\":return null!=e.sizing.width?e.sizing.width:i.width;case\"min\":return i.width;case\"fit\":return n.width;case\"max\":return Math.max(i.width,n.width);default:throw new Error(\"unexpected\")}}(),o=function(){switch(e.sizing.height_policy){case\"fixed\":return null!=e.sizing.height?e.sizing.height:i.height;case\"min\":return i.height;case\"fit\":return n.height;case\"max\":return Math.max(i.height,n.height);default:throw new Error(\"unexpected\")}}();return{width:r,height:o}},e}(h);i.ContentLayoutable=c},function(t,e,i){var n=t(408),r=t(16),o=t(14),s=t(46),a=Math.PI/2,l=\"left\",h=\"center\",u={above:{parallel:0,normal:-a,horizontal:0,vertical:-a},below:{parallel:0,normal:a,horizontal:0,vertical:a},left:{parallel:-a,normal:0,horizontal:0,vertical:-a},right:{parallel:a,normal:0,horizontal:0,vertical:a}},c={above:{justified:\"top\",parallel:\"alphabetic\",normal:\"middle\",horizontal:\"alphabetic\",vertical:\"middle\"},below:{justified:\"bottom\",parallel:\"hanging\",normal:\"middle\",horizontal:\"hanging\",vertical:\"middle\"},left:{justified:\"top\",parallel:\"alphabetic\",normal:\"middle\",horizontal:\"middle\",vertical:\"alphabetic\"},right:{justified:\"top\",parallel:\"alphabetic\",normal:\"middle\",horizontal:\"middle\",vertical:\"alphabetic\"}},_={above:{justified:h,parallel:h,normal:l,horizontal:h,vertical:l},below:{justified:h,parallel:h,normal:l,horizontal:h,vertical:l},left:{justified:h,parallel:h,normal:\"right\",horizontal:\"right\",vertical:h},right:{justified:h,parallel:h,normal:l,horizontal:l,vertical:h}},p={above:\"right\",below:l,left:\"right\",right:l},d={above:l,below:\"right\",left:\"right\",right:l},f=function(t){function e(e,i){var n=t.call(this)||this;switch(n.side=e,n.obj=i,n.side){case\"above\":n._dim=0,n._normals=[0,-1];break;case\"below\":n._dim=0,n._normals=[0,1];break;case\"left\":n._dim=1,n._normals=[-1,0];break;case\"right\":n._dim=1,n._normals=[1,0];break;default:throw new Error(\"unreachable\")}return n.is_horizontal?n.set_sizing({width_policy:\"max\",height_policy:\"fixed\"}):n.set_sizing({width_policy:\"fixed\",height_policy:\"max\"}),n}return n.__extends(e,t),e.prototype._content_size=function(){return new r.Sizeable(this.get_oriented_size())},e.prototype.get_oriented_size=function(){var t=this.obj.get_size(),e=t.width,i=t.height;return!this.obj.rotate||this.is_horizontal?{width:e,height:i}:{width:i,height:e}},e.prototype.has_size_changed=function(){var t=this.get_oriented_size(),e=t.width,i=t.height;return this.is_horizontal?this.bbox.height!=i:this.bbox.width!=e},Object.defineProperty(e.prototype,\"dimension\",{get:function(){return 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null!=console[t]?console[t].bind(console,e):null!=console.log?console.log.bind(console,e):function(){}}i.Logger=s,i.logger=s.get(\"bokeh\"),i.set_log_level=function(t){null==s.log_levels[t]?(console.log(\"[bokeh] unrecognized logging level '\"+t+\"' passed to Bokeh.set_log_level(), ignoring\"),console.log(\"[bokeh] valid log levels are: \"+s.levels.join(\", \"))):(console.log(\"[bokeh] setting log level to: '\"+t+\"'\"),i.logger.set_level(t))}},function(t,e,i){var n=t(408),r=t(22),o=t(7),s=t(24),a=t(25),l=t(30),h=t(46);function u(t){try{return JSON.stringify(t)}catch(e){return t.toString()}}function c(t){return h.isPlainObject(t)&&(void 0===t.value?0:1)+(void 0===t.field?0:1)+(void 0===t.expr?0:1)==1}r.Signal,i.isSpec=c;var _=function(t){function e(e,i,n){var o=t.call(this)||this;return o.obj=e,o.attr=i,o.default_value=n,o.optional=!1,o.change=new r.Signal0(o.obj,\"change\"),o._init(),o.connect(o.change,function(){return o._init()}),o}return 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M=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(_);i.ScalarSpec=M;var E=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.array=function(t){var e;if(null!=this.spec.field){if(null==(e=this.transform(t.get_column(this.spec.field))))throw new Error(\"attempted to retrieve property array for nonexistent field '\"+this.spec.field+\"'\")}else if(null!=this.spec.expr)e=this.transform(this.spec.expr.v_compute(t));else{var i=t.get_length();null==i&&(i=1);var n=this.value(!1);e=s.repeat(n,i)}return null!=this.spec.transform&&(e=this.spec.transform.v_compute(e)),e},e}(_);i.VectorSpec=E;var z=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(E);i.DataSpec=z;var O=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return 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null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(z);i.BooleanSpec=j;var N=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(z);i.ColorSpec=N;var D=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(z);i.CoordinateSpec=D;var F=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(z);i.CoordinateSeqSpec=F;var B=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"default_units\",{get:function(){return\"data\"},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"valid_units\",{get:function(){return o.SpatialUnits},enumerable:!0,configurable:!0}),e}(O);i.DistanceSpec=B;var R=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(z);i.FontSizeSpec=R;var I=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(z);i.MarkerSpec=I;var L=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(z);i.NumberSpec=L;var V=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(z);i.StringSpec=V;var G=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(z);i.NullStringSpec=G},function(t,e,i){var n=t(18),r=t(35);function o(t,e){var i={};for(var n in t){var r=t[n];i[e+n]=r}return i}var s={line_color:[n.ColorSpec,\"black\"],line_width:[n.NumberSpec,1],line_alpha:[n.NumberSpec,1],line_join:[n.LineJoin,\"bevel\"],line_cap:[n.LineCap,\"butt\"],line_dash:[n.Array,[]],line_dash_offset:[n.Number,0]};i.line=function(t){return void 0===t&&(t=\"\"),o(s,t)};var a={fill_color:[n.ColorSpec,\"gray\"],fill_alpha:[n.NumberSpec,1]};i.fill=function(t){return void 0===t&&(t=\"\"),o(a,t)};var l={hatch_color:[n.ColorSpec,\"black\"],hatch_alpha:[n.NumberSpec,1],hatch_scale:[n.NumberSpec,12],hatch_pattern:[n.StringSpec,null],hatch_weight:[n.NumberSpec,1],hatch_extra:[n.Any,{}]};i.hatch=function(t){return void 0===t&&(t=\"\"),o(l,t)};var h={text_font:[n.Font,\"helvetica\"],text_font_size:[n.FontSizeSpec,\"12pt\"],text_font_style:[n.FontStyle,\"normal\"],text_color:[n.ColorSpec,\"#444444\"],text_alpha:[n.NumberSpec,1],text_align:[n.TextAlign,\"left\"],text_baseline:[n.TextBaseline,\"bottom\"],text_line_height:[n.Number,1.2]};i.text=function(t){return void 0===t&&(t=\"\"),o(h,t)},i.create=function(t){for(var e={},n=0,o=t;n<o.length;n++){var s=o[n],a=s.split(\":\"),l=a[0],h=a[1],u=void 0;switch(l){case\"line\":u=i.line;break;case\"fill\":u=i.fill;break;case\"hatch\":u=i.hatch;break;case\"text\":u=i.text;break;default:throw new Error(\"Unknown property mixin kind '\"+l+\"'\")}r.extend(e,u(h))}return e}},function(t,e,i){var n=t(408),r=t(8),o=t(209),s=t(197),a=t(198),l=t(18),h=function(t){function e(e){var i=t.call(this,e)||this;return i.inspectors={},i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"SelectionManager\",this.internal({source:[l.Any]})},e.prototype.select=function(t,e,i,n){void 0===n&&(n=!1);for(var r=[],o=[],l=0,h=t;l<h.length;l++){var u=h[l];u instanceof s.GlyphRendererView?r.push(u):u instanceof a.GraphRendererView&&o.push(u)}for(var c=!1,_=0,p=o;_<p.length;_++){var u=p[_],d=u.model.selection_policy.hit_test(e,u);c=c||u.model.selection_policy.do_selection(d,u.model,i,n)}if(r.length>0){var d=this.source.selection_policy.hit_test(e,r);c=c||this.source.selection_policy.do_selection(d,this.source,i,n)}return c},e.prototype.inspect=function(t,e){var i=!1;if(t instanceof s.GlyphRendererView){var n=t.hit_test(e);if(null!=n){i=!n.is_empty();var r=this.get_or_create_inspector(t.model);r.update(n,!0,!1),this.source.setv({inspected:r},{silent:!0}),this.source.inspect.emit([t,{geometry:e}])}}else if(t instanceof a.GraphRendererView){var n=t.model.inspection_policy.hit_test(e,t);i=i||t.model.inspection_policy.do_inspection(n,e,t,!1,!1)}return i},e.prototype.clear=function(t){this.source.selected.clear(),null!=t&&this.get_or_create_inspector(t.model).clear()},e.prototype.get_or_create_inspector=function(t){return null==this.inspectors[t.id]&&(this.inspectors[t.id]=new o.Selection),this.inspectors[t.id]},e}(r.HasProps);i.SelectionManager=h,h.initClass()},function(t,e,i){var n=function(){function t(){this._dev=!1}return Object.defineProperty(t.prototype,\"dev\",{get:function(){return this._dev},set:function(t){this._dev=t},enumerable:!0,configurable:!0}),t}();i.Settings=n,i.settings=new n},function(t,e,i){var n=t(408),r=t(32),o=t(28),s=t(24),a=function(){function t(t,e){this.sender=t,this.name=e}return t.prototype.connect=function(t,e){void 0===e&&(e=null),h.has(this.sender)||h.set(this.sender,[]);var i=h.get(this.sender);if(null!=c(i,this,t,e))return!1;var n=e||t;u.has(n)||u.set(n,[]);var r=u.get(n),o={signal:this,slot:t,context:e};return i.push(o),r.push(o),!0},t.prototype.disconnect=function(t,e){void 0===e&&(e=null);var i=h.get(this.sender);if(null==i||0===i.length)return!1;var n=c(i,this,t,e);if(null==n)return!1;var r=e||t,o=u.get(r);return n.signal=null,p(i),p(o),!0},t.prototype.emit=function(t){for(var e=h.get(this.sender)||[],i=0,n=e;i<n.length;i++){var r=n[i],o=r.signal,s=r.slot,a=r.context;o===this&&s.call(a,t,this.sender)}},t}();i.Signal=a;var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.emit=function(){t.prototype.emit.call(this,void 0)},e}(a);i.Signal0=l,function(t){t.disconnectBetween=function(t,e){var i=h.get(t);if(null!=i&&0!==i.length){var n=u.get(e);if(null!=n&&0!==n.length){for(var r=0,o=n;r<o.length;r++){var s=o[r];if(null==s.signal)return;s.signal.sender===t&&(s.signal=null)}p(i),p(n)}}},t.disconnectSender=function(t){var e=h.get(t);if(null!=e&&0!==e.length){for(var i=0,n=e;i<n.length;i++){var r=n[i];if(null==r.signal)return;var o=r.context||r.slot;r.signal=null,p(u.get(o))}p(e)}},t.disconnectReceiver=function(t){var e=u.get(t);if(null!=e&&0!==e.length){for(var i=0,n=e;i<n.length;i++){var r=n[i];if(null==r.signal)return;var o=r.signal.sender;r.signal=null,p(h.get(o))}p(e)}},t.disconnectAll=function(t){var e=h.get(t);if(null!=e&&0!==e.length){for(var i=0,n=e;i<n.length;i++){var r=n[i];r.signal=null}p(e)}var o=u.get(t);if(null!=o&&0!==o.length){for(var s=0,a=o;s<a.length;s++){var r=a[s];r.signal=null}p(o)}}}(a=i.Signal||(i.Signal={})),i.Signal=a,i.Signalable=function(t){return null!=t?function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect=function(t,e){return t.connect(e,this)},e.prototype.disconnect=function(t,e){return t.disconnect(e,this)},e}(t):function(){function t(){}return t.prototype.connect=function(t,e){return t.connect(e,this)},t.prototype.disconnect=function(t,e){return t.disconnect(e,this)},t}()},function(t){t.connect=function(t,e){return t.connect(e,this)},t.disconnect=function(t,e){return t.disconnect(e,this)}}(i._Signalable||(i._Signalable={}));var h=new WeakMap,u=new WeakMap;function c(t,e,i,n){return s.find(t,function(t){return t.signal===e&&t.slot===i&&t.context===n})}var _=new r.Set;function p(t){0===_.size&&o.defer(d),_.add(t)}function d(){_.forEach(function(t){s.remove_by(t,function(t){return null==t.signal})}),_.clear()}},function(t,e,i){var n=t(408),r=t(377),o=t(22),s=t(17),a=t(5),l=t(47),h=t(24),u=t(35),c=t(46),_=t(31),p=t(3),d=function(){function t(t,e,i){var n=this;this.plot_view=t,this.toolbar=e,this.hit_area=i,this.pan_start=new o.Signal(this,\"pan:start\"),this.pan=new o.Signal(this,\"pan\"),this.pan_end=new o.Signal(this,\"pan:end\"),this.pinch_start=new o.Signal(this,\"pinch:start\"),this.pinch=new o.Signal(this,\"pinch\"),this.pinch_end=new o.Signal(this,\"pinch:end\"),this.rotate_start=new o.Signal(this,\"rotate:start\"),this.rotate=new o.Signal(this,\"rotate\"),this.rotate_end=new o.Signal(this,\"rotate:end\"),this.tap=new o.Signal(this,\"tap\"),this.doubletap=new o.Signal(this,\"doubletap\"),this.press=new o.Signal(this,\"press\"),this.move_enter=new o.Signal(this,\"move:enter\"),this.move=new o.Signal(this,\"move\"),this.move_exit=new o.Signal(this,\"move:exit\"),this.scroll=new o.Signal(this,\"scroll\"),this.keydown=new o.Signal(this,\"keydown\"),this.keyup=new o.Signal(this,\"keyup\"),this.hammer=new r(this.hit_area,{touchAction:\"auto\"}),this._configure_hammerjs(),this.hit_area.addEventListener(\"mousemove\",function(t){return n._mouse_move(t)}),this.hit_area.addEventListener(\"mouseenter\",function(t){return n._mouse_enter(t)}),this.hit_area.addEventListener(\"mouseleave\",function(t){return n._mouse_exit(t)}),this.hit_area.addEventListener(\"wheel\",function(t){return n._mouse_wheel(t)}),document.addEventListener(\"keydown\",this),document.addEventListener(\"keyup\",this)}return t.prototype.destroy=function(){this.hammer.destroy(),document.removeEventListener(\"keydown\",this),document.removeEventListener(\"keyup\",this)},t.prototype.handleEvent=function(t){\"keydown\"==t.type?this._key_down(t):\"keyup\"==t.type&&this._key_up(t)},t.prototype._configure_hammerjs=function(){var t=this;this.hammer.get(\"doubletap\").recognizeWith(\"tap\"),this.hammer.get(\"tap\").requireFailure(\"doubletap\"),this.hammer.get(\"doubletap\").dropRequireFailure(\"tap\"),this.hammer.on(\"doubletap\",function(e){return t._doubletap(e)}),this.hammer.on(\"tap\",function(e){return t._tap(e)}),this.hammer.on(\"press\",function(e){return t._press(e)}),this.hammer.get(\"pan\").set({direction:r.DIRECTION_ALL}),this.hammer.on(\"panstart\",function(e){return t._pan_start(e)}),this.hammer.on(\"pan\",function(e){return t._pan(e)}),this.hammer.on(\"panend\",function(e){return t._pan_end(e)}),this.hammer.get(\"pinch\").set({enable:!0}),this.hammer.on(\"pinchstart\",function(e){return t._pinch_start(e)}),this.hammer.on(\"pinch\",function(e){return t._pinch(e)}),this.hammer.on(\"pinchend\",function(e){return t._pinch_end(e)}),this.hammer.get(\"rotate\").set({enable:!0}),this.hammer.on(\"rotatestart\",function(e){return t._rotate_start(e)}),this.hammer.on(\"rotate\",function(e){return t._rotate(e)}),this.hammer.on(\"rotateend\",function(e){return t._rotate_end(e)})},t.prototype.register_tool=function(t){var e=this,i=t.model.event_type;null!=i&&(c.isString(i)?this._register_tool(t,i):i.forEach(function(i,n){return e._register_tool(t,i,n<1)}))},t.prototype._register_tool=function(t,e,i){void 0===i&&(i=!0);var n=t,r=n.model.id,o=function(t){return function(e){e.id==r&&t(e.e)}},a=function(t){return function(e){t(e.e)}};switch(e){case\"pan\":null!=n._pan_start&&n.connect(this.pan_start,o(n._pan_start.bind(n))),null!=n._pan&&n.connect(this.pan,o(n._pan.bind(n))),null!=n._pan_end&&n.connect(this.pan_end,o(n._pan_end.bind(n)));break;case\"pinch\":null!=n._pinch_start&&n.connect(this.pinch_start,o(n._pinch_start.bind(n))),null!=n._pinch&&n.connect(this.pinch,o(n._pinch.bind(n))),null!=n._pinch_end&&n.connect(this.pinch_end,o(n._pinch_end.bind(n)));break;case\"rotate\":null!=n._rotate_start&&n.connect(this.rotate_start,o(n._rotate_start.bind(n))),null!=n._rotate&&n.connect(this.rotate,o(n._rotate.bind(n))),null!=n._rotate_end&&n.connect(this.rotate_end,o(n._rotate_end.bind(n)));break;case\"move\":null!=n._move_enter&&n.connect(this.move_enter,o(n._move_enter.bind(n))),null!=n._move&&n.connect(this.move,o(n._move.bind(n))),null!=n._move_exit&&n.connect(this.move_exit,o(n._move_exit.bind(n)));break;case\"tap\":null!=n._tap&&n.connect(this.tap,o(n._tap.bind(n)));break;case\"press\":null!=n._press&&n.connect(this.press,o(n._press.bind(n)));break;case\"scroll\":null!=n._scroll&&n.connect(this.scroll,o(n._scroll.bind(n)));break;default:throw new Error(\"unsupported event_type: \"+e)}i&&(null!=n._doubletap&&n.connect(this.doubletap,a(n._doubletap.bind(n))),null!=n._keydown&&n.connect(this.keydown,a(n._keydown.bind(n))),null!=n._keyup&&n.connect(this.keyup,a(n._keyup.bind(n))),_.is_mobile&&null!=n._scroll&&\"pinch\"==e&&(s.logger.debug(\"Registering scroll on touch screen\"),n.connect(this.scroll,o(n._scroll.bind(n)))))},t.prototype._hit_test_renderers=function(t,e){for(var i=this.plot_view.get_renderer_views(),n=0,r=h.reversed(i);n<r.length;n++){var o=r[n],s=o.model.level;if((\"annotation\"==s||\"overlay\"==s)&&null!=o.interactive_hit&&o.interactive_hit(t,e))return o}return null},t.prototype._hit_test_frame=function(t,e){return this.plot_view.frame.bbox.contains(t,e)},t.prototype._hit_test_canvas=function(t,e){return this.plot_view.layout.bbox.contains(t,e)},t.prototype._trigger=function(t,e,i){var n=this,r=this.toolbar.gestures,o=t.name,s=o.split(\":\")[0],a=this._hit_test_renderers(e.sx,e.sy),l=this._hit_test_canvas(e.sx,e.sy);switch(s){case\"move\":var h=r[s].active;null!=h&&this.trigger(t,e,h.id);var c=this.toolbar.inspectors.filter(function(t){return t.active}),p=\"default\";null!=a?(p=a.cursor(e.sx,e.sy)||p,u.isEmpty(c)||(t=this.move_exit,o=t.name)):this._hit_test_frame(e.sx,e.sy)&&(u.isEmpty(c)||(p=\"crosshair\")),this.plot_view.set_cursor(p),this.plot_view.set_toolbar_visibility(l),c.map(function(i){return n.trigger(t,e,i.id)});break;case\"tap\":var d=i.target;if(null!=d&&d!=this.hit_area)return;null!=a&&null!=a.on_hit&&a.on_hit(e.sx,e.sy);var h=r[s].active;null!=h&&this.trigger(t,e,h.id);break;case\"scroll\":var f=_.is_mobile?\"pinch\":\"scroll\",h=r[f].active;null!=h&&(i.preventDefault(),i.stopPropagation(),this.trigger(t,e,h.id));break;case\"pan\":var h=r[s].active;null!=h&&(i.preventDefault(),this.trigger(t,e,h.id));break;default:var h=r[s].active;null!=h&&this.trigger(t,e,h.id)}this._trigger_bokeh_event(e)},t.prototype.trigger=function(t,e,i){void 0===i&&(i=null),t.emit({id:i,e:e})},t.prototype._trigger_bokeh_event=function(t){var e=this,i=function(){var i=e.plot_view.frame.xscales.default,n=e.plot_view.frame.yscales.default,r=t.sx,o=t.sy,s=i.invert(r),a=n.invert(o);switch(t.type){case\"wheel\":return new p.MouseWheel(r,o,s,a,t.delta);case\"mousemove\":return new p.MouseMove(r,o,s,a);case\"mouseenter\":return new p.MouseEnter(r,o,s,a);case\"mouseleave\":return new p.MouseLeave(r,o,s,a);case\"tap\":return new p.Tap(r,o,s,a);case\"doubletap\":return new p.DoubleTap(r,o,s,a);case\"press\":return new p.Press(r,o,s,a);case\"pan\":return new p.Pan(r,o,s,a,t.deltaX,t.deltaY);case\"panstart\":return new p.PanStart(r,o,s,a);case\"panend\":return new p.PanEnd(r,o,s,a);case\"pinch\":return new p.Pinch(r,o,s,a,t.scale);case\"pinchstart\":return new p.PinchStart(r,o,s,a);case\"pinchend\":return new p.PinchEnd(r,o,s,a);default:throw new Error(\"unreachable\")}}();this.plot_view.model.trigger_event(i)},t.prototype._get_sxy=function(t){var e=function(t){return\"undefined\"!=typeof TouchEvent&&t instanceof TouchEvent}(t)?(0!=t.touches.length?t.touches:t.changedTouches)[0]:t,i=e.pageX,n=e.pageY,r=a.offset(this.hit_area),o=r.left,s=r.top;return{sx:i-o,sy:n-s}},t.prototype._gesture_event=function(t){return n.__assign({type:t.type},this._get_sxy(t.srcEvent),{deltaX:t.deltaX,deltaY:t.deltaY,scale:t.scale,shiftKey:t.srcEvent.shiftKey})},t.prototype._tap_event=function(t){return n.__assign({type:t.type},this._get_sxy(t.srcEvent),{shiftKey:t.srcEvent.shiftKey})},t.prototype._move_event=function(t){return n.__assign({type:t.type},this._get_sxy(t))},t.prototype._scroll_event=function(t){return n.__assign({type:t.type},this._get_sxy(t),{delta:l.getDeltaY(t)})},t.prototype._key_event=function(t){return{type:t.type,keyCode:t.keyCode}},t.prototype._pan_start=function(t){var e=this._gesture_event(t);e.sx-=t.deltaX,e.sy-=t.deltaY,this._trigger(this.pan_start,e,t.srcEvent)},t.prototype._pan=function(t){this._trigger(this.pan,this._gesture_event(t),t.srcEvent)},t.prototype._pan_end=function(t){this._trigger(this.pan_end,this._gesture_event(t),t.srcEvent)},t.prototype._pinch_start=function(t){this._trigger(this.pinch_start,this._gesture_event(t),t.srcEvent)},t.prototype._pinch=function(t){this._trigger(this.pinch,this._gesture_event(t),t.srcEvent)},t.prototype._pinch_end=function(t){this._trigger(this.pinch_end,this._gesture_event(t),t.srcEvent)},t.prototype._rotate_start=function(t){this._trigger(this.rotate_start,this._gesture_event(t),t.srcEvent)},t.prototype._rotate=function(t){this._trigger(this.rotate,this._gesture_event(t),t.srcEvent)},t.prototype._rotate_end=function(t){this._trigger(this.rotate_end,this._gesture_event(t),t.srcEvent)},t.prototype._tap=function(t){this._trigger(this.tap,this._tap_event(t),t.srcEvent)},t.prototype._doubletap=function(t){var e=this._tap_event(t);this._trigger_bokeh_event(e),this.trigger(this.doubletap,e)},t.prototype._press=function(t){this._trigger(this.press,this._tap_event(t),t.srcEvent)},t.prototype._mouse_enter=function(t){this._trigger(this.move_enter,this._move_event(t),t)},t.prototype._mouse_move=function(t){this._trigger(this.move,this._move_event(t),t)},t.prototype._mouse_exit=function(t){this._trigger(this.move_exit,this._move_event(t),t)},t.prototype._mouse_wheel=function(t){this._trigger(this.scroll,this._scroll_event(t),t)},t.prototype._key_down=function(t){this.trigger(this.keydown,this._key_event(t))},t.prototype._key_up=function(t){this.trigger(this.keyup,this._key_event(t))},t}();i.UIEvents=d},function(t,e,i){var 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r=n[i];r.onload(t)}},Object.defineProperty(e.prototype,\"doit\",{get:function(){return!(null===this.hatch_color.spec.value||0==this.hatch_alpha.spec.value||\" \"==this.hatch_pattern.spec.value||\"blank\"==this.hatch_pattern.spec.value||null===this.hatch_pattern.spec.value)},enumerable:!0,configurable:!0}),e.prototype.doit2=function(t,e,i,n){if(this.doit){this.cache_select(\"pattern\",e);var r=this.cache.pattern(t);null==r?this._try_defer(n):(this.set_vectorize(t,e),i())}},e.prototype._set_vectorize=function(t,e){this.cache_select(\"pattern\",e),t.fillStyle=this.cache.pattern(t),this.cache_select(\"hatch_alpha\",e),t.globalAlpha!==this.cache.hatch_alpha&&(t.globalAlpha=this.cache.hatch_alpha)},e.prototype.color_value=function(){var t=o.color2rgba(this.hatch_color.value(),this.hatch_alpha.value()),e=t[0],i=t[1],n=t[2],r=t[3];return\"rgba(\"+255*e+\",\"+255*i+\",\"+255*n+\",\"+r+\")\"},e}(u);i.Hatch=p,p.prototype.attrs=Object.keys(r.hatch());var d=function(t){function e(){return 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t=o.color2rgba(this.text_color.value(),this.text_alpha.value()),e=t[0],i=t[1],n=t[2],r=t[3];return\"rgba(\"+255*e+\",\"+255*i+\",\"+255*n+\",\"+r+\")\"},e.prototype.set_value=function(t){t.font=this.font_value(),t.fillStyle=this.text_color.value(),t.globalAlpha=this.text_alpha.value(),t.textAlign=this.text_align.value(),t.textBaseline=this.text_baseline.value()},Object.defineProperty(e.prototype,\"doit\",{get:function(){return!(null===this.text_color.spec.value||0==this.text_alpha.spec.value)},enumerable:!0,configurable:!0}),e.prototype._set_vectorize=function(t,e){this.cache_select(\"font\",e),t.font!==this.cache.font&&(t.font=this.cache.font),this.cache_select(\"text_color\",e),t.fillStyle!==this.cache.text_color&&(t.fillStyle=this.cache.text_color),this.cache_select(\"text_alpha\",e),t.globalAlpha!==this.cache.text_alpha&&(t.globalAlpha=this.cache.text_alpha),this.cache_select(\"text_align\",e),t.textAlign!==this.cache.text_align&&(t.textAlign=this.cache.text_align),this.cache_select(\"text_baseline\",e),t.textBaseline!==this.cache.text_baseline&&(t.textBaseline=this.cache.text_baseline)},e}(u);i.Text=d,d.prototype.attrs=Object.keys(r.text());var f=function(){function t(t){for(var e=0,i=t.mixins;e<i.length;e++){var n=i[e],r=n.split(\":\"),o=r[0],s=r[1],a=void 0===s?\"\":s,l=void 0;switch(o){case\"line\":l=c;break;case\"fill\":l=_;break;case\"hatch\":l=p;break;case\"text\":l=d;break;default:throw new Error(\"unknown visual: \"+o)}this[a+o]=new l(t,a)}}return t.prototype.warm_cache=function(t){for(var e in this)if(this.hasOwnProperty(e)){var i=this[e];i instanceof u&&i.warm_cache(t)}},t.prototype.set_all_indices=function(t){for(var e in this)if(this.hasOwnProperty(e)){var i=this[e];i instanceof u&&(i.all_indices=t)}},t}();i.Visuals=f},function(t,e,i){var n=t(408),r=t(0),o=t(304),s=t(17),a=t(3),l=t(8),h=t(22),u=t(37),c=t(38),_=t(32),p=t(24),d=t(35),f=t(33),v=t(46),m=t(166),g=t(212),y=t(62),b=t(53),x=function(){function t(t){this.document=t,this.session=null,this.subscribed_models=new _.Set}return t.prototype.send_event=function(t){null!=this.session&&this.session.send_event(t)},t.prototype.trigger=function(t){for(var e=0,i=this.subscribed_models.values;e<i.length;e++){var n=i[e];if(null==t.origin||t.origin.id===n){var r=this.document._all_models[n];null!=r&&r instanceof y.Model&&r._process_event(t)}}},t}();i.EventManager=x,i.documents=[],i.DEFAULT_TITLE=\"Bokeh Application\";var w=function(){function t(){i.documents.push(this),this._init_timestamp=Date.now(),this._title=i.DEFAULT_TITLE,this._roots=[],this._all_models={},this._all_models_by_name=new _.MultiDict,this._all_models_freeze_count=0,this._callbacks=[],this.event_manager=new x(this),this.idle=new h.Signal0(this,\"idle\"),this._idle_roots=new WeakMap,this._interactive_timestamp=null,this._interactive_plot=null}return Object.defineProperty(t.prototype,\"layoutables\",{get:function(){return this._roots.filter(function(t){return t instanceof m.LayoutDOM})},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"is_idle\",{get:function(){for(var t=0,e=this.layoutables;t<e.length;t++){var i=e[t];if(!this._idle_roots.has(i))return!1}return!0},enumerable:!0,configurable:!0}),t.prototype.notify_idle=function(t){this._idle_roots.set(t,!0),this.is_idle&&(s.logger.info(\"document idle at \"+(Date.now()-this._init_timestamp)+\" ms\"),this.idle.emit())},t.prototype.clear=function(){this._push_all_models_freeze();try{for(;this._roots.length>0;)this.remove_root(this._roots[0])}finally{this._pop_all_models_freeze()}},t.prototype.interactive_start=function(t){null==this._interactive_plot&&(this._interactive_plot=t,this._interactive_plot.trigger_event(new a.LODStart)),this._interactive_timestamp=Date.now()},t.prototype.interactive_stop=function(t){null!=this._interactive_plot&&this._interactive_plot.id===t.id&&this._interactive_plot.trigger_event(new a.LODEnd),this._interactive_plot=null,this._interactive_timestamp=null},t.prototype.interactive_duration=function(){return null==this._interactive_timestamp?-1:Date.now()-this._interactive_timestamp},t.prototype.destructively_move=function(t){if(t===this)throw new Error(\"Attempted to overwrite a document with itself\");t.clear();var e=p.copy(this._roots);this.clear();for(var i=0,n=e;i<n.length;i++){var r=n[i];if(null!=r.document)throw new Error(\"Somehow we didn't detach \"+r)}if(0!==Object.keys(this._all_models).length)throw new Error(\"this._all_models still had stuff in it: \"+this._all_models);for(var o=0,s=e;o<s.length;o++){var r=s[o];t.add_root(r)}t.set_title(this._title)},t.prototype._push_all_models_freeze=function(){this._all_models_freeze_count+=1},t.prototype._pop_all_models_freeze=function(){this._all_models_freeze_count-=1,0===this._all_models_freeze_count&&this._recompute_all_models()},t.prototype._invalidate_all_models=function(){s.logger.debug(\"invalidating document models\"),0===this._all_models_freeze_count&&this._recompute_all_models()},t.prototype._recompute_all_models=function(){for(var t=new _.Set,e=0,i=this._roots;e<i.length;e++){var n=i[e];t=t.union(n.references())}for(var r=new _.Set(d.values(this._all_models)),o=r.diff(t),s=t.diff(r),a={},l=0,h=t.values;l<h.length;l++){var u=h[l];a[u.id]=u}for(var c=0,p=o.values;c<p.length;c++){var f=p[c];f.detach_document(),f instanceof y.Model&&null!=f.name&&this._all_models_by_name.remove_value(f.name,f)}for(var v=0,m=s.values;v<m.length;v++){var g=m[v];g.attach_document(this),g instanceof y.Model&&null!=g.name&&this._all_models_by_name.add_value(g.name,g)}this._all_models=a},t.prototype.roots=function(){return this._roots},t.prototype.add_root=function(t,e){if(s.logger.debug(\"Adding root: \"+t),!p.includes(this._roots,t)){this._push_all_models_freeze();try{this._roots.push(t)}finally{this._pop_all_models_freeze()}this._trigger_on_change(new b.RootAddedEvent(this,t,e))}},t.prototype.remove_root=function(t,e){var i=this._roots.indexOf(t);if(!(i<0)){this._push_all_models_freeze();try{this._roots.splice(i,1)}finally{this._pop_all_models_freeze()}this._trigger_on_change(new b.RootRemovedEvent(this,t,e))}},t.prototype.title=function(){return this._title},t.prototype.set_title=function(t,e){t!==this._title&&(this._title=t,this._trigger_on_change(new b.TitleChangedEvent(this,t,e)))},t.prototype.get_model_by_id=function(t){return t in this._all_models?this._all_models[t]:null},t.prototype.get_model_by_name=function(t){return this._all_models_by_name.get_one(t,\"Multiple models are named '\"+t+\"'\")},t.prototype.on_change=function(t){p.includes(this._callbacks,t)||this._callbacks.push(t)},t.prototype.remove_on_change=function(t){var e=this._callbacks.indexOf(t);e>=0&&this._callbacks.splice(e,1)},t.prototype._trigger_on_change=function(t){for(var e=0,i=this._callbacks;e<i.length;e++){var n=i[e];n(t)}},t.prototype._notify_change=function(t,e,i,n,r){\"name\"===e&&(this._all_models_by_name.remove_value(i,t),null!=n&&this._all_models_by_name.add_value(n,t));var o=null!=r?r.setter_id:void 0,s=null!=r?r.hint:void 0;this._trigger_on_change(new b.ModelChangedEvent(this,t,e,i,n,o,s))},t._references_json=function(t,e){void 0===e&&(e=!0);for(var i=[],n=0,r=t;n<r.length;n++){var o=r[n],s=o.ref();s.attributes=o.attributes_as_json(e),delete s.attributes.id,i.push(s)}return i},t._instantiate_object=function(t,e,i){var o=n.__assign({},i,{id:t,__deferred__:!0}),s=r.Models(e);return new s(o)},t._instantiate_references_json=function(e,i){for(var n={},r=0,o=e;r<o.length;r++){var s=o[r],a=s.id,l=s.type,h=s.attributes||{},u=void 0;a in i?u=i[a]:(u=t._instantiate_object(a,l,h),null!=s.subtype&&u.set_subtype(s.subtype)),n[u.id]=u}return n},t._resolve_refs=function(t,e,i){function n(t){if(u.is_ref(t)){if(t.id in e)return e[t.id];if(t.id in i)return i[t.id];throw new Error(\"reference \"+JSON.stringify(t)+\" isn't known (not in Document?)\")}return v.isArray(t)?function(t){for(var e=[],i=0,r=t;i<r.length;i++){var o=r[i];e.push(n(o))}return e}(t):v.isPlainObject(t)?function(t){var e={};for(var i in t){var r=t[i];e[i]=n(r)}return e}(t):t}return n(t)},t._initialize_references_json=function(e,i,n){for(var r={},o=0,s=e;o<s.length;o++){var a=s[o],h=a.id,u=a.attributes,c=!(h in i),_=c?n[h]:i[h],p=t._resolve_refs(u,i,n);r[_.id]=[_,p,c]}function d(t,e){var i={};function n(r){if(r instanceof l.HasProps){if(!(r.id in i)&&r.id in t){i[r.id]=!0;var o=t[r.id],s=o[1],a=o[2];for(var h in s){var u=s[h];n(u)}e(r,s,a)}}else if(v.isArray(r))for(var c=0,_=r;c<_.length;c++){var u=_[c];n(u)}else if(v.isPlainObject(r))for(var p in r){var u=r[p];n(u)}}for(var r in t){var o=t[r],s=o[0];n(s)}}d(r,function(t,e,i){i&&t.setv(e,{silent:!0})}),d(r,function(t,e,i){i&&t.finalize()})},t._event_for_attribute_change=function(t,e,i,n,r){var o=n.get_model_by_id(t.id);if(o.attribute_is_serializable(e)){var s={kind:\"ModelChanged\",model:{id:t.id,type:t.type},attr:e,new:i};return l.HasProps._json_record_references(n,i,r,!0),s}return null},t._events_to_sync_objects=function(e,i,n,r){for(var o=Object.keys(e.attributes),a=Object.keys(i.attributes),l=p.difference(o,a),h=p.difference(a,o),u=p.intersection(o,a),c=[],_=0,d=l;_<d.length;_++){var v=d[_];s.logger.warn(\"Server sent key \"+v+\" but we don't seem to have it in our JSON\")}for(var m=0,g=h;m<g.length;m++){var v=g[m],y=i.attributes[v];c.push(t._event_for_attribute_change(e,v,y,n,r))}for(var b=0,x=u;b<x.length;b++){var v=x[b],w=e.attributes[v],y=i.attributes[v];null==w&&null==y||(null==w||null==y?c.push(t._event_for_attribute_change(e,v,y,n,r)):f.isEqual(w,y)||c.push(t._event_for_attribute_change(e,v,y,n,r)))}return c.filter(function(t){return null!=t})},t._compute_patch_since_json=function(e,i){var n=i.to_json(!1);function r(t){for(var e={},i=0,n=t.roots.references;i<n.length;i++){var r=n[i];e[r.id]=r}return e}for(var o=r(e),s={},a=[],l=0,h=e.roots.root_ids;l<h.length;l++){var u=h[l];s[u]=o[u],a.push(u)}for(var c=r(n),_={},f=[],v=0,m=n.roots.root_ids;v<m.length;v++){var u=m[v];_[u]=c[u],f.push(u)}if(a.sort(),f.sort(),p.difference(a,f).length>0||p.difference(f,a).length>0)throw new Error(\"Not implemented: computing add/remove of document roots\");var g={},y=[];for(var b in i._all_models)if(b in o){var x=t._events_to_sync_objects(o[b],c[b],i,g);y=y.concat(x)}return{references:t._references_json(d.values(g),!1),events:y}},t.prototype.to_json_string=function(t){return void 0===t&&(t=!0),JSON.stringify(this.to_json(t))},t.prototype.to_json=function(e){void 0===e&&(e=!0);var i=this._roots.map(function(t){return t.id}),n=d.values(this._all_models);return{version:o.version,title:this._title,roots:{root_ids:i,references:t._references_json(n,e)}}},t.from_json_string=function(e){var i=JSON.parse(e);return t.from_json(i)},t.from_json=function(e){s.logger.debug(\"Creating Document from JSON\");var i=e.version,n=-1!==i.indexOf(\"+\")||-1!==i.indexOf(\"-\"),r=\"Library versions: JS (\"+o.version+\") / Python (\"+i+\")\";n||o.version===i?s.logger.debug(r):(s.logger.warn(\"JS/Python version mismatch\"),s.logger.warn(r));var a=e.roots,l=a.root_ids,h=a.references,u=t._instantiate_references_json(h,{});t._initialize_references_json(h,{},u);for(var c=new t,_=0,p=l;_<p.length;_++){var d=p[_];c.add_root(u[d])}return c.set_title(e.title),c},t.prototype.replace_with_json=function(e){var i=t.from_json(e);i.destructively_move(this)},t.prototype.create_json_patch_string=function(t){return JSON.stringify(this.create_json_patch(t))},t.prototype.create_json_patch=function(e){for(var i={},n=[],r=0,o=e;r<o.length;r++){var a=o[r];if(a.document!==this)throw s.logger.warn(\"Cannot create a patch using events from a different document, event had \",a.document,\" we are \",this),new Error(\"Cannot create a patch using events from a different document\");n.push(a.json(i))}return{events:n,references:t._references_json(d.values(i))}},t.prototype.apply_json_patch=function(e,i,n){var r;void 0===i&&(i=[]);for(var o=e.references,a=e.events,l=t._instantiate_references_json(o,this._all_models),h=0,u=a;h<u.length;h++){var _=u[h];switch(_.kind){case\"RootAdded\":case\"RootRemoved\":case\"ModelChanged\":var p=_.model.id;if(p in this._all_models)l[p]=this._all_models[p];else if(!(p in l))throw s.logger.warn(\"Got an event for unknown model \",_.model),new Error(\"event model wasn't known\")}}var d={},f={};for(var v in l){var m=l[v];v in this._all_models?d[v]=m:f[v]=m}t._initialize_references_json(o,d,f);for(var y=0,b=a;y<b.length;y++){var _=b[y];switch(_.kind){case\"ModelChanged\":var x=_.model.id;if(!(x in this._all_models))throw new Error(\"Cannot apply patch to \"+x+\" which is not in the document\");var w=this._all_models[x],k=_.attr,T=_.model.type;if(\"data\"===k&&\"ColumnDataSource\"===T){var C=c.decode_column_data(_.new,i),S=C[0],A=C[1];w.setv({_shapes:A,data:S},{setter_id:n})}else{var m=t._resolve_refs(_.new,d,f);w.setv(((r={})[k]=m,r),{setter_id:n})}break;case\"ColumnDataChanged\":var M=_.column_source.id;if(!(M in this._all_models))throw new Error(\"Cannot stream to \"+M+\" which is not in the document\");var E=this._all_models[M],z=c.decode_column_data(_.new,i),S=z[0],A=z[1];if(null!=_.cols){for(var O in E.data)O in S||(S[O]=E.data[O]);for(var O in E._shapes)O in A||(A[O]=E._shapes[O])}E.setv({_shapes:A,data:S},{setter_id:n,check_eq:!1});break;case\"ColumnsStreamed\":var M=_.column_source.id;if(!(M in this._all_models))throw new Error(\"Cannot stream to \"+M+\" which is not in the document\");var E=this._all_models[M];if(!(E instanceof g.ColumnDataSource))throw new Error(\"Cannot stream to non-ColumnDataSource\");var S=_.data,P=_.rollover;E.stream(S,P,n);break;case\"ColumnsPatched\":var M=_.column_source.id;if(!(M in this._all_models))throw new Error(\"Cannot patch \"+M+\" which is not in the document\");var E=this._all_models[M];if(!(E instanceof g.ColumnDataSource))throw new Error(\"Cannot patch non-ColumnDataSource\");var j=_.patches;E.patch(j,n);break;case\"RootAdded\":var N=_.model.id,D=l[N];this.add_root(D,n);break;case\"RootRemoved\":var N=_.model.id,D=l[N];this.remove_root(D,n);break;case\"TitleChanged\":this.set_title(_.title,n);break;default:throw new Error(\"Unknown patch event \"+JSON.stringify(_))}}},t}();i.Document=w},function(t,e,i){var n=t(408),r=t(8),o=function(t){this.document=t};i.DocumentChangedEvent=o;var s=function(t){function e(e,i,n,r,o,s,a){var l=t.call(this,e)||this;return l.model=i,l.attr=n,l.old=r,l.new_=o,l.setter_id=s,l.hint=a,l}return n.__extends(e,t),e.prototype.json=function(t){if(\"id\"===this.attr)throw new Error(\"'id' field should never change, whatever code just set it is wrong\");if(null!=this.hint)return this.hint.json(t);var e=this.new_,i=r.HasProps._value_to_json(this.attr,e,this.model),n={};for(var o in r.HasProps._value_record_references(e,n,!0),this.model.id in n&&this.model!==e&&delete n[this.model.id],n)t[o]=n[o];return{kind:\"ModelChanged\",model:this.model.ref(),attr:this.attr,new:i}},e}(o);i.ModelChangedEvent=s;var a=function(t){function e(e,i,n){var r=t.call(this,e)||this;return r.column_source=i,r.patches=n,r}return n.__extends(e,t),e.prototype.json=function(t){return{kind:\"ColumnsPatched\",column_source:this.column_source,patches:this.patches}},e}(o);i.ColumnsPatchedEvent=a;var l=function(t){function e(e,i,n,r){var o=t.call(this,e)||this;return o.column_source=i,o.data=n,o.rollover=r,o}return n.__extends(e,t),e.prototype.json=function(t){return{kind:\"ColumnsStreamed\",column_source:this.column_source,data:this.data,rollover:this.rollover}},e}(o);i.ColumnsStreamedEvent=l;var h=function(t){function e(e,i,n){var r=t.call(this,e)||this;return r.title=i,r.setter_id=n,r}return n.__extends(e,t),e.prototype.json=function(t){return{kind:\"TitleChanged\",title:this.title}},e}(o);i.TitleChangedEvent=h;var u=function(t){function e(e,i,n){var r=t.call(this,e)||this;return r.model=i,r.setter_id=n,r}return n.__extends(e,t),e.prototype.json=function(t){return r.HasProps._value_record_references(this.model,t,!0),{kind:\"RootAdded\",model:this.model.ref()}},e}(o);i.RootAddedEvent=u;var c=function(t){function e(e,i,n){var r=t.call(this,e)||this;return r.model=i,r.setter_id=n,r}return n.__extends(e,t),e.prototype.json=function(t){return{kind:\"RootRemoved\",model:this.model.ref()}},e}(o);i.RootRemovedEvent=c},function(t,e,i){var n=t(408);n.__exportStar(t(52),i),n.__exportStar(t(53),i)},function(t,e,i){var n=t(5);function r(t){var e=document.getElementById(t);if(null==e)throw new Error(\"Error rendering Bokeh model: could not find #\"+t+\" HTML tag\");if(!document.body.contains(e))throw new Error(\"Error rendering Bokeh model: element #\"+t+\" must be under <body>\");if(\"SCRIPT\"==e.tagName){var r=n.div({class:i.BOKEH_ROOT});n.replaceWith(e,r),e=r}return e}i.BOKEH_ROOT=\"bk-root\",i._resolve_element=function(t){var e=t.elementid;return null!=e?r(e):document.body},i._resolve_root_elements=function(t){var e={};if(null!=t.roots)for(var i in t.roots)e[i]=r(t.roots[i]);return e}},function(t,e,i){var n=t(54),r=t(17),o=t(28),s=t(40),a=t(46),l=t(59),h=t(58),u=t(55),c=t(59);i.add_document_standalone=c.add_document_standalone,i.index=c.index;var _=t(58);i.add_document_from_session=_.add_document_from_session;var p=t(57);i.embed_items_notebook=p.embed_items_notebook,i.kernels=p.kernels;var d=t(55);function f(t,e,i,o){a.isString(t)&&(t=JSON.parse(s.unescape(t)));var c={};for(var _ in t){var p=t[_];c[_]=n.Document.from_json(p)}for(var d=0,f=e;d<f.length;d++){var v=f[d],m=u._resolve_element(v),g=u._resolve_root_elements(v);if(null!=v.docid)l.add_document_standalone(c[v.docid],m,g,v.use_for_title);else{if(null==v.sessionid)throw new Error(\"Error 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Jupyter&&null!=Jupyter.notebook.kernel){o.logger.info(\"Registering Jupyter comms for target \"+t);var n=Jupyter.notebook.kernel.comm_manager;try{n.register_target(t,function(i){o.logger.info(\"Registering Jupyter comms for target \"+t);var n=new r.Receiver;i.on_msg(h.bind(e,n))})}catch(t){o.logger.warn(\"Jupyter comms failed to register. push_notebook() will not function. (exception reported: \"+t+\")\")}}else if(e.roots()[0].id in i.kernels){o.logger.info(\"Registering JupyterLab comms for target \"+t);var s=i.kernels[e.roots()[0].id];try{s.registerCommTarget(t,function(i){o.logger.info(\"Registering JupyterLab comms for target \"+t);var n=new r.Receiver;i.onMsg=h.bind(e,n)})}catch(t){o.logger.warn(\"Jupyter comms failed to register. push_notebook() will not function. (exception reported: \"+t+\")\")}}else console.warn(\"Jupyter notebooks comms not available. push_notebook() will not function. If running JupyterLab ensure the latest jupyterlab_bokeh extension is installed. In an exported notebook this warning is expected.\")}i.kernels={},i.embed_items_notebook=function(t,e){if(1!=s.size(t))throw new Error(\"embed_items_notebook expects exactly one document in docs_json\");for(var i=n.Document.from_json(s.values(t)[0]),r=0,o=e;r<o.length;r++){var h=o[r];null!=h.notebook_comms_target&&u(h.notebook_comms_target,i);var c=l._resolve_element(h),_=l._resolve_root_elements(h);a.add_document_standalone(i,c,_)}}},function(t,e,i){var n=t(1),r=t(17),o=t(59);i._get_ws_url=function(t,e){var i,n=\"ws:\";return\"https:\"==window.location.protocol&&(n=\"wss:\"),null!=e?(i=document.createElement(\"a\")).href=e:i=window.location,null!=t?\"/\"==t&&(t=\"\"):t=i.pathname.replace(/\\/+$/,\"\"),n+\"//\"+i.host+t+\"/ws\"};var s={};i.add_document_from_session=function(t,e,i,a,l){void 0===a&&(a={}),void 0===l&&(l=!1);var h=window.location.search.substr(1);return function(t,e,i){t in s||(s[t]={});var r=s[t];return e in r||(r[e]=n.pull_session(t,e,i)),r[e]}(t,e,h).then(function(t){return o.add_document_standalone(t.document,i,a,l)},function(t){throw r.logger.error(\"Failed to load Bokeh session \"+e+\": \"+t),t})}},function(t,e,i){var n=t(54),r=t(5),o=t(55);i.index={},i.add_document_standalone=function(t,e,s,a){void 0===s&&(s={}),void 0===a&&(a=!1);var l={};function h(t){var n;t.id in s?n=s[t.id]:e.classList.contains(o.BOKEH_ROOT)?n=e:(n=r.div({class:o.BOKEH_ROOT}),e.appendChild(n));var a=function(t){var e=new t.default_view({model:t,parent:null});return i.index[t.id]=e,e}(t);a.renderTo(n),l[t.id]=a}for(var u=0,c=t.roots();u<c.length;u++){var _=c[u];h(_)}return a&&(window.document.title=t.title()),t.on_change(function(t){t instanceof n.RootAddedEvent?h(t.model):t instanceof n.RootRemovedEvent?function(t){var e=t.id;if(e in l){var n=l[e];n.remove(),delete l[e],delete i.index[e]}}(t.model):a&&t instanceof n.TitleChangedEvent&&(window.document.title=t.title)}),l}},function(t,e,i){t(298);var n=t(304);i.version=n.version;var r=t(56);i.embed=r;var o=t(56);i.index=o.index;var s=t(299);i.protocol=s;var a=t(303);i._testing=a;var l=t(17);i.logger=l.logger,i.set_log_level=l.set_log_level;var h=t(21);i.settings=h.settings;var u=t(0);i.Models=u.Models;var c=t(54);i.documents=c.documents;var _=t(302);i.safely=_.safely},function(t,e,i){var n=t(408);n.__exportStar(t(60),i)},function(t,e,i){var n=t(408),r=t(8),o=t(18),s=t(46),a=t(35),l=t(17),h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Model\",this.define({tags:[o.Array,[]],name:[o.String],js_property_callbacks:[o.Any,{}],js_event_callbacks:[o.Any,{}],subscribed_events:[o.Array,[]]})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this._update_property_callbacks(),this.connect(this.properties.js_property_callbacks.change,function(){return e._update_property_callbacks()}),this.connect(this.properties.js_event_callbacks.change,function(){return e._update_event_callbacks()}),this.connect(this.properties.subscribed_events.change,function(){return e._update_event_callbacks()})},e.prototype._process_event=function(t){for(var e=0,i=this.js_event_callbacks[t.event_name]||[];e<i.length;e++){var n=i[e];n.execute(t)}null!=this.document&&this.subscribed_events.some(function(e){return e==t.event_name})&&this.document.event_manager.send_event(t)},e.prototype.trigger_event=function(t){null!=this.document&&(t.origin=this,this.document.event_manager.trigger(t))},e.prototype._update_event_callbacks=function(){null!=this.document?this.document.event_manager.subscribed_models.add(this.id):l.logger.warn(\"WARNING: Document not defined for updating event callbacks\")},e.prototype._update_property_callbacks=function(){var t=this,e=function(e){var i=e.split(\":\"),n=i[0],r=i[1],o=void 0===r?null:r;return null!=o?t.properties[o][n]:t[n]};for(var i in this._js_callbacks)for(var n=this._js_callbacks[i],r=e(i),o=0,s=n;o<s.length;o++){var a=s[o];this.disconnect(r,a)}for(var l in this._js_callbacks={},this.js_property_callbacks){var n=this.js_property_callbacks[l],h=n.map(function(e){return function(){return e.execute(t)}});this._js_callbacks[l]=h;for(var r=e(l),u=0,c=h;u<c.length;u++){var a=c[u];this.connect(r,a)}}},e.prototype._doc_attached=function(){a.isEmpty(this.js_event_callbacks)&&a.isEmpty(this.subscribed_events)||this._update_event_callbacks()},e.prototype.select=function(t){if(s.isString(t))return this.references().filter(function(i){return i instanceof e&&i.name===t});if(t.prototype instanceof r.HasProps)return this.references().filter(function(e){return e instanceof t});throw new Error(\"invalid selector\")},e.prototype.select_one=function(t){var e=this.select(t);switch(e.length){case 0:return null;case 1:return e[0];default:throw new Error(\"found more than one object matching given selector\")}},e}(r.HasProps);i.Model=h,h.initClass()},function(t,e,i){var n=t(408),r=t(36),o=t(35),s=t(201),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"panel\",{get:function(){return this.layout},enumerable:!0,configurable:!0}),e.prototype.get_size=function(){if(this.model.visible){var t=this._get_size(),e=t.width,i=t.height;return{width:Math.round(e),height:Math.round(i)}}return{width:0,height:0}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this);var i=this.model.properties;this.on_change(i.visible,function(){return e.plot_view.request_layout()})},e.prototype._get_size=function(){throw new Error(\"not implemented\")},Object.defineProperty(e.prototype,\"ctx\",{get:function(){return this.plot_view.canvas_view.ctx},enumerable:!0,configurable:!0}),e.prototype.set_data=function(t){var e,i,n=this.model.materialize_dataspecs(t);o.extend(this,n),this.plot_model.use_map&&(null!=this._x&&(e=r.project_xy(this._x,this._y),this._x=e[0],this._y=e[1]),null!=this._xs&&(i=r.project_xsys(this._xs,this._ys),this._xs=i[0],this._ys=i[1]))},Object.defineProperty(e.prototype,\"needs_clip\",{get:function(){return null==this.layout},enumerable:!0,configurable:!0}),e.prototype.serializable_state=function(){var e=t.prototype.serializable_state.call(this);return null==this.layout?e:n.__assign({},e,{bbox:this.layout.bbox.rect})},e}(s.RendererView);i.AnnotationView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Annotation\",this.override({level:\"annotation\"})},e}(s.Renderer);i.Annotation=l,l.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(65),s=t(212),a=t(18),l=t(34),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),null==this.model.source&&(this.model.source=new s.ColumnDataSource),this.set_data(this.model.source)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.streaming,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.patching,function(){return e.set_data(e.model.source)})},e.prototype.set_data=function(e){t.prototype.set_data.call(this,e),this.visuals.warm_cache(e),this.plot_view.request_render()},e.prototype._map_data=function(){var t,e,i,n,r=this.plot_view.frame;return\"data\"==this.model.start_units?(t=r.xscales[this.model.x_range_name].v_compute(this._x_start),e=r.yscales[this.model.y_range_name].v_compute(this._y_start)):(t=r.xview.v_compute(this._x_start),e=r.yview.v_compute(this._y_start)),\"data\"==this.model.end_units?(i=r.xscales[this.model.x_range_name].v_compute(this._x_end),n=r.yscales[this.model.y_range_name].v_compute(this._y_end)):(i=r.xview.v_compute(this._x_end),n=r.yview.v_compute(this._y_end)),[[t,e],[i,n]]},e.prototype.render=function(){if(this.model.visible){var t=this.plot_view.canvas_view.ctx;t.save();var e=this._map_data(),i=e[0],n=e[1];null!=this.model.end&&this._arrow_head(t,\"render\",this.model.end,i,n),null!=this.model.start&&this._arrow_head(t,\"render\",this.model.start,n,i),t.beginPath();var r=this.plot_view.layout.bbox.rect,o=r.left,s=r.top,a=r.width,l=r.height;t.rect(o,s,a,l),null!=this.model.end&&this._arrow_head(t,\"clip\",this.model.end,i,n),null!=this.model.start&&this._arrow_head(t,\"clip\",this.model.start,n,i),t.closePath(),t.clip(),this._arrow_body(t,i,n),t.restore()}},e.prototype._arrow_head=function(t,e,i,n,r){for(var o=0,s=this._x_start.length;o<s;o++){var a=Math.PI/2+l.atan2([n[0][o],n[1][o]],[r[0][o],r[1][o]]);t.save(),t.translate(r[0][o],r[1][o]),t.rotate(a),\"render\"==e?i.render(t,o):\"clip\"==e&&i.clip(t,o),t.restore()}},e.prototype._arrow_body=function(t,e,i){if(this.visuals.line.doit)for(var n=0,r=this._x_start.length;n<r;n++)this.visuals.line.set_vectorize(t,n),t.beginPath(),t.moveTo(e[0][n],e[1][n]),t.lineTo(i[0][n],i[1][n]),t.stroke()},e}(r.AnnotationView);i.ArrowView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Arrow\",this.prototype.default_view=h,this.mixins([\"line\"]),this.define({x_start:[a.NumberSpec],y_start:[a.NumberSpec],start_units:[a.SpatialUnits,\"data\"],start:[a.Instance,null],x_end:[a.NumberSpec],y_end:[a.NumberSpec],end_units:[a.SpatialUnits,\"data\"],end:[a.Instance,function(){return new o.OpenHead({})}],source:[a.Instance],x_range_name:[a.String,\"default\"],y_range_name:[a.String,\"default\"]})},e}(r.Annotation);i.Arrow=u,u.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(51),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ArrowHead\",this.define({size:[s.Number,25]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.visuals=new o.Visuals(this)},e}(r.Annotation);i.ArrowHead=a,a.initClass();var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"OpenHead\",this.mixins([\"line\"])},e.prototype.clip=function(t,e){this.visuals.line.set_vectorize(t,e),t.moveTo(.5*this.size,this.size),t.lineTo(.5*this.size,-2),t.lineTo(-.5*this.size,-2),t.lineTo(-.5*this.size,this.size),t.lineTo(0,0),t.lineTo(.5*this.size,this.size)},e.prototype.render=function(t,e){this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,e),t.beginPath(),t.moveTo(.5*this.size,this.size),t.lineTo(0,0),t.lineTo(-.5*this.size,this.size),t.stroke())},e}(a);i.OpenHead=l,l.initClass();var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"NormalHead\",this.mixins([\"line\",\"fill\"]),this.override({fill_color:\"black\"})},e.prototype.clip=function(t,e){this.visuals.line.set_vectorize(t,e),t.moveTo(.5*this.size,this.size),t.lineTo(.5*this.size,-2),t.lineTo(-.5*this.size,-2),t.lineTo(-.5*this.size,this.size),t.lineTo(.5*this.size,this.size)},e.prototype.render=function(t,e){this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,e),this._normal(t,e),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,e),this._normal(t,e),t.stroke())},e.prototype._normal=function(t,e){t.beginPath(),t.moveTo(.5*this.size,this.size),t.lineTo(0,0),t.lineTo(-.5*this.size,this.size),t.closePath()},e}(a);i.NormalHead=h,h.initClass();var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"VeeHead\",this.mixins([\"line\",\"fill\"]),this.override({fill_color:\"black\"})},e.prototype.clip=function(t,e){this.visuals.line.set_vectorize(t,e),t.moveTo(.5*this.size,this.size),t.lineTo(.5*this.size,-2),t.lineTo(-.5*this.size,-2),t.lineTo(-.5*this.size,this.size),t.lineTo(0,.5*this.size),t.lineTo(.5*this.size,this.size)},e.prototype.render=function(t,e){this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,e),this._vee(t,e),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,e),this._vee(t,e),t.stroke())},e.prototype._vee=function(t,e){t.beginPath(),t.moveTo(.5*this.size,this.size),t.lineTo(0,0),t.lineTo(-.5*this.size,this.size),t.lineTo(0,.5*this.size),t.closePath()},e}(a);i.VeeHead=u,u.initClass();var c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TeeHead\",this.mixins([\"line\"])},e.prototype.render=function(t,e){this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,e),t.beginPath(),t.moveTo(.5*this.size,0),t.lineTo(-.5*this.size,0),t.stroke())},e.prototype.clip=function(t,e){},e}(a);i.TeeHead=c,c.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(212),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.set_data(this.model.source)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.source.streaming,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.patching,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.change,function(){return e.set_data(e.model.source)})},e.prototype.set_data=function(e){t.prototype.set_data.call(this,e),this.visuals.warm_cache(e),this.plot_view.request_render()},e.prototype._map_data=function(){var t,e,i,n=this.plot_view.frame,r=this.model.dimension,o=n.xscales[this.model.x_range_name],s=n.yscales[this.model.y_range_name],a=\"height\"==r?s:o,l=\"height\"==r?o:s,h=\"height\"==r?n.yview:n.xview,u=\"height\"==r?n.xview:n.yview;t=\"data\"==this.model.properties.lower.units?a.v_compute(this._lower):h.v_compute(this._lower),e=\"data\"==this.model.properties.upper.units?a.v_compute(this._upper):h.v_compute(this._upper),i=\"data\"==this.model.properties.base.units?l.v_compute(this._base):u.v_compute(this._base);var c=\"height\"==r?[1,0]:[0,1],_=c[0],p=c[1],d=[t,i],f=[e,i];this._lower_sx=d[_],this._lower_sy=d[p],this._upper_sx=f[_],this._upper_sy=f[p]},e.prototype.render=function(){if(this.model.visible){this._map_data();var t=this.plot_view.canvas_view.ctx;t.beginPath(),t.moveTo(this._lower_sx[0],this._lower_sy[0]);for(var e=0,i=this._lower_sx.length;e<i;e++)t.lineTo(this._lower_sx[e],this._lower_sy[e]);for(var n=this._upper_sx.length-1,e=n;e>=0;e--)t.lineTo(this._upper_sx[e],this._upper_sy[e]);t.closePath(),this.visuals.fill.doit&&(this.visuals.fill.set_value(t),t.fill()),t.beginPath(),t.moveTo(this._lower_sx[0],this._lower_sy[0]);for(var e=0,i=this._lower_sx.length;e<i;e++)t.lineTo(this._lower_sx[e],this._lower_sy[e]);this.visuals.line.doit&&(this.visuals.line.set_value(t),t.stroke()),t.beginPath(),t.moveTo(this._upper_sx[0],this._upper_sy[0]);for(var e=0,i=this._upper_sx.length;e<i;e++)t.lineTo(this._upper_sx[e],this._upper_sy[e]);this.visuals.line.doit&&(this.visuals.line.set_value(t),t.stroke())}},e}(r.AnnotationView);i.BandView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Band\",this.prototype.default_view=a,this.mixins([\"line\",\"fill\"]),this.define({lower:[s.DistanceSpec],upper:[s.DistanceSpec],base:[s.DistanceSpec],dimension:[s.Dimension,\"height\"],source:[s.Instance,function(){return new o.ColumnDataSource}],x_range_name:[s.String,\"default\"],y_range_name:[s.String,\"default\"]}),this.override({fill_color:\"#fff9ba\",fill_alpha:.4,line_color:\"#cccccc\",line_alpha:.3})},e}(r.Annotation);i.Band=l,l.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(22),s=t(5),a=t(18),l=t(27);i.EDGE_TOLERANCE=2.5;var h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.plot_view.canvas_overlays.appendChild(this.el),this.el.classList.add(\"bk-shading\"),s.undisplay(this.el)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),\"css\"==this.model.render_mode?(this.connect(this.model.change,function(){return e.render()}),this.connect(this.model.data_update,function(){return e.render()})):(this.connect(this.model.change,function(){return e.plot_view.request_render()}),this.connect(this.model.data_update,function(){return e.plot_view.request_render()}))},e.prototype.render=function(){var t=this;if(this.model.visible||\"css\"!=this.model.render_mode||s.undisplay(this.el),this.model.visible)if(null!=this.model.left||null!=this.model.right||null!=this.model.top||null!=this.model.bottom){var e=this.plot_view.frame,i=e.xscales[this.model.x_range_name],n=e.yscales[this.model.y_range_name],r=function(e,i,n,r,o){return null!=e?t.model.screen?e:\"data\"==i?n.compute(e):r.compute(e):o};this.sleft=r(this.model.left,this.model.left_units,i,e.xview,e._left.value),this.sright=r(this.model.right,this.model.right_units,i,e.xview,e._right.value),this.stop=r(this.model.top,this.model.top_units,n,e.yview,e._top.value),this.sbottom=r(this.model.bottom,this.model.bottom_units,n,e.yview,e._bottom.value);var o=\"css\"==this.model.render_mode?this._css_box.bind(this):this._canvas_box.bind(this);o(this.sleft,this.sright,this.sbottom,this.stop)}else s.undisplay(this.el)},e.prototype._css_box=function(t,e,i,n){var r=this.model.properties.line_width.value(),o=Math.floor(e-t)-r,a=Math.floor(i-n)-r;this.el.style.left=t+\"px\",this.el.style.width=o+\"px\",this.el.style.top=n+\"px\",this.el.style.height=a+\"px\",this.el.style.borderWidth=r+\"px\",this.el.style.borderColor=this.model.properties.line_color.value(),this.el.style.backgroundColor=this.model.properties.fill_color.value(),this.el.style.opacity=this.model.properties.fill_alpha.value();var l=this.model.properties.line_dash.value().length<2?\"solid\":\"dashed\";this.el.style.borderStyle=l,s.display(this.el)},e.prototype._canvas_box=function(t,e,i,n){var r=this.plot_view.canvas_view.ctx;r.save(),r.beginPath(),r.rect(t,n,e-t,i-n),this.visuals.fill.set_value(r),r.fill(),this.visuals.line.set_value(r),r.stroke(),r.restore()},e.prototype.interactive_bbox=function(){var t=this.model.properties.line_width.value()+i.EDGE_TOLERANCE;return new l.BBox({x0:this.sleft-t,y0:this.stop-t,x1:this.sright+t,y1:this.sbottom+t})},e.prototype.interactive_hit=function(t,e){if(null==this.model.in_cursor)return!1;var i=this.interactive_bbox();return i.contains(t,e)},e.prototype.cursor=function(t,e){return Math.abs(t-this.sleft)<3||Math.abs(t-this.sright)<3?this.model.ew_cursor:Math.abs(e-this.sbottom)<3||Math.abs(e-this.stop)<3?this.model.ns_cursor:t>this.sleft&&t<this.sright&&e>this.stop&&e<this.sbottom?this.model.in_cursor:null},e}(r.AnnotationView);i.BoxAnnotationView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BoxAnnotation\",this.prototype.default_view=h,this.mixins([\"line\",\"fill\"]),this.define({render_mode:[a.RenderMode,\"canvas\"],x_range_name:[a.String,\"default\"],y_range_name:[a.String,\"default\"],top:[a.Number,null],top_units:[a.SpatialUnits,\"data\"],bottom:[a.Number,null],bottom_units:[a.SpatialUnits,\"data\"],left:[a.Number,null],left_units:[a.SpatialUnits,\"data\"],right:[a.Number,null],right_units:[a.SpatialUnits,\"data\"]}),this.internal({screen:[a.Boolean,!1],ew_cursor:[a.String,null],ns_cursor:[a.String,null],in_cursor:[a.String,null]}),this.override({fill_color:\"#fff9ba\",fill_alpha:.4,line_color:\"#cccccc\",line_alpha:.3})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.data_update=new o.Signal0(this,\"data_update\")},e.prototype.update=function(t){var e=t.left,i=t.right,n=t.top,r=t.bottom;this.setv({left:e,right:i,top:n,bottom:r,screen:!0},{silent:!0}),this.data_update.emit()},e}(r.Annotation);i.BoxAnnotation=u,u.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(225),s=t(107),a=t(178),l=t(204),h=t(205),u=t(195),c=t(18),_=t(43),p=t(24),d=t(25),f=t(35),v=t(46),m=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this._set_canvas_image()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.visible.change,function(){return e.plot_view.request_render()}),this.connect(this.model.ticker.change,function(){return e.plot_view.request_render()}),this.connect(this.model.formatter.change,function(){return e.plot_view.request_render()}),null!=this.model.color_mapper&&this.connect(this.model.color_mapper.change,function(){e._set_canvas_image(),e.plot_view.request_render()})},e.prototype._get_size=function(){if(null==this.model.color_mapper)return{width:0,height:0};var t=this.compute_legend_dimensions(),e=t.width,i=t.height;return{width:e,height:i}},e.prototype._set_canvas_image=function(){var t,e;if(null!=this.model.color_mapper){var i,n,r=this.model.color_mapper.palette;switch(\"vertical\"==this.model.orientation&&(r=p.reversed(r)),this.model.orientation){case\"vertical\":t=[1,r.length],i=t[0],n=t[1];break;case\"horizontal\":e=[r.length,1],i=e[0],n=e[1];break;default:throw new Error(\"unreachable code\")}var o=document.createElement(\"canvas\");o.width=i,o.height=n;var s=o.getContext(\"2d\"),l=s.getImageData(0,0,i,n),h=new a.LinearColorMapper({palette:r}).rgba_mapper,u=h.v_compute(p.range(0,r.length));l.data.set(u),s.putImageData(l,0,0),this.image=o}},e.prototype.compute_legend_dimensions=function(){var t,e,i=this._computed_image_dimensions(),n=[i.height,i.width],r=n[0],o=n[1],s=this._get_label_extent(),a=this._title_extent(),l=this._tick_extent(),h=this.model.padding;switch(this.model.orientation){case\"vertical\":t=r+a+2*h,e=o+l+s+2*h;break;case\"horizontal\":t=r+a+l+s+2*h,e=o+2*h;break;default:throw new Error(\"unreachable code\")}return{width:e,height:t}},e.prototype.compute_legend_location=function(){var t,e,i=this.compute_legend_dimensions(),n=[i.height,i.width],r=n[0],o=n[1],s=this.model.margin,a=null!=this.panel?this.panel:this.plot_view.frame,l=a.bbox.ranges,h=l[0],u=l[1],c=this.model.location;if(v.isString(c))switch(c){case\"top_left\":t=h.start+s,e=u.start+s;break;case\"top_center\":t=(h.end+h.start)/2-o/2,e=u.start+s;break;case\"top_right\":t=h.end-s-o,e=u.start+s;break;case\"bottom_right\":t=h.end-s-o,e=u.end-s-r;break;case\"bottom_center\":t=(h.end+h.start)/2-o/2,e=u.end-s-r;break;case\"bottom_left\":t=h.start+s,e=u.end-s-r;break;case\"center_left\":t=h.start+s,e=(u.end+u.start)/2-r/2;break;case\"center\":t=(h.end+h.start)/2-o/2,e=(u.end+u.start)/2-r/2;break;case\"center_right\":t=h.end-s-o,e=(u.end+u.start)/2-r/2;break;default:throw new Error(\"unreachable code\")}else{if(!v.isArray(c)||2!=c.length)throw new Error(\"unreachable code\");var _=c[0],p=c[1];t=a.xview.compute(_),e=a.yview.compute(p)-r}return{sx:t,sy:e}},e.prototype.render=function(){if(this.model.visible&&null!=this.model.color_mapper){var t=this.plot_view.canvas_view.ctx;t.save();var e=this.compute_legend_location(),i=e.sx,n=e.sy;t.translate(i,n),this._draw_bbox(t);var r=this._get_image_offset();if(t.translate(r.x,r.y),this._draw_image(t),null!=this.model.color_mapper.low&&null!=this.model.color_mapper.high){var o=this.tick_info();this._draw_major_ticks(t,o),this._draw_minor_ticks(t,o),this._draw_major_labels(t,o)}this.model.title&&this._draw_title(t),t.restore()}},e.prototype._draw_bbox=function(t){var e=this.compute_legend_dimensions();t.save(),this.visuals.background_fill.doit&&(this.visuals.background_fill.set_value(t),t.fillRect(0,0,e.width,e.height)),this.visuals.border_line.doit&&(this.visuals.border_line.set_value(t),t.strokeRect(0,0,e.width,e.height)),t.restore()},e.prototype._draw_image=function(t){var e=this._computed_image_dimensions();t.save(),t.setImageSmoothingEnabled(!1),t.globalAlpha=this.model.scale_alpha,t.drawImage(this.image,0,0,e.width,e.height),this.visuals.bar_line.doit&&(this.visuals.bar_line.set_value(t),t.strokeRect(0,0,e.width,e.height)),t.restore()},e.prototype._draw_major_ticks=function(t,e){if(this.visuals.major_tick_line.doit){var i=this._normals(),n=i[0],r=i[1],o=this._computed_image_dimensions(),s=[o.width*n,o.height*r],a=s[0],l=s[1],h=e.coords.major,u=h[0],c=h[1],_=this.model.major_tick_in,p=this.model.major_tick_out;t.save(),t.translate(a,l),this.visuals.major_tick_line.set_value(t);for(var d=0,f=u.length;d<f;d++)t.beginPath(),t.moveTo(Math.round(u[d]+n*p),Math.round(c[d]+r*p)),t.lineTo(Math.round(u[d]-n*_),Math.round(c[d]-r*_)),t.stroke();t.restore()}},e.prototype._draw_minor_ticks=function(t,e){if(this.visuals.minor_tick_line.doit){var i=this._normals(),n=i[0],r=i[1],o=this._computed_image_dimensions(),s=[o.width*n,o.height*r],a=s[0],l=s[1],h=e.coords.minor,u=h[0],c=h[1],_=this.model.minor_tick_in,p=this.model.minor_tick_out;t.save(),t.translate(a,l),this.visuals.minor_tick_line.set_value(t);for(var d=0,f=u.length;d<f;d++)t.beginPath(),t.moveTo(Math.round(u[d]+n*p),Math.round(c[d]+r*p)),t.lineTo(Math.round(u[d]-n*_),Math.round(c[d]-r*_)),t.stroke();t.restore()}},e.prototype._draw_major_labels=function(t,e){if(this.visuals.major_label_text.doit){var i=this._normals(),n=i[0],r=i[1],o=this._computed_image_dimensions(),s=[o.width*n,o.height*r],a=s[0],l=s[1],h=this.model.label_standoff+this._tick_extent(),u=[h*n,h*r],c=u[0],_=u[1],p=e.coords.major,d=p[0],f=p[1],v=e.labels.major;this.visuals.major_label_text.set_value(t),t.save(),t.translate(a+c,l+_);for(var m=0,g=d.length;m<g;m++)t.fillText(v[m],Math.round(d[m]+n*this.model.label_standoff),Math.round(f[m]+r*this.model.label_standoff));t.restore()}},e.prototype._draw_title=function(t){this.visuals.title_text.doit&&(t.save(),this.visuals.title_text.set_value(t),t.fillText(this.model.title,0,-this.model.title_standoff),t.restore())},e.prototype._get_label_extent=function(){var t,e=this.tick_info().labels.major;if(null==this.model.color_mapper.low||null==this.model.color_mapper.high||f.isEmpty(e))t=0;else{var i=this.plot_view.canvas_view.ctx;switch(i.save(),this.visuals.major_label_text.set_value(i),this.model.orientation){case\"vertical\":t=p.max(e.map(function(t){return i.measureText(t.toString()).width}));break;case\"horizontal\":t=_.measure_font(this.visuals.major_label_text.font_value()).height;break;default:throw new Error(\"unreachable code\")}t+=this.model.label_standoff,i.restore()}return t},e.prototype._get_image_offset=function(){var t=this.model.padding,e=this.model.padding+this._title_extent();return{x:t,y:e}},e.prototype._normals=function(){return\"vertical\"==this.model.orientation?[1,0]:[0,1]},e.prototype._title_extent=function(){var t=this.model.title_text_font+\" \"+this.model.title_text_font_size+\" \"+this.model.title_text_font_style,e=this.model.title?_.measure_font(t).height+this.model.title_standoff:0;return e},e.prototype._tick_extent=function(){return null!=this.model.color_mapper.low&&null!=this.model.color_mapper.high?p.max([this.model.major_tick_out,this.model.minor_tick_out]):0},e.prototype._computed_image_dimensions=function(){var t,e,i=this.plot_view.frame._height.value,n=this.plot_view.frame._width.value,r=this._title_extent();switch(this.model.orientation){case\"vertical\":\"auto\"==this.model.height?null!=this.panel?t=i-2*this.model.padding-r:(t=p.max([25*this.model.color_mapper.palette.length,.3*i]),t=p.min([t,.8*i-2*this.model.padding-r])):t=this.model.height,e=\"auto\"==this.model.width?25:this.model.width;break;case\"horizontal\":t=\"auto\"==this.model.height?25:this.model.height,\"auto\"==this.model.width?null!=this.panel?e=n-2*this.model.padding:(e=p.max([25*this.model.color_mapper.palette.length,.3*n]),e=p.min([e,.8*n-2*this.model.padding])):e=this.model.width;break;default:throw new Error(\"unreachable code\")}return{width:e,height:t}},e.prototype._tick_coordinate_scale=function(t){var e={source_range:new u.Range1d({start:this.model.color_mapper.low,end:this.model.color_mapper.high}),target_range:new u.Range1d({start:0,end:t})};switch(this.model.color_mapper.type){case\"LinearColorMapper\":return new l.LinearScale(e);case\"LogColorMapper\":return new h.LogScale(e);default:throw new Error(\"unreachable code\")}},e.prototype._format_major_labels=function(t,e){for(var i=this.model.formatter.doFormat(t,null),n=0,r=e.length;n<r;n++)e[n]in this.model.major_label_overrides&&(i[n]=this.model.major_label_overrides[e[n]]);return i},e.prototype.tick_info=function(){var t,e=this._computed_image_dimensions();switch(this.model.orientation){case\"vertical\":t=e.height;break;case\"horizontal\":t=e.width;break;default:throw new Error(\"unreachable code\")}for(var i=this._tick_coordinate_scale(t),n=this._normals(),r=n[0],o=n[1],s=[this.model.color_mapper.low,this.model.color_mapper.high],a=s[0],l=s[1],h=this.model.ticker.get_ticks(a,l,null,null,this.model.ticker.desired_num_ticks),u=h.major,c=h.minor,_=[[],[]],p=[[],[]],f=0,v=u.length;f<v;f++)u[f]<a||u[f]>l||(_[r].push(u[f]),_[o].push(0));for(var f=0,v=c.length;f<v;f++)c[f]<a||c[f]>l||(p[r].push(c[f]),p[o].push(0));var m={major:this._format_major_labels(_[r],u)},g={major:[[],[]],minor:[[],[]]};return g.major[r]=i.v_compute(_[r]),g.minor[r]=i.v_compute(p[r]),g.major[o]=_[o],g.minor[o]=p[o],\"vertical\"==this.model.orientation&&(g.major[r]=d.map(g.major[r],function(e){return t-e}),g.minor[r]=d.map(g.minor[r],function(e){return t-e})),{coords:g,labels:m}},e}(r.AnnotationView);i.ColorBarView=m;var g=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ColorBar\",this.prototype.default_view=m,this.mixins([\"text:major_label_\",\"text:title_\",\"line:major_tick_\",\"line:minor_tick_\",\"line:border_\",\"line:bar_\",\"fill:background_\"]),this.define({location:[c.Any,\"top_right\"],orientation:[c.Orientation,\"vertical\"],title:[c.String],title_standoff:[c.Number,2],width:[c.Any,\"auto\"],height:[c.Any,\"auto\"],scale_alpha:[c.Number,1],ticker:[c.Instance,function(){return new o.BasicTicker}],formatter:[c.Instance,function(){return new s.BasicTickFormatter}],major_label_overrides:[c.Any,{}],color_mapper:[c.Instance],label_standoff:[c.Number,5],margin:[c.Number,30],padding:[c.Number,10],major_tick_in:[c.Number,5],major_tick_out:[c.Number,0],minor_tick_in:[c.Number,0],minor_tick_out:[c.Number,0]}),this.override({background_fill_color:\"#ffffff\",background_fill_alpha:.95,bar_line_color:null,border_line_color:null,major_label_text_align:\"center\",major_label_text_baseline:\"middle\",major_label_text_font_size:\"8pt\",major_tick_line_color:\"#ffffff\",minor_tick_line_color:null,title_text_font_size:\"10pt\",title_text_font_style:\"italic\"})},e}(r.Annotation);i.ColorBar=g,g.initClass()},function(t,e,i){var n=t(63);i.Annotation=n.Annotation;var r=t(64);i.Arrow=r.Arrow;var o=t(65);i.ArrowHead=o.ArrowHead;var s=t(65);i.OpenHead=s.OpenHead;var a=t(65);i.NormalHead=a.NormalHead;var l=t(65);i.TeeHead=l.TeeHead;var h=t(65);i.VeeHead=h.VeeHead;var u=t(66);i.Band=u.Band;var c=t(67);i.BoxAnnotation=c.BoxAnnotation;var _=t(68);i.ColorBar=_.ColorBar;var p=t(70);i.Label=p.Label;var d=t(71);i.LabelSet=d.LabelSet;var f=t(72);i.Legend=f.Legend;var v=t(73);i.LegendItem=v.LegendItem;var m=t(74);i.PolyAnnotation=m.PolyAnnotation;var g=t(75);i.Slope=g.Slope;var y=t(76);i.Span=y.Span;var b=t(77);i.TextAnnotation=b.TextAnnotation;var x=t(78);i.Title=x.Title;var w=t(79);i.ToolbarPanel=w.ToolbarPanel;var k=t(80);i.Tooltip=k.Tooltip;var T=t(81);i.Whisker=T.Whisker},function(t,e,i){var n=t(408),r=t(77),o=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.visuals.warm_cache()},e.prototype._get_size=function(){var t=this.plot_view.canvas_view.ctx;this.visuals.text.set_value(t);var e=t.measureText(this.model.text),i=e.width,n=e.ascent;return{width:i,height:n}},e.prototype.render=function(){if(this.model.visible||\"css\"!=this.model.render_mode||o.undisplay(this.el),this.model.visible){var t;switch(this.model.angle_units){case\"rad\":t=-this.model.angle;break;case\"deg\":t=-this.model.angle*Math.PI/180;break;default:throw new Error(\"unreachable code\")}var e=null!=this.panel?this.panel:this.plot_view.frame,i=this.plot_view.frame.xscales[this.model.x_range_name],n=this.plot_view.frame.yscales[this.model.y_range_name],r=\"data\"==this.model.x_units?i.compute(this.model.x):e.xview.compute(this.model.x),s=\"data\"==this.model.y_units?n.compute(this.model.y):e.yview.compute(this.model.y);r+=this.model.x_offset,s-=this.model.y_offset;var a=\"canvas\"==this.model.render_mode?this._canvas_text.bind(this):this._css_text.bind(this);a(this.plot_view.canvas_view.ctx,this.model.text,r,s,t)}},e}(r.TextAnnotationView);i.LabelView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Label\",this.prototype.default_view=a,this.mixins([\"text\",\"line:border_\",\"fill:background_\"]),this.define({x:[s.Number],x_units:[s.SpatialUnits,\"data\"],y:[s.Number],y_units:[s.SpatialUnits,\"data\"],text:[s.String],angle:[s.Angle,0],angle_units:[s.AngleUnits,\"rad\"],x_offset:[s.Number,0],y_offset:[s.Number,0],x_range_name:[s.String,\"default\"],y_range_name:[s.String,\"default\"]}),this.override({background_fill_color:null,border_line_color:null})},e}(r.TextAnnotation);i.Label=l,l.initClass()},function(t,e,i){var n=t(408),r=t(77),o=t(212),s=t(5),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){if(t.prototype.initialize.call(this),this.set_data(this.model.source),\"css\"==this.model.render_mode)for(var e=0,i=this._text.length;e<i;e++){var n=s.div({class:\"bk-annotation-child\",style:{display:\"none\"}});this.el.appendChild(n)}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),\"css\"==this.model.render_mode?(this.connect(this.model.change,function(){e.set_data(e.model.source),e.render()}),this.connect(this.model.source.streaming,function(){e.set_data(e.model.source),e.render()}),this.connect(this.model.source.patching,function(){e.set_data(e.model.source),e.render()}),this.connect(this.model.source.change,function(){e.set_data(e.model.source),e.render()})):(this.connect(this.model.change,function(){e.set_data(e.model.source),e.plot_view.request_render()}),this.connect(this.model.source.streaming,function(){e.set_data(e.model.source),e.plot_view.request_render()}),this.connect(this.model.source.patching,function(){e.set_data(e.model.source),e.plot_view.request_render()}),this.connect(this.model.source.change,function(){e.set_data(e.model.source),e.plot_view.request_render()}))},e.prototype.set_data=function(e){t.prototype.set_data.call(this,e),this.visuals.warm_cache(e)},e.prototype._map_data=function(){var t=this.plot_view.frame.xscales[this.model.x_range_name],e=this.plot_view.frame.yscales[this.model.y_range_name],i=null!=this.panel?this.panel:this.plot_view.frame,n=\"data\"==this.model.x_units?t.v_compute(this._x):i.xview.v_compute(this._x),r=\"data\"==this.model.y_units?e.v_compute(this._y):i.yview.v_compute(this._y);return[n,r]},e.prototype.render=function(){if(this.model.visible||\"css\"!=this.model.render_mode||s.undisplay(this.el),this.model.visible)for(var t=\"canvas\"==this.model.render_mode?this._v_canvas_text.bind(this):this._v_css_text.bind(this),e=this.plot_view.canvas_view.ctx,i=this._map_data(),n=i[0],r=i[1],o=0,a=this._text.length;o<a;o++)t(e,o,this._text[o],n[o]+this._x_offset[o],r[o]-this._y_offset[o],this._angle[o])},e.prototype._get_size=function(){var t=this.plot_view.canvas_view.ctx;this.visuals.text.set_value(t);var e=t.measureText(this._text[0]),i=e.width,n=e.ascent;return{width:i,height:n}},e.prototype._v_canvas_text=function(t,e,i,n,r,o){this.visuals.text.set_vectorize(t,e);var s=this._calculate_bounding_box_dimensions(t,i);t.save(),t.beginPath(),t.translate(n,r),t.rotate(o),t.rect(s[0],s[1],s[2],s[3]),this.visuals.background_fill.doit&&(this.visuals.background_fill.set_vectorize(t,e),t.fill()),this.visuals.border_line.doit&&(this.visuals.border_line.set_vectorize(t,e),t.stroke()),this.visuals.text.doit&&(this.visuals.text.set_vectorize(t,e),t.fillText(i,0,0)),t.restore()},e.prototype._v_css_text=function(t,e,i,n,r,o){var a=this.el.children[e];a.textContent=i,this.visuals.text.set_vectorize(t,e);var l=this._calculate_bounding_box_dimensions(t,i),h=this.visuals.border_line.line_dash.value(),u=h.length<2?\"solid\":\"dashed\";this.visuals.border_line.set_vectorize(t,e),this.visuals.background_fill.set_vectorize(t,e),a.style.position=\"absolute\",a.style.left=n+l[0]+\"px\",a.style.top=r+l[1]+\"px\",a.style.color=\"\"+this.visuals.text.text_color.value(),a.style.opacity=\"\"+this.visuals.text.text_alpha.value(),a.style.font=\"\"+this.visuals.text.font_value(),a.style.lineHeight=\"normal\",o&&(a.style.transform=\"rotate(\"+o+\"rad)\"),this.visuals.background_fill.doit&&(a.style.backgroundColor=\"\"+this.visuals.background_fill.color_value()),this.visuals.border_line.doit&&(a.style.borderStyle=\"\"+u,a.style.borderWidth=this.visuals.border_line.line_width.value()+\"px\",a.style.borderColor=\"\"+this.visuals.border_line.color_value()),s.display(a)},e}(r.TextAnnotationView);i.LabelSetView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LabelSet\",this.prototype.default_view=l,this.mixins([\"text\",\"line:border_\",\"fill:background_\"]),this.define({x:[a.NumberSpec],y:[a.NumberSpec],x_units:[a.SpatialUnits,\"data\"],y_units:[a.SpatialUnits,\"data\"],text:[a.StringSpec,{field:\"text\"}],angle:[a.AngleSpec,0],x_offset:[a.NumberSpec,{value:0}],y_offset:[a.NumberSpec,{value:0}],source:[a.Instance,function(){return new o.ColumnDataSource}],x_range_name:[a.String,\"default\"],y_range_name:[a.String,\"default\"]}),this.override({background_fill_color:null,border_line_color:null})},e}(r.TextAnnotation);i.LabelSet=h,h.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(18),s=t(22),a=t(43),l=t(27),h=t(24),u=t(35),c=t(46),_=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.cursor=function(t,e){return\"none\"==this.model.click_policy?null:\"pointer\"},Object.defineProperty(e.prototype,\"legend_padding\",{get:function(){return null!=this.visuals.border_line.line_color.value()?this.model.padding:0},enumerable:!0,configurable:!0}),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.plot_view.request_render()}),this.connect(this.model.item_change,function(){return e.plot_view.request_render()})},e.prototype.compute_legend_bbox=function(){var t=this.model.get_legend_names(),e=this.model,i=e.glyph_height,n=e.glyph_width,r=this.model,o=r.label_height,s=r.label_width;this.max_label_height=h.max([a.measure_font(this.visuals.label_text.font_value()).height,o,i]);var _=this.plot_view.canvas_view.ctx;_.save(),this.visuals.label_text.set_value(_),this.text_widths={};for(var p=0,d=t;p<d.length;p++){var f=d[p];this.text_widths[f]=h.max([_.measureText(f).width,s])}this.visuals.title_text.set_value(_),this.title_height=this.model.title?a.measure_font(this.visuals.title_text.font_value()).height+this.model.title_standoff:0,this.title_width=this.model.title?_.measureText(this.model.title).width:0,_.restore();var v,m,g=Math.max(h.max(u.values(this.text_widths)),0),y=this.model.margin,b=this.legend_padding,x=this.model.spacing,w=this.model.label_standoff;if(\"vertical\"==this.model.orientation)v=t.length*this.max_label_height+Math.max(t.length-1,0)*x+2*b+this.title_height,m=h.max([g+n+w+2*b,this.title_width+2*b]);else{var k=2*b+Math.max(t.length-1,0)*x;for(var T in this.text_widths){var C=this.text_widths[T];k+=h.max([C,s])+n+w}m=h.max([this.title_width+2*b,k]),v=this.max_label_height+this.title_height+2*b}var S,A,M=null!=this.panel?this.panel:this.plot_view.frame,E=M.bbox.ranges,z=E[0],O=E[1],P=this.model.location;if(c.isString(P))switch(P){case\"top_left\":S=z.start+y,A=O.start+y;break;case\"top_center\":S=(z.end+z.start)/2-m/2,A=O.start+y;break;case\"top_right\":S=z.end-y-m,A=O.start+y;break;case\"bottom_right\":S=z.end-y-m,A=O.end-y-v;break;case\"bottom_center\":S=(z.end+z.start)/2-m/2,A=O.end-y-v;break;case\"bottom_left\":S=z.start+y,A=O.end-y-v;break;case\"center_left\":S=z.start+y,A=(O.end+O.start)/2-v/2;break;case\"center\":S=(z.end+z.start)/2-m/2,A=(O.end+O.start)/2-v/2;break;case\"center_right\":S=z.end-y-m,A=(O.end+O.start)/2-v/2;break;default:throw new Error(\"unreachable code\")}else{if(!c.isArray(P)||2!=P.length)throw new Error(\"unreachable code\");var j=P[0],N=P[1];S=M.xview.compute(j),A=M.yview.compute(N)-v}return new l.BBox({left:S,top:A,width:m,height:v})},e.prototype.interactive_bbox=function(){return this.compute_legend_bbox()},e.prototype.interactive_hit=function(t,e){var i=this.interactive_bbox();return i.contains(t,e)},e.prototype.on_hit=function(t,e){for(var i,n,r,o=this.model.glyph_width,s=this.legend_padding,a=this.model.spacing,h=this.model.label_standoff,u=r=s,c=this.compute_legend_bbox(),_=\"vertical\"==this.model.orientation,p=0,d=this.model.items;p<d.length;p++)for(var f=d[p],v=f.get_labels_list_from_label_prop(),m=0,g=v;m<g.length;m++){var y=g[m],b=c.x+u,x=c.y+r+this.title_height,w=void 0,k=void 0;_?(i=[c.width-2*s,this.max_label_height],w=i[0],k=i[1]):(n=[this.text_widths[y]+o+h,this.max_label_height],w=n[0],k=n[1]);var T=new l.BBox({left:b,top:x,width:w,height:k});if(T.contains(t,e)){switch(this.model.click_policy){case\"hide\":for(var C=0,S=f.renderers;C<S.length;C++){var A=S[C];A.visible=!A.visible}break;case\"mute\":for(var M=0,E=f.renderers;M<E.length;M++){var A=E[M];A.muted=!A.muted}}return!0}_?r+=this.max_label_height+a:u+=this.text_widths[y]+o+h+a}return!1},e.prototype.render=function(){if(this.model.visible&&0!=this.model.items.length){for(var t=0,e=this.model.items;t<e.length;t++){var i=e[t];i.legend=this.model}var n=this.plot_view.canvas_view.ctx,r=this.compute_legend_bbox();n.save(),this._draw_legend_box(n,r),this._draw_legend_items(n,r),this.model.title&&this._draw_title(n,r),n.restore()}},e.prototype._draw_legend_box=function(t,e){t.beginPath(),t.rect(e.x,e.y,e.width,e.height),this.visuals.background_fill.set_value(t),t.fill(),this.visuals.border_line.doit&&(this.visuals.border_line.set_value(t),t.stroke())},e.prototype._draw_legend_items=function(t,e){for(var i=this,n=this.model,r=n.glyph_width,o=n.glyph_height,s=this.legend_padding,a=this.model.spacing,l=this.model.label_standoff,u=s,c=s,_=\"vertical\"==this.model.orientation,p=function(n){var p,f,v=n.get_labels_list_from_label_prop(),m=n.get_field_from_label_prop();if(0==v.length)return\"continue\";for(var g=function(){switch(i.model.click_policy){case\"none\":return!0;case\"hide\":return h.every(n.renderers,function(t){return t.visible});case\"mute\":return h.every(n.renderers,function(t){return!t.muted})}}(),y=0,b=v;y<b.length;y++){var x=b[y],w=e.x+u,k=e.y+c+d.title_height,T=w+r,C=k+o;_?c+=d.max_label_height+a:u+=d.text_widths[x]+r+l+a,d.visuals.label_text.set_value(t),t.fillText(x,T+l,k+d.max_label_height/2);for(var S=0,A=n.renderers;S<A.length;S++){var M=A[S],E=d.plot_view.renderer_views[M.id];E.draw_legend(t,w,T,k,C,m,x,n.index)}if(!g){var z=void 0,O=void 0;_?(p=[e.width-2*s,d.max_label_height],z=p[0],O=p[1]):(f=[d.text_widths[x]+r+l,d.max_label_height],z=f[0],O=f[1]),t.beginPath(),t.rect(w,k,z,O),d.visuals.inactive_fill.set_value(t),t.fill()}}},d=this,f=0,v=this.model.items;f<v.length;f++){var m=v[f];p(m)}},e.prototype._draw_title=function(t,e){this.visuals.title_text.doit&&(t.save(),t.translate(e.x0,e.y0+this.title_height),this.visuals.title_text.set_value(t),t.fillText(this.model.title,this.legend_padding,this.legend_padding-this.model.title_standoff),t.restore())},e.prototype._get_size=function(){var t=this.compute_legend_bbox(),e=t.width,i=t.height;return{width:e+2*this.model.margin,height:i+2*this.model.margin}},e}(r.AnnotationView);i.LegendView=_;var p=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.item_change=new s.Signal0(this,\"item_change\")},e.initClass=function(){this.prototype.type=\"Legend\",this.prototype.default_view=_,this.mixins([\"text:label_\",\"text:title_\",\"fill:inactive_\",\"line:border_\",\"fill:background_\"]),this.define({orientation:[o.Orientation,\"vertical\"],location:[o.Any,\"top_right\"],title:[o.String],title_standoff:[o.Number,5],label_standoff:[o.Number,5],glyph_height:[o.Number,20],glyph_width:[o.Number,20],label_height:[o.Number,20],label_width:[o.Number,20],margin:[o.Number,10],padding:[o.Number,10],spacing:[o.Number,3],items:[o.Array,[]],click_policy:[o.Any,\"none\"]}),this.override({border_line_color:\"#e5e5e5\",border_line_alpha:.5,border_line_width:1,background_fill_color:\"#ffffff\",background_fill_alpha:.95,inactive_fill_color:\"white\",inactive_fill_alpha:.7,label_text_font_size:\"10pt\",label_text_baseline:\"middle\",title_text_font_size:\"10pt\",title_text_font_style:\"italic\"})},e.prototype.get_legend_names=function(){for(var t=[],e=0,i=this.items;e<i.length;e++){var n=i[e],r=n.get_labels_list_from_label_prop();t.push.apply(t,r)}return t},e}(r.Annotation);i.Legend=p,p.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(213),s=t(49),a=t(18),l=t(17),h=t(24),u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LegendItem\",this.define({label:[a.StringSpec,null],renderers:[a.Array,[]],index:[a.Number,null]})},e.prototype._check_data_sources_on_renderers=function(){var t=this.get_field_from_label_prop();if(null!=t){if(this.renderers.length<1)return!1;var e=this.renderers[0].data_source;if(null!=e)for(var i=0,n=this.renderers;i<n.length;i++){var r=n[i];if(r.data_source!=e)return!1}}return!0},e.prototype._check_field_label_on_data_source=function(){var t=this.get_field_from_label_prop();if(null!=t){if(this.renderers.length<1)return!1;var e=this.renderers[0].data_source;if(null!=e&&!h.includes(e.columns(),t))return!1}return!0},e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.legend=null,this.connect(this.change,function(){null!=e.legend&&e.legend.item_change.emit()});var i=this._check_data_sources_on_renderers();i||l.logger.error(\"Non matching data sources on legend item renderers\");var n=this._check_field_label_on_data_source();n||l.logger.error(\"Bad column name on label: \"+this.label)},e.prototype.get_field_from_label_prop=function(){var t=this.label;return s.isField(t)?t.field:null},e.prototype.get_labels_list_from_label_prop=function(){if(s.isValue(this.label)){var t=this.label.value;return null!=t?[t]:[]}var e=this.get_field_from_label_prop();if(null!=e){var i=void 0;if(!this.renderers[0]||null==this.renderers[0].data_source)return[\"No source found\"];if((i=this.renderers[0].data_source)instanceof o.ColumnarDataSource){var n=i.get_column(e);return null!=n?h.uniq(Array.from(n)):[\"Invalid field\"]}}return[]},e}(r.Model);i.LegendItem=u,u.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(22),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.plot_view.request_render()}),this.connect(this.model.data_update,function(){return e.plot_view.request_render()})},e.prototype.render=function(){if(this.model.visible){var t=this.model,e=t.xs,i=t.ys;if(e.length==i.length&&!(e.length<3||i.length<3)){for(var n=this.plot_view.frame,r=this.plot_view.canvas_view.ctx,o=0,s=e.length;o<s;o++){var a=void 0;if(\"screen\"!=this.model.xs_units)throw new Error(\"not implemented\");a=this.model.screen?e[o]:n.xview.compute(e[o]);var l=void 0;if(\"screen\"!=this.model.ys_units)throw new Error(\"not implemented\");l=this.model.screen?i[o]:n.yview.compute(i[o]),0==o?(r.beginPath(),r.moveTo(a,l)):r.lineTo(a,l)}r.closePath(),this.visuals.line.doit&&(this.visuals.line.set_value(r),r.stroke()),this.visuals.fill.doit&&(this.visuals.fill.set_value(r),r.fill())}}},e}(r.AnnotationView);i.PolyAnnotationView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolyAnnotation\",this.prototype.default_view=a,this.mixins([\"line\",\"fill\"]),this.define({xs:[s.Array,[]],xs_units:[s.SpatialUnits,\"data\"],ys:[s.Array,[]],ys_units:[s.SpatialUnits,\"data\"],x_range_name:[s.String,\"default\"],y_range_name:[s.String,\"default\"]}),this.internal({screen:[s.Boolean,!1]}),this.override({fill_color:\"#fff9ba\",fill_alpha:.4,line_color:\"#cccccc\",line_alpha:.3})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.data_update=new o.Signal0(this,\"data_update\")},e.prototype.update=function(t){var e=t.xs,i=t.ys;this.setv({xs:e,ys:i,screen:!0},{silent:!0}),this.data_update.emit()},e}(r.Annotation);i.PolyAnnotation=l,l.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.plot_view.request_render()})},e.prototype.render=function(){this.model.visible&&this._draw_slope()},e.prototype._draw_slope=function(){var t=this.model.gradient,e=this.model.y_intercept;if(null!=t&&null!=e){var i=this.plot_view.frame,n=i.xscales[this.model.x_range_name],r=i.yscales[this.model.y_range_name],o=i._top.value,s=o+i._height.value,a=r.invert(o),l=r.invert(s),h=(a-e)/t,u=(l-e)/t,c=n.compute(h),_=n.compute(u),p=this.plot_view.canvas_view.ctx;p.save(),p.beginPath(),this.visuals.line.set_value(p),p.moveTo(c,o),p.lineTo(_,s),p.stroke(),p.restore()}},e}(r.AnnotationView);i.SlopeView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Slope\",this.prototype.default_view=s,this.mixins([\"line\"]),this.define({gradient:[o.Number,null],y_intercept:[o.Number,null],x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]}),this.override({line_color:\"black\"})},e}(r.Annotation);i.Slope=a,a.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.plot_view.canvas_overlays.appendChild(this.el),this.el.style.position=\"absolute\",o.undisplay(this.el)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.model.for_hover?this.connect(this.model.properties.computed_location.change,function(){return e._draw_span()}):\"canvas\"==this.model.render_mode?(this.connect(this.model.change,function(){return e.plot_view.request_render()}),this.connect(this.model.properties.location.change,function(){return e.plot_view.request_render()})):(this.connect(this.model.change,function(){return e.render()}),this.connect(this.model.properties.location.change,function(){return e._draw_span()}))},e.prototype.render=function(){this.model.visible||\"css\"!=this.model.render_mode||o.undisplay(this.el),this.model.visible&&this._draw_span()},e.prototype._draw_span=function(){var t=this,e=this.model.for_hover?this.model.computed_location:this.model.location;if(null!=e){var i,n,r,s,a=this.plot_view.frame,l=a.xscales[this.model.x_range_name],h=a.yscales[this.model.y_range_name],u=function(i,n){return t.model.for_hover?t.model.computed_location:\"data\"==t.model.location_units?i.compute(e):n.compute(e)};if(\"width\"==this.model.dimension?(r=u(h,a.yview),n=a._left.value,s=a._width.value,i=this.model.properties.line_width.value()):(r=a._top.value,n=u(l,a.xview),s=this.model.properties.line_width.value(),i=a._height.value),\"css\"==this.model.render_mode)this.el.style.top=r+\"px\",this.el.style.left=n+\"px\",this.el.style.width=s+\"px\",this.el.style.height=i+\"px\",this.el.style.backgroundColor=this.model.properties.line_color.value(),this.el.style.opacity=this.model.properties.line_alpha.value(),o.display(this.el);else if(\"canvas\"==this.model.render_mode){var c=this.plot_view.canvas_view.ctx;c.save(),c.beginPath(),this.visuals.line.set_value(c),c.moveTo(n,r),\"width\"==this.model.dimension?c.lineTo(n+s,r):c.lineTo(n,r+i),c.stroke(),c.restore()}}else o.undisplay(this.el)},e}(r.AnnotationView);i.SpanView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Span\",this.prototype.default_view=a,this.mixins([\"line\"]),this.define({render_mode:[s.RenderMode,\"canvas\"],x_range_name:[s.String,\"default\"],y_range_name:[s.String,\"default\"],location:[s.Number,null],location_units:[s.SpatialUnits,\"data\"],dimension:[s.Dimension,\"width\"]}),this.override({line_color:\"black\"}),this.internal({for_hover:[s.Boolean,!1],computed_location:[s.Number,null]})},e}(r.Annotation);i.Span=l,l.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(5),s=t(18),a=t(43),l=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.rotate=!0,e}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),\"css\"==this.model.render_mode&&(this.el.classList.add(\"bk-annotation\"),this.plot_view.canvas_overlays.appendChild(this.el))},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),\"css\"==this.model.render_mode?this.connect(this.model.change,function(){return e.render()}):this.connect(this.model.change,function(){return e.plot_view.request_render()})},e.prototype._calculate_text_dimensions=function(t,e){var i=t.measureText(e).width,n=a.measure_font(this.visuals.text.font_value()).height;return[i,n]},e.prototype._calculate_bounding_box_dimensions=function(t,e){var i,n,r=this._calculate_text_dimensions(t,e),o=r[0],s=r[1];switch(t.textAlign){case\"left\":i=0;break;case\"center\":i=-o/2;break;case\"right\":i=-o;break;default:throw new Error(\"unreachable code\")}switch(t.textBaseline){case\"top\":n=0;break;case\"middle\":n=-.5*s;break;case\"bottom\":n=-1*s;break;case\"alphabetic\":n=-.8*s;break;case\"hanging\":n=-.17*s;break;case\"ideographic\":n=-.83*s;break;default:throw new Error(\"unreachable code\")}return[i,n,o,s]},e.prototype._canvas_text=function(t,e,i,n,r){this.visuals.text.set_value(t);var o=this._calculate_bounding_box_dimensions(t,e);t.save(),t.beginPath(),t.translate(i,n),r&&t.rotate(r),t.rect(o[0],o[1],o[2],o[3]),this.visuals.background_fill.doit&&(this.visuals.background_fill.set_value(t),t.fill()),this.visuals.border_line.doit&&(this.visuals.border_line.set_value(t),t.stroke()),this.visuals.text.doit&&(this.visuals.text.set_value(t),t.fillText(e,0,0)),t.restore()},e.prototype._css_text=function(t,e,i,n,r){o.undisplay(this.el),this.visuals.text.set_value(t);var s=this._calculate_bounding_box_dimensions(t,e),a=this.visuals.border_line.line_dash.value(),l=a.length<2?\"solid\":\"dashed\";this.visuals.border_line.set_value(t),this.visuals.background_fill.set_value(t),this.el.style.position=\"absolute\",this.el.style.left=i+s[0]+\"px\",this.el.style.top=n+s[1]+\"px\",this.el.style.color=\"\"+this.visuals.text.text_color.value(),this.el.style.opacity=\"\"+this.visuals.text.text_alpha.value(),this.el.style.font=\"\"+this.visuals.text.font_value(),this.el.style.lineHeight=\"normal\",r&&(this.el.style.transform=\"rotate(\"+r+\"rad)\"),this.visuals.background_fill.doit&&(this.el.style.backgroundColor=\"\"+this.visuals.background_fill.color_value()),this.visuals.border_line.doit&&(this.el.style.borderStyle=\"\"+l,this.el.style.borderWidth=this.visuals.border_line.line_width.value()+\"px\",this.el.style.borderColor=\"\"+this.visuals.border_line.color_value()),this.el.textContent=e,o.display(this.el)},e}(r.AnnotationView);i.TextAnnotationView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TextAnnotation\",this.define({render_mode:[s.RenderMode,\"canvas\"]})},e}(r.Annotation);i.TextAnnotation=h,h.initClass()},function(t,e,i){var n=t(408),r=t(77),o=t(5),s=t(51),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.visuals.text=new s.Text(this.model)},e.prototype._get_location=function(){var t,e,i=this.panel,n=this.model.offset;switch(i.side){case\"above\":case\"below\":switch(this.model.vertical_align){case\"top\":e=i._top.value+5;break;case\"middle\":e=i._vcenter.value;break;case\"bottom\":e=i._bottom.value-5;break;default:throw new Error(\"unreachable code\")}switch(this.model.align){case\"left\":t=i._left.value+n;break;case\"center\":t=i._hcenter.value;break;case\"right\":t=i._right.value-n;break;default:throw new Error(\"unreachable code\")}break;case\"left\":switch(this.model.vertical_align){case\"top\":t=i._left.value-5;break;case\"middle\":t=i._hcenter.value;break;case\"bottom\":t=i._right.value+5;break;default:throw new Error(\"unreachable code\")}switch(this.model.align){case\"left\":e=i._bottom.value-n;break;case\"center\":e=i._vcenter.value;break;case\"right\":e=i._top.value+n;break;default:throw new Error(\"unreachable code\")}break;case\"right\":switch(this.model.vertical_align){case\"top\":t=i._right.value-5;break;case\"middle\":t=i._hcenter.value;break;case\"bottom\":t=i._left.value+5;break;default:throw new Error(\"unreachable code\")}switch(this.model.align){case\"left\":e=i._top.value+n;break;case\"center\":e=i._vcenter.value;break;case\"right\":e=i._bottom.value-n;break;default:throw new Error(\"unreachable code\")}break;default:throw new Error(\"unreachable code\")}return[t,e]},e.prototype.render=function(){if(this.model.visible){var t=this.model.text;if(null!=t&&0!=t.length){this.model.text_baseline=this.model.vertical_align,this.model.text_align=this.model.align;var e=this._get_location(),i=e[0],n=e[1],r=this.panel.get_label_angle_heuristic(\"parallel\"),s=\"canvas\"==this.model.render_mode?this._canvas_text.bind(this):this._css_text.bind(this);s(this.plot_view.canvas_view.ctx,t,i,n,r)}}else\"css\"==this.model.render_mode&&o.undisplay(this.el)},e.prototype._get_size=function(){var t=this.model.text;if(null==t||0==t.length)return{width:0,height:0};this.visuals.text.set_value(this.ctx);var e=this.ctx.measureText(t),i=e.width,n=e.ascent;return{width:i,height:n+10}},e}(r.TextAnnotationView);i.TitleView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Title\",this.prototype.default_view=l,this.mixins([\"line:border_\",\"fill:background_\"]),this.define({text:[a.String],text_font:[a.Font,\"helvetica\"],text_font_size:[a.FontSizeSpec,\"10pt\"],text_font_style:[a.FontStyle,\"bold\"],text_color:[a.ColorSpec,\"#444444\"],text_alpha:[a.NumberSpec,1],vertical_align:[a.VerticalAlign,\"bottom\"],align:[a.TextAlign,\"left\"],offset:[a.Number,0]}),this.override({background_fill_color:null,border_line_color:null}),this.internal({text_align:[a.TextAlign,\"left\"],text_baseline:[a.TextBaseline,\"bottom\"]})},e}(r.TextAnnotation);i.Title=h,h.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(4),s=t(5),a=t(18),l=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.rotate=!0,e}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.plot_view.canvas_events.appendChild(this.el),this._toolbar_views={},o.build_views(this._toolbar_views,[this.model.toolbar],{parent:this});var e=this._toolbar_views[this.model.toolbar.id];this.plot_view.visibility_callbacks.push(function(t){return e.set_visibility(t)})},e.prototype.remove=function(){o.remove_views(this._toolbar_views),t.prototype.remove.call(this)},e.prototype.render=function(){if(t.prototype.render.call(this),this.model.visible){this.el.style.position=\"absolute\",this.el.style.overflow=\"hidden\",s.position(this.el,this.panel.bbox);var e=this._toolbar_views[this.model.toolbar.id];e.render(),s.empty(this.el),this.el.appendChild(e.el),s.display(this.el)}else s.undisplay(this.el)},e.prototype._get_size=function(){var t=this.model.toolbar,e=t.tools,i=t.logo;return{width:30*e.length+(null!=i?25:0),height:30}},e}(r.AnnotationView);i.ToolbarPanelView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolbarPanel\",this.prototype.default_view=l,this.define({toolbar:[a.Instance]})},e}(r.Annotation);i.ToolbarPanel=h,h.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(5),s=t(18);function a(t,e,i,n,r){var o;switch(t){case\"horizontal\":o=e<n?\"right\":\"left\";break;case\"vertical\":o=i<r?\"below\":\"above\";break;default:o=t}return o}i.compute_side=a;var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.plot_view.canvas_overlays.appendChild(this.el),o.undisplay(this.el)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.data.change,function(){return e._draw_tips()})},e.prototype.css_classes=function(){return t.prototype.css_classes.call(this).concat(\"bk-tooltip\")},e.prototype.render=function(){this.model.visible&&this._draw_tips()},e.prototype._draw_tips=function(){var t=this.model.data;if(o.empty(this.el),o.undisplay(this.el),this.model.custom?this.el.classList.add(\"bk-tooltip-custom\"):this.el.classList.remove(\"bk-tooltip-custom\"),0!=t.length){for(var e=this.plot_view.frame,i=0,n=t;i<n.length;i++){var r=n[i],s=r[0],l=r[1],h=r[2];if(!this.model.inner_only||e.bbox.contains(s,l)){var u=o.div({},h);this.el.appendChild(u)}}var c,_,p=t[t.length-1],d=p[0],f=p[1],v=a(this.model.attachment,d,f,e._hcenter.value,e._vcenter.value);switch(this.el.classList.remove(\"bk-right\"),this.el.classList.remove(\"bk-left\"),this.el.classList.remove(\"bk-above\"),this.el.classList.remove(\"bk-below\"),o.display(this.el),v){case\"right\":this.el.classList.add(\"bk-left\"),c=d+(this.el.offsetWidth-this.el.clientWidth)+10,_=f-this.el.offsetHeight/2;break;case\"left\":this.el.classList.add(\"bk-right\"),c=d-this.el.offsetWidth-10,_=f-this.el.offsetHeight/2;break;case\"below\":this.el.classList.add(\"bk-above\"),_=f+(this.el.offsetHeight-this.el.clientHeight)+10,c=Math.round(d-this.el.offsetWidth/2);break;case\"above\":this.el.classList.add(\"bk-below\"),_=f-this.el.offsetHeight-10,c=Math.round(d-this.el.offsetWidth/2);break;default:throw new Error(\"unreachable code\")}this.model.show_arrow&&this.el.classList.add(\"bk-tooltip-arrow\"),this.el.childNodes.length>0?(this.el.style.top=_+\"px\",this.el.style.left=c+\"px\"):o.undisplay(this.el)}},e}(r.AnnotationView);i.TooltipView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Tooltip\",this.prototype.default_view=l,this.define({attachment:[s.TooltipAttachment,\"horizontal\"],inner_only:[s.Boolean,!0],show_arrow:[s.Boolean,!0]}),this.override({level:\"overlay\"}),this.internal({data:[s.Any,[]],custom:[s.Any]})},e.prototype.clear=function(){this.data=[]},e.prototype.add=function(t,e,i){this.data=this.data.concat([[t,e,i]])},e}(r.Annotation);i.Tooltip=h,h.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(212),s=t(65),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.set_data(this.model.source)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.source.streaming,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.patching,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.change,function(){return e.set_data(e.model.source)})},e.prototype.set_data=function(e){t.prototype.set_data.call(this,e),this.visuals.warm_cache(e),this.plot_view.request_render()},e.prototype._map_data=function(){var t,e,i,n=this.plot_view.frame,r=this.model.dimension,o=n.xscales[this.model.x_range_name],s=n.yscales[this.model.y_range_name],a=\"height\"==r?s:o,l=\"height\"==r?o:s,h=\"height\"==r?n.yview:n.xview,u=\"height\"==r?n.xview:n.yview;t=\"data\"==this.model.properties.lower.units?a.v_compute(this._lower):h.v_compute(this._lower),e=\"data\"==this.model.properties.upper.units?a.v_compute(this._upper):h.v_compute(this._upper),i=\"data\"==this.model.properties.base.units?l.v_compute(this._base):u.v_compute(this._base);var c=\"height\"==r?[1,0]:[0,1],_=c[0],p=c[1],d=[t,i],f=[e,i];this._lower_sx=d[_],this._lower_sy=d[p],this._upper_sx=f[_],this._upper_sy=f[p]},e.prototype.render=function(){if(this.model.visible){this._map_data();var t=this.plot_view.canvas_view.ctx;if(this.visuals.line.doit)for(var e=0,i=this._lower_sx.length;e<i;e++)this.visuals.line.set_vectorize(t,e),t.beginPath(),t.moveTo(this._lower_sx[e],this._lower_sy[e]),t.lineTo(this._upper_sx[e],this._upper_sy[e]),t.stroke();var n=\"height\"==this.model.dimension?0:Math.PI/2;if(null!=this.model.lower_head)for(var e=0,i=this._lower_sx.length;e<i;e++)t.save(),t.translate(this._lower_sx[e],this._lower_sy[e]),t.rotate(n+Math.PI),this.model.lower_head.render(t,e),t.restore();if(null!=this.model.upper_head)for(var e=0,i=this._upper_sx.length;e<i;e++)t.save(),t.translate(this._upper_sx[e],this._upper_sy[e]),t.rotate(n),this.model.upper_head.render(t,e),t.restore()}},e}(r.AnnotationView);i.WhiskerView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Whisker\",this.prototype.default_view=l,this.mixins([\"line\"]),this.define({lower:[a.DistanceSpec],lower_head:[a.Instance,function(){return new s.TeeHead({level:\"underlay\",size:10})}],upper:[a.DistanceSpec],upper_head:[a.Instance,function(){return new s.TeeHead({level:\"underlay\",size:10})}],base:[a.DistanceSpec],dimension:[a.Dimension,\"height\"],source:[a.Instance,function(){return new o.ColumnDataSource}],x_range_name:[a.String,\"default\"],y_range_name:[a.String,\"default\"]}),this.override({level:\"underlay\"})},e}(r.Annotation);i.Whisker=h,h.initClass()},function(t,e,i){var n=t(408),r=t(199),o=t(18),s=t(24),a=t(46),l=t(192),h=Math.abs,u=Math.min,c=Math.max,_=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.rotate=!0,e}return n.__extends(e,t),Object.defineProperty(e.prototype,\"panel\",{get:function(){return this.layout},enumerable:!0,configurable:!0}),e.prototype.render=function(){if(this.model.visible){var t={tick:this._tick_extent(),tick_label:this._tick_label_extents(),axis_label:this._axis_label_extent()},e=this.tick_coords,i=this.plot_view.canvas_view.ctx;i.save(),this._draw_rule(i,t),this._draw_major_ticks(i,t,e),this._draw_minor_ticks(i,t,e),this._draw_major_labels(i,t,e),this._draw_axis_label(i,t,e),null!=this._render&&this._render(i,t,e),i.restore()}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.plot_view.request_paint()});var i=this.model.properties;this.on_change(i.visible,function(){return e.plot_view.request_layout()})},e.prototype.get_size=function(){if(this.model.visible&&null==this.model.fixed_location){var t=this._get_size();return{width:0,height:Math.round(t)}}return{width:0,height:0}},e.prototype._get_size=function(){return this._tick_extent()+this._tick_label_extent()+this._axis_label_extent()},Object.defineProperty(e.prototype,\"needs_clip\",{get:function(){return null!=this.model.fixed_location},enumerable:!0,configurable:!0}),e.prototype._draw_rule=function(t,e){if(this.visuals.axis_line.doit){var i=this.rule_coords,n=i[0],r=i[1],o=this.plot_view.map_to_screen(n,r,this.model.x_range_name,this.model.y_range_name),s=o[0],a=o[1],l=this.normals,h=l[0],u=l[1],c=this.offsets,_=c[0],p=c[1];this.visuals.axis_line.set_value(t),t.beginPath(),t.moveTo(Math.round(s[0]+h*_),Math.round(a[0]+u*p));for(var d=1;d<s.length;d++){var f=Math.round(s[d]+h*_),v=Math.round(a[d]+u*p);t.lineTo(f,v)}t.stroke()}},e.prototype._draw_major_ticks=function(t,e,i){var n=this.model.major_tick_in,r=this.model.major_tick_out,o=this.visuals.major_tick_line;this._draw_ticks(t,i.major,n,r,o)},e.prototype._draw_minor_ticks=function(t,e,i){var n=this.model.minor_tick_in,r=this.model.minor_tick_out,o=this.visuals.minor_tick_line;this._draw_ticks(t,i.minor,n,r,o)},e.prototype._draw_major_labels=function(t,e,i){var n=i.major,r=this.compute_labels(n[this.dimension]),o=this.model.major_label_orientation,s=e.tick+this.model.major_label_standoff,a=this.visuals.major_label_text;this._draw_oriented_labels(t,r,n,o,this.panel.side,s,a)},e.prototype._draw_axis_label=function(t,e,i){if(null!=this.model.axis_label&&0!=this.model.axis_label.length&&null==this.model.fixed_location){var n,r;switch(this.panel.side){case\"above\":n=this.panel._hcenter.value,r=this.panel._bottom.value;break;case\"below\":n=this.panel._hcenter.value,r=this.panel._top.value;break;case\"left\":n=this.panel._right.value,r=this.panel._vcenter.value;break;case\"right\":n=this.panel._left.value,r=this.panel._vcenter.value;break;default:throw new Error(\"unknown side: \"+this.panel.side)}var o=[[n],[r]],a=e.tick+s.sum(e.tick_label)+this.model.axis_label_standoff,l=this.visuals.axis_label_text;this._draw_oriented_labels(t,[this.model.axis_label],o,\"parallel\",this.panel.side,a,l,\"screen\")}},e.prototype._draw_ticks=function(t,e,i,n,r){if(r.doit){var o=e[0],s=e[1],a=this.plot_view.map_to_screen(o,s,this.model.x_range_name,this.model.y_range_name),l=a[0],h=a[1],u=this.normals,c=u[0],_=u[1],p=this.offsets,d=p[0],f=p[1],v=[c*(d-i),_*(f-i)],m=v[0],g=v[1],y=[c*(d+n),_*(f+n)],b=y[0],x=y[1];r.set_value(t);for(var w=0;w<l.length;w++){var k=Math.round(l[w]+b),T=Math.round(h[w]+x),C=Math.round(l[w]+m),S=Math.round(h[w]+g);t.beginPath(),t.moveTo(k,T),t.lineTo(C,S),t.stroke()}}},e.prototype._draw_oriented_labels=function(t,e,i,n,r,o,s,l){var h,u,c;if(void 0===l&&(l=\"data\"),s.doit&&0!=e.length){var _,p,d,f;if(\"screen\"==l)_=i[0],p=i[1],d=(h=[0,0])[0],f=h[1];else{var v=i[0],m=i[1];u=this.plot_view.map_to_screen(v,m,this.model.x_range_name,this.model.y_range_name),_=u[0],p=u[1],c=this.offsets,d=c[0],f=c[1]}var g,y=this.normals,b=y[0],x=y[1],w=b*(d+o),k=x*(f+o);s.set_value(t),this.panel.apply_label_text_heuristics(t,n),g=a.isString(n)?this.panel.get_label_angle_heuristic(n):-n;for(var T=0;T<_.length;T++){var C=Math.round(_[T]+w),S=Math.round(p[T]+k);t.translate(C,S),t.rotate(g),t.fillText(e[T],0,0),t.rotate(-g),t.translate(-C,-S)}}},e.prototype._axis_label_extent=function(){if(null==this.model.axis_label||\"\"==this.model.axis_label)return 0;var t=this.model.axis_label_standoff,e=this.visuals.axis_label_text;return this._oriented_labels_extent([this.model.axis_label],\"parallel\",this.panel.side,t,e)},e.prototype._tick_extent=function(){return this.model.major_tick_out},e.prototype._tick_label_extent=function(){return s.sum(this._tick_label_extents())},e.prototype._tick_label_extents=function(){var t=this.tick_coords.major,e=this.compute_labels(t[this.dimension]),i=this.model.major_label_orientation,n=this.model.major_label_standoff,r=this.visuals.major_label_text;return[this._oriented_labels_extent(e,i,this.panel.side,n,r)]},e.prototype._oriented_labels_extent=function(t,e,i,n,r){if(0==t.length)return 0;var o,s,l=this.plot_view.canvas_view.ctx;r.set_value(l),a.isString(e)?(o=1,s=this.panel.get_label_angle_heuristic(e)):(o=2,s=-e),s=Math.abs(s);for(var h=Math.cos(s),u=Math.sin(s),c=0,_=0;_<t.length;_++){var p=1.1*l.measureText(t[_]).width,d=.9*l.measureText(t[_]).ascent,f=void 0;(f=\"above\"==i||\"below\"==i?p*u+d/o*h:p*h+d/o*u)>c&&(c=f)}return c>0&&(c+=n),c},Object.defineProperty(e.prototype,\"normals\",{get:function(){return this.panel.normals},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"dimension\",{get:function(){return this.panel.dimension},enumerable:!0,configurable:!0}),e.prototype.compute_labels=function(t){for(var e=this.model.formatter.doFormat(t,this),i=0;i<t.length;i++)t[i]in this.model.major_label_overrides&&(e[i]=this.model.major_label_overrides[t[i]]);return e},Object.defineProperty(e.prototype,\"offsets\",{get:function(){if(null!=this.model.fixed_location)return[0,0];var t=this.plot_view.frame,e=[0,0],i=e[0],n=e[1];switch(this.panel.side){case\"below\":n=h(this.panel._top.value-t._bottom.value);break;case\"above\":n=h(this.panel._bottom.value-t._top.value);break;case\"right\":i=h(this.panel._left.value-t._right.value);break;case\"left\":i=h(this.panel._right.value-t._left.value)}return[i,n]},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"ranges\",{get:function(){var t=this.dimension,e=(t+1)%2,i=this.plot_view.frame,n=[i.x_ranges[this.model.x_range_name],i.y_ranges[this.model.y_range_name]];return[n[t],n[e]]},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"computed_bounds\",{get:function(){var t=this.ranges[0],e=this.model.bounds,i=[t.min,t.max];if(\"auto\"==e)return[t.min,t.max];if(a.isArray(e)){var n=void 0,r=void 0,o=e[0],s=e[1],l=i[0],_=i[1];return h(o-s)>h(l-_)?(n=c(u(o,s),l),r=u(c(o,s),_)):(n=u(o,s),r=c(o,s)),[n,r]}throw new Error(\"user bounds '\"+e+\"' not understood\")},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"rule_coords\",{get:function(){var t=this.dimension,e=(t+1)%2,i=this.ranges[0],n=this.computed_bounds,r=n[0],o=n[1],s=new Array(2),a=new Array(2),l=[s,a];return l[t][0]=Math.max(r,i.min),l[t][1]=Math.min(o,i.max),l[t][0]>l[t][1]&&(l[t][0]=l[t][1]=NaN),l[e][0]=this.loc,l[e][1]=this.loc,l},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"tick_coords\",{get:function(){for(var t=this.dimension,e=(t+1)%2,i=this.ranges[0],n=this.computed_bounds,r=n[0],o=n[1],s=this.model.ticker.get_ticks(r,o,i,this.loc,{}),a=s.major,l=s.minor,h=[[],[]],u=[[],[]],c=[i.min,i.max],_=c[0],p=c[1],d=0;d<a.length;d++)a[d]<_||a[d]>p||(h[t].push(a[d]),h[e].push(this.loc));for(var d=0;d<l.length;d++)l[d]<_||l[d]>p||(u[t].push(l[d]),u[e].push(this.loc));return{major:h,minor:u}},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"loc\",{get:function(){var t=this.model.fixed_location;if(null!=t){if(a.isNumber(t))return t;var e=this.ranges,i=e[1];if(i instanceof l.FactorRange)return i.synthetic(t);throw new Error(\"unexpected\")}var n=this.ranges,r=n[1];switch(this.panel.side){case\"left\":case\"below\":return r.start;case\"right\":case\"above\":return r.end}},enumerable:!0,configurable:!0}),e.prototype.serializable_state=function(){return n.__assign({},t.prototype.serializable_state.call(this),{bbox:this.layout.bbox.rect})},e}(r.GuideRendererView);i.AxisView=_;var p=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Axis\",this.prototype.default_view=_,this.mixins([\"line:axis_\",\"line:major_tick_\",\"line:minor_tick_\",\"text:major_label_\",\"text:axis_label_\"]),this.define({bounds:[o.Any,\"auto\"],ticker:[o.Instance],formatter:[o.Instance],x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"],axis_label:[o.String,\"\"],axis_label_standoff:[o.Int,5],major_label_standoff:[o.Int,5],major_label_orientation:[o.Any,\"horizontal\"],major_label_overrides:[o.Any,{}],major_tick_in:[o.Number,2],major_tick_out:[o.Number,6],minor_tick_in:[o.Number,0],minor_tick_out:[o.Number,4],fixed_location:[o.Any,null]}),this.override({axis_line_color:\"black\",major_tick_line_color:\"black\",minor_tick_line_color:\"black\",major_label_text_font_size:\"8pt\",major_label_text_align:\"center\",major_label_text_baseline:\"alphabetic\",axis_label_text_font_size:\"10pt\",axis_label_text_font_style:\"italic\"})},e}(r.GuideRenderer);i.Axis=p,p.initClass()},function(t,e,i){var n=t(408),r=t(82),o=t(226),s=t(108),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){this._draw_group_separators(t,e,i)},e.prototype._draw_group_separators=function(t,e,i){var n,r=this.ranges[0],o=this.computed_bounds,s=o[0],a=o[1];if(r.tops&&!(r.tops.length<2)&&this.visuals.separator_line.doit){for(var l=this.dimension,h=(l+1)%2,u=[[],[]],c=0,_=0;_<r.tops.length-1;_++){for(var p=void 0,d=void 0,f=c;f<r.factors.length;f++)if(r.factors[f][0]==r.tops[_+1]){n=[r.factors[f-1],r.factors[f]],p=n[0],d=n[1],c=f;break}var v=(r.synthetic(p)+r.synthetic(d))/2;v>s&&v<a&&(u[l].push(v),u[h].push(this.loc))}var m=this._tick_label_extent();this._draw_ticks(t,u,-3,m-6,this.visuals.separator_line)}},e.prototype._draw_major_labels=function(t,e,i){for(var n=this._get_factor_info(),r=e.tick+this.model.major_label_standoff,o=0;o<n.length;o++){var s=n[o],a=s[0],l=s[1],h=s[2],u=s[3];this._draw_oriented_labels(t,a,l,h,this.panel.side,r,u),r+=e.tick_label[o]}},e.prototype._tick_label_extents=function(){for(var t=this._get_factor_info(),e=[],i=0,n=t;i<n.length;i++){var r=n[i],o=r[0],s=r[2],a=r[3],l=this._oriented_labels_extent(o,s,this.panel.side,this.model.major_label_standoff,a);e.push(l)}return e},e.prototype._get_factor_info=function(){var t=this.ranges[0],e=this.computed_bounds,i=e[0],n=e[1],r=this.loc,o=this.model.ticker.get_ticks(i,n,t,r,{}),s=this.tick_coords,a=[];if(1==t.levels){var l=o.major,h=this.model.formatter.doFormat(l,this);a.push([h,s.major,this.model.major_label_orientation,this.visuals.major_label_text])}else if(2==t.levels){var l=o.major.map(function(t){return t[1]}),h=this.model.formatter.doFormat(l,this);a.push([h,s.major,this.model.major_label_orientation,this.visuals.major_label_text]),a.push([o.tops,s.tops,this.model.group_label_orientation,this.visuals.group_text])}else if(3==t.levels){var l=o.major.map(function(t){return t[2]}),h=this.model.formatter.doFormat(l,this),u=o.mids.map(function(t){return t[1]});a.push([h,s.major,this.model.major_label_orientation,this.visuals.major_label_text]),a.push([u,s.mids,this.model.subgroup_label_orientation,this.visuals.subgroup_text]),a.push([o.tops,s.tops,this.model.group_label_orientation,this.visuals.group_text])}return a},Object.defineProperty(e.prototype,\"tick_coords\",{get:function(){var t=this,e=this.dimension,i=(e+1)%2,n=this.ranges[0],r=this.computed_bounds,o=r[0],s=r[1],a=this.model.ticker.get_ticks(o,s,n,this.loc,{}),l={major:[[],[]],mids:[[],[]],tops:[[],[]],minor:[[],[]]};return l.major[e]=a.major,l.major[i]=a.major.map(function(e){return t.loc}),3==n.levels&&(l.mids[e]=a.mids),l.mids[i]=a.mids.map(function(e){return t.loc}),n.levels>1&&(l.tops[e]=a.tops),l.tops[i]=a.tops.map(function(e){return t.loc}),l},enumerable:!0,configurable:!0}),e}(r.AxisView);i.CategoricalAxisView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalAxis\",this.prototype.default_view=l,this.mixins([\"line:separator_\",\"text:group_\",\"text:subgroup_\"]),this.define({group_label_orientation:[a.Any,\"parallel\"],subgroup_label_orientation:[a.Any,\"parallel\"]}),this.override({ticker:function(){return new o.CategoricalTicker},formatter:function(){return new s.CategoricalTickFormatter},separator_line_color:\"lightgrey\",separator_line_width:2,group_text_font_style:\"bold\",group_text_font_size:\"8pt\",group_text_color:\"grey\",subgroup_text_font_style:\"bold\",subgroup_text_font_size:\"8pt\"})},e}(r.Axis);i.CategoricalAxis=h,h.initClass()},function(t,e,i){var n=t(408),r=t(82),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ContinuousAxis\"},e}(r.Axis);i.ContinuousAxis=o,o.initClass()},function(t,e,i){var n=t(408),r=t(87),o=t(109),s=t(229),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.LinearAxisView);i.DatetimeAxisView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DatetimeAxis\",this.prototype.default_view=a,this.override({ticker:function(){return new s.DatetimeTicker},formatter:function(){return new o.DatetimeTickFormatter}})},e}(r.LinearAxis);i.DatetimeAxis=l,l.initClass()},function(t,e,i){var n=t(82);i.Axis=n.Axis;var r=t(83);i.CategoricalAxis=r.CategoricalAxis;var o=t(84);i.ContinuousAxis=o.ContinuousAxis;var s=t(85);i.DatetimeAxis=s.DatetimeAxis;var a=t(87);i.LinearAxis=a.LinearAxis;var l=t(88);i.LogAxis=l.LogAxis;var h=t(89);i.MercatorAxis=h.MercatorAxis},function(t,e,i){var n=t(408),r=t(82),o=t(84),s=t(107),a=t(225),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.AxisView);i.LinearAxisView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LinearAxis\",this.prototype.default_view=l,this.override({ticker:function(){return new a.BasicTicker},formatter:function(){return new s.BasicTickFormatter}})},e}(o.ContinuousAxis);i.LinearAxis=h,h.initClass()},function(t,e,i){var n=t(408),r=t(82),o=t(84),s=t(112),a=t(233),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.AxisView);i.LogAxisView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LogAxis\",this.prototype.default_view=l,this.override({ticker:function(){return new a.LogTicker},formatter:function(){return new s.LogTickFormatter}})},e}(o.ContinuousAxis);i.LogAxis=h,h.initClass()},function(t,e,i){var n=t(408),r=t(82),o=t(87),s=t(113),a=t(234),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.AxisView);i.MercatorAxisView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MercatorAxis\",this.prototype.default_view=l,this.override({ticker:function(){return new a.MercatorTicker({dimension:\"lat\"})},formatter:function(){return new s.MercatorTickFormatter({dimension:\"lat\"})}})},e}(o.LinearAxis);i.MercatorAxis=h,h.initClass()},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Callback\"},e}(r.Model);i.Callback=o,o.initClass()},function(t,e,i){var n=t(408),r=t(90),o=t(18),s=t(35),a=t(40),l=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"CustomJS\",this.define({args:[o.Any,{}],code:[o.String,\"\"],use_strict:[o.Boolean,!1]})},Object.defineProperty(i.prototype,\"names\",{get:function(){return s.keys(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"func\",{get:function(){var t=this.use_strict?a.use_strict(this.code):this.code;return new(Function.bind.apply(Function,[void 0].concat(this.names,[\"cb_obj\",\"cb_data\",\"require\",\"exports\",t])))},enumerable:!0,configurable:!0}),i.prototype.execute=function(e,i){return void 0===i&&(i={}),this.func.apply(e,this.values.concat(e,i,t,{}))},i}(r.Callback);i.CustomJS=l,l.initClass()},function(t,e,i){var n=t(91);i.CustomJS=n.CustomJS;var r=t(93);i.OpenURL=r.OpenURL},function(t,e,i){var n=t(408),r=t(90),o=t(42),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"OpenURL\",this.define({url:[s.String,\"http://\"],same_tab:[s.Boolean,!1]})},e.prototype.execute=function(t,e){for(var i=this,n=e.source,r=function(t){var e=o.replace_placeholders(i.url,n,t);i.same_tab?window.location.href=e:window.open(e)},s=n.selected,a=0,l=s.indices;a<l.length;a++){var h=l[a];r(h)}for(var u=0,c=s.line_indices;u<c.length;u++){var h=c[u];r(h)}},e}(r.Callback);i.OpenURL=a,a.initClass()},function(t,e,i){var n=t(408),r=t(8),o=t(6),s=t(17),a=t(18),l=t(5),h=t(27),u=t(31),c=t(29);u.is_ie&&\"undefined\"!=typeof CanvasPixelArray&&(CanvasPixelArray.prototype.set=function(t){for(var e=0;e<this.length;e++)this[e]=t[e]});var _=t(305),p=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"ctx\",{get:function(){return this._ctx},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.map_el=this.model.map?this.el.appendChild(l.div({class:\"bk-canvas-map\"})):null;var e={position:\"absolute\",top:\"0\",left:\"0\",width:\"100%\",height:\"100%\"};switch(this.model.output_backend){case\"canvas\":case\"webgl\":this.canvas_el=this.el.appendChild(l.canvas({class:\"bk-canvas\",style:e}));var i=this.canvas_el.getContext(\"2d\");if(null==i)throw new Error(\"unable to obtain 2D rendering context\");this._ctx=i;break;case\"svg\":var i=new _;this._ctx=i,this.canvas_el=this.el.appendChild(i.getSvg())}this.overlays_el=this.el.appendChild(l.div({class:\"bk-canvas-overlays\",style:e})),this.events_el=this.el.appendChild(l.div({class:\"bk-canvas-events\",style:e})),c.fixup_ctx(this._ctx),s.logger.debug(\"CanvasView initialized\")},e.prototype.get_canvas_element=function(){return this.canvas_el},e.prototype.prepare_canvas=function(t,e){this.bbox=new h.BBox({left:0,top:0,width:t,height:e}),this.el.style.width=t+\"px\",this.el.style.height=e+\"px\";var i=c.get_scale_ratio(this.ctx,this.model.use_hidpi,this.model.output_backend);this.model.pixel_ratio=i,this.canvas_el.style.width=t+\"px\",this.canvas_el.style.height=e+\"px\",this.canvas_el.setAttribute(\"width\",\"\"+t*i),this.canvas_el.setAttribute(\"height\",\"\"+e*i),s.logger.debug(\"Rendering CanvasView with width: \"+t+\", height: \"+e+\", pixel ratio: \"+i)},e}(o.DOMView);i.CanvasView=p;var d=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Canvas\",this.prototype.default_view=p,this.internal({map:[a.Boolean,!1],use_hidpi:[a.Boolean,!0],pixel_ratio:[a.Number,1],output_backend:[a.OutputBackend,\"canvas\"]})},e}(r.HasProps);i.Canvas=d,d.initClass()},function(t,e,i){var n=t(408),r=t(202),o=t(204),s=t(205),a=t(195),l=t(191),h=t(192),u=t(13),c=function(t){function e(e,i,n,r,o,s){void 0===o&&(o={}),void 0===s&&(s={});var a=t.call(this)||this;return a.x_scale=e,a.y_scale=i,a.x_range=n,a.y_range=r,a.extra_x_ranges=o,a.extra_y_ranges=s,a._configure_scales(),a}return n.__extends(e,t),e.prototype.map_to_screen=function(t,e,i,n){void 0===i&&(i=\"default\"),void 0===n&&(n=\"default\");var r=this.xscales[i].v_compute(t),o=this.yscales[n].v_compute(e);return[r,o]},e.prototype._get_ranges=function(t,e){var i={};if(i.default=t,null!=e)for(var n in e)i[n]=e[n];return i},e.prototype._get_scales=function(t,e,i){var n={};for(var u in e){var c=e[u];if(c instanceof l.DataRange1d||c instanceof a.Range1d){if(!(t instanceof s.LogScale||t instanceof o.LinearScale))throw new Error(\"Range \"+c.type+\" is incompatible is Scale \"+t.type);if(t instanceof r.CategoricalScale)throw new Error(\"Range \"+c.type+\" is incompatible is Scale \"+t.type)}if(c instanceof h.FactorRange&&!(t instanceof r.CategoricalScale))throw new Error(\"Range \"+c.type+\" is incompatible is Scale \"+t.type);t instanceof s.LogScale&&c instanceof l.DataRange1d&&(c.scale_hint=\"log\");var _=t.clone();_.setv({source_range:c,target_range:i}),n[u]=_}return n},e.prototype._configure_frame_ranges=function(){this._h_target=new a.Range1d({start:this._left.value,end:this._right.value}),this._v_target=new a.Range1d({start:this._bottom.value,end:this._top.value})},e.prototype._configure_scales=function(){this._configure_frame_ranges(),this._x_ranges=this._get_ranges(this.x_range,this.extra_x_ranges),this._y_ranges=this._get_ranges(this.y_range,this.extra_y_ranges),this._xscales=this._get_scales(this.x_scale,this._x_ranges,this._h_target),this._yscales=this._get_scales(this.y_scale,this._y_ranges,this._v_target)},e.prototype._update_scales=function(){for(var t in this._configure_frame_ranges(),this._xscales){var e=this._xscales[t];e.target_range=this._h_target}for(var i in this._yscales){var e=this._yscales[i];e.target_range=this._v_target}},e.prototype._set_geometry=function(e,i){t.prototype._set_geometry.call(this,e,i),this._update_scales()},Object.defineProperty(e.prototype,\"x_ranges\",{get:function(){return this._x_ranges},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"y_ranges\",{get:function(){return this._y_ranges},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"xscales\",{get:function(){return this._xscales},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"yscales\",{get:function(){return this._yscales},enumerable:!0,configurable:!0}),e}(u.LayoutItem);i.CartesianFrame=c},function(t,e,i){var n=t(94);i.Canvas=n.Canvas;var r=t(95);i.CartesianFrame=r.CartesianFrame},function(t,e,i){var n=t(408),r=t(98),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CumSum\",this.define({field:[o.String],include_zero:[o.Boolean,!1]})},e.prototype._v_compute=function(t){var e=new Float64Array(t.get_length()||0),i=t.data[this.field],n=this.include_zero?1:0;e[0]=this.include_zero?0:i[0];for(var r=1;r<e.length;r++)e[r]=e[r-1]+i[r-n];return e},e}(r.Expression);i.CumSum=s,s.initClass()},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(e){var i=t.call(this,e)||this;return i._connected={},i._result={},i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Expression\"},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._connected={},this._result={}},e.prototype.v_compute=function(t){var e=this;null==this._connected[t.id]&&(this.connect(t.change,function(){return delete e._result[t.id]}),this.connect(t.patching,function(){return delete e._result[t.id]}),this.connect(t.streaming,function(){return delete e._result[t.id]}),this._connected[t.id]=!0);var i=this._result[t.id];return null==i&&(this._result[t.id]=i=this._v_compute(t)),i},e}(r.Model);i.Expression=o,o.initClass()},function(t,e,i){var n=t(98);i.Expression=n.Expression;var r=t(100);i.Stack=r.Stack;var o=t(97);i.CumSum=o.CumSum},function(t,e,i){var n=t(408),r=t(98),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Stack\",this.define({fields:[o.Array,[]]})},e.prototype._v_compute=function(t){for(var e=new Float64Array(t.get_length()||0),i=0,n=this.fields;i<n.length;i++)for(var r=n[i],o=0;o<t.data[r].length;o++){var s=t.data[r][o];e[o]+=s}return e},e}(r.Expression);i.Stack=s,s.initClass()},function(t,e,i){var n=t(408),r=t(103),o=t(18),s=t(17),a=t(24),l=t(46),h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BooleanFilter\",this.define({booleans:[o.Array,null]})},e.prototype.compute_indices=function(t){var e=this.booleans;return null!=e&&e.length>0?a.every(e,l.isBoolean)?(e.length!==t.get_length()&&s.logger.warn(\"BooleanFilter \"+this.id+\": length of booleans doesn't match data source\"),a.range(0,e.length).filter(function(t){return!0===e[t]})):(s.logger.warn(\"BooleanFilter \"+this.id+\": booleans should be array of booleans, defaulting to no filtering\"),null):(null!=e&&0==e.length?s.logger.warn(\"BooleanFilter \"+this.id+\": booleans is empty, defaulting to no filtering\"):s.logger.warn(\"BooleanFilter \"+this.id+\": booleans was not set, defaulting to no filtering\"),null)},e}(r.Filter);i.BooleanFilter=h,h.initClass()},function(t,e,i){var n=t(408),r=t(103),o=t(18),s=t(35),a=t(40),l=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"CustomJSFilter\",this.define({args:[o.Any,{}],code:[o.String,\"\"],use_strict:[o.Boolean,!1]})},Object.defineProperty(i.prototype,\"names\",{get:function(){return s.keys(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"func\",{get:function(){var t=this.use_strict?a.use_strict(this.code):this.code;return new(Function.bind.apply(Function,[void 0].concat(this.names,[\"source\",\"require\",\"exports\",t])))},enumerable:!0,configurable:!0}),i.prototype.compute_indices=function(i){return this.filter=this.func.apply(this,this.values.concat([i,t,{}])),e.prototype.compute_indices.call(this,i)},i}(r.Filter);i.CustomJSFilter=l,l.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(18),s=t(46),a=t(24),l=t(17),h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Filter\",this.define({filter:[o.Array,null]})},e.prototype.compute_indices=function(t){var e=this.filter;return null!=e&&e.length>=0?s.isArrayOf(e,s.isBoolean)?a.range(0,e.length).filter(function(t){return!0===e[t]}):s.isArrayOf(e,s.isInteger)?e:(l.logger.warn(\"Filter \"+this.id+\": filter should either be array of only booleans or only integers, defaulting to no filtering\"),null):(l.logger.warn(\"Filter \"+this.id+\": filter was not set to be an array, defaulting to no filtering\"),null)},e}(r.Model);i.Filter=h,h.initClass()},function(t,e,i){var n=t(408),r=t(103),o=t(18),s=t(17),a=t(24),l=function(t){function e(e){var i=t.call(this,e)||this;return i.indices=null,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GroupFilter\",this.define({column_name:[o.String],group:[o.String]})},e.prototype.compute_indices=function(t){var e=this,i=t.get_column(this.column_name);return null==i?(s.logger.warn(\"group filter: groupby column not found in data source\"),null):(this.indices=a.range(0,t.get_length()||0).filter(function(t){return i[t]===e.group}),0===this.indices.length&&s.logger.warn(\"group filter: group '\"+this.group+\"' did not match any values in column '\"+this.column_name+\"'\"),this.indices)},e}(r.Filter);i.GroupFilter=l,l.initClass()},function(t,e,i){var n=t(101);i.BooleanFilter=n.BooleanFilter;var r=t(102);i.CustomJSFilter=r.CustomJSFilter;var o=t(103);i.Filter=o.Filter;var s=t(104);i.GroupFilter=s.GroupFilter;var a=t(106);i.IndexFilter=a.IndexFilter},function(t,e,i){var n=t(408),r=t(103),o=t(18),s=t(17),a=t(46),l=t(24),h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"IndexFilter\",this.define({indices:[o.Array,null]})},e.prototype.compute_indices=function(t){return null!=this.indices&&this.indices.length>=0?l.every(this.indices,a.isInteger)?this.indices:(s.logger.warn(\"IndexFilter \"+this.id+\": indices should be array of integers, defaulting to no filtering\"),null):(s.logger.warn(\"IndexFilter \"+this.id+\": indices was not set, defaulting to no filtering\"),null)},e}(r.Filter);i.IndexFilter=h,h.initClass()},function(t,e,i){var n=t(408),r=t(116),o=t(18),s=t(46),a=function(t){function e(e){var i=t.call(this,e)||this;return i.last_precision=3,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BasicTickFormatter\",this.define({precision:[o.Any,\"auto\"],use_scientific:[o.Boolean,!0],power_limit_high:[o.Number,5],power_limit_low:[o.Number,-3]})},Object.defineProperty(e.prototype,\"scientific_limit_low\",{get:function(){return Math.pow(10,this.power_limit_low)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"scientific_limit_high\",{get:function(){return Math.pow(10,this.power_limit_high)},enumerable:!0,configurable:!0}),e.prototype.doFormat=function(t,e){if(0==t.length)return[];var i=0;t.length>=2&&(i=Math.abs(t[1]-t[0])/1e4);var n=!1;if(this.use_scientific)for(var r=0,o=t;r<o.length;r++){var a=o[r],l=Math.abs(a);if(l>i&&(l>=this.scientific_limit_high||l<=this.scientific_limit_low)){n=!0;break}}var h=new Array(t.length),u=this.precision;if(null==u||s.isNumber(u))if(n)for(var c=0,_=t.length;c<_;c++)h[c]=t[c].toExponential(u||void 0);else for(var c=0,_=t.length;c<_;c++)h[c]=t[c].toFixed(u||void 0).replace(/(\\.[0-9]*?)0+$/,\"$1\").replace(/\\.$/,\"\");else for(var p=this.last_precision,d=this.last_precision<=15;d?p<=15:p>=15;d?p++:p--){var f=!0;if(n){for(var c=0,_=t.length;c<_;c++)if(h[c]=t[c].toExponential(p),c>0&&h[c]===h[c-1]){f=!1;break}if(f)break}else{for(var c=0,_=t.length;c<_;c++)if(h[c]=t[c].toFixed(p).replace(/(\\.[0-9]*?)0+$/,\"$1\").replace(/\\.$/,\"\"),c>0&&h[c]==h[c-1]){f=!1;break}if(f)break}if(f){this.last_precision=p;break}}return h},e}(r.TickFormatter);i.BasicTickFormatter=a,a.initClass()},function(t,e,i){var n=t(408),r=t(116),o=t(24),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalTickFormatter\"},e.prototype.doFormat=function(t,e){return o.copy(t)},e}(r.TickFormatter);i.CategoricalTickFormatter=s,s.initClass()},function(t,e,i){var n=t(408),r=t(407),o=t(116),s=t(17),a=t(18),l=t(42),h=t(24),u=t(46);function c(t){return r(t,\"%Y %m %d %H %M %S\").split(/\\s+/).map(function(t){return parseInt(t,10)})}function _(t,e){if(u.isFunction(e))return e(t);var i=l.sprintf(\"$1%06d\",function(t){return Math.round(t/1e3%1*1e6)}(t));return-1==(e=e.replace(/((^|[^%])(%%)*)%f/,i)).indexOf(\"%\")?e:r(t,e)}var p=[\"microseconds\",\"milliseconds\",\"seconds\",\"minsec\",\"minutes\",\"hourmin\",\"hours\",\"days\",\"months\",\"years\"],d=function(t){function e(e){var i=t.call(this,e)||this;return i.strip_leading_zeros=!0,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DatetimeTickFormatter\",this.define({microseconds:[a.Array,[\"%fus\"]],milliseconds:[a.Array,[\"%3Nms\",\"%S.%3Ns\"]],seconds:[a.Array,[\"%Ss\"]],minsec:[a.Array,[\":%M:%S\"]],minutes:[a.Array,[\":%M\",\"%Mm\"]],hourmin:[a.Array,[\"%H:%M\"]],hours:[a.Array,[\"%Hh\",\"%H:%M\"]],days:[a.Array,[\"%m/%d\",\"%a%d\"]],months:[a.Array,[\"%m/%Y\",\"%b %Y\"]],years:[a.Array,[\"%Y\"]]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._update_width_formats()},e.prototype._update_width_formats=function(){var t=+r(new Date),e=function(e){var i=e.map(function(e){return _(t,e).length}),n=h.sort_by(h.zip(i,e),function(t){var e=t[0];return e});return h.unzip(n)};this._width_formats={microseconds:e(this.microseconds),milliseconds:e(this.milliseconds),seconds:e(this.seconds),minsec:e(this.minsec),minutes:e(this.minutes),hourmin:e(this.hourmin),hours:e(this.hours),days:e(this.days),months:e(this.months),years:e(this.years)}},e.prototype._get_resolution_str=function(t,e){var i=1.1*t;switch(!1){case!(i<.001):return\"microseconds\";case!(i<1):return\"milliseconds\";case!(i<60):return e>=60?\"minsec\":\"seconds\";case!(i<3600):return e>=3600?\"hourmin\":\"minutes\";case!(i<86400):return\"hours\";case!(i<2678400):return\"days\";case!(i<31536e3):return\"months\";default:return\"years\"}},e.prototype.doFormat=function(t,e){if(0==t.length)return[];for(var i=Math.abs(t[t.length-1]-t[0])/1e3,n=i/(t.length-1),r=this._get_resolution_str(n,i),o=this._width_formats[r],a=o[1][0],l=[],h=p.indexOf(r),u={},d=0,f=p;d<f.length;d++){var v=f[d];u[v]=0}u.seconds=5,u.minsec=4,u.minutes=4,u.hourmin=3,u.hours=3;for(var m=0,g=t;m<g.length;m++){var y=g[m],b=void 0,x=void 0;try{x=c(y),b=_(y,a)}catch(t){s.logger.warn(\"unable to format tick for timestamp value \"+y),s.logger.warn(\" - \"+t),l.push(\"ERR\");continue}for(var w=!1,k=h;0==x[u[p[k]]];){var T=void 0;if((k+=1)==p.length)break;if((\"minsec\"==r||\"hourmin\"==r)&&!w){if(\"minsec\"==r&&0==x[4]&&0!=x[5]||\"hourmin\"==r&&0==x[3]&&0!=x[4]){T=this._width_formats[p[h-1]][1][0],b=_(y,T);break}w=!0}T=this._width_formats[p[k]][1][0],b=_(y,T)}if(this.strip_leading_zeros){var C=b.replace(/^0+/g,\"\");C!=b&&isNaN(parseInt(C))&&(C=\"0\"+C),l.push(C)}else l.push(b)}return l},e}(o.TickFormatter);i.DatetimeTickFormatter=d,d.initClass()},function(t,e,i){var n=t(408),r=t(116),o=t(18),s=t(35),a=t(40),l=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"FuncTickFormatter\",this.define({args:[o.Any,{}],code:[o.String,\"\"],use_strict:[o.Boolean,!1]})},Object.defineProperty(i.prototype,\"names\",{get:function(){return s.keys(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),i.prototype._make_func=function(){var t=this.use_strict?a.use_strict(this.code):this.code;return new(Function.bind.apply(Function,[void 0,\"tick\",\"index\",\"ticks\"].concat(this.names,[\"require\",\"exports\",t])))},i.prototype.doFormat=function(e,i){var n=this,r=this._make_func().bind({});return e.map(function(e,i,o){return r.apply(void 0,[e,i,o].concat(n.values,[t,{}]))})},i}(r.TickFormatter);i.FuncTickFormatter=l,l.initClass()},function(t,e,i){var n=t(107);i.BasicTickFormatter=n.BasicTickFormatter;var r=t(108);i.CategoricalTickFormatter=r.CategoricalTickFormatter;var o=t(109);i.DatetimeTickFormatter=o.DatetimeTickFormatter;var s=t(110);i.FuncTickFormatter=s.FuncTickFormatter;var a=t(112);i.LogTickFormatter=a.LogTickFormatter;var l=t(113);i.MercatorTickFormatter=l.MercatorTickFormatter;var h=t(114);i.NumeralTickFormatter=h.NumeralTickFormatter;var u=t(115);i.PrintfTickFormatter=u.PrintfTickFormatter;var c=t(116);i.TickFormatter=c.TickFormatter},function(t,e,i){var n=t(408),r=t(116),o=t(107),s=t(17),a=t(18),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LogTickFormatter\",this.define({ticker:[a.Instance,null]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.basic_formatter=new o.BasicTickFormatter,null==this.ticker&&s.logger.warn(\"LogTickFormatter not configured with a ticker, using default base of 10 (labels will be incorrect if ticker base is not 10)\")},e.prototype.doFormat=function(t,e){if(0==t.length)return[];for(var i=null!=this.ticker?this.ticker.base:10,n=!1,r=new Array(t.length),o=0,s=t.length;o<s;o++)if(r[o]=i+\"^\"+Math.round(Math.log(t[o])/Math.log(i)),o>0&&r[o]==r[o-1]){n=!0;break}return n?this.basic_formatter.doFormat(t,e):r},e}(r.TickFormatter);i.LogTickFormatter=l,l.initClass()},function(t,e,i){var n=t(408),r=t(107),o=t(18),s=t(36),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MercatorTickFormatter\",this.define({dimension:[o.LatLon]})},e.prototype.doFormat=function(e,i){if(null==this.dimension)throw new Error(\"MercatorTickFormatter.dimension not configured\");if(0==e.length)return[];var n=e.length,r=new Array(n);if(\"lon\"==this.dimension)for(var o=0;o<n;o++){var a=s.wgs84_mercator.inverse([e[o],i.loc])[0];r[o]=a}else for(var o=0;o<n;o++){var l=s.wgs84_mercator.inverse([i.loc,e[o]]),h=l[1];r[o]=h}return t.prototype.doFormat.call(this,r,i)},e}(r.BasicTickFormatter);i.MercatorTickFormatter=a,a.initClass()},function(t,e,i){var n=t(408),r=t(378),o=t(116),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"NumeralTickFormatter\",this.define({format:[s.String,\"0,0\"],language:[s.String,\"en\"],rounding:[s.RoundingFunction,\"round\"]})},Object.defineProperty(e.prototype,\"_rounding_fn\",{get:function(){switch(this.rounding){case\"round\":case\"nearest\":return Math.round;case\"floor\":case\"rounddown\":return Math.floor;case\"ceil\":case\"roundup\":return Math.ceil}},enumerable:!0,configurable:!0}),e.prototype.doFormat=function(t,e){var i=this.format,n=this.language,o=this._rounding_fn;return t.map(function(t){return r.format(t,i,n,o)})},e}(o.TickFormatter);i.NumeralTickFormatter=a,a.initClass()},function(t,e,i){var n=t(408),r=t(116),o=t(42),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PrintfTickFormatter\",this.define({format:[s.String,\"%s\"]})},e.prototype.doFormat=function(t,e){var i=this;return t.map(function(t){return o.sprintf(i.format,t)})},e}(r.TickFormatter);i.PrintfTickFormatter=a,a.initClass()},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TickFormatter\"},e}(r.Model);i.TickFormatter=o,o.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(9),a=t(18),l=t(34),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.inner_radius.units?this.sinner_radius=this.sdist(this.renderer.xscale,this._x,this._inner_radius):this.sinner_radius=this._inner_radius,\"data\"==this.model.properties.outer_radius.units?this.souter_radius=this.sdist(this.renderer.xscale,this._x,this._outer_radius):this.souter_radius=this._outer_radius,this._angle=new Float32Array(this._start_angle.length);for(var t=0,e=this._start_angle.length;t<e;t++)this._angle[t]=this._end_angle[t]-this._start_angle[t]},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i._start_angle,s=i._angle,a=i.sinner_radius,l=i.souter_radius,h=this.model.properties.direction.value(),u=0,c=e;u<c.length;u++){var _=c[u];isNaN(n[_]+r[_]+a[_]+l[_]+o[_]+s[_])||(t.translate(n[_],r[_]),t.rotate(o[_]),t.moveTo(l[_],0),t.beginPath(),t.arc(0,0,l[_],0,s[_],h),t.rotate(s[_]),t.lineTo(a[_],0),t.arc(0,0,a[_],0,-s[_],!h),t.closePath(),t.rotate(-s[_]-o[_]),t.translate(-n[_],-r[_]),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,_),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,_),t.stroke()))}},e.prototype._hit_point=function(t){var e,i,n,r,o,a,h=t.sx,u=t.sy,c=this.renderer.xscale.invert(h),_=this.renderer.yscale.invert(u);if(\"data\"==this.model.properties.outer_radius.units)n=c-this.max_outer_radius,o=c+this.max_outer_radius,r=_-this.max_outer_radius,a=_+this.max_outer_radius;else{var p=h-this.max_outer_radius,d=h+this.max_outer_radius;e=this.renderer.xscale.r_invert(p,d),n=e[0],o=e[1];var f=u-this.max_outer_radius,v=u+this.max_outer_radius;i=this.renderer.yscale.r_invert(f,v),r=i[0],a=i[1]}for(var m=[],g=s.validate_bbox_coords([n,o],[r,a]),y=0,b=this.index.indices(g);y<b.length;y++){var x=b[y],w=Math.pow(this.souter_radius[x],2),k=Math.pow(this.sinner_radius[x],2),T=this.renderer.xscale.r_compute(c,this._x[x]),p=T[0],d=T[1],C=this.renderer.yscale.r_compute(_,this._y[x]),f=C[0],v=C[1],S=Math.pow(p-d,2)+Math.pow(f-v,2);S<=w&&S>=k&&m.push([x,S])}for(var A=this.model.properties.direction.value(),M=[],E=0,z=m;E<z.length;E++){var O=z[E],x=O[0],S=O[1],P=Math.atan2(u-this.sy[x],h-this.sx[x]);l.angle_between(-P,-this._start_angle[x],-this._end_angle[x],A)&&M.push([x,S])}return s.create_hit_test_result_from_hits(M)},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e.prototype._scenterxy=function(t){var e=(this.sinner_radius[t]+this.souter_radius[t])/2,i=(this._start_angle[t]+this._end_angle[t])/2;return{x:this.sx[t]+e*Math.cos(i),y:this.sy[t]+e*Math.sin(i)}},e.prototype.scenterx=function(t){return this._scenterxy(t).x},e.prototype.scentery=function(t){return this._scenterxy(t).y},e}(r.XYGlyphView);i.AnnularWedgeView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"AnnularWedge\",this.prototype.default_view=h,this.mixins([\"line\",\"fill\"]),this.define({direction:[a.Direction,\"anticlock\"],inner_radius:[a.DistanceSpec],outer_radius:[a.DistanceSpec],start_angle:[a.AngleSpec],end_angle:[a.AngleSpec]})},e}(r.XYGlyph);i.AnnularWedge=u,u.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(9),s=t(18),a=t(31),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.inner_radius.units?this.sinner_radius=this.sdist(this.renderer.xscale,this._x,this._inner_radius):this.sinner_radius=this._inner_radius,\"data\"==this.model.properties.outer_radius.units?this.souter_radius=this.sdist(this.renderer.xscale,this._x,this._outer_radius):this.souter_radius=this._outer_radius},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.sinner_radius,s=i.souter_radius,l=0,h=e;l<h.length;l++){var u=h[l];if(!isNaN(n[u]+r[u]+o[u]+s[u])){if(this.visuals.fill.doit){if(this.visuals.fill.set_vectorize(t,u),t.beginPath(),a.is_ie)for(var c=0,_=[!1,!0];c<_.length;c++){var p=_[c];t.arc(n[u],r[u],o[u],0,Math.PI,p),t.arc(n[u],r[u],s[u],Math.PI,0,!p)}else t.arc(n[u],r[u],o[u],0,2*Math.PI,!0),t.arc(n[u],r[u],s[u],2*Math.PI,0,!1);t.fill()}this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,u),t.beginPath(),t.arc(n[u],r[u],o[u],0,2*Math.PI),t.moveTo(n[u]+s[u],r[u]),t.arc(n[u],r[u],s[u],0,2*Math.PI),t.stroke())}}},e.prototype._hit_point=function(t){var e,i,n,r,s,a,l=t.sx,h=t.sy,u=this.renderer.xscale.invert(l),c=this.renderer.yscale.invert(h);if(\"data\"==this.model.properties.outer_radius.units)n=u-this.max_outer_radius,s=u+this.max_outer_radius,r=c-this.max_outer_radius,a=c+this.max_outer_radius;else{var _=l-this.max_outer_radius,p=l+this.max_outer_radius;e=this.renderer.xscale.r_invert(_,p),n=e[0],s=e[1];var d=h-this.max_outer_radius,f=h+this.max_outer_radius;i=this.renderer.yscale.r_invert(d,f),r=i[0],a=i[1]}for(var v=[],m=o.validate_bbox_coords([n,s],[r,a]),g=0,y=this.index.indices(m);g<y.length;g++){var b=y[g],x=Math.pow(this.souter_radius[b],2),w=Math.pow(this.sinner_radius[b],2),k=this.renderer.xscale.r_compute(u,this._x[b]),_=k[0],p=k[1],T=this.renderer.yscale.r_compute(c,this._y[b]),d=T[0],f=T[1],C=Math.pow(_-p,2)+Math.pow(d-f,2);C<=x&&C>=w&&v.push([b,C])}return o.create_hit_test_result_from_hits(v)},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.y0,o=e.x1,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+o)/2;var h=new Array(a);h[i]=(r+s)/2;var u=.5*Math.min(Math.abs(o-n),Math.abs(s-r)),c=new Array(a);c[i]=.4*u;var _=new Array(a);_[i]=.8*u,this._render(t,[i],{sx:l,sy:h,sinner_radius:c,souter_radius:_})},e}(r.XYGlyphView);i.AnnulusView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Annulus\",this.prototype.default_view=l,this.mixins([\"line\",\"fill\"]),this.define({inner_radius:[s.DistanceSpec],outer_radius:[s.DistanceSpec]})},e}(r.XYGlyph);i.Annulus=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.radius.units?this.sradius=this.sdist(this.renderer.xscale,this._x,this._radius):this.sradius=this._radius},e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=i.sradius,s=i._start_angle,a=i._end_angle;if(this.visuals.line.doit)for(var l=this.model.properties.direction.value(),h=0,u=e;h<u.length;h++){var c=u[h];isNaN(n[c]+r[c]+o[c]+s[c]+a[c])||(t.beginPath(),t.arc(n[c],r[c],o[c],s[c],a[c],l),this.visuals.line.set_vectorize(t,c),t.stroke())}},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_line_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.ArcView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Arc\",this.prototype.default_view=a,this.mixins([\"line\"]),this.define({direction:[s.Direction,\"anticlock\"],radius:[s.DistanceSpec],start_angle:[s.AngleSpec],end_angle:[s.AngleSpec]})},e}(r.XYGlyph);i.Arc=l,l.initClass()},function(t,e,i){var n=t(408),r=t(127),o=t(149),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e}(r.GlyphView);i.AreaView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Area\",this.mixins([\"fill\",\"hatch\"])},e}(r.Glyph);i.Area=a,a.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149);function a(t,e,i,n,r,o,s,a){for(var l=[],h=[[],[]],u=0;u<=2;u++){var c=void 0,_=void 0,p=void 0;if(0===u?(_=6*t-12*i+6*r,c=-3*t+9*i-9*r+3*s,p=3*i-3*t):(_=6*e-12*n+6*o,c=-3*e+9*n-9*o+3*a,p=3*n-3*e),Math.abs(c)<1e-12){if(Math.abs(_)<1e-12)continue;var d=-p/_;0<d&&d<1&&l.push(d)}else{var f=_*_-4*p*c,v=Math.sqrt(f);if(!(f<0)){var m=(-_+v)/(2*c);0<m&&m<1&&l.push(m);var g=(-_-v)/(2*c);0<g&&g<1&&l.push(g)}}}for(var y=l.length,b=y;y--;){var d=l[y],x=1-d,w=x*x*x*t+3*x*x*d*i+3*x*d*d*r+d*d*d*s;h[0][y]=w;var k=x*x*x*e+3*x*x*d*n+3*x*d*d*o+d*d*d*a;h[1][y]=k}return h[0][b]=t,h[1][b]=e,h[0][b+1]=s,h[1][b+1]=a,[Math.min.apply(Math,h[0]),Math.max.apply(Math,h[1]),Math.max.apply(Math,h[0]),Math.min.apply(Math,h[1])]}var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x0.length;e<i;e++)if(!isNaN(this._x0[e]+this._x1[e]+this._y0[e]+this._y1[e]+this._cx0[e]+this._cy0[e]+this._cx1[e]+this._cy1[e])){var n=a(this._x0[e],this._y0[e],this._x1[e],this._y1[e],this._cx0[e],this._cy0[e],this._cx1[e],this._cy1[e]),o=n[0],s=n[1],l=n[2],h=n[3];t.push({minX:o,minY:s,maxX:l,maxY:h,i:e})}return new r.SpatialIndex(t)},e.prototype._render=function(t,e,i){var n=i.sx0,r=i.sy0,o=i.sx1,s=i.sy1,a=i.scx0,l=i.scy0,h=i.scx1,u=i.scy1;if(this.visuals.line.doit)for(var c=0,_=e;c<_.length;c++){var p=_[c];isNaN(n[p]+r[p]+o[p]+s[p]+a[p]+l[p]+h[p]+u[p])||(t.beginPath(),t.moveTo(n[p],r[p]),t.bezierCurveTo(a[p],l[p],h[p],u[p],o[p],s[p]),this.visuals.line.set_vectorize(t,p),t.stroke())}},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_line_legend(this.visuals,t,e,i)},e.prototype.scenterx=function(){throw new Error(\"not implemented\")},e.prototype.scentery=function(){throw new Error(\"not implemented\")},e}(o.GlyphView);i.BezierView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Bezier\",this.prototype.default_view=l,this.coords([[\"x0\",\"y0\"],[\"x1\",\"y1\"],[\"cx0\",\"cy0\"],[\"cx1\",\"cy1\"]]),this.mixins([\"line\"])},e}(o.Glyph);i.Bezier=h,h.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149),a=t(9),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_box=function(t){for(var e=[],i=0;i<t;i++){var n=this._lrtb(i),o=n[0],s=n[1],a=n[2],l=n[3];!isNaN(o+s+a+l)&&isFinite(o+s+a+l)&&e.push({minX:Math.min(o,s),minY:Math.min(a,l),maxX:Math.max(s,o),maxY:Math.max(a,l),i:i})}return new r.SpatialIndex(e)},e.prototype._render=function(t,e,i){for(var n=this,r=i.sleft,o=i.sright,s=i.stop,a=i.sbottom,l=function(e){if(isNaN(r[e]+s[e]+o[e]+a[e]))return\"continue\";t.rect(r[e],s[e],o[e]-r[e],a[e]-s[e]),h.visuals.fill.doit&&(h.visuals.fill.set_vectorize(t,e),t.beginPath(),t.rect(r[e],s[e],o[e]-r[e],a[e]-s[e]),t.fill()),h.visuals.hatch.doit2(t,e,function(){t.beginPath(),t.rect(r[e],s[e],o[e]-r[e],a[e]-s[e]),t.fill()},function(){return n.renderer.request_render()}),h.visuals.line.doit&&(h.visuals.line.set_vectorize(t,e),t.beginPath(),t.rect(r[e],s[e],o[e]-r[e],a[e]-s[e]),t.stroke())},h=this,u=0,c=e;u<c.length;u++){var _=c[u];l(_)}},e.prototype._clamp_viewport=function(){for(var t=this.renderer.plot_view.frame.bbox.h_range,e=this.renderer.plot_view.frame.bbox.v_range,i=this.stop.length,n=0;n<i;n++)this.stop[n]=Math.max(this.stop[n],e.start),this.sbottom[n]=Math.min(this.sbottom[n],e.end),this.sleft[n]=Math.max(this.sleft[n],t.start),this.sright[n]=Math.min(this.sright[n],t.end)},e.prototype._hit_rect=function(t){return this._hit_rect_against_index(t)},e.prototype._hit_point=function(t){var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=this.index.indices({minX:n,minY:r,maxX:n,maxY:r}),s=a.create_empty_hit_test_result();return s.indices=o,s},e.prototype._hit_span=function(t){var e,i=t.sx,n=t.sy;if(\"v\"==t.direction){var r=this.renderer.yscale.invert(n),o=this.renderer.plot_view.frame.bbox.h_range,s=this.renderer.xscale.r_invert(o.start,o.end),l=s[0],h=s[1];e=this.index.indices({minX:l,minY:r,maxX:h,maxY:r})}else{var u=this.renderer.xscale.invert(i),c=this.renderer.plot_view.frame.bbox.v_range,_=this.renderer.yscale.r_invert(c.start,c.end),p=_[0],d=_[1];e=this.index.indices({minX:u,minY:p,maxX:u,maxY:d})}var f=a.create_empty_hit_test_result();return f.indices=e,f},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_area_legend(this.visuals,t,e,i)},e}(o.GlyphView);i.BoxView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Box\",this.mixins([\"line\",\"fill\",\"hatch\"])},e}(o.Glyph);i.Box=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.XYGlyphView);i.CenterRotatableView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CenterRotatable\",this.mixins([\"line\",\"fill\"]),this.define({angle:[o.AngleSpec,0],width:[o.DistanceSpec],height:[o.DistanceSpec]})},e}(r.XYGlyph);i.CenterRotatable=a,a.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(9),s=t(18),a=t(24),l=t(25),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){if(null!=this._radius)if(\"data\"==this.model.properties.radius.spec.units){var t=this.model.properties.radius_dimension.spec.value;switch(t){case\"x\":this.sradius=this.sdist(this.renderer.xscale,this._x,this._radius);break;case\"y\":this.sradius=this.sdist(this.renderer.yscale,this._y,this._radius);break;case\"max\":var e=this.sdist(this.renderer.xscale,this._x,this._radius),i=this.sdist(this.renderer.yscale,this._y,this._radius);this.sradius=l.map(e,function(t,e){return Math.max(t,i[e])});break;case\"min\":var e=this.sdist(this.renderer.xscale,this._x,this._radius),n=this.sdist(this.renderer.yscale,this._y,this._radius);this.sradius=l.map(e,function(t,e){return Math.min(t,n[e])})}}else this.sradius=this._radius,this.max_size=2*this.max_radius;else this.sradius=l.map(this._size,function(t){return t/2})},e.prototype._mask_data=function(){var t,e,i,n,r,s,a,l,h=this.renderer.plot_view.frame.bbox.ranges,u=h[0],c=h[1];if(null!=this._radius&&\"data\"==this.model.properties.radius.units){var _=u.start,p=u.end;t=this.renderer.xscale.r_invert(_,p),r=t[0],a=t[1],r-=this.max_radius,a+=this.max_radius;var d=c.start,f=c.end;e=this.renderer.yscale.r_invert(d,f),s=e[0],l=e[1],s-=this.max_radius,l+=this.max_radius}else{var _=u.start-this.max_size,p=u.end+this.max_size;i=this.renderer.xscale.r_invert(_,p),r=i[0],a=i[1];var d=c.start-this.max_size,f=c.end+this.max_size;n=this.renderer.yscale.r_invert(d,f),s=n[0],l=n[1]}var v=o.validate_bbox_coords([r,a],[s,l]);return this.index.indices(v)},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.sradius,s=0,a=e;s<a.length;s++){var l=a[s];isNaN(n[l]+r[l]+o[l])||(t.beginPath(),t.arc(n[l],r[l],o[l],0,2*Math.PI,!1),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,l),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,l),t.stroke()))}},e.prototype._hit_point=function(t){var e,i,n,r,s,a,l,h,u,c,_,p,d,f,v,m,g=t.sx,y=t.sy,b=this.renderer.xscale.invert(g),x=this.renderer.yscale.invert(y);null!=this._radius&&\"data\"==this.model.properties.radius.units?(d=b-this.max_radius,f=b+this.max_radius,v=x-this.max_radius,m=x+this.max_radius):(u=g-this.max_size,c=g+this.max_size,e=this.renderer.xscale.r_invert(u,c),d=e[0],f=e[1],i=[Math.min(d,f),Math.max(d,f)],d=i[0],f=i[1],_=y-this.max_size,p=y+this.max_size,n=this.renderer.yscale.r_invert(_,p),v=n[0],m=n[1],r=[Math.min(v,m),Math.max(v,m)],v=r[0],m=r[1]);var w=o.validate_bbox_coords([d,f],[v,m]),k=this.index.indices(w),T=[];if(null!=this._radius&&\"data\"==this.model.properties.radius.units)for(var C=0,S=k;C<S.length;C++){var A=S[C];h=Math.pow(this.sradius[A],2),s=this.renderer.xscale.r_compute(b,this._x[A]),u=s[0],c=s[1],a=this.renderer.yscale.r_compute(x,this._y[A]),_=a[0],p=a[1],(l=Math.pow(u-c,2)+Math.pow(_-p,2))<=h&&T.push([A,l])}else for(var M=0,E=k;M<E.length;M++){var A=E[M];h=Math.pow(this.sradius[A],2),(l=Math.pow(this.sx[A]-g,2)+Math.pow(this.sy[A]-y,2))<=h&&T.push([A,l])}return o.create_hit_test_result_from_hits(T)},e.prototype._hit_span=function(t){var e,i,n,r,s,a,l,h,u,c=t.sx,_=t.sy,p=this.bounds(),d=p.minX,f=p.minY,v=p.maxX,m=p.maxY,g=o.create_empty_hit_test_result();if(\"h\"==t.direction){var y=void 0,b=void 0;h=f,u=m,null!=this._radius&&\"data\"==this.model.properties.radius.units?(y=c-this.max_radius,b=c+this.max_radius,e=this.renderer.xscale.r_invert(y,b),a=e[0],l=e[1]):(s=this.max_size/2,y=c-s,b=c+s,i=this.renderer.xscale.r_invert(y,b),a=i[0],l=i[1])}else{var x=void 0,w=void 0;a=d,l=v,null!=this._radius&&\"data\"==this.model.properties.radius.units?(x=_-this.max_radius,w=_+this.max_radius,n=this.renderer.yscale.r_invert(x,w),h=n[0],u=n[1]):(s=this.max_size/2,x=_-s,w=_+s,r=this.renderer.yscale.r_invert(x,w),h=r[0],u=r[1])}var k=o.validate_bbox_coords([a,l],[h,u]),T=this.index.indices(k);return g.indices=T,g},e.prototype._hit_rect=function(t){var e=t.sx0,i=t.sx1,n=t.sy0,r=t.sy1,s=this.renderer.xscale.r_invert(e,i),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(n,r),u=h[0],c=h[1],_=o.validate_bbox_coords([a,l],[u,c]),p=o.create_empty_hit_test_result();return p.indices=this.index.indices(_),p},e.prototype._hit_poly=function(t){for(var e=t.sx,i=t.sy,n=a.range(0,this.sx.length),r=[],s=0,l=n.length;s<l;s++){var h=n[s];o.point_in_poly(this.sx[s],this.sy[s],e,i)&&r.push(h)}var u=o.create_empty_hit_test_result();return u.indices=r,u},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.y0,o=e.x1,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+o)/2;var h=new Array(a);h[i]=(r+s)/2;var u=new Array(a);u[i]=.2*Math.min(Math.abs(o-n),Math.abs(s-r)),this._render(t,[i],{sx:l,sy:h,sradius:u})},e}(r.XYGlyphView);i.CircleView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Circle\",this.prototype.default_view=h,this.mixins([\"line\",\"fill\"]),this.define({angle:[s.AngleSpec,0],size:[s.DistanceSpec,{units:\"screen\",value:4}],radius:[s.DistanceSpec],radius_dimension:[s.RadiusDimension,\"x\"]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.properties.radius.optional=!0},e}(r.XYGlyph);i.Circle=u,u.initClass()},function(t,e,i){var n=t(408),r=t(126),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.EllipseOvalView);i.EllipseView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Ellipse\",this.prototype.default_view=o},e}(r.EllipseOval);i.Ellipse=s,s.initClass()},function(t,e,i){var n=t(408),r=t(123),o=t(9),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._set_data=function(){this.max_w2=0,\"data\"==this.model.properties.width.units&&(this.max_w2=this.max_width/2),this.max_h2=0,\"data\"==this.model.properties.height.units&&(this.max_h2=this.max_height/2)},e.prototype._map_data=function(){\"data\"==this.model.properties.width.units?this.sw=this.sdist(this.renderer.xscale,this._x,this._width,\"center\"):this.sw=this._width,\"data\"==this.model.properties.height.units?this.sh=this.sdist(this.renderer.yscale,this._y,this._height,\"center\"):this.sh=this._height},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.sw,s=i.sh,a=i._angle,l=0,h=e;l<h.length;l++){var u=h[l];isNaN(n[u]+r[u]+o[u]+s[u]+a[u])||(t.beginPath(),t.ellipse(n[u],r[u],o[u]/2,s[u]/2,a[u],0,2*Math.PI),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,u),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,u),t.stroke()))}},e.prototype._hit_point=function(t){var e,i,n,r,s,a,l,h,u,c,_,p,d,f=t.sx,v=t.sy,m=this.renderer.xscale.invert(f),g=this.renderer.yscale.invert(v);\"data\"==this.model.properties.width.units?(s=m-this.max_width,a=m+this.max_width):(c=f-this.max_width,_=f+this.max_width,e=this.renderer.xscale.r_invert(c,_),s=e[0],a=e[1]),\"data\"==this.model.properties.height.units?(l=g-this.max_height,h=g+this.max_height):(p=v-this.max_height,d=v+this.max_height,i=this.renderer.yscale.r_invert(p,d),l=i[0],h=i[1]);for(var y=o.validate_bbox_coords([s,a],[l,h]),b=this.index.indices(y),x=[],w=0,k=b;w<k.length;w++){var T=k[w];o.point_in_ellipse(f,v,this._angle[T],this.sh[T]/2,this.sw[T]/2,this.sx[T],this.sy[T])&&(n=this.renderer.xscale.r_compute(m,this._x[T]),c=n[0],_=n[1],r=this.renderer.yscale.r_compute(g,this._y[T]),p=r[0],d=r[1],u=Math.pow(c-_,2)+Math.pow(p-d,2),x.push([T,u]))}return o.create_hit_test_result_from_hits(x)},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.y0,o=e.x1,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+o)/2;var h=new Array(a);h[i]=(r+s)/2;var u=this.sw[i]/this.sh[i],c=.8*Math.min(Math.abs(o-n),Math.abs(s-r)),_=new Array(a),p=new Array(a);u>1?(_[i]=c,p[i]=c/u):(_[i]=c*u,p[i]=c),this._render(t,[i],{sx:l,sy:h,sw:_,sh:p,_angle:[0]})},e.prototype._bounds=function(t){var e=t.minX,i=t.maxX,n=t.minY,r=t.maxY;return{minX:e-this.max_w2,maxX:i+this.max_w2,minY:n-this.max_h2,maxY:r+this.max_h2}},e}(r.CenterRotatableView);i.EllipseOvalView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"EllipseOval\"},e}(r.CenterRotatable);i.EllipseOval=a,a.initClass()},function(t,e,i){var n=t(408),r=t(9),o=t(18),s=t(27),a=t(36),l=t(51),h=t(50),u=t(62),c=t(17),_=t(25),p=t(35),d=t(46),f=t(136),v=t(192),m=function(e){function i(){var t=null!==e&&e.apply(this,arguments)||this;return t._nohit_warned={},t}return n.__extends(i,e),Object.defineProperty(i.prototype,\"renderer\",{get:function(){return this.parent},enumerable:!0,configurable:!0}),i.prototype.initialize=function(){e.prototype.initialize.call(this),this._nohit_warned={},this.visuals=new l.Visuals(this.model);var i=this.renderer.plot_view.gl;if(null!=i){var n=null;try{n=t(474)}catch(t){if(\"MODULE_NOT_FOUND\"!==t.code)throw t;c.logger.warn(\"WebGL was requested and is supported, but bokeh-gl(.min).js is not available, falling back to 2D rendering.\")}if(null!=n){var r=n[this.model.type+\"GLGlyph\"];null!=r&&(this.glglyph=new r(i.ctx,this))}}},i.prototype.set_visuals=function(t){this.visuals.warm_cache(t),null!=this.glglyph&&this.glglyph.set_visuals_changed()},i.prototype.render=function(t,e,i){t.beginPath(),null!=this.glglyph&&this.glglyph.render(t,e,i)||this._render(t,e,i)},i.prototype.has_finished=function(){return!0},i.prototype.notify_finished=function(){this.renderer.notify_finished()},i.prototype._bounds=function(t){return t},i.prototype.bounds=function(){return this._bounds(this.index.bbox)},i.prototype.log_bounds=function(){for(var t=s.empty(),e=this.index.search(s.positive_x()),i=0,n=e;i<n.length;i++){var r=n[i];r.minX<t.minX&&(t.minX=r.minX),r.maxX>t.maxX&&(t.maxX=r.maxX)}for(var o=this.index.search(s.positive_y()),a=0,l=o;a<l.length;a++){var h=l[a];h.minY<t.minY&&(t.minY=h.minY),h.maxY>t.maxY&&(t.maxY=h.maxY)}return this._bounds(t)},i.prototype.get_anchor_point=function(t,e,i){var n=i[0],r=i[1];switch(t){case\"center\":return{x:this.scenterx(e,n,r),y:this.scentery(e,n,r)};default:return null}},i.prototype.sdist=function(t,e,i,n,r){var o,s;void 0===n&&(n=\"edge\"),void 0===r&&(r=!1);var a=e.length;if(\"center\"==n){var l=_.map(i,function(t){return t/2});o=new Float64Array(a);for(var h=0;h<a;h++)o[h]=e[h]-l[h];s=new Float64Array(a);for(var h=0;h<a;h++)s[h]=e[h]+l[h]}else{o=e,s=new Float64Array(a);for(var h=0;h<a;h++)s[h]=o[h]+i[h]}var u=t.v_compute(o),c=t.v_compute(s);return r?_.map(u,function(t,e){return Math.ceil(Math.abs(c[e]-u[e]))}):_.map(u,function(t,e){return Math.abs(c[e]-u[e])})},i.prototype.draw_legend_for_index=function(t,e,i){},i.prototype.hit_test=function(t){var e=null,i=\"_hit_\"+t.type;return null!=this[i]?e=this[i](t):null==this._nohit_warned[t.type]&&(c.logger.debug(\"'\"+t.type+\"' selection not available for \"+this.model.type),this._nohit_warned[t.type]=!0),e},i.prototype._hit_rect_against_index=function(t){var e=t.sx0,i=t.sx1,n=t.sy0,o=t.sy1,s=this.renderer.xscale.r_invert(e,i),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(n,o),u=h[0],c=h[1],_=r.validate_bbox_coords([a,l],[u,c]),p=r.create_empty_hit_test_result();return p.indices=this.index.indices(_),p},i.prototype.set_data=function(t,e,i){var n,r,o,s,l=this.model.materialize_dataspecs(t);if(this.visuals.set_all_indices(e),e&&!(this instanceof f.LineView)){var h={},u=function(t){var i=l[t];\"_\"===t.charAt(0)?h[t]=e.map(function(t){return i[t]}):h[t]=i};for(var c in l)u(c);l=h}if(p.extend(this,l),this.renderer.plot_view.model.use_map&&(null!=this._x&&(n=a.project_xy(this._x,this._y),this._x=n[0],this._y=n[1]),null!=this._xs&&(r=a.project_xsys(this._xs,this._ys),this._xs=r[0],this._ys=r[1]),null!=this._x0&&(o=a.project_xy(this._x0,this._y0),this._x0=o[0],this._y0=o[1]),null!=this._x1&&(s=a.project_xy(this._x1,this._y1),this._x1=s[0],this._y1=s[1])),null!=this.renderer.plot_view.frame.x_ranges)for(var d=this.renderer.plot_view.frame.x_ranges[this.model.x_range_name],m=this.renderer.plot_view.frame.y_ranges[this.model.y_range_name],g=0,y=this.model._coords;g<y.length;g++){var b=y[g],x=b[0],w=b[1];x=\"_\"+x,w=\"_\"+w,null!=this._xs?(d instanceof v.FactorRange&&(this[x]=_.map(this[x],function(t){return d.v_synthetic(t)})),m instanceof v.FactorRange&&(this[w]=_.map(this[w],function(t){return m.v_synthetic(t)}))):(d instanceof v.FactorRange&&(this[x]=d.v_synthetic(this[x])),m instanceof v.FactorRange&&(this[w]=m.v_synthetic(this[w])))}null!=this.glglyph&&this.glglyph.set_data_changed(this._x.length),this._set_data(i),this.index_data()},i.prototype._set_data=function(t){},i.prototype.index_data=function(){this.index=this._index_data()},i.prototype.mask_data=function(t){return null!=this.glglyph||null==this._mask_data?t:this._mask_data()},i.prototype.map_data=function(){for(var t,e=0,i=this.model._coords;e<i.length;e++){var n=i[e],r=n[0],o=n[1],s=\"s\"+r,a=\"s\"+o;if(o=\"_\"+o,null!=this[r=\"_\"+r]&&(d.isArray(this[r][0])||d.isTypedArray(this[r][0]))){var l=this[r].length;this[s]=new Array(l),this[a]=new Array(l);for(var h=0;h<l;h++){var u=this.map_to_screen(this[r][h],this[o][h]),c=u[0],_=u[1];this[s][h]=c,this[a][h]=_}}else t=this.map_to_screen(this[r],this[o]),this[s]=t[0],this[a]=t[1]}this._map_data()},i.prototype._map_data=function(){},i.prototype.map_to_screen=function(t,e){return this.renderer.plot_view.map_to_screen(t,e,this.model.x_range_name,this.model.y_range_name)},i}(h.View);i.GlyphView=m;var g=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Glyph\",this.prototype._coords=[],this.internal({x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]})},e.coords=function(t){var e=this.prototype._coords.concat(t);this.prototype._coords=e;for(var i={},n=0,r=t;n<r.length;n++){var s=r[n],a=s[0],l=s[1];i[a]=[o.CoordinateSpec],i[l]=[o.CoordinateSpec]}this.define(i)},e}(u.Model);i.Glyph=g,g.initClass()},function(t,e,i){var n=t(408),r=t(120),o=t(39),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x1.length;e<i;e++){var n=this._x1[e],r=this._x2[e],s=this._y[e];!isNaN(n+r+s)&&isFinite(n+r+s)&&t.push({minX:Math.min(n,r),minY:s,maxX:Math.max(n,r),maxY:s,i:e})}return new o.SpatialIndex(t)},e.prototype._inner=function(t,e,i,n,r){t.beginPath();for(var o=0,s=e.length;o<s;o++)t.lineTo(e[o],n[o]);for(var a=i.length-1,o=a;o>=0;o--)t.lineTo(i[o],n[o]);t.closePath(),r.call(t)},e.prototype._render=function(t,e,i){var n=this,r=i.sx1,o=i.sx2,s=i.sy;this.visuals.fill.doit&&(this.visuals.fill.set_value(t),this._inner(t,r,o,s,t.fill)),this.visuals.hatch.doit2(t,0,function(){return n._inner(t,r,o,s,t.fill)},function(){return n.renderer.request_render()})},e.prototype.scenterx=function(t){return(this.sx1[t]+this.sx2[t])/2},e.prototype.scentery=function(t){return this.sy[t]},e.prototype._map_data=function(){this.sx1=this.renderer.xscale.v_compute(this._x1),this.sx2=this.renderer.xscale.v_compute(this._x2),this.sy=this.renderer.yscale.v_compute(this._y)},e}(r.AreaView);i.HAreaView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HArea\",this.prototype.default_view=a,this.define({x1:[s.CoordinateSpec],x2:[s.CoordinateSpec],y:[s.CoordinateSpec]})},e}(r.Area);i.HArea=l,l.initClass()},function(t,e,i){var n=t(408),r=t(122),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.scenterx=function(t){return(this.sleft[t]+this.sright[t])/2},e.prototype.scentery=function(t){return this.sy[t]},e.prototype._index_data=function(){return this._index_box(this._y.length)},e.prototype._lrtb=function(t){var e=Math.min(this._left[t],this._right[t]),i=Math.max(this._left[t],this._right[t]),n=this._y[t]+.5*this._height[t],r=this._y[t]-.5*this._height[t];return[e,i,n,r]},e.prototype._map_data=function(){this.sy=this.renderer.yscale.v_compute(this._y),this.sh=this.sdist(this.renderer.yscale,this._y,this._height,\"center\"),this.sleft=this.renderer.xscale.v_compute(this._left),this.sright=this.renderer.xscale.v_compute(this._right);var t=this.sy.length;this.stop=new Float64Array(t),this.sbottom=new Float64Array(t);for(var e=0;e<t;e++)this.stop[e]=this.sy[e]-this.sh[e]/2,this.sbottom[e]=this.sy[e]+this.sh[e]/2;this._clamp_viewport()},e}(r.BoxView);i.HBarView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HBar\",this.prototype.default_view=s,this.coords([[\"left\",\"y\"]]),this.define({height:[o.DistanceSpec],right:[o.CoordinateSpec]}),this.override({left:0})},e}(r.Box);i.HBar=a,a.initClass()},function(t,e,i){var n=t(408),r=t(127),o=t(9),s=t(18),a=t(39),l=t(149),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.scenterx=function(t){return this.sx[t]},e.prototype.scentery=function(t){return this.sy[t]},e.prototype._set_data=function(){var t=this._q.length,e=this.model.size,i=this.model.aspect_scale;if(this._x=new Float64Array(t),this._y=new Float64Array(t),\"pointytop\"==this.model.orientation)for(var n=0;n<t;n++)this._x[n]=e*Math.sqrt(3)*(this._q[n]+this._r[n]/2)/i,this._y[n]=3*-e/2*this._r[n];else for(var n=0;n<t;n++)this._x[n]=3*e/2*this._q[n],this._y[n]=-e*Math.sqrt(3)*(this._r[n]+this._q[n]/2)*i},e.prototype._index_data=function(){var t,e=this.model.size,i=Math.sqrt(3)*e/2;\"flattop\"==this.model.orientation?(i=(t=[e,i])[0],e=t[1],e*=this.model.aspect_scale):i/=this.model.aspect_scale;for(var n=[],r=0;r<this._x.length;r++){var o=this._x[r],s=this._y[r];!isNaN(o+s)&&isFinite(o+s)&&n.push({minX:o-i,minY:s-e,maxX:o+i,maxY:s+e,i:r})}return new a.SpatialIndex(n)},e.prototype.map_data=function(){var t,e;t=this.map_to_screen(this._x,this._y),this.sx=t[0],this.sy=t[1],e=this._get_unscaled_vertices(),this.svx=e[0],this.svy=e[1]},e.prototype._get_unscaled_vertices=function(){var t=this.model.size,e=this.model.aspect_scale;if(\"pointytop\"==this.model.orientation){var i=this.renderer.yscale,n=this.renderer.xscale,r=Math.abs(i.compute(0)-i.compute(t)),o=Math.sqrt(3)/2*Math.abs(n.compute(0)-n.compute(t))/e,s=r/2,a=[0,-o,-o,0,o,o],l=[r,s,-s,-r,-s,s];return[a,l]}var i=this.renderer.xscale,n=this.renderer.yscale,r=Math.abs(i.compute(0)-i.compute(t)),o=Math.sqrt(3)/2*Math.abs(n.compute(0)-n.compute(t))*e,s=r/2,a=[r,s,-s,-r,-s,s],l=[0,-o,-o,0,o,o];return[a,l]},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.svx,s=i.svy,a=i._scale,l=0,h=e;l<h.length;l++){var u=h[l];if(!isNaN(n[u]+r[u]+a[u])){t.translate(n[u],r[u]),t.beginPath();for(var c=0;c<6;c++)t.lineTo(o[c]*a[u],s[c]*a[u]);t.closePath(),t.translate(-n[u],-r[u]),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,u),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,u),t.stroke())}}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),s=this.index.indices({minX:n,minY:r,maxX:n,maxY:r}),a=[],l=0,h=s;l<h.length;l++){var u=h[l];o.point_in_poly(e-this.sx[u],i-this.sy[u],this.svx,this.svy)&&a.push(u)}var c=o.create_empty_hit_test_result();return c.indices=a,c},e.prototype._hit_span=function(t){var e,i=t.sx,n=t.sy;if(\"v\"==t.direction){var r=this.renderer.yscale.invert(n),s=this.renderer.plot_view.frame.bbox.h_range,a=this.renderer.xscale.r_invert(s.start,s.end),l=a[0],h=a[1];e=this.index.indices({minX:l,minY:r,maxX:h,maxY:r})}else{var u=this.renderer.xscale.invert(i),c=this.renderer.plot_view.frame.bbox.v_range,_=this.renderer.yscale.r_invert(c.start,c.end),p=_[0],d=_[1];e=this.index.indices({minX:u,minY:p,maxX:u,maxY:d})}var f=o.create_empty_hit_test_result();return f.indices=e,f},e.prototype._hit_rect=function(t){var e=t.sx0,i=t.sx1,n=t.sy0,r=t.sy1,s=this.renderer.xscale.r_invert(e,i),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(n,r),u=h[0],c=h[1],_=o.validate_bbox_coords([a,l],[u,c]),p=o.create_empty_hit_test_result();return p.indices=this.index.indices(_),p},e.prototype.draw_legend_for_index=function(t,e,i){l.generic_area_legend(this.visuals,t,e,i)},e}(r.GlyphView);i.HexTileView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HexTile\",this.prototype.default_view=h,this.coords([[\"r\",\"q\"]]),this.mixins([\"line\",\"fill\"]),this.define({size:[s.Number,1],aspect_scale:[s.Number,1],scale:[s.NumberSpec,1],orientation:[s.HexTileOrientation,\"pointytop\"]}),this.override({line_color:null})},e}(r.Glyph);i.HexTile=u,u.initClass()},function(t,e,i){var n=t(408),r=t(132),o=t(178),s=t(18),a=t(24),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.connect(this.model.color_mapper.change,function(){return e._update_image()}),this.connect(this.model.properties.global_alpha.change,function(){return e.renderer.request_render()})},e.prototype._update_image=function(){null!=this.image_data&&(this._set_data(),this.renderer.plot_view.request_render())},e.prototype._set_data=function(){this._set_width_heigh_data();for(var t=this.model.color_mapper.rgba_mapper,e=0,i=this._image.length;e<i;e++){var n=void 0;if(null!=this._image_shape&&this._image_shape[e].length>0){n=this._image[e];var r=this._image_shape[e];this._height[e]=r[0],this._width[e]=r[1]}else{var o=this._image[e];n=a.concat(o),this._height[e]=o.length,this._width[e]=o[0].length}var s=t.v_compute(n);this._set_image_data_from_buffer(e,s)}},e.prototype._render=function(t,e,i){var n=i.image_data,r=i.sx,o=i.sy,s=i.sw,a=i.sh,l=t.getImageSmoothingEnabled();t.setImageSmoothingEnabled(!1),t.globalAlpha=this.model.global_alpha;for(var h=0,u=e;h<u.length;h++){var c=u[h];if(null!=n[c]&&!isNaN(r[c]+o[c]+s[c]+a[c])){var _=o[c];t.translate(0,_),t.scale(1,-1),t.translate(0,-_),t.drawImage(n[c],0|r[c],0|o[c],s[c],a[c]),t.translate(0,_),t.scale(1,-1),t.translate(0,-_)}}t.setImageSmoothingEnabled(l)},e}(r.ImageBaseView);i.ImageView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Image\",this.prototype.default_view=l,this.define({color_mapper:[s.Instance,function(){return new o.LinearColorMapper({palette:[\"#000000\",\"#252525\",\"#525252\",\"#737373\",\"#969696\",\"#bdbdbd\",\"#d9d9d9\",\"#f0f0f0\",\"#ffffff\"]})}]})},e}(r.ImageBase);i.Image=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(18),s=t(9),a=t(39),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){},e.prototype._index_data=function(){for(var t=[],e=0,i=this._x.length;e<i;e++){var n=this._lrtb(e),r=n[0],o=n[1],s=n[2],l=n[3];!isNaN(r+o+s+l)&&isFinite(r+o+s+l)&&t.push({minX:r,minY:l,maxX:o,maxY:s,i:e})}return new a.SpatialIndex(t)},e.prototype._lrtb=function(t){var e=this.renderer.xscale.source_range,i=this._x[t],n=e.is_reversed?i-this._dw[t]:i+this._dw[t],r=this.renderer.yscale.source_range,o=this._y[t],s=r.is_reversed?o-this._dh[t]:o+this._dh[t],a=i<n?[i,n]:[n,i],l=a[0],h=a[1],u=o<s?[o,s]:[s,o],c=u[0],_=u[1];return[l,h,_,c]},e.prototype._set_width_heigh_data=function(){null!=this.image_data&&this.image_data.length==this._image.length||(this.image_data=new Array(this._image.length)),null!=this._width&&this._width.length==this._image.length||(this._width=new Array(this._image.length)),null!=this._height&&this._height.length==this._image.length||(this._height=new Array(this._image.length))},e.prototype._get_or_create_canvas=function(t){var e=this.image_data[t];if(null!=e&&e.width==this._width[t]&&e.height==this._height[t])return e;var i=document.createElement(\"canvas\");return i.width=this._width[t],i.height=this._height[t],i},e.prototype._set_image_data_from_buffer=function(t,e){var i=this._get_or_create_canvas(t),n=i.getContext(\"2d\"),r=n.getImageData(0,0,this._width[t],this._height[t]);r.data.set(e),n.putImageData(r,0,0),this.image_data[t]=i},e.prototype._map_data=function(){switch(this.model.properties.dw.units){case\"data\":this.sw=this.sdist(this.renderer.xscale,this._x,this._dw,\"edge\",this.model.dilate);break;case\"screen\":this.sw=this._dw}switch(this.model.properties.dh.units){case\"data\":this.sh=this.sdist(this.renderer.yscale,this._y,this._dh,\"edge\",this.model.dilate);break;case\"screen\":this.sh=this._dh}},e.prototype._image_index=function(t,e,i){var n=this._lrtb(t),r=n[0],o=n[1],s=n[2],a=n[3],l=this._width[t],h=this._height[t],u=(o-r)/l,c=(s-a)/h,_=Math.floor((e-r)/u),p=Math.floor((i-a)/c);return{index:t,dim1:_,dim2:p,flat_index:p*l+_}},e.prototype._hit_point=function(t){var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=s.validate_bbox_coords([n,n],[r,r]),a=this.index.indices(o),l=s.create_empty_hit_test_result();l.image_indices=[];for(var h=0,u=a;h<u.length;h++){var c=u[h];e!=1/0&&i!=1/0&&l.image_indices.push(this._image_index(c,n,r))}return l},e}(r.XYGlyphView);i.ImageBaseView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ImageBase\",this.prototype.default_view=l,this.define({image:[o.NumberSpec],dw:[o.DistanceSpec],dh:[o.DistanceSpec],dilate:[o.Boolean,!1],global_alpha:[o.Number,1]})},e}(r.XYGlyph);i.ImageBase=h,h.initClass()},function(t,e,i){var n=t(408),r=t(132),o=t(24),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.connect(this.model.properties.global_alpha.change,function(){return e.renderer.request_render()})},e.prototype._set_data=function(t){this._set_width_heigh_data();for(var e=0,i=this._image.length;e<i;e++)if(!(null!=t&&t.indexOf(e)<0)){var n=void 0;if(null!=this._image_shape&&this._image_shape[e].length>0){n=this._image[e].buffer;var r=this._image_shape[e];this._height[e]=r[0],this._width[e]=r[1]}else{var s=this._image[e],a=o.concat(s);n=new ArrayBuffer(4*a.length);for(var l=new Uint32Array(n),h=0,u=a.length;h<u;h++)l[h]=a[h];this._height[e]=s.length,this._width[e]=s[0].length}var c=new Uint8Array(n);this._set_image_data_from_buffer(e,c)}},e.prototype._render=function(t,e,i){var n=i.image_data,r=i.sx,o=i.sy,s=i.sw,a=i.sh,l=t.getImageSmoothingEnabled();t.setImageSmoothingEnabled(!1),t.globalAlpha=this.model.global_alpha;for(var h=0,u=e;h<u.length;h++){var c=u[h];if(!isNaN(r[c]+o[c]+s[c]+a[c])){var _=o[c];t.translate(0,_),t.scale(1,-1),t.translate(0,-_),t.drawImage(n[c],0|r[c],0|o[c],s[c],a[c]),t.translate(0,_),t.scale(1,-1),t.translate(0,-_)}}t.setImageSmoothingEnabled(l)},e}(r.ImageBaseView);i.ImageRGBAView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ImageRGBA\",this.prototype.default_view=s},e}(r.ImageBase);i.ImageRGBA=a,a.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(17),s=t(18),a=t(25),l=t(39),h=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._images_rendered=!1,e}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.connect(this.model.properties.global_alpha.change,function(){return e.renderer.request_render()})},e.prototype._index_data=function(){return new l.SpatialIndex([])},e.prototype._set_data=function(){var t=this;null!=this.image&&this.image.length==this._url.length||(this.image=a.map(this._url,function(){return null}));var e=this.model,i=e.retry_attempts,n=e.retry_timeout;this.retries=a.map(this._url,function(){return i});for(var r=function(e,r){var a=s._url[e];if(null==a||\"\"==a)return\"continue\";var l=new Image;l.onerror=function(){t.retries[e]>0?(o.logger.trace(\"ImageURL failed to load \"+a+\" image, retrying in \"+n+\" ms\"),setTimeout(function(){return l.src=a},n)):o.logger.warn(\"ImageURL unable to load \"+a+\" image after \"+i+\" retries\"),t.retries[e]-=1},l.onload=function(){t.image[e]=l,t.renderer.request_render()},l.src=a},s=this,l=0,h=this._url.length;l<h;l++)r(l,h);for(var u=\"data\"==this.model.properties.w.units,c=\"data\"==this.model.properties.h.units,_=this._x.length,p=new Array(u?2*_:_),d=new Array(c?2*_:_),l=0;l<_;l++)p[l]=this._x[l],d[l]=this._y[l];if(u)for(var l=0;l<_;l++)p[_+l]=this._x[l]+this._w[l];if(c)for(var l=0;l<_;l++)d[_+l]=this._y[l]+this._h[l];var f=a.min(p),v=a.max(p),m=a.min(d),g=a.max(d);this._bounds_rect={minX:f,maxX:v,minY:m,maxY:g}},e.prototype.has_finished=function(){return t.prototype.has_finished.call(this)&&1==this._images_rendered},e.prototype._map_data=function(){var t=null!=this.model.w?this._w:a.map(this._x,function(){return NaN}),e=null!=this.model.h?this._h:a.map(this._x,function(){return NaN});switch(this.model.properties.w.units){case\"data\":this.sw=this.sdist(this.renderer.xscale,this._x,t,\"edge\",this.model.dilate);break;case\"screen\":this.sw=t}switch(this.model.properties.h.units){case\"data\":this.sh=this.sdist(this.renderer.yscale,this._y,e,\"edge\",this.model.dilate);break;case\"screen\":this.sh=e}},e.prototype._render=function(t,e,i){var n=i.image,r=i.sx,o=i.sy,s=i.sw,a=i.sh,l=i._angle,h=this.renderer.plot_view.frame;t.rect(h._left.value+1,h._top.value+1,h._width.value-2,h._height.value-2),t.clip();for(var u=!0,c=0,_=e;c<_.length;c++){var p=_[c];if(!isNaN(r[p]+o[p]+l[p])){var d=n[p];null!=d?this._render_image(t,p,d,r,o,s,a,l):u=!1}}u&&!this._images_rendered&&(this._images_rendered=!0,this.notify_finished())},e.prototype._final_sx_sy=function(t,e,i,n,r){switch(t){case\"top_left\":return[e,i];case\"top_center\":return[e-n/2,i];case\"top_right\":return[e-n,i];case\"center_right\":return[e-n,i-r/2];case\"bottom_right\":return[e-n,i-r];case\"bottom_center\":return[e-n/2,i-r];case\"bottom_left\":return[e,i-r];case\"center_left\":return[e,i-r/2];case\"center\":return[e-n/2,i-r/2]}},e.prototype._render_image=function(t,e,i,n,r,o,s,a){isNaN(o[e])&&(o[e]=i.width),isNaN(s[e])&&(s[e]=i.height);var l=this.model.anchor,h=this._final_sx_sy(l,n[e],r[e],o[e],s[e]),u=h[0],c=h[1];t.save(),t.globalAlpha=this.model.global_alpha,a[e]?(t.translate(u,c),t.rotate(a[e]),t.drawImage(i,0,0,o[e],s[e]),t.rotate(-a[e]),t.translate(-u,-c)):t.drawImage(i,u,c,o[e],s[e]),t.restore()},e.prototype.bounds=function(){return this._bounds_rect},e}(r.XYGlyphView);i.ImageURLView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ImageURL\",this.prototype.default_view=h,this.define({url:[s.StringSpec],anchor:[s.Anchor,\"top_left\"],global_alpha:[s.Number,1],angle:[s.AngleSpec,0],w:[s.DistanceSpec],h:[s.DistanceSpec],dilate:[s.Boolean,!1],retry_attempts:[s.Number,0],retry_timeout:[s.Number,0]})},e}(r.XYGlyph);i.ImageURL=u,u.initClass()},function(t,e,i){var n=t(117);i.AnnularWedge=n.AnnularWedge;var r=t(118);i.Annulus=r.Annulus;var o=t(119);i.Arc=o.Arc;var s=t(121);i.Bezier=s.Bezier;var a=t(124);i.Circle=a.Circle;var l=t(123);i.CenterRotatable=l.CenterRotatable;var h=t(125);i.Ellipse=h.Ellipse;var u=t(126);i.EllipseOval=u.EllipseOval;var c=t(127);i.Glyph=c.Glyph;var _=t(128);i.HArea=_.HArea;var p=t(129);i.HBar=p.HBar;var d=t(130);i.HexTile=d.HexTile;var f=t(131);i.Image=f.Image;var v=t(133);i.ImageRGBA=v.ImageRGBA;var m=t(134);i.ImageURL=m.ImageURL;var g=t(136);i.Line=g.Line;var y=t(137);i.MultiLine=y.MultiLine;var b=t(138);i.MultiPolygons=b.MultiPolygons;var x=t(139);i.Oval=x.Oval;var w=t(140);i.Patch=w.Patch;var k=t(141);i.Patches=k.Patches;var T=t(142);i.Quad=T.Quad;var C=t(143);i.Quadratic=C.Quadratic;var S=t(144);i.Ray=S.Ray;var A=t(145);i.Rect=A.Rect;var M=t(146);i.Segment=M.Segment;var E=t(147);i.Step=E.Step;var z=t(148);i.Text=z.Text;var O=t(150);i.VArea=O.VArea;var P=t(151);i.VBar=P.VBar;var j=t(152);i.Wedge=j.Wedge;var N=t(153);i.XYGlyph=N.XYGlyph},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(9),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=!1,s=null;this.visuals.line.set_value(t);for(var a=0,l=e;a<l.length;a++){var h=l[a];if(o){if(!isFinite(n[h]+r[h])){t.stroke(),t.beginPath(),o=!1,s=h;continue}null!=s&&h-s>1&&(t.stroke(),o=!1)}o?t.lineTo(n[h],r[h]):(t.beginPath(),t.moveTo(n[h],r[h]),o=!0),s=h}o&&t.stroke()},e.prototype._hit_point=function(t){for(var e=this,i=s.create_empty_hit_test_result(),n={x:t.sx,y:t.sy},r=9999,o=Math.max(2,this.visuals.line.line_width.value()/2),a=0,l=this.sx.length-1;a<l;a++){var h={x:this.sx[a],y:this.sy[a]},u={x:this.sx[a+1],y:this.sy[a+1]},c=s.dist_to_segment(n,h,u);c<o&&c<r&&(r=c,i.add_to_selected_glyphs(this.model),i.get_view=function(){return e},i.line_indices=[a])}return i},e.prototype._hit_span=function(t){var e,i,n=this,r=t.sx,o=t.sy,a=s.create_empty_hit_test_result();\"v\"==t.direction?(e=this.renderer.yscale.invert(o),i=this._y):(e=this.renderer.xscale.invert(r),i=this._x);for(var l=0,h=i.length-1;l<h;l++)(i[l]<=e&&e<=i[l+1]||i[l+1]<=e&&e<=i[l])&&(a.add_to_selected_glyphs(this.model),a.get_view=function(){return n},a.line_indices.push(l));return a},e.prototype.get_interpolation_hit=function(t,e){var i=[this._x[t],this._y[t],this._x[t+1],this._y[t+1]],n=i[0],r=i[1],s=i[2],a=i[3];return o.line_interpolation(this.renderer,e,n,r,s,a)},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_line_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.LineView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Line\",this.prototype.default_view=a,this.mixins([\"line\"])},e}(r.XYGlyph);i.Line=l,l.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(9),s=t(35),a=t(24),l=t(46),h=t(127),u=t(149),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._xs.length;e<i;e++)if(null!=this._xs[e]&&0!==this._xs[e].length){for(var n=this._xs[e],o=[],s=0,h=n.length;s<h;s++){var u=n[s];l.isStrictNaN(u)||o.push(u)}for(var c=this._ys[e],_=[],s=0,h=c.length;s<h;s++){var p=c[s];l.isStrictNaN(p)||_.push(p)}var d=[a.min(o),a.max(o)],f=d[0],v=d[1],m=[a.min(_),a.max(_)],g=m[0],y=m[1];t.push({minX:f,minY:g,maxX:v,maxY:y,i:e})}return new r.SpatialIndex(t)},e.prototype._render=function(t,e,i){for(var n=i.sxs,r=i.sys,o=0,s=e;o<s.length;o++){var a=s[o],l=[n[a],r[a]],h=l[0],u=l[1];this.visuals.line.set_vectorize(t,a);for(var c=0,_=h.length;c<_;c++)0!=c?isNaN(h[c])||isNaN(u[c])?(t.stroke(),t.beginPath()):t.lineTo(h[c],u[c]):(t.beginPath(),t.moveTo(h[c],u[c]));t.stroke()}},e.prototype._hit_point=function(t){for(var e=o.create_empty_hit_test_result(),i={x:t.sx,y:t.sy},n=9999,r={},a=0,l=this.sxs.length;a<l;a++){for(var h=Math.max(2,this.visuals.line.cache_select(\"line_width\",a)/2),u=null,c=0,_=this.sxs[a].length-1;c<_;c++){var p={x:this.sxs[a][c],y:this.sys[a][c]},d={x:this.sxs[a][c+1],y:this.sys[a][c+1]},f=o.dist_to_segment(i,p,d);f<h&&f<n&&(n=f,u=[c])}u&&(r[a]=u)}return e.indices=s.keys(r).map(function(t){return parseInt(t,10)}),e.multiline_indices=r,e},e.prototype._hit_span=function(t){var e,i,n=t.sx,r=t.sy,a=o.create_empty_hit_test_result();\"v\"===t.direction?(e=this.renderer.yscale.invert(r),i=this._ys):(e=this.renderer.xscale.invert(n),i=this._xs);for(var l={},h=0,u=i.length;h<u;h++){for(var c=[],_=0,p=i[h].length-1;_<p;_++)i[h][_]<=e&&e<=i[h][_+1]&&c.push(_);c.length>0&&(l[h]=c)}return a.indices=s.keys(l).map(function(t){return parseInt(t,10)}),a.multiline_indices=l,a},e.prototype.get_interpolation_hit=function(t,e,i){var n=[this._xs[t][e],this._ys[t][e],this._xs[t][e+1],this._ys[t][e+1]],r=n[0],o=n[1],s=n[2],a=n[3];return u.line_interpolation(this.renderer,i,r,o,s,a)},e.prototype.draw_legend_for_index=function(t,e,i){u.generic_line_legend(this.visuals,t,e,i)},e.prototype.scenterx=function(){throw new Error(\"not implemented\")},e.prototype.scentery=function(){throw new Error(\"not implemented\")},e}(h.GlyphView);i.MultiLineView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MultiLine\",this.prototype.default_view=c,this.coords([[\"xs\",\"ys\"]]),this.mixins([\"line\"])},e}(h.Glyph);i.MultiLine=_,_.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149),a=t(24),l=t(25),h=t(9),u=t(46),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._xs.length;e<i;e++)for(var n=0,o=this._xs[e].length;n<o;n++){var s=this._xs[e][n][0],l=this._ys[e][n][0];0!=s.length&&t.push({minX:a.min(s),minY:a.min(l),maxX:a.max(s),maxY:a.max(l),i:e})}return this.hole_index=this._index_hole_data(),new r.SpatialIndex(t)},e.prototype._index_hole_data=function(){for(var t=[],e=0,i=this._xs.length;e<i;e++)for(var n=0,o=this._xs[e].length;n<o;n++)if(this._xs[e][n].length>1)for(var s=1,l=this._xs[e][n].length;s<l;s++){var h=this._xs[e][n][s],u=this._ys[e][n][s];0!=h.length&&t.push({minX:a.min(h),minY:a.min(u),maxX:a.max(h),maxY:a.max(u),i:e})}return new r.SpatialIndex(t)},e.prototype._mask_data=function(){var t=this.renderer.plot_view.frame.x_ranges.default,e=[t.min,t.max],i=e[0],n=e[1],r=this.renderer.plot_view.frame.y_ranges.default,o=[r.min,r.max],s=o[0],a=o[1],l=h.validate_bbox_coords([i,n],[s,a]),u=this.index.indices(l);return u.sort(function(t,e){return t-e}).filter(function(t,e,i){return 0===e||t!==i[e-1]})},e.prototype._inner_loop=function(t,e,i){t.beginPath();for(var n=0,r=e.length;n<r;n++)for(var o=0,s=e[n].length;o<s;o++){for(var a=e[n][o],l=i[n][o],h=0,u=a.length;h<u;h++)0!=h?t.lineTo(a[h],l[h]):t.moveTo(a[h],l[h]);t.closePath()}},e.prototype._render=function(t,e,i){var n=this,r=i.sxs,o=i.sys;if(this.visuals.fill.doit||this.visuals.line.doit)for(var s=function(e){var i=[r[e],o[e]],s=i[0],l=i[1];a.visuals.fill.doit&&(a.visuals.fill.set_vectorize(t,e),a._inner_loop(t,s,l),t.fill(\"evenodd\")),a.visuals.hatch.doit2(t,e,function(){n._inner_loop(t,s,l),t.fill(\"evenodd\")},function(){return n.renderer.request_render()}),a.visuals.line.doit&&(a.visuals.line.set_vectorize(t,e),a._inner_loop(t,s,l),t.stroke())},a=this,l=0,h=e;l<h.length;l++){var u=h[l];s(u)}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=this.index.indices({minX:n,minY:r,maxX:n,maxY:r}),s=this.hole_index.indices({minX:n,minY:r,maxX:n,maxY:r}),a=[],l=0,u=o.length;l<u;l++)for(var c=o[l],_=this.sxs[c],p=this.sys[c],d=0,f=_.length;d<f;d++){var v=_[d].length;if(h.point_in_poly(e,i,_[d][0],p[d][0]))if(1==v)a.push(c);else if(-1==s.indexOf(c))a.push(c);else if(v>1){for(var m=!1,g=1;g<v;g++){var y=_[d][g],b=p[d][g];if(h.point_in_poly(e,i,y,b)){m=!0;break}}m||a.push(c)}}var x=h.create_empty_hit_test_result();return x.indices=a,x},e.prototype._get_snap_coord=function(t){return l.sum(t)/t.length},e.prototype.scenterx=function(t,e,i){if(1==this.sxs[t].length)return this._get_snap_coord(this.sxs[t][0][0]);for(var n=this.sxs[t],r=this.sys[t],o=0,s=n.length;o<s;o++)if(h.point_in_poly(e,i,n[o][0],r[o][0]))return this._get_snap_coord(n[o][0]);throw new Error(\"unreachable code\")},e.prototype.scentery=function(t,e,i){if(1==this.sys[t].length)return this._get_snap_coord(this.sys[t][0][0]);for(var n=this.sxs[t],r=this.sys[t],o=0,s=n.length;o<s;o++)if(h.point_in_poly(e,i,n[o][0],r[o][0]))return this._get_snap_coord(r[o][0]);throw new Error(\"unreachable code\")},e.prototype.map_data=function(){for(var t=0,e=this.model._coords;t<e.length;t++){var i=e[t],n=i[0],r=i[1],o=\"s\"+n,s=\"s\"+r;if(r=\"_\"+r,null!=this[n=\"_\"+n]&&(u.isArray(this[n][0])||u.isTypedArray(this[n][0]))){var a=this[n].length;this[o]=new Array(a),this[s]=new Array(a);for(var l=0;l<a;l++){var h=this[n][l].length;this[o][l]=new Array(h),this[s][l]=new Array(h);for(var c=0;c<h;c++){var _=this[n][l][c].length;this[o][l][c]=new Array(_),this[s][l][c]=new Array(_);for(var p=0;p<_;p++){var d=this.map_to_screen(this[n][l][c][p],this[r][l][c][p]),f=d[0],v=d[1];this[o][l][c][p]=f,this[s][l][c][p]=v}}}}}},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_area_legend(this.visuals,t,e,i)},e}(o.GlyphView);i.MultiPolygonsView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MultiPolygons\",this.prototype.default_view=c,this.coords([[\"xs\",\"ys\"]]),this.mixins([\"line\",\"fill\",\"hatch\"])},e}(o.Glyph);i.MultiPolygons=_,_.initClass()},function(t,e,i){var n=t(408),r=t(126),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){var t,e=this._x.length;this.sw=new Float64Array(e),t=\"data\"==this.model.properties.width.units?this.sdist(this.renderer.xscale,this._x,this._width,\"center\"):this._width;for(var i=0;i<e;i++)this.sw[i]=.75*t[i];\"data\"==this.model.properties.height.units?this.sh=this.sdist(this.renderer.yscale,this._y,this._height,\"center\"):this.sh=this._height},e}(r.EllipseOvalView);i.OvalView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Oval\",this.prototype.default_view=o},e}(r.EllipseOval);i.Oval=s,s.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._inner_loop=function(t,e,i,n,r){for(var o=0,s=e;o<s.length;o++){var a=s[o];0!=a?isNaN(i[a]+n[a])?(t.closePath(),r.apply(t),t.beginPath()):t.lineTo(i[a],n[a]):(t.beginPath(),t.moveTo(i[a],n[a]))}t.closePath(),r.call(t)},e.prototype._render=function(t,e,i){var n=this,r=i.sx,o=i.sy;this.visuals.fill.doit&&(this.visuals.fill.set_value(t),this._inner_loop(t,e,r,o,t.fill)),this.visuals.hatch.doit2(t,0,function(){return n._inner_loop(t,e,r,o,t.fill)},function(){return n.renderer.request_render()}),this.visuals.line.doit&&(this.visuals.line.set_value(t),this._inner_loop(t,e,r,o,t.stroke))},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.PatchView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Patch\",this.prototype.default_view=s,this.mixins([\"line\",\"fill\",\"hatch\"])},e}(r.XYGlyph);i.Patch=a,a.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149),a=t(24),l=t(25),h=t(46),u=t(9),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._build_discontinuous_object=function(t){for(var e=[],i=0,n=t.length;i<n;i++){e[i]=[];for(var r=a.copy(t[i]);r.length>0;){var o=a.find_last_index(r,function(t){return h.isStrictNaN(t)}),s=void 0;o>=0?s=r.splice(o):(s=r,r=[]);var l=s.filter(function(t){return!h.isStrictNaN(t)});e[i].push(l)}}return e},e.prototype._index_data=function(){for(var t=this._build_discontinuous_object(this._xs),e=this._build_discontinuous_object(this._ys),i=[],n=0,o=this._xs.length;n<o;n++)for(var s=0,l=t[n].length;s<l;s++){var h=t[n][s],u=e[n][s];0!=h.length&&i.push({minX:a.min(h),minY:a.min(u),maxX:a.max(h),maxY:a.max(u),i:n})}return new r.SpatialIndex(i)},e.prototype._mask_data=function(){var t=this.renderer.plot_view.frame.x_ranges.default,e=[t.min,t.max],i=e[0],n=e[1],r=this.renderer.plot_view.frame.y_ranges.default,o=[r.min,r.max],s=o[0],a=o[1],l=u.validate_bbox_coords([i,n],[s,a]),h=this.index.indices(l);return h.sort(function(t,e){return t-e})},e.prototype._inner_loop=function(t,e,i,n){for(var r=0,o=e.length;r<o;r++)0!=r?isNaN(e[r]+i[r])?(t.closePath(),n.apply(t),t.beginPath()):t.lineTo(e[r],i[r]):(t.beginPath(),t.moveTo(e[r],i[r]));t.closePath(),n.call(t)},e.prototype._render=function(t,e,i){var n=this,r=i.sxs,o=i.sys;this.sxss=this._build_discontinuous_object(r),this.syss=this._build_discontinuous_object(o);for(var s=function(e){var i=[r[e],o[e]],s=i[0],l=i[1];a.visuals.fill.doit&&(a.visuals.fill.set_vectorize(t,e),a._inner_loop(t,s,l,t.fill)),a.visuals.hatch.doit2(t,e,function(){return n._inner_loop(t,s,l,t.fill)},function(){return n.renderer.request_render()}),a.visuals.line.doit&&(a.visuals.line.set_vectorize(t,e),a._inner_loop(t,s,l,t.stroke))},a=this,l=0,h=e;l<h.length;l++){var u=h[l];s(u)}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=this.index.indices({minX:n,minY:r,maxX:n,maxY:r}),s=[],a=0,l=o.length;a<l;a++)for(var h=o[a],c=this.sxss[h],_=this.syss[h],p=0,d=c.length;p<d;p++)u.point_in_poly(e,i,c[p],_[p])&&s.push(h);var f=u.create_empty_hit_test_result();return f.indices=s,f},e.prototype._get_snap_coord=function(t){return l.sum(t)/t.length},e.prototype.scenterx=function(t,e,i){if(1==this.sxss[t].length)return this._get_snap_coord(this.sxs[t]);for(var n=this.sxss[t],r=this.syss[t],o=0,s=n.length;o<s;o++)if(u.point_in_poly(e,i,n[o],r[o]))return this._get_snap_coord(n[o]);throw new Error(\"unreachable code\")},e.prototype.scentery=function(t,e,i){if(1==this.syss[t].length)return this._get_snap_coord(this.sys[t]);for(var n=this.sxss[t],r=this.syss[t],o=0,s=n.length;o<s;o++)if(u.point_in_poly(e,i,n[o],r[o]))return this._get_snap_coord(r[o]);throw new Error(\"unreachable code\")},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_area_legend(this.visuals,t,e,i)},e}(o.GlyphView);i.PatchesView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Patches\",this.prototype.default_view=c,this.coords([[\"xs\",\"ys\"]]),this.mixins([\"line\",\"fill\",\"hatch\"])},e}(o.Glyph);i.Patches=_,_.initClass()},function(t,e,i){var n=t(408),r=t(122),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.get_anchor_point=function(t,e,i){var n=Math.min(this.sleft[e],this.sright[e]),r=Math.max(this.sright[e],this.sleft[e]),o=Math.min(this.stop[e],this.sbottom[e]),s=Math.max(this.sbottom[e],this.stop[e]);switch(t){case\"top_left\":return{x:n,y:o};case\"top_center\":return{x:(n+r)/2,y:o};case\"top_right\":return{x:r,y:o};case\"center_right\":return{x:r,y:(o+s)/2};case\"bottom_right\":return{x:r,y:s};case\"bottom_center\":return{x:(n+r)/2,y:s};case\"bottom_left\":return{x:n,y:s};case\"center_left\":return{x:n,y:(o+s)/2};case\"center\":return{x:(n+r)/2,y:(o+s)/2};default:return null}},e.prototype.scenterx=function(t){return(this.sleft[t]+this.sright[t])/2},e.prototype.scentery=function(t){return(this.stop[t]+this.sbottom[t])/2},e.prototype._index_data=function(){return this._index_box(this._right.length)},e.prototype._lrtb=function(t){var e=this._left[t],i=this._right[t],n=this._top[t],r=this._bottom[t];return[e,i,n,r]},e}(r.BoxView);i.QuadView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Quad\",this.prototype.default_view=o,this.coords([[\"right\",\"bottom\"],[\"left\",\"top\"]])},e}(r.Box);i.Quad=s,s.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149);function a(t,e,i){if(e==(t+i)/2)return[t,i];var n=(t-e)/(t-2*e+i),r=t*Math.pow(1-n,2)+2*e*(1-n)*n+i*Math.pow(n,2);return[Math.min(t,i,r),Math.max(t,i,r)]}var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x0.length;e<i;e++)if(!isNaN(this._x0[e]+this._x1[e]+this._y0[e]+this._y1[e]+this._cx[e]+this._cy[e])){var n=a(this._x0[e],this._cx[e],this._x1[e]),o=n[0],s=n[1],l=a(this._y0[e],this._cy[e],this._y1[e]),h=l[0],u=l[1];t.push({minX:o,minY:h,maxX:s,maxY:u,i:e})}return new r.SpatialIndex(t)},e.prototype._render=function(t,e,i){var n=i.sx0,r=i.sy0,o=i.sx1,s=i.sy1,a=i.scx,l=i.scy;if(this.visuals.line.doit)for(var h=0,u=e;h<u.length;h++){var c=u[h];isNaN(n[c]+r[c]+o[c]+s[c]+a[c]+l[c])||(t.beginPath(),t.moveTo(n[c],r[c]),t.quadraticCurveTo(a[c],l[c],o[c],s[c]),this.visuals.line.set_vectorize(t,c),t.stroke())}},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_line_legend(this.visuals,t,e,i)},e.prototype.scenterx=function(){throw new Error(\"not implemented\")},e.prototype.scentery=function(){throw new Error(\"not implemented\")},e}(o.GlyphView);i.QuadraticView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Quadratic\",this.prototype.default_view=l,this.coords([[\"x0\",\"y0\"],[\"x1\",\"y1\"],[\"cx\",\"cy\"]]),this.mixins([\"line\"])},e}(o.Glyph);i.Quadratic=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.length.units?this.slength=this.sdist(this.renderer.xscale,this._x,this._length):this.slength=this._length},e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=i.slength,s=i._angle;if(this.visuals.line.doit){for(var a=this.renderer.plot_view.frame._width.value,l=this.renderer.plot_view.frame._height.value,h=2*(a+l),u=0,c=o.length;u<c;u++)0==o[u]&&(o[u]=h);for(var _=0,p=e;_<p.length;_++){var u=p[_];isNaN(n[u]+r[u]+s[u]+o[u])||(t.translate(n[u],r[u]),t.rotate(s[u]),t.beginPath(),t.moveTo(0,0),t.lineTo(o[u],0),this.visuals.line.set_vectorize(t,u),t.stroke(),t.rotate(-s[u]),t.translate(-n[u],-r[u]))}}},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_line_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.RayView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Ray\",this.prototype.default_view=a,this.mixins([\"line\"]),this.define({length:[s.DistanceSpec],angle:[s.AngleSpec]})},e}(r.XYGlyph);i.Ray=l,l.initClass()},function(t,e,i){var n=t(408),r=t(123),o=t(149),s=t(9),a=t(18),l=t(25),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._set_data=function(){this.max_w2=0,\"data\"==this.model.properties.width.units&&(this.max_w2=this.max_width/2),this.max_h2=0,\"data\"==this.model.properties.height.units&&(this.max_h2=this.max_height/2)},e.prototype._map_data=function(){var t,e;if(\"data\"==this.model.properties.width.units)t=this._map_dist_corner_for_data_side_length(this._x,this._width,this.renderer.xscale),this.sw=t[0],this.sx0=t[1];else{this.sw=this._width;var i=this.sx.length;this.sx0=new Float64Array(i);for(var n=0;n<i;n++)this.sx0[n]=this.sx[n]-this.sw[n]/2}if(\"data\"==this.model.properties.height.units)e=this._map_dist_corner_for_data_side_length(this._y,this._height,this.renderer.yscale),this.sh=e[0],this.sy1=e[1];else{this.sh=this._height;var r=this.sy.length;this.sy1=new Float64Array(r);for(var n=0;n<r;n++)this.sy1[n]=this.sy[n]-this.sh[n]/2}var o=this.sw.length;this.ssemi_diag=new Float64Array(o);for(var n=0;n<o;n++)this.ssemi_diag[n]=Math.sqrt(this.sw[n]/2*this.sw[n]/2+this.sh[n]/2*this.sh[n]/2)},e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=i.sx0,s=i.sy1,a=i.sw,l=i.sh,h=i._angle;if(this.visuals.fill.doit)for(var u=0,c=e;u<c.length;u++){var _=c[u];isNaN(n[_]+r[_]+o[_]+s[_]+a[_]+l[_]+h[_])||(this.visuals.fill.set_vectorize(t,_),h[_]?(t.translate(n[_],r[_]),t.rotate(h[_]),t.fillRect(-a[_]/2,-l[_]/2,a[_],l[_]),t.rotate(-h[_]),t.translate(-n[_],-r[_])):t.fillRect(o[_],s[_],a[_],l[_]))}if(this.visuals.line.doit){t.beginPath();for(var p=0,d=e;p<d.length;p++){var _=d[p];isNaN(n[_]+r[_]+o[_]+s[_]+a[_]+l[_]+h[_])||0!=a[_]&&0!=l[_]&&(h[_]?(t.translate(n[_],r[_]),t.rotate(h[_]),t.rect(-a[_]/2,-l[_]/2,a[_],l[_]),t.rotate(-h[_]),t.translate(-n[_],-r[_])):t.rect(o[_],s[_],a[_],l[_]),this.visuals.line.set_vectorize(t,_),t.stroke(),t.beginPath())}t.stroke()}},e.prototype._hit_rect=function(t){return this._hit_rect_against_index(t)},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=[],a=0,h=this.sx0.length;a<h;a++)o.push(this.sx0[a]+this.sw[a]/2);for(var u=[],a=0,h=this.sy1.length;a<h;a++)u.push(this.sy1[a]+this.sh[a]/2);for(var c=l.max(this._ddist(0,o,this.ssemi_diag)),_=l.max(this._ddist(1,u,this.ssemi_diag)),p=n-c,d=n+c,f=r-_,v=r+_,m=[],g=s.validate_bbox_coords([p,d],[f,v]),y=0,b=this.index.indices(g);y<b.length;y++){var a=b[y],x=void 0,w=void 0;if(this._angle[a]){var k=Math.sin(-this._angle[a]),T=Math.cos(-this._angle[a]),C=T*(e-this.sx[a])-k*(i-this.sy[a])+this.sx[a],S=k*(e-this.sx[a])+T*(i-this.sy[a])+this.sy[a];e=C,i=S,w=Math.abs(this.sx[a]-e)<=this.sw[a]/2,x=Math.abs(this.sy[a]-i)<=this.sh[a]/2}else w=e-this.sx0[a]<=this.sw[a]&&e-this.sx0[a]>=0,x=i-this.sy1[a]<=this.sh[a]&&i-this.sy1[a]>=0;x&&w&&m.push(a)}var A=s.create_empty_hit_test_result();return A.indices=m,A},e.prototype._map_dist_corner_for_data_side_length=function(t,e,i){for(var n=t.length,r=new Float64Array(n),o=new Float64Array(n),s=0;s<n;s++)r[s]=Number(t[s])-e[s]/2,o[s]=Number(t[s])+e[s]/2;for(var a=i.v_compute(r),l=i.v_compute(o),h=this.sdist(i,r,e,\"edge\",this.model.dilate),u=a,s=0,c=a.length;s<c;s++)if(a[s]!=l[s]){u=a[s]<l[s]?a:l;break}return[h,u]},e.prototype._ddist=function(t,e,i){for(var n=0==t?this.renderer.xscale:this.renderer.yscale,r=e,o=r.length,s=new Float64Array(o),a=0;a<o;a++)s[a]=r[a]+i[a];for(var l=n.v_invert(r),h=n.v_invert(s),u=l.length,c=new Float64Array(u),a=0;a<u;a++)c[a]=Math.abs(h[a]-l[a]);return c},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e.prototype._bounds=function(t){var e=t.minX,i=t.maxX,n=t.minY,r=t.maxY;return{minX:e-this.max_w2,maxX:i+this.max_w2,minY:n-this.max_h2,maxY:r+this.max_h2}},e}(r.CenterRotatableView);i.RectView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Rect\",this.prototype.default_view=h,this.define({dilate:[a.Boolean,!1]})},e}(r.CenterRotatable);i.Rect=u,u.initClass()},function(t,e,i){var n=t(408),r=t(9),o=t(39),s=t(127),a=t(149),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x0.length;e<i;e++){var n=this._x0[e],r=this._x1[e],s=this._y0[e],a=this._y1[e];isNaN(n+r+s+a)||t.push({minX:Math.min(n,r),minY:Math.min(s,a),maxX:Math.max(n,r),maxY:Math.max(s,a),i:e})}return new o.SpatialIndex(t)},e.prototype._render=function(t,e,i){var n=i.sx0,r=i.sy0,o=i.sx1,s=i.sy1;if(this.visuals.line.doit)for(var a=0,l=e;a<l.length;a++){var h=l[a];isNaN(n[h]+r[h]+o[h]+s[h])||(t.beginPath(),t.moveTo(n[h],r[h]),t.lineTo(o[h],s[h]),this.visuals.line.set_vectorize(t,h),t.stroke())}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n={x:e,y:i},o=[],s=this.renderer.xscale.r_invert(e-2,e+2),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(i-2,i+2),u=h[0],c=h[1],_=this.index.indices({minX:a,minY:u,maxX:l,maxY:c}),p=0,d=_;p<d.length;p++){var f=d[p],v=Math.pow(Math.max(2,this.visuals.line.cache_select(\"line_width\",f)/2),2),m={x:this.sx0[f],y:this.sy0[f]},g={x:this.sx1[f],y:this.sy1[f]},y=r.dist_to_segment_squared(n,m,g);y<v&&o.push(f)}var b=r.create_empty_hit_test_result();return b.indices=o,b},e.prototype._hit_span=function(t){var e,i,n,o,s,a=this.renderer.plot_view.frame.bbox.ranges,l=a[0],h=a[1],u=t.sx,c=t.sy;\"v\"==t.direction?(s=this.renderer.yscale.invert(c),e=[this._y0,this._y1],n=e[0],o=e[1]):(s=this.renderer.xscale.invert(u),i=[this._x0,this._x1],n=i[0],o=i[1]);for(var _=[],p=this.renderer.xscale.r_invert(l.start,l.end),d=p[0],f=p[1],v=this.renderer.yscale.r_invert(h.start,h.end),m=v[0],g=v[1],y=this.index.indices({minX:d,minY:m,maxX:f,maxY:g}),b=0,x=y;b<x.length;b++){var w=x[b];(n[w]<=s&&s<=o[w]||o[w]<=s&&s<=n[w])&&_.push(w)}var k=r.create_empty_hit_test_result();return k.indices=_,k},e.prototype.scenterx=function(t){return(this.sx0[t]+this.sx1[t])/2},e.prototype.scentery=function(t){return(this.sy0[t]+this.sy1[t])/2},e.prototype.draw_legend_for_index=function(t,e,i){a.generic_line_legend(this.visuals,t,e,i)},e}(s.GlyphView);i.SegmentView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Segment\",this.prototype.default_view=l,this.coords([[\"x0\",\"y0\"],[\"x1\",\"y1\"]]),this.mixins([\"line\"])},e}(s.Glyph);i.Segment=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){var n,r,o,s,a,l,h=i.sx,u=i.sy,c=!1,_=null;this.visuals.line.set_value(t);var p=e.length;if(!(p<2)){t.beginPath(),t.moveTo(h[0],u[0]);for(var d=0,f=e;d<f.length;d++){var v=f[d],m=void 0,g=void 0,y=void 0,b=void 0;switch(this.model.mode){case\"before\":n=[h[v-1],u[v]],m=n[0],y=n[1],r=[h[v],u[v]],g=r[0],b=r[1];break;case\"after\":o=[h[v],u[v-1]],m=o[0],y=o[1],s=[h[v],u[v]],g=s[0],b=s[1];break;case\"center\":var x=(h[v-1]+h[v])/2;a=[x,u[v-1]],m=a[0],y=a[1],l=[x,u[v]],g=l[0],b=l[1];break;default:throw new Error(\"unexpected\")}if(c){if(!isFinite(h[v]+u[v])){t.stroke(),t.beginPath(),c=!1,_=v;continue}null!=_&&v-_>1&&(t.stroke(),c=!1)}c?(t.lineTo(m,y),t.lineTo(g,b)):(t.beginPath(),t.moveTo(h[v],u[v]),c=!0),_=v}t.lineTo(h[p-1],u[p-1]),t.stroke()}},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_line_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.StepView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Step\",this.prototype.default_view=a,this.mixins([\"line\"]),this.define({mode:[s.StepMode,\"before\"]})},e}(r.XYGlyph);i.Step=l,l.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(9),s=t(18),a=t(43),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._rotate_point=function(t,e,i,n,r){var o=(t-i)*Math.cos(r)-(e-n)*Math.sin(r)+i,s=(t-i)*Math.sin(r)+(e-n)*Math.cos(r)+n;return[o,s]},e.prototype._text_bounds=function(t,e,i,n){var r=[t,t+i,t+i,t,t],o=[e,e,e-n,e-n,e];return[r,o]},e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=i._x_offset,s=i._y_offset,l=i._angle,h=i._text;this._sys=[],this._sxs=[];for(var u=0,c=e;u<c.length;u++){var _=c[u];if(!isNaN(n[_]+r[_]+o[_]+s[_]+l[_])&&null!=h[_]&&(this._sxs[_]=[],this._sys[_]=[],this.visuals.text.doit)){var p=\"\"+h[_];t.save(),t.translate(n[_]+o[_],r[_]+s[_]),t.rotate(l[_]),this.visuals.text.set_vectorize(t,_);var d=this.visuals.text.cache_select(\"font\",_),f=a.measure_font(d).height,v=this.visuals.text.text_line_height.value()*f;if(-1==p.indexOf(\"\\n\")){t.fillText(p,0,0);var m=n[_]+o[_],g=r[_]+s[_],y=t.measureText(p).width,b=this._text_bounds(m,g,y,v),x=b[0],w=b[1];this._sxs[_].push(x),this._sys[_].push(w)}else{var k=p.split(\"\\n\"),T=v*k.length,C=this.visuals.text.cache_select(\"text_baseline\",_),S=void 0;switch(C){case\"top\":S=0;break;case\"middle\":S=-T/2+v/2;break;case\"bottom\":S=-T+v;break;default:S=0,console.warn(\"'\"+C+\"' baseline not supported with multi line text\")}for(var A=0,M=k;A<M.length;A++){var E=M[A];t.fillText(E,0,S);var m=n[_]+o[_],g=S+r[_]+s[_],y=t.measureText(E).width,z=this._text_bounds(m,g,y,v),x=z[0],w=z[1];this._sxs[_].push(x),this._sys[_].push(w),S+=v}}t.restore()}}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=[],r=0;r<this._sxs.length;r++)for(var s=this._sxs[r],a=this._sys[r],l=s.length,h=0,u=l;h<u;h++){var c=this._rotate_point(e,i,s[l-1][0],a[l-1][0],-this._angle[r]),_=c[0],p=c[1];o.point_in_poly(_,p,s[h],a[h])&&n.push(r)}var d=o.create_empty_hit_test_result();return d.indices=n,d},e.prototype._scenterxy=function(t){var e=this._sxs[t][0][0],i=this._sys[t][0][0],n=(this._sxs[t][0][2]+e)/2,r=(this._sys[t][0][2]+i)/2,o=this._rotate_point(n,r,e,i,this._angle[t]),s=o[0],a=o[1];return{x:s,y:a}},e.prototype.scenterx=function(t){return this._scenterxy(t).x},e.prototype.scentery=function(t){return this._scenterxy(t).y},e}(r.XYGlyphView);i.TextView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Text\",this.prototype.default_view=l,this.mixins([\"text\"]),this.define({text:[s.NullStringSpec,{field:\"text\"}],angle:[s.AngleSpec,0],x_offset:[s.NumberSpec,0],y_offset:[s.NumberSpec,0]})},e}(r.XYGlyph);i.Text=h,h.initClass()},function(t,e,i){var n=t(9);i.generic_line_legend=function(t,e,i,n){var r=i.x0,o=i.x1,s=i.y0,a=i.y1;e.save(),e.beginPath(),e.moveTo(r,(s+a)/2),e.lineTo(o,(s+a)/2),t.line.doit&&(t.line.set_vectorize(e,n),e.stroke()),e.restore()},i.generic_area_legend=function(t,e,i,n){var r=i.x0,o=i.x1,s=i.y0,a=i.y1,l=.1*Math.abs(o-r),h=.1*Math.abs(a-s),u=r+l,c=o-l,_=s+h,p=a-h;t.fill.doit&&(t.fill.set_vectorize(e,n),e.fillRect(u,_,c-u,p-_)),null!=t.hatch&&t.hatch.doit&&(t.hatch.set_vectorize(e,n),e.fillRect(u,_,c-u,p-_)),t.line&&t.line.doit&&(e.beginPath(),e.rect(u,_,c-u,p-_),t.line.set_vectorize(e,n),e.stroke())},i.line_interpolation=function(t,e,i,r,o,s){var a,l,h,u,c,_,p,d,f,v,m=e.sx,g=e.sy;\"point\"==e.type?(a=t.yscale.r_invert(g-1,g+1),f=a[0],v=a[1],l=t.xscale.r_invert(m-1,m+1),p=l[0],d=l[1]):\"v\"==e.direction?(h=t.yscale.r_invert(g,g),f=h[0],v=h[1],u=[Math.min(i-1,o-1),Math.max(i+1,o+1)],p=u[0],d=u[1]):(c=t.xscale.r_invert(m,m),p=c[0],d=c[1],_=[Math.min(r-1,s-1),Math.max(r+1,s+1)],f=_[0],v=_[1]);var y=n.check_2_segments_intersect(p,f,d,v,i,r,o,s),b=y.x,x=y.y;return[b,x]}},function(t,e,i){var n=t(408),r=t(120),o=t(39),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x.length;e<i;e++){var n=this._x[e],r=this._y1[e],s=this._y2[e];!isNaN(n+r+s)&&isFinite(n+r+s)&&t.push({minX:n,minY:Math.min(r,s),maxX:n,maxY:Math.max(r,s),i:e})}return new o.SpatialIndex(t)},e.prototype._inner=function(t,e,i,n,r){t.beginPath();for(var o=0,s=i.length;o<s;o++)t.lineTo(e[o],i[o]);for(var a=n.length-1,o=a;o>=0;o--)t.lineTo(e[o],n[o]);t.closePath(),r.call(t)},e.prototype._render=function(t,e,i){var n=this,r=i.sx,o=i.sy1,s=i.sy2;this.visuals.fill.doit&&(this.visuals.fill.set_value(t),this._inner(t,r,o,s,t.fill)),this.visuals.hatch.doit2(t,0,function(){return n._inner(t,r,o,s,t.fill)},function(){return n.renderer.request_render()})},e.prototype.scenterx=function(t){return this.sx[t]},e.prototype.scentery=function(t){return(this.sy1[t]+this.sy2[t])/2},e.prototype._map_data=function(){this.sx=this.renderer.xscale.v_compute(this._x),this.sy1=this.renderer.yscale.v_compute(this._y1),this.sy2=this.renderer.yscale.v_compute(this._y2)},e}(r.AreaView);i.VAreaView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"VArea\",this.prototype.default_view=a,this.define({x:[s.CoordinateSpec],y1:[s.CoordinateSpec],y2:[s.CoordinateSpec]})},e}(r.Area);i.VArea=l,l.initClass()},function(t,e,i){var n=t(408),r=t(122),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.scenterx=function(t){return this.sx[t]},e.prototype.scentery=function(t){return(this.stop[t]+this.sbottom[t])/2},e.prototype._index_data=function(){return this._index_box(this._x.length)},e.prototype._lrtb=function(t){var e=this._x[t]-this._width[t]/2,i=this._x[t]+this._width[t]/2,n=Math.max(this._top[t],this._bottom[t]),r=Math.min(this._top[t],this._bottom[t]);return[e,i,n,r]},e.prototype._map_data=function(){this.sx=this.renderer.xscale.v_compute(this._x),this.sw=this.sdist(this.renderer.xscale,this._x,this._width,\"center\"),this.stop=this.renderer.yscale.v_compute(this._top),this.sbottom=this.renderer.yscale.v_compute(this._bottom);var t=this.sx.length;this.sleft=new Float64Array(t),this.sright=new Float64Array(t);for(var e=0;e<t;e++)this.sleft[e]=this.sx[e]-this.sw[e]/2,this.sright[e]=this.sx[e]+this.sw[e]/2;this._clamp_viewport()},e}(r.BoxView);i.VBarView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"VBar\",this.prototype.default_view=s,this.coords([[\"x\",\"bottom\"]]),this.define({width:[o.DistanceSpec],top:[o.CoordinateSpec]}),this.override({bottom:0})},e}(r.Box);i.VBar=a,a.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(9),a=t(18),l=t(34),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.radius.units?this.sradius=this.sdist(this.renderer.xscale,this._x,this._radius):this.sradius=this._radius},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.sradius,s=i._start_angle,a=i._end_angle,l=this.model.properties.direction.value(),h=0,u=e;h<u.length;h++){var c=u[h];isNaN(n[c]+r[c]+o[c]+s[c]+a[c])||(t.beginPath(),t.arc(n[c],r[c],o[c],s[c],a[c],l),t.lineTo(n[c],r[c]),t.closePath(),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,c),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,c),t.stroke()))}},e.prototype._hit_point=function(t){var e,i,n,r,o,a,h,u,c,_,p,d,f,v=t.sx,m=t.sy,g=this.renderer.xscale.invert(v),y=this.renderer.yscale.invert(m),b=2*this.max_radius;\"data\"===this.model.properties.radius.units?(_=g-b,p=g+b,d=y-b,f=y+b):(a=v-b,h=v+b,e=this.renderer.xscale.r_invert(a,h),_=e[0],p=e[1],u=m-b,c=m+b,i=this.renderer.yscale.r_invert(u,c),d=i[0],f=i[1]);for(var x=[],w=s.validate_bbox_coords([_,p],[d,f]),k=0,T=this.index.indices(w);k<T.length;k++){var C=T[k],S=Math.pow(this.sradius[C],2);n=this.renderer.xscale.r_compute(g,this._x[C]),a=n[0],h=n[1],r=this.renderer.yscale.r_compute(y,this._y[C]),u=r[0],c=r[1],(o=Math.pow(a-h,2)+Math.pow(u-c,2))<=S&&x.push([C,o])}for(var A=this.model.properties.direction.value(),M=[],E=0,z=x;E<z.length;E++){var O=z[E],C=O[0],P=O[1],j=Math.atan2(m-this.sy[C],v-this.sx[C]);l.angle_between(-j,-this._start_angle[C],-this._end_angle[C],A)&&M.push([C,P])}return s.create_hit_test_result_from_hits(M)},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e.prototype._scenterxy=function(t){var e=this.sradius[t]/2,i=(this._start_angle[t]+this._end_angle[t])/2;return{x:this.sx[t]+e*Math.cos(i),y:this.sy[t]+e*Math.sin(i)}},e.prototype.scenterx=function(t){return this._scenterxy(t).x},e.prototype.scentery=function(t){return this._scenterxy(t).y},e}(r.XYGlyphView);i.WedgeView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Wedge\",this.prototype.default_view=h,this.mixins([\"line\",\"fill\"]),this.define({direction:[a.Direction,\"anticlock\"],radius:[a.DistanceSpec],start_angle:[a.AngleSpec],end_angle:[a.AngleSpec]})},e}(r.XYGlyph);i.Wedge=u,u.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x.length;e<i;e++){var n=this._x[e],o=this._y[e];!isNaN(n+o)&&isFinite(n+o)&&t.push({minX:n,minY:o,maxX:n,maxY:o,i:e})}return new r.SpatialIndex(t)},e.prototype.scenterx=function(t){return this.sx[t]},e.prototype.scentery=function(t){return this.sy[t]},e}(o.GlyphView);i.XYGlyphView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"XYGlyph\",this.coords([[\"x\",\"y\"]])},e}(o.Glyph);i.XYGlyph=a,a.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(25),s=t(24),a=t(9),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GraphHitTestPolicy\"},e.prototype._hit_test_nodes=function(t,e){if(!e.model.visible)return null;var i=e.node_view.glyph.hit_test(t);return null==i?null:e.node_view.model.view.convert_selection_from_subset(i)},e.prototype._hit_test_edges=function(t,e){if(!e.model.visible)return null;var i=e.edge_view.glyph.hit_test(t);return null==i?null:e.edge_view.model.view.convert_selection_from_subset(i)},e}(r.Model);i.GraphHitTestPolicy=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"NodesOnly\"},e.prototype.hit_test=function(t,e){return this._hit_test_nodes(t,e)},e.prototype.do_selection=function(t,e,i,n){if(null==t)return!1;var r=e.node_renderer.data_source.selected;return r.update(t,i,n),e.node_renderer.data_source._select.emit(),!r.is_empty()},e.prototype.do_inspection=function(t,e,i,n,r){if(null==t)return!1;var o=i.model.get_selection_manager().get_or_create_inspector(i.node_view.model);return o.update(t,n,r),i.node_view.model.data_source.setv({inspected:o},{silent:!0}),i.node_view.model.data_source.inspect.emit([i.node_view,{geometry:e}]),!o.is_empty()},e}(l);i.NodesOnly=h,h.initClass();var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"NodesAndLinkedEdges\"},e.prototype.hit_test=function(t,e){return this._hit_test_nodes(t,e)},e.prototype.get_linked_edges=function(t,e,i){var n=[];\"selection\"==i?n=t.selected.indices.map(function(e){return t.data.index[e]}):\"inspection\"==i&&(n=t.inspected.indices.map(function(e){return t.data.index[e]}));for(var r=[],o=0;o<e.data.start.length;o++)(s.contains(n,e.data.start[o])||s.contains(n,e.data.end[o]))&&r.push(o);for(var l=a.create_empty_hit_test_result(),h=0,u=r;h<u.length;h++){var o=u[h];l.multiline_indices[o]=[0]}return l.indices=r,l},e.prototype.do_selection=function(t,e,i,n){if(null==t)return!1;var r=e.node_renderer.data_source.selected;r.update(t,i,n);var o=e.edge_renderer.data_source.selected,s=this.get_linked_edges(e.node_renderer.data_source,e.edge_renderer.data_source,\"selection\");return o.update(s,i,n),e.node_renderer.data_source._select.emit(),!r.is_empty()},e.prototype.do_inspection=function(t,e,i,n,r){if(null==t)return!1;var o=i.node_view.model.data_source.selection_manager.get_or_create_inspector(i.node_view.model);o.update(t,n,r),i.node_view.model.data_source.setv({inspected:o},{silent:!0});var s=i.edge_view.model.data_source.selection_manager.get_or_create_inspector(i.edge_view.model),a=this.get_linked_edges(i.node_view.model.data_source,i.edge_view.model.data_source,\"inspection\");return s.update(a,n,r),i.edge_view.model.data_source.setv({inspected:s},{silent:!0}),i.node_view.model.data_source.inspect.emit([i.node_view,{geometry:e}]),!o.is_empty()},e}(l);i.NodesAndLinkedEdges=u,u.initClass();var c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"EdgesAndLinkedNodes\"},e.prototype.hit_test=function(t,e){return this._hit_test_edges(t,e)},e.prototype.get_linked_nodes=function(t,e,i){var n=[];\"selection\"==i?n=e.selected.indices:\"inspection\"==i&&(n=e.inspected.indices);for(var r=[],l=0,h=n;l<h.length;l++){var u=h[l];r.push(e.data.start[u]),r.push(e.data.end[u])}var c=s.uniq(r).map(function(e){return o.indexOf(t.data.index,e)}),_=a.create_empty_hit_test_result();return _.indices=c,_},e.prototype.do_selection=function(t,e,i,n){if(null==t)return!1;var r=e.edge_renderer.data_source.selected;r.update(t,i,n);var o=e.node_renderer.data_source.selected,s=this.get_linked_nodes(e.node_renderer.data_source,e.edge_renderer.data_source,\"selection\");return o.update(s,i,n),e.edge_renderer.data_source._select.emit(),!r.is_empty()},e.prototype.do_inspection=function(t,e,i,n,r){if(null==t)return!1;var o=i.edge_view.model.data_source.selection_manager.get_or_create_inspector(i.edge_view.model);o.update(t,n,r),i.edge_view.model.data_source.setv({inspected:o},{silent:!0});var s=i.node_view.model.data_source.selection_manager.get_or_create_inspector(i.node_view.model),a=this.get_linked_nodes(i.node_view.model.data_source,i.edge_view.model.data_source,\"inspection\");return s.update(a,n,r),i.node_view.model.data_source.setv({inspected:s},{silent:!0}),i.edge_view.model.data_source.inspect.emit([i.edge_view,{geometry:e}]),!o.is_empty()},e}(l);i.EdgesAndLinkedNodes=c,c.initClass()},function(t,e,i){var n=t(408);n.__exportStar(t(154),i),n.__exportStar(t(156),i),n.__exportStar(t(157),i)},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LayoutProvider\"},e}(r.Model);i.LayoutProvider=o,o.initClass()},function(t,e,i){var n=t(408),r=t(156),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"StaticLayoutProvider\",this.define({graph_layout:[o.Any,{}]})},e.prototype.get_node_coordinates=function(t){for(var e=[],i=[],n=t.data.index,r=0,o=n.length;r<o;r++){var s=this.graph_layout[n[r]],a=null!=s?s:[NaN,NaN],l=a[0],h=a[1];e.push(l),i.push(h)}return[e,i]},e.prototype.get_edge_coordinates=function(t){for(var e,i,n=[],r=[],o=t.data.start,s=t.data.end,a=null!=t.data.xs&&null!=t.data.ys,l=0,h=o.length;l<h;l++){var u=null!=this.graph_layout[o[l]]&&null!=this.graph_layout[s[l]];if(a&&u)n.push(t.data.xs[l]),r.push(t.data.ys[l]);else{var c=void 0,_=void 0;u?(e=[this.graph_layout[o[l]],this.graph_layout[s[l]]],_=e[0],c=e[1]):(_=(i=[[NaN,NaN],[NaN,NaN]])[0],c=i[1]),n.push([_[0],c[0]]),r.push([_[1],c[1]])}}return[n,r]},e}(r.LayoutProvider);i.StaticLayoutProvider=s,s.initClass()},function(t,e,i){var n=t(408),r=t(199),o=t(18),s=t(46),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"_x_range_name\",{get:function(){return this.model.x_range_name},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"_y_range_name\",{get:function(){return this.model.y_range_name},enumerable:!0,configurable:!0}),e.prototype.render=function(){if(this.model.visible){var t=this.plot_view.canvas_view.ctx;t.save(),this._draw_regions(t),this._draw_minor_grids(t),this._draw_grids(t),t.restore()}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.request_render()})},e.prototype._draw_regions=function(t){var e=this;if(this.visuals.band_fill.doit||this.visuals.band_hatch.doit){this.visuals.band_fill.set_value(t);for(var i=this.grid_coords(\"major\",!1),n=i[0],r=i[1],o=function(i){if(i%2!=1)return\"continue\";var o=s.plot_view.map_to_screen(n[i],r[i],s._x_range_name,s._y_range_name),a=o[0],l=o[1],h=s.plot_view.map_to_screen(n[i+1],r[i+1],s._x_range_name,s._y_range_name),u=h[0],c=h[1];s.visuals.band_fill.doit&&t.fillRect(a[0],l[0],u[1]-a[0],c[1]-l[0]),s.visuals.band_hatch.doit2(t,i,function(){t.fillRect(a[0],l[0],u[1]-a[0],c[1]-l[0])},function(){return e.request_render()})},s=this,a=0;a<n.length-1;a++)o(a)}},e.prototype._draw_grids=function(t){if(this.visuals.grid_line.doit){var e=this.grid_coords(\"major\"),i=e[0],n=e[1];this._draw_grid_helper(t,this.visuals.grid_line,i,n)}},e.prototype._draw_minor_grids=function(t){if(this.visuals.minor_grid_line.doit){var e=this.grid_coords(\"minor\"),i=e[0],n=e[1];this._draw_grid_helper(t,this.visuals.minor_grid_line,i,n)}},e.prototype._draw_grid_helper=function(t,e,i,n){e.set_value(t);for(var r=0;r<i.length;r++){var o=this.plot_view.map_to_screen(i[r],n[r],this._x_range_name,this._y_range_name),s=o[0],a=o[1];t.beginPath(),t.moveTo(Math.round(s[0]),Math.round(a[0]));for(var l=1;l<s.length;l++)t.lineTo(Math.round(s[l]),Math.round(a[l]));t.stroke()}},e.prototype.ranges=function(){var t=this.model.dimension,e=(t+1)%2,i=this.plot_view.frame,n=[i.x_ranges[this.model.x_range_name],i.y_ranges[this.model.y_range_name]];return[n[t],n[e]]},e.prototype.computed_bounds=function(){var t,e,i,n=this.ranges()[0],r=this.model.bounds,o=[n.min,n.max];if(s.isArray(r))e=Math.min(r[0],r[1]),i=Math.max(r[0],r[1]),e<o[0]&&(e=o[0]),i>o[1]&&(i=o[1]);else{e=o[0],i=o[1];for(var a=0,l=this.plot_view.axis_views;a<l.length;a++){var h=l[a];h.dimension==this.model.dimension&&h.model.x_range_name==this.model.x_range_name&&h.model.y_range_name==this.model.y_range_name&&(t=h.computed_bounds,e=t[0],i=t[1])}}return[e,i]},e.prototype.grid_coords=function(t,e){var i;void 0===e&&(e=!0);var n=this.model.dimension,r=(n+1)%2,o=this.ranges(),s=o[0],a=o[1],l=this.computed_bounds(),h=l[0],u=l[1];i=[Math.min(h,u),Math.max(h,u)],h=i[0],u=i[1];var c=this.model.ticker.get_ticks(h,u,s,a.min,{})[t],_=s.min,p=s.max,d=a.min,f=a.max,v=[[],[]];e||(c[0]!=_&&c.splice(0,0,_),c[c.length-1]!=p&&c.push(p));for(var m=0;m<c.length;m++)if(c[m]!=_&&c[m]!=p||!e){for(var g=[],y=[],b=0;b<2;b++){var x=d+(f-d)/1*b;g.push(c[m]),y.push(x)}v[n].push(g),v[r].push(y)}return v},e}(r.GuideRendererView);i.GridView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Grid\",this.prototype.default_view=a,this.mixins([\"line:grid_\",\"line:minor_grid_\",\"fill:band_\",\"hatch:band_\"]),this.define({bounds:[o.Any,\"auto\"],dimension:[o.Any,0],ticker:[o.Instance],x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]}),this.override({level:\"underlay\",band_fill_color:null,band_fill_alpha:0,grid_line_color:\"#e5e5e5\",minor_grid_line_color:null})},e}(r.GuideRenderer);i.Grid=l,l.initClass()},function(t,e,i){var n=t(158);i.Grid=n.Grid},function(t,e,i){var n=t(408);n.__exportStar(t(69),i),n.__exportStar(t(86),i),n.__exportStar(t(92),i),n.__exportStar(t(96),i),n.__exportStar(t(99),i),n.__exportStar(t(105),i),n.__exportStar(t(111),i),n.__exportStar(t(135),i),n.__exportStar(t(155),i),n.__exportStar(t(159),i),n.__exportStar(t(165),i),n.__exportStar(t(177),i),n.__exportStar(t(292),i),n.__exportStar(t(182),i),n.__exportStar(t(187),i),n.__exportStar(t(193),i),n.__exportStar(t(200),i),n.__exportStar(t(203),i),n.__exportStar(t(207),i),n.__exportStar(t(216),i),n.__exportStar(t(232),i),n.__exportStar(t(242),i),n.__exportStar(t(222),i),n.__exportStar(t(278),i)},function(t,e,i){var n=t(408),r=t(166),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.children.change,function(){return e.rebuild()})},Object.defineProperty(e.prototype,\"child_models\",{get:function(){return this.model.children},enumerable:!0,configurable:!0}),e}(r.LayoutDOMView);i.BoxView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Box\",this.define({children:[o.Array,[]],spacing:[o.Number,0]})},e}(r.LayoutDOM);i.Box=a,a.initClass()},function(t,e,i){var n=t(408),r=t(161),o=t(11),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._update_layout=function(){var t=this.child_views.map(function(t){return t.layout});this.layout=new o.Column(t),this.layout.rows=this.model.rows,this.layout.spacing=[this.model.spacing,0],this.layout.set_sizing(this.box_sizing())},e}(r.BoxView);i.ColumnView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Column\",this.prototype.default_view=a,this.define({rows:[s.Any,\"auto\"]})},e}(r.Box);i.Column=l,l.initClass()},function(t,e,i){var n=t(408),r=t(166),o=t(11),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.children.change,function(){return e.rebuild()})},Object.defineProperty(e.prototype,\"child_models\",{get:function(){return this.model.children.map(function(t){var e=t[0];return e})},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){this.layout=new o.Grid,this.layout.rows=this.model.rows,this.layout.cols=this.model.cols,this.layout.spacing=this.model.spacing;for(var t=0,e=this.model.children;t<e.length;t++){var i=e[t],n=i[0],r=i[1],s=i[2],a=i[3],l=i[4],h=this._child_views[n.id];this.layout.items.push({layout:h.layout,row:r,col:s,row_span:a,col_span:l})}this.layout.set_sizing(this.box_sizing())},e}(r.LayoutDOMView);i.GridBoxView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GridBox\",this.prototype.default_view=a,this.define({children:[s.Array,[]],rows:[s.Any,\"auto\"],cols:[s.Any,\"auto\"],spacing:[s.Any,0]})},e}(r.LayoutDOM);i.GridBox=l,l.initClass()},function(t,e,i){var n=t(408),r=t(166),o=t(13),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"child_models\",{get:function(){return[]},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){this.layout=new o.ContentBox(this.el),this.layout.set_sizing(this.box_sizing())},e}(r.LayoutDOMView);i.HTMLBoxView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HTMLBox\"},e}(r.LayoutDOM);i.HTMLBox=a,a.initClass()},function(t,e,i){var n=t(161);i.Box=n.Box;var r=t(162);i.Column=r.Column;var o=t(163);i.GridBox=o.GridBox;var s=t(164);i.HTMLBox=s.HTMLBox;var a=t(166);i.LayoutDOM=a.LayoutDOM;var l=t(167);i.Row=l.Row;var h=t(168);i.Spacer=h.Spacer;var u=t(169);i.Panel=u.Panel,i.Tabs=u.Tabs;var c=t(170);i.WidgetBox=c.WidgetBox},function(t,e,i){var n=t(408),r=t(62),o=t(5),s=t(17),a=t(46),l=t(18),h=t(4),u=t(6),c=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._idle_notified=!1,e._offset_parent=null,e._viewport={},e}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.el.style.position=this.is_root?\"relative\":\"absolute\",this._child_views={},this.build_child_views()},e.prototype.remove=function(){for(var e=0,i=this.child_views;e<i.length;e++){var n=i[e];n.remove()}this._child_views={},t.prototype.remove.call(this)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.is_root&&(this._on_resize=function(){return e.resize_layout()},window.addEventListener(\"resize\",this._on_resize),this._parent_observer=setInterval(function(){var t=e.el.offsetParent;e._offset_parent!=t&&(e._offset_parent=t,null!=t&&(e.compute_viewport(),e.invalidate_layout()))},250));var i=this.model.properties;this.on_change([i.width,i.height,i.min_width,i.min_height,i.max_width,i.max_height,i.margin,i.width_policy,i.height_policy,i.sizing_mode,i.aspect_ratio,i.visible,i.background],function(){return e.invalidate_layout()}),this.on_change([i.css_classes],function(){return e.invalidate_render()})},e.prototype.disconnect_signals=function(){null!=this._parent_observer&&clearTimeout(this._parent_observer),null!=this._on_resize&&window.removeEventListener(\"resize\",this._on_resize),t.prototype.disconnect_signals.call(this)},e.prototype.css_classes=function(){return t.prototype.css_classes.call(this).concat(this.model.css_classes)},Object.defineProperty(e.prototype,\"child_views\",{get:function(){var t=this;return this.child_models.map(function(e){return t._child_views[e.id]})},enumerable:!0,configurable:!0}),e.prototype.build_child_views=function(){h.build_views(this._child_views,this.child_models,{parent:this})},e.prototype.render=function(){var e;t.prototype.render.call(this),o.empty(this.el);var i=this.model.background;this.el.style.backgroundColor=null!=i?i:\"\",(e=o.classes(this.el).clear()).add.apply(e,this.css_classes());for(var n=0,r=this.child_views;n<r.length;n++){var s=r[n];this.el.appendChild(s.el),s.render()}},e.prototype.update_layout=function(){for(var t=0,e=this.child_views;t<e.length;t++){var i=e[t];i.update_layout()}this._update_layout()},e.prototype.update_position=function(){this.el.style.display=this.model.visible?\"block\":\"none\";var t=this.is_root?this.layout.sizing.margin:void 0;o.position(this.el,this.layout.bbox,t);for(var e=0,i=this.child_views;e<i.length;e++){var n=i[e];n.update_position()}},e.prototype.after_layout=function(){for(var t=0,e=this.child_views;t<e.length;t++){var i=e[t];i.after_layout()}this._has_finished=!0},e.prototype.compute_viewport=function(){this._viewport=this._viewport_size()},e.prototype.renderTo=function(t){t.appendChild(this.el),this._offset_parent=this.el.offsetParent,this.compute_viewport(),this.build()},e.prototype.build=function(){return this.assert_root(),this.render(),this.update_layout(),this.compute_layout(),this},e.prototype.rebuild=function(){this.build_child_views(),this.invalidate_render()},e.prototype.compute_layout=function(){var t=Date.now();this.layout.compute(this._viewport),this.update_position(),this.after_layout(),s.logger.debug(\"layout computed in \"+(Date.now()-t)+\" ms\"),this.notify_finished()},e.prototype.resize_layout=function(){this.root.compute_viewport(),this.root.compute_layout()},e.prototype.invalidate_layout=function(){this.root.update_layout(),this.root.compute_layout()},e.prototype.invalidate_render=function(){this.render(),this.invalidate_layout()},e.prototype.has_finished=function(){if(!t.prototype.has_finished.call(this))return!1;for(var e=0,i=this.child_views;e<i.length;e++){var n=i[e];if(!n.has_finished())return!1}return!0},e.prototype.notify_finished=function(){this.is_root?!this._idle_notified&&this.has_finished()&&null!=this.model.document&&(this._idle_notified=!0,this.model.document.notify_idle(this.model)):this.root.notify_finished()},e.prototype._width_policy=function(){return null!=this.model.width?\"fixed\":\"fit\"},e.prototype._height_policy=function(){return null!=this.model.height?\"fixed\":\"fit\"},e.prototype.box_sizing=function(){var t=this.model,e=t.width_policy,i=t.height_policy,n=t.aspect_ratio;\"auto\"==e&&(e=this._width_policy()),\"auto\"==i&&(i=this._height_policy());var r=this.model.sizing_mode;if(null!=r)if(\"fixed\"==r)e=i=\"fixed\";else if(\"stretch_both\"==r)e=i=\"max\";else if(\"stretch_width\"==r)e=\"max\";else if(\"stretch_height\"==r)i=\"max\";else switch(null==n&&(n=\"auto\"),r){case\"scale_width\":e=\"max\",i=\"min\";break;case\"scale_height\":e=\"min\",i=\"max\";break;case\"scale_both\":e=\"max\",i=\"max\";break;default:throw new Error(\"unreachable\")}var o={width_policy:e,height_policy:i},s=this.model,l=s.min_width,h=s.min_height;null!=l&&(o.min_width=l),null!=h&&(o.min_height=h);var u=this.model,c=u.width,_=u.height;null!=c&&(o.width=c),null!=_&&(o.height=_);var p=this.model,d=p.max_width,f=p.max_height;null!=d&&(o.max_width=d),null!=f&&(o.max_height=f),\"auto\"==n&&null!=c&&null!=_?o.aspect=c/_:a.isNumber(n)&&(o.aspect=n);var v=this.model.margin;if(null!=v)if(a.isNumber(v))o.margin={top:v,right:v,bottom:v,left:v};else if(2==v.length){var m=v[0],g=v[1];o.margin={top:m,right:g,bottom:m,left:g}}else{var y=v[0],b=v[1],x=v[2],w=v[3];o.margin={top:y,right:b,bottom:x,left:w}}o.visible=this.model.visible;var k=this.model.align;return a.isArray(k)?(o.halign=k[0],o.valign=k[1]):o.halign=o.valign=k,o},e.prototype._viewport_size=function(){var t=this;return o.undisplayed(this.el,function(){for(var e=t.el;e=e.parentElement;)if(!e.classList.contains(\"bk-root\")){if(e==document.body){var i=o.extents(document.body).margin,n=i.left,r=i.right,s=i.top,a=i.bottom,l=Math.ceil(document.documentElement.clientWidth-n-r),h=Math.ceil(document.documentElement.clientHeight-s-a);return{width:l,height:h}}var u=o.extents(e).padding,c=u.left,_=u.right,p=u.top,d=u.bottom,f=e.getBoundingClientRect(),v=f.width,m=f.height,g=Math.ceil(v-c-_),y=Math.ceil(m-p-d);if(g>0||y>0)return{width:g>0?g:void 0,height:y>0?y:void 0}}return{}})},e.prototype.serializable_state=function(){return n.__assign({},t.prototype.serializable_state.call(this),{bbox:this.layout.bbox.rect,children:this.child_views.map(function(t){return t.serializable_state()})})},e}(u.DOMView);i.LayoutDOMView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LayoutDOM\",this.define({width:[l.Number,null],height:[l.Number,null],min_width:[l.Number,null],min_height:[l.Number,null],max_width:[l.Number,null],max_height:[l.Number,null],margin:[l.Any,[0,0,0,0]],width_policy:[l.Any,\"auto\"],height_policy:[l.Any,\"auto\"],aspect_ratio:[l.Any,null],sizing_mode:[l.SizingMode,null],visible:[l.Boolean,!0],disabled:[l.Boolean,!1],align:[l.Any,\"start\"],background:[l.Color,null],css_classes:[l.Array,[]]})},e}(r.Model);i.LayoutDOM=_,_.initClass()},function(t,e,i){var n=t(408),r=t(161),o=t(11),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._update_layout=function(){var t=this.child_views.map(function(t){return t.layout});this.layout=new o.Row(t),this.layout.cols=this.model.cols,this.layout.spacing=[0,this.model.spacing],this.layout.set_sizing(this.box_sizing())},e}(r.BoxView);i.RowView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Row\",this.prototype.default_view=a,this.define({cols:[s.Any,\"auto\"]})},e}(r.Box);i.Row=l,l.initClass()},function(t,e,i){var n=t(408),r=t(166),o=t(13),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"child_models\",{get:function(){return[]},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){this.layout=new o.LayoutItem,this.layout.set_sizing(this.box_sizing())},e}(r.LayoutDOMView);i.SpacerView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Spacer\",this.prototype.default_view=s},e}(r.LayoutDOM);i.Spacer=a,a.initClass()},function(t,e,i){var n=t(408),r=t(13),o=t(5),s=t(24),a=t(18),l=t(166),h=t(62),u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.tabs.change,function(){return e.rebuild()}),this.connect(this.model.properties.active.change,function(){return e.on_active_change()})},Object.defineProperty(e.prototype,\"child_models\",{get:function(){return this.model.tabs.map(function(t){return t.child})},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){var t=this.model.tabs_location,e=\"above\"==t||\"below\"==t,i=this.scroll_el,a=this.headers_el;this.header=new(function(t){function r(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(r,t),r.prototype._measure=function(n){var r=o.size(i),l=o.children(a).slice(0,3).map(function(t){return o.size(t)}),h=t.prototype._measure.call(this,n),u=h.width,c=h.height;if(e){var _=r.width+s.sum(l.map(function(t){return t.width}));return{width:n.width!=1/0?n.width:_,height:c}}var p=r.height+s.sum(l.map(function(t){return t.height}));return{width:u,height:n.height!=1/0?n.height:p}},r}(r.ContentBox))(this.header_el),e?this.header.set_sizing({width_policy:\"fit\",height_policy:\"fixed\"}):this.header.set_sizing({width_policy:\"fixed\",height_policy:\"fit\"});var l=1,h=1;switch(t){case\"above\":l-=1;break;case\"below\":l+=1;break;case\"left\":h-=1;break;case\"right\":h+=1}var u={layout:this.header,row:l,col:h},c=this.child_views.map(function(t){return{layout:t.layout,row:1,col:1}});this.layout=new r.Grid([u].concat(c)),this.layout.set_sizing(this.box_sizing())},e.prototype.update_position=function(){t.prototype.update_position.call(this),this.header_el.style.position=\"absolute\",o.position(this.header_el,this.header.bbox);var e=this.model.tabs_location,i=\"above\"==e||\"below\"==e,n=o.size(this.scroll_el),r=o.scroll_size(this.headers_el);if(i){var s=this.header.bbox.width;r.width>s?(this.wrapper_el.style.maxWidth=s-n.width+\"px\",o.display(this.scroll_el)):(this.wrapper_el.style.maxWidth=\"\",o.undisplay(this.scroll_el))}else{var a=this.header.bbox.height;r.height>a?(this.wrapper_el.style.maxHeight=a-n.height+\"px\",o.display(this.scroll_el)):(this.wrapper_el.style.maxHeight=\"\",o.undisplay(this.scroll_el))}for(var l=this.child_views,h=0,u=l;h<u.length;h++){var c=u[h];o.hide(c.el)}var _=l[this.model.active];null!=_&&o.show(_.el)},e.prototype.render=function(){var e=this;t.prototype.render.call(this);var i=this.model.active,n=this.model.tabs_location,r=\"above\"==n||\"below\"==n,a=\"bk-\"+n,l=this.model.tabs.map(function(t,n){var r=o.div({class:[\"bk-tab\",n==i?\"bk-active\":null]},t.title);if(r.addEventListener(\"click\",function(t){t.target==t.currentTarget&&e.change_active(n)}),t.closable){var a=o.div({class:\"bk-close\"});a.addEventListener(\"click\",function(t){if(t.target==t.currentTarget){e.model.tabs=s.remove_at(e.model.tabs,n);var i=e.model.tabs.length;e.model.active>i-1&&(e.model.active=i-1)}}),r.appendChild(a)}return r});this.headers_el=o.div({class:[\"bk-headers\"]},l),this.wrapper_el=o.div({class:\"bk-headers-wrapper\"},this.headers_el);var h=o.div({class:[\"bk-btn\",\"bk-btn-default\"],disabled:\"\"},o.div({class:[\"bk-caret\",\"bk-left\"]})),u=o.div({class:[\"bk-btn\",\"bk-btn-default\"]},o.div({class:[\"bk-caret\",\"bk-right\"]})),c=0,_=function(t){return function(){var i=e.model.tabs.length;0==(c=\"left\"==t?Math.max(c-1,0):Math.min(c+1,i-1))?h.setAttribute(\"disabled\",\"\"):h.removeAttribute(\"disabled\"),c==i-1?u.setAttribute(\"disabled\",\"\"):u.removeAttribute(\"disabled\");var n=o.children(e.headers_el).slice(0,c).map(function(t){return t.getBoundingClientRect()});if(r){var a=-s.sum(n.map(function(t){return t.width}));e.headers_el.style.left=a+\"px\"}else{var l=-s.sum(n.map(function(t){return t.height}));e.headers_el.style.top=l+\"px\"}}};h.addEventListener(\"click\",_(\"left\")),u.addEventListener(\"click\",_(\"right\")),this.scroll_el=o.div({class:\"bk-btn-group\"},h,u),this.header_el=o.div({class:[\"bk-tabs-header\",a]},this.scroll_el,this.wrapper_el),this.el.appendChild(this.header_el)},e.prototype.change_active=function(t){t!=this.model.active&&(this.model.active=t,null!=this.model.callback&&this.model.callback.execute(this.model))},e.prototype.on_active_change=function(){for(var t=this.model.active,e=o.children(this.headers_el),i=0,n=e;i<n.length;i++){var r=n[i];r.classList.remove(\"bk-active\")}e[t].classList.add(\"bk-active\");for(var s=this.child_views,a=0,l=s;a<l.length;a++){var h=l[a];o.hide(h.el)}o.show(s[t].el)},e}(l.LayoutDOMView);i.TabsView=u;var c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Tabs\",this.prototype.default_view=u,this.define({tabs:[a.Array,[]],tabs_location:[a.Location,\"above\"],active:[a.Number,0],callback:[a.Any]})},e}(l.LayoutDOM);i.Tabs=c,c.initClass();var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Panel\",this.define({title:[a.String,\"\"],child:[a.Instance],closable:[a.Boolean,!1]})},e}(h.Model);i.Panel=_,_.initClass()},function(t,e,i){var n=t(408),r=t(162),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.ColumnView);i.WidgetBoxView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"WidgetBox\",this.prototype.default_view=o},e}(r.Column);i.WidgetBox=s,s.initClass()},function(t,e,i){var n=t(408),r=t(172),o=t(175),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalColorMapper\",this.define({factors:[s.Array],start:[s.Number,0],end:[s.Number]})},e.prototype._v_compute=function(t,e,i,n){var o=n.nan_color;r.cat_v_compute(t,this.factors,i,e,this.start,this.end,o)},e}(o.ColorMapper);i.CategoricalColorMapper=a,a.initClass()},function(t,e,i){var n=t(25),r=t(46);function o(t,e){if(t.length!=e.length)return!1;for(var i=0,n=t.length;i<n;i++)if(t[i]!==e[i])return!1;return!0}i._cat_equals=o,i.cat_v_compute=function(t,e,i,s,a,l,h){for(var u=function(u,c){var _=t[u],p=void 0;r.isString(_)?p=n.index_of(e,_):(null!=a?_=null!=l?_.slice(a,l):_.slice(a):null!=l&&(_=_.slice(0,l)),p=1==_.length?n.index_of(e,_[0]):n.find_index(e,function(t){return o(t,_)}));var d=void 0;d=p<0||p>=i.length?h:i[p],s[u]=d},c=0,_=t.length;c<_;c++)u(c,_)}},function(t,e,i){var n=t(408),r=t(172),o=t(180),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalMarkerMapper\",this.define({factors:[s.Array],markers:[s.Array],start:[s.Number,0],end:[s.Number],default_value:[s.MarkerType,\"circle\"]})},e.prototype.v_compute=function(t){var e=new Array(t.length);return r.cat_v_compute(t,this.factors,this.markers,e,this.start,this.end,this.default_value),e},e}(o.Mapper);i.CategoricalMarkerMapper=a,a.initClass()},function(t,e,i){var n=t(408),r=t(172),o=t(180),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalPatternMapper\",this.define({factors:[s.Array],patterns:[s.Array],start:[s.Number,0],end:[s.Number],default_value:[s.HatchPatternType,\" \"]})},e.prototype.v_compute=function(t){var e=new Array(t.length);return r.cat_v_compute(t,this.factors,this.patterns,e,this.start,this.end,this.default_value),e},e}(o.Mapper);i.CategoricalPatternMapper=a,a.initClass()},function(t,e,i){var n=t(408),r=t(180),o=t(18),s=t(46),a=t(30),l=t(31);function h(t){return s.isNumber(t)?t:(\"#\"!=t[0]&&(t=a.color2hex(t)),9!=t.length&&(t+=\"ff\"),parseInt(t.slice(1),16))}function u(t){for(var e=new Uint32Array(t.length),i=0,n=t.length;i<n;i++)e[i]=h(t[i]);return e}function c(t){if(l.is_little_endian)for(var e=new DataView(t.buffer),i=0,n=t.length;i<n;i++)e.setUint32(4*i,t[i]);return new Uint8Array(t.buffer)}i._convert_color=h,i._convert_palette=u,i._uint32_to_rgba=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ColorMapper\",this.define({palette:[o.Any],nan_color:[o.Color,\"gray\"]})},e.prototype.v_compute=function(t){var e=new Array(t.length);return this._v_compute(t,e,this.palette,this._colors(function(t){return t})),e},Object.defineProperty(e.prototype,\"rgba_mapper\",{get:function(){var t=this,e=u(this.palette),i=this._colors(h);return{v_compute:function(n){var r=new Uint32Array(n.length);return t._v_compute(n,r,e,i),c(r)}}},enumerable:!0,configurable:!0}),e.prototype._colors=function(t){return{nan_color:t(this.nan_color)}},e}(r.Mapper);i.ColorMapper=_,_.initClass()},function(t,e,i){var n=t(408),r=t(175),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ContinuousColorMapper\",this.define({high:[o.Number],low:[o.Number],high_color:[o.Color],low_color:[o.Color]})},e.prototype._colors=function(e){return n.__assign({},t.prototype._colors.call(this,e),{low_color:null!=this.low_color?e(this.low_color):void 0,high_color:null!=this.high_color?e(this.high_color):void 0})},e}(r.ColorMapper);i.ContinuousColorMapper=s,s.initClass()},function(t,e,i){var n=t(171);i.CategoricalColorMapper=n.CategoricalColorMapper;var r=t(173);i.CategoricalMarkerMapper=r.CategoricalMarkerMapper;var o=t(174);i.CategoricalPatternMapper=o.CategoricalPatternMapper;var s=t(176);i.ContinuousColorMapper=s.ContinuousColorMapper;var a=t(175);i.ColorMapper=a.ColorMapper;var l=t(178);i.LinearColorMapper=l.LinearColorMapper;var h=t(179);i.LogColorMapper=h.LogColorMapper},function(t,e,i){var n=t(408),r=t(176),o=t(25),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LinearColorMapper\"},e.prototype._v_compute=function(t,e,i,n){for(var r=n.nan_color,s=n.low_color,a=n.high_color,l=null!=this.low?this.low:o.min(t),h=null!=this.high?this.high:o.max(t),u=i.length-1,c=1/(h-l),_=1/i.length,p=0,d=t.length;p<d;p++){var f=t[p];if(isNaN(f))e[p]=r;else if(f!=h){var v=(f-l)*c,m=Math.floor(v/_);e[p]=m<0?null!=s?s:i[0]:m>u?null!=a?a:i[u]:i[m]}else e[p]=i[u]}},e}(r.ContinuousColorMapper);i.LinearColorMapper=s,s.initClass()},function(t,e,i){var n=t(408),r=t(176),o=t(25),s=null!=Math.log1p?Math.log1p:function(t){return Math.log(1+t)},a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LogColorMapper\"},e.prototype._v_compute=function(t,e,i,n){for(var r=n.nan_color,a=n.low_color,l=n.high_color,h=i.length,u=null!=this.low?this.low:o.min(t),c=null!=this.high?this.high:o.max(t),_=h/(s(c)-s(u)),p=i.length-1,d=0,f=t.length;d<f;d++){var v=t[d];if(isNaN(v))e[d]=r;else if(v>c)e[d]=null!=l?l:i[p];else if(v!=c)if(v<u)e[d]=null!=a?a:i[0];else{var m=s(v)-s(u),g=Math.floor(m*_);g>p&&(g=p),e[d]=i[g]}else e[d]=i[p]}},e}(r.ContinuousColorMapper);i.LogColorMapper=a,a.initClass()},function(t,e,i){var n=t(408),r=t(297),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Mapper\"},e.prototype.compute=function(t){throw new Error(\"mapping single values is not supported\")},e}(r.Transform);i.Mapper=o,o.initClass()},function(t,e,i){var n=t(408),r=t(183),o=Math.sqrt(3);function s(t,e){t.moveTo(-e,e),t.lineTo(e,-e),t.moveTo(-e,-e),t.lineTo(e,e)}function a(t,e){t.moveTo(0,e),t.lineTo(0,-e),t.moveTo(-e,0),t.lineTo(e,0)}function l(t,e){t.moveTo(0,e),t.lineTo(e/1.5,0),t.lineTo(0,-e),t.lineTo(-e/1.5,0),t.closePath()}function h(t,e){var i=e*o,n=i/3;t.moveTo(-e,n),t.lineTo(e,n),t.lineTo(0,n-i),t.closePath()}function u(t,e,i,n,r){var o=.65*i;a(t,i),s(t,o),n.doit&&(n.set_vectorize(t,e),t.stroke())}function c(t,e,i,n,r){t.arc(0,0,i,0,2*Math.PI,!1),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),a(t,i),t.stroke())}function _(t,e,i,n,r){t.arc(0,0,i,0,2*Math.PI,!1),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),s(t,i),t.stroke())}function p(t,e,i,n,r){a(t,i),n.doit&&(n.set_vectorize(t,e),t.stroke())}function d(t,e,i,n,r){l(t,i),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function f(t,e,i,n,r){l(t,i),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),a(t,i),t.stroke())}function v(t,e,i,n,r){!function(t,e){var i=e/2,n=o*i;t.moveTo(e,0),t.lineTo(i,-n),t.lineTo(-i,-n),t.lineTo(-e,0),t.lineTo(-i,n),t.lineTo(i,n),t.closePath()}(t,i),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function m(t,e,i,n,r){t.rotate(Math.PI),h(t,i),t.rotate(-Math.PI),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function g(t,e,i,n,r){var o=2*i;t.rect(-i,-i,o,o),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function y(t,e,i,n,r){var o=2*i;t.rect(-i,-i,o,o),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),a(t,i),t.stroke())}function b(t,e,i,n,r){var o=2*i;t.rect(-i,-i,o,o),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),s(t,i),t.stroke())}function x(t,e,i,n,r){h(t,i),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function w(t,e,i,n,r){!function(t,e){t.moveTo(-e,0),t.lineTo(e,0)}(t,i),n.doit&&(n.set_vectorize(t,e),t.stroke())}function k(t,e,i,n,r){s(t,i),n.doit&&(n.set_vectorize(t,e),t.stroke())}function T(t,e){var i=function(t){function i(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(i,t),i.initClass=function(){this.prototype._render_one=e},i}(r.MarkerView);i.initClass();var o=function(e){function r(){return null!==e&&e.apply(this,arguments)||this}return n.__extends(r,e),r.initClass=function(){this.prototype.default_view=i,this.prototype.type=t},r}(r.Marker);return o.initClass(),o}i.Asterisk=T(\"Asterisk\",u),i.CircleCross=T(\"CircleCross\",c),i.CircleX=T(\"CircleX\",_),i.Cross=T(\"Cross\",p),i.Dash=T(\"Dash\",w),i.Diamond=T(\"Diamond\",d),i.DiamondCross=T(\"DiamondCross\",f),i.Hex=T(\"Hex\",v),i.InvertedTriangle=T(\"InvertedTriangle\",m),i.Square=T(\"Square\",g),i.SquareCross=T(\"SquareCross\",y),i.SquareX=T(\"SquareX\",b),i.Triangle=T(\"Triangle\",x),i.X=T(\"X\",k),i.marker_funcs={asterisk:u,circle:function(t,e,i,n,r){t.arc(0,0,i,0,2*Math.PI,!1),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())},circle_cross:c,circle_x:_,cross:p,diamond:d,diamond_cross:f,hex:v,inverted_triangle:m,square:g,square_cross:y,square_x:b,triangle:x,dash:w,x:k}},function(t,e,i){var n=t(408);n.__exportStar(t(181),i);var r=t(183);i.Marker=r.Marker;var o=t(184);i.Scatter=o.Scatter},function(t,e,i){var n=t(408),r=t(153),o=t(9),s=t(18),a=t(24),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i._size,s=i._angle,a=0,l=e;a<l.length;a++){var h=l[a];if(!isNaN(n[h]+r[h]+o[h]+s[h])){var u=o[h]/2;t.beginPath(),t.translate(n[h],r[h]),s[h]&&t.rotate(s[h]),this._render_one(t,h,u,this.visuals.line,this.visuals.fill),s[h]&&t.rotate(-s[h]),t.translate(-n[h],-r[h])}}},e.prototype._mask_data=function(){var t=this.renderer.plot_view.frame.bbox.h_range,e=t.start-this.max_size,i=t.end+this.max_size,n=this.renderer.xscale.r_invert(e,i),r=n[0],s=n[1],a=this.renderer.plot_view.frame.bbox.v_range,l=a.start-this.max_size,h=a.end+this.max_size,u=this.renderer.yscale.r_invert(l,h),c=u[0],_=u[1],p=o.validate_bbox_coords([r,s],[c,_]);return this.index.indices(p)},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=e-this.max_size,r=e+this.max_size,s=this.renderer.xscale.r_invert(n,r),a=s[0],l=s[1],h=i-this.max_size,u=i+this.max_size,c=this.renderer.yscale.r_invert(h,u),_=c[0],p=c[1],d=o.validate_bbox_coords([a,l],[_,p]),f=this.index.indices(d),v=[],m=0,g=f;m<g.length;m++){var y=g[m],b=this._size[y]/2,x=Math.abs(this.sx[y]-e)+Math.abs(this.sy[y]-i);Math.abs(this.sx[y]-e)<=b&&Math.abs(this.sy[y]-i)<=b&&v.push([y,x])}return o.create_hit_test_result_from_hits(v)},e.prototype._hit_span=function(t){var e,i,n,r,s,a,l=t.sx,h=t.sy,u=this.bounds(),c=u.minX,_=u.minY,p=u.maxX,d=u.maxY,f=o.create_empty_hit_test_result();if(\"h\"==t.direction){s=_,a=d;var v=this.max_size/2,m=l-v,g=l+v;e=this.renderer.xscale.r_invert(m,g),n=e[0],r=e[1]}else{n=c,r=p;var v=this.max_size/2,y=h-v,b=h+v;i=this.renderer.yscale.r_invert(y,b),s=i[0],a=i[1]}var x=o.validate_bbox_coords([n,r],[s,a]),w=this.index.indices(x);return f.indices=w,f},e.prototype._hit_rect=function(t){var e=t.sx0,i=t.sx1,n=t.sy0,r=t.sy1,s=this.renderer.xscale.r_invert(e,i),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(n,r),u=h[0],c=h[1],_=o.validate_bbox_coords([a,l],[u,c]),p=o.create_empty_hit_test_result();return p.indices=this.index.indices(_),p},e.prototype._hit_poly=function(t){for(var e=t.sx,i=t.sy,n=a.range(0,this.sx.length),r=[],s=0,l=n.length;s<l;s++){var h=n[s];o.point_in_poly(this.sx[s],this.sy[s],e,i)&&r.push(h)}var u=o.create_empty_hit_test_result();return u.indices=r,u},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.x1,o=e.y0,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+r)/2;var h=new Array(a);h[i]=(o+s)/2;var u=new Array(a);u[i]=.4*Math.min(Math.abs(r-n),Math.abs(s-o));var c=new Array(a);c[i]=0,this._render(t,[i],{sx:l,sy:h,_size:u,_angle:c})},e}(r.XYGlyphView);i.MarkerView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.mixins([\"line\",\"fill\"]),this.define({size:[s.DistanceSpec,{units:\"screen\",value:4}],angle:[s.AngleSpec,0]})},e}(r.XYGlyph);i.Marker=h,h.initClass()},function(t,e,i){var n=t(408),r=t(183),o=t(181),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,s=i._size,a=i._angle,l=i._marker,h=0,u=e;h<u.length;h++){var c=u[h];if(!isNaN(n[c]+r[c]+s[c]+a[c])&&null!=l[c]){var _=s[c]/2;t.beginPath(),t.translate(n[c],r[c]),a[c]&&t.rotate(a[c]),o.marker_funcs[l[c]](t,c,_,this.visuals.line,this.visuals.fill),a[c]&&t.rotate(-a[c]),t.translate(-n[c],-r[c])}}},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.x1,o=e.y0,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+r)/2;var h=new Array(a);h[i]=(o+s)/2;var u=new Array(a);u[i]=.4*Math.min(Math.abs(r-n),Math.abs(s-o));var c=new Array(a);c[i]=0;var _=new Array(a);_[i]=this._marker[i],this._render(t,[i],{sx:l,sy:h,_size:u,_angle:c,_marker:_})},e}(r.MarkerView);i.ScatterView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Scatter\",this.prototype.default_view=a,this.define({marker:[s.MarkerSpec,{value:\"circle\"}]})},e}(r.Marker);i.Scatter=l,l.initClass()},function(t,e,i){var n=t(408),r=t(17),o=t(188),s=t(18),a=t(62),l=t(195),h=t(186);i.GMapPlotView=h.GMapPlotView;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MapOptions\",this.define({lat:[s.Number],lng:[s.Number],zoom:[s.Number,12]})},e}(a.Model);i.MapOptions=u,u.initClass();var c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GMapOptions\",this.define({map_type:[s.String,\"roadmap\"],scale_control:[s.Boolean,!1],styles:[s.String],tilt:[s.Int,45]})},e}(u);i.GMapOptions=c,c.initClass();var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GMapPlot\",this.prototype.default_view=h.GMapPlotView,this.define({map_options:[s.Instance],api_key:[s.String]}),this.override({x_range:function(){return new l.Range1d},y_range:function(){return new l.Range1d}})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.use_map=!0,this.api_key||r.logger.error(\"api_key is required. See https://developers.google.com/maps/documentation/javascript/get-api-key for more information on how to obtain your own.\")},e}(o.Plot);i.GMapPlot=_,_.initClass()},function(t,e,i){var n=t(408),r=t(22),o=t(36),s=t(189),a=new r.Signal0({},\"gmaps_ready\"),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;this.pause(),t.prototype.initialize.call(this),this._tiles_loaded=!1,this.zoom_count=0;var i=this.model.map_options,n=i.zoom,r=i.lat,o=i.lng;this.initial_zoom=n,this.initial_lat=r,this.initial_lng=o,this.canvas_view.map_el.style.position=\"absolute\",\"undefined\"!=typeof google&&null!=google.maps||(void 0===window._bokeh_gmaps_callback&&function(t){window._bokeh_gmaps_callback=function(){return a.emit()};var e=document.createElement(\"script\");e.type=\"text/javascript\",e.src=\"https://maps.googleapis.com/maps/api/js?key=\"+t+\"&callback=_bokeh_gmaps_callback\",document.body.appendChild(e)}(this.model.api_key),a.connect(function(){return e.request_render()})),this.unpause()},e.prototype.update_range=function(e){if(null==e)this.map.setCenter({lat:this.initial_lat,lng:this.initial_lng}),this.map.setOptions({zoom:this.initial_zoom}),t.prototype.update_range.call(this,null);else if(null!=e.sdx||null!=e.sdy)this.map.panBy(e.sdx||0,e.sdy||0),t.prototype.update_range.call(this,e);else if(null!=e.factor){var i=void 0;if(10!==this.zoom_count)return void(this.zoom_count+=1);this.zoom_count=0,this.pause(),t.prototype.update_range.call(this,e),i=e.factor<0?-1:1;var n=this.map.getZoom(),r=n+i;if(r>=2){this.map.setZoom(r);var o=this._get_projected_bounds(),s=o[0],a=o[1];a-s<0&&this.map.setZoom(n)}this.unpause()}this._set_bokeh_ranges()},e.prototype._build_map=function(){var t=this,e=google.maps;this.map_types={satellite:e.MapTypeId.SATELLITE,terrain:e.MapTypeId.TERRAIN,roadmap:e.MapTypeId.ROADMAP,hybrid:e.MapTypeId.HYBRID};var i=this.model.map_options,n={center:new e.LatLng(i.lat,i.lng),zoom:i.zoom,disableDefaultUI:!0,mapTypeId:this.map_types[i.map_type],scaleControl:i.scale_control,tilt:i.tilt};null!=i.styles&&(n.styles=JSON.parse(i.styles)),this.map=new e.Map(this.canvas_view.map_el,n),e.event.addListener(this.map,\"idle\",function(){return t._set_bokeh_ranges()}),e.event.addListener(this.map,\"bounds_changed\",function(){return t._set_bokeh_ranges()}),e.event.addListenerOnce(this.map,\"tilesloaded\",function(){return t._render_finished()}),this.connect(this.model.properties.map_options.change,function(){return t._update_options()}),this.connect(this.model.map_options.properties.styles.change,function(){return t._update_styles()}),this.connect(this.model.map_options.properties.lat.change,function(){return t._update_center(\"lat\")}),this.connect(this.model.map_options.properties.lng.change,function(){return t._update_center(\"lng\")}),this.connect(this.model.map_options.properties.zoom.change,function(){return t._update_zoom()}),this.connect(this.model.map_options.properties.map_type.change,function(){return t._update_map_type()}),this.connect(this.model.map_options.properties.scale_control.change,function(){return t._update_scale_control()}),this.connect(this.model.map_options.properties.tilt.change,function(){return t._update_tilt()})},e.prototype._render_finished=function(){this._tiles_loaded=!0,this.notify_finished()},e.prototype.has_finished=function(){return t.prototype.has_finished.call(this)&&!0===this._tiles_loaded},e.prototype._get_latlon_bounds=function(){var t=this.map.getBounds(),e=t.getNorthEast(),i=t.getSouthWest(),n=i.lng(),r=e.lng(),o=i.lat(),s=e.lat();return[n,r,o,s]},e.prototype._get_projected_bounds=function(){var t=this._get_latlon_bounds(),e=t[0],i=t[1],n=t[2],r=t[3],s=o.wgs84_mercator.forward([e,n]),a=s[0],l=s[1],h=o.wgs84_mercator.forward([i,r]),u=h[0],c=h[1];return[a,u,l,c]},e.prototype._set_bokeh_ranges=function(){var t=this._get_projected_bounds(),e=t[0],i=t[1],n=t[2],r=t[3];this.frame.x_range.setv({start:e,end:i}),this.frame.y_range.setv({start:n,end:r})},e.prototype._update_center=function(t){var e=this.map.getCenter().toJSON();e[t]=this.model.map_options[t],this.map.setCenter(e),this._set_bokeh_ranges()},e.prototype._update_map_type=function(){this.map.setOptions({mapTypeId:this.map_types[this.model.map_options.map_type]})},e.prototype._update_scale_control=function(){this.map.setOptions({scaleControl:this.model.map_options.scale_control})},e.prototype._update_tilt=function(){this.map.setOptions({tilt:this.model.map_options.tilt})},e.prototype._update_options=function(){this._update_styles(),this._update_center(\"lat\"),this._update_center(\"lng\"),this._update_zoom(),this._update_map_type()},e.prototype._update_styles=function(){this.map.setOptions({styles:JSON.parse(this.model.map_options.styles)})},e.prototype._update_zoom=function(){this.map.setOptions({zoom:this.model.map_options.zoom}),this._set_bokeh_ranges()},e.prototype._map_hook=function(t,e){var i=e[0],n=e[1],r=e[2],o=e[3];this.canvas_view.map_el.style.top=n+\"px\",this.canvas_view.map_el.style.left=i+\"px\",this.canvas_view.map_el.style.width=r+\"px\",this.canvas_view.map_el.style.height=o+\"px\",null==this.map&&\"undefined\"!=typeof google&&null!=google.maps&&this._build_map()},e.prototype._paint_empty=function(t,e){var i=this.layout._width.value,n=this.layout._height.value,r=e[0],o=e[1],s=e[2],a=e[3];t.clearRect(0,0,i,n),t.beginPath(),t.moveTo(0,0),t.lineTo(0,n),t.lineTo(i,n),t.lineTo(i,0),t.lineTo(0,0),t.moveTo(r,o),t.lineTo(r+s,o),t.lineTo(r+s,o+a),t.lineTo(r,o+a),t.lineTo(r,o),t.closePath(),null!=this.model.border_fill_color&&(t.fillStyle=this.model.border_fill_color,t.fill())},e}(s.PlotView);i.GMapPlotView=l},function(t,e,i){var n=t(185);i.MapOptions=n.MapOptions;var r=t(185);i.GMapOptions=r.GMapOptions;var o=t(185);i.GMapPlot=o.GMapPlot;var s=t(188);i.Plot=s.Plot},function(t,e,i){var n=t(408),r=t(18),o=t(22),s=t(24),a=t(35),l=t(46),h=t(166),u=t(78),c=t(204),_=t(286),p=t(212),d=t(197),f=t(191),v=t(189);i.PlotView=v.PlotView;var m=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Plot\",this.prototype.default_view=v.PlotView,this.mixins([\"line:outline_\",\"fill:background_\",\"fill:border_\"]),this.define({toolbar:[r.Instance,function(){return new _.Toolbar}],toolbar_location:[r.Location,\"right\"],toolbar_sticky:[r.Boolean,!0],plot_width:[r.Number,600],plot_height:[r.Number,600],frame_width:[r.Number,null],frame_height:[r.Number,null],title:[r.Any,function(){return new u.Title({text:\"\"})}],title_location:[r.Location,\"above\"],above:[r.Array,[]],below:[r.Array,[]],left:[r.Array,[]],right:[r.Array,[]],center:[r.Array,[]],renderers:[r.Array,[]],x_range:[r.Instance,function(){return new f.DataRange1d}],extra_x_ranges:[r.Any,{}],y_range:[r.Instance,function(){return new f.DataRange1d}],extra_y_ranges:[r.Any,{}],x_scale:[r.Instance,function(){return new c.LinearScale}],y_scale:[r.Instance,function(){return new c.LinearScale}],lod_factor:[r.Number,10],lod_interval:[r.Number,300],lod_threshold:[r.Number,2e3],lod_timeout:[r.Number,500],hidpi:[r.Boolean,!0],output_backend:[r.OutputBackend,\"canvas\"],min_border:[r.Number,5],min_border_top:[r.Number,null],min_border_left:[r.Number,null],min_border_bottom:[r.Number,null],min_border_right:[r.Number,null],inner_width:[r.Number],inner_height:[r.Number],outer_width:[r.Number],outer_height:[r.Number],match_aspect:[r.Boolean,!1],aspect_scale:[r.Number,1],reset_policy:[r.ResetPolicy,\"standard\"]}),this.override({outline_line_color:\"#e5e5e5\",border_fill_color:\"#ffffff\",background_fill_color:\"#ffffff\"})},Object.defineProperty(e.prototype,\"width\",{get:function(){var t=this.getv(\"width\");return null!=t?t:this.plot_width},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"height\",{get:function(){var t=this.getv(\"height\");return null!=t?t:this.plot_height},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.reset=new o.Signal0(this,\"reset\");for(var e=0,i=a.values(this.extra_x_ranges).concat(this.x_range);e<i.length;e++){var n=i[e],r=n.plots;l.isArray(r)&&(r=r.concat(this),n.setv({plots:r},{silent:!0}))}for(var s=0,h=a.values(this.extra_y_ranges).concat(this.y_range);s<h.length;s++){var u=h[s],r=u.plots;l.isArray(r)&&(r=r.concat(this),u.setv({plots:r},{silent:!0}))}},e.prototype.add_layout=function(t,e){void 0===e&&(e=\"center\");var i=this.getv(e);i.push(t)},e.prototype.remove_layout=function(t){var e=function(e){s.remove_by(e,function(e){return e==t})};e(this.left),e(this.right),e(this.above),e(this.below),e(this.center)},e.prototype.add_renderers=function(){for(var t=[],e=0;e<arguments.length;e++)t[e]=arguments[e];this.renderers=this.renderers.concat(t)},e.prototype.add_glyph=function(t,e,i){void 0===e&&(e=new p.ColumnDataSource),void 0===i&&(i={});var r=n.__assign({},i,{data_source:e,glyph:t}),o=new d.GlyphRenderer(r);return this.add_renderers(o),o},e.prototype.add_tools=function(){for(var t=[],e=0;e<arguments.length;e++)t[e]=arguments[e];this.toolbar.tools=this.toolbar.tools.concat(t)},Object.defineProperty(e.prototype,\"panels\",{get:function(){return this.side_panels.concat(this.center)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"side_panels\",{get:function(){var t=this.above,e=this.below,i=this.left,n=this.right;return s.concat([t,e,i,n])},enumerable:!0,configurable:!0}),e}(h.LayoutDOM);i.Plot=m,m.initClass()},function(t,e,i){var n=t(408),r=t(95),o=t(94),s=t(191),a=t(197),l=t(166),h=t(78),u=t(82),c=t(79),_=t(3),p=t(22),d=t(4),f=t(51),v=t(17),m=t(44),g=t(46),y=t(24),b=t(35),x=t(13),w=t(10),k=t(15),T=t(11),C=t(27),S=null,A=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.min_border={left:0,top:0,right:0,bottom:0},e}return n.__extends(e,t),e.prototype._measure=function(t){var e=this;t=new x.Sizeable(t).bounded_to(this.sizing.size);var i,n,r,o=this.left_panel.measure({width:0,height:t.height}),s=Math.max(o.width,this.min_border.left),a=this.right_panel.measure({width:0,height:t.height}),l=Math.max(a.width,this.min_border.right),h=this.top_panel.measure({width:t.width,height:0}),u=Math.max(h.height,this.min_border.top),c=this.bottom_panel.measure({width:t.width,height:0}),_=Math.max(c.height,this.min_border.bottom),p=new x.Sizeable(t).shrink_by({left:s,right:l,top:u,bottom:_}),d=this.center_panel.measure(p),f=s+d.width+l,v=u+d.height+_,m=(i=e.center_panel.sizing,n=i.width_policy,r=i.height_policy,\"fixed\"!=n&&\"fixed\"!=r);return{width:f,height:v,inner:{left:s,right:l,top:u,bottom:_},align:m}},e.prototype._set_geometry=function(e,i){t.prototype._set_geometry.call(this,e,i),this.center_panel.set_geometry(i);var n=this.left_panel.measure({width:0,height:e.height}),r=this.right_panel.measure({width:0,height:e.height}),o=this.top_panel.measure({width:e.width,height:0}),s=this.bottom_panel.measure({width:e.width,height:0}),a=i.left,l=i.top,h=i.right,u=i.bottom;this.top_panel.set_geometry(new C.BBox({left:a,right:h,bottom:l,height:o.height})),this.bottom_panel.set_geometry(new C.BBox({left:a,right:h,top:u,height:s.height})),this.left_panel.set_geometry(new C.BBox({top:l,bottom:u,right:a,width:n.width})),this.right_panel.set_geometry(new C.BBox({top:l,bottom:u,left:h,width:r.width}))},e}(x.Layoutable);i.PlotLayout=A;var M=function(e){function i(){var t=null!==e&&e.apply(this,arguments)||this;return t._outer_bbox=new C.BBox,t._inner_bbox=new C.BBox,t._needs_paint=!0,t._needs_layout=!1,t}return n.__extends(i,e),Object.defineProperty(i.prototype,\"canvas_overlays\",{get:function(){return this.canvas_view.overlays_el},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"canvas_events\",{get:function(){return this.canvas_view.events_el},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"is_paused\",{get:function(){return null!=this._is_paused&&0!==this._is_paused},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"child_models\",{get:function(){return[]},enumerable:!0,configurable:!0}),i.prototype.pause=function(){null==this._is_paused?this._is_paused=1:this._is_paused+=1},i.prototype.unpause=function(t){if(void 0===t&&(t=!1),null==this._is_paused)throw new Error(\"wasn't paused\");this._is_paused-=1,0!=this._is_paused||t||this.request_paint()},i.prototype.request_render=function(){this.request_paint()},i.prototype.request_paint=function(){this.is_paused||this.throttled_paint()},i.prototype.request_layout=function(){this._needs_layout=!0,this.request_paint()},i.prototype.reset=function(){\"standard\"==this.model.reset_policy&&(this.clear_state(),this.reset_range(),this.reset_selection()),this.model.trigger_event(new _.Reset)},i.prototype.remove=function(){this.ui_event_bus.destroy(),d.remove_views(this.renderer_views),d.remove_views(this.tool_views),this.canvas_view.remove(),e.prototype.remove.call(this)},i.prototype.render=function(){e.prototype.render.call(this),this.el.appendChild(this.canvas_view.el),this.canvas_view.render()},i.prototype.initialize=function(){var i=this;this.pause(),e.prototype.initialize.call(this),this.force_paint=new p.Signal0(this,\"force_paint\"),this.state_changed=new p.Signal0(this,\"state_changed\"),this.lod_started=!1,this.visuals=new f.Visuals(this.model),this._initial_state_info={selection:{},dimensions:{width:0,height:0}},this.visibility_callbacks=[],this.state={history:[],index:-1},this.canvas=new o.Canvas({map:this.model.use_map||!1,use_hidpi:this.model.hidpi,output_backend:this.model.output_backend}),this.frame=new r.CartesianFrame(this.model.x_scale,this.model.y_scale,this.model.x_range,this.model.y_range,this.model.extra_x_ranges,this.model.extra_y_ranges),this.canvas_view=new this.canvas.default_view({model:this.canvas,parent:this}),\"webgl\"==this.model.output_backend&&this.init_webgl(),this.throttled_paint=m.throttle(function(){return i.force_paint.emit()},15);var n=t(23).UIEvents;this.ui_event_bus=new n(this,this.model.toolbar,this.canvas_view.events_el);var s=this.model,a=s.title_location,l=s.title;null!=a&&null!=l&&(this._title=l instanceof h.Title?l:new h.Title({text:l}));var u=this.model,_=u.toolbar_location,d=u.toolbar;null!=_&&null!=d&&(this._toolbar=new c.ToolbarPanel({toolbar:d}),d.toolbar_location=_),this.renderer_views={},this.tool_views={},this.build_renderer_views(),this.build_tool_views(),this.update_dataranges(),this.unpause(!0),v.logger.debug(\"PlotView initialized\")},i.prototype._width_policy=function(){return null==this.model.frame_width?e.prototype._width_policy.call(this):\"min\"},i.prototype._height_policy=function(){return null==this.model.frame_height?e.prototype._height_policy.call(this):\"min\"},i.prototype._update_layout=function(){var t=this;this.layout=new A,this.layout.set_sizing(this.box_sizing());var e=this.model,i=e.frame_width,r=e.frame_height;this.layout.center_panel=this.frame,this.layout.center_panel.set_sizing(n.__assign({},null!=i?{width_policy:\"fixed\",width:i}:{width_policy:\"fit\"},null!=r?{height_policy:\"fixed\",height:r}:{height_policy:\"fit\"}));var o=y.copy(this.model.above),s=y.copy(this.model.below),a=y.copy(this.model.left),l=y.copy(this.model.right),u=function(t){switch(t){case\"above\":return o;case\"below\":return s;case\"left\":return a;case\"right\":return l}},_=this.model,p=_.title_location,d=_.title;null!=p&&null!=d&&u(p).push(this._title);var f=this.model,v=f.toolbar_location,m=f.toolbar;if(null!=v&&null!=m){var b=u(v),x=!0;if(this.model.toolbar_sticky)for(var C=0;C<b.length;C++){var S=b[C];if(S instanceof h.Title){b[C]=\"above\"==v||\"below\"==v?[S,this._toolbar]:[this._toolbar,S],x=!1;break}}x&&b.push(this._toolbar)}var M=function(e,i){var n=t.renderer_views[i.id];return n.layout=new k.SidePanel(e,n)},E=function(t,e){for(var i=\"above\"==t||\"below\"==t,r=[],o=0,s=e;o<s.length;o++){var a=s[o];if(g.isArray(a)){var l=a.map(function(e){var r,o=M(t,e);if(e instanceof c.ToolbarPanel){var s=i?\"width_policy\":\"height_policy\";o.set_sizing(n.__assign({},o.sizing,((r={})[s]=\"min\",r)))}return o}),h=void 0;i?(h=new T.Row(l)).set_sizing({width_policy:\"max\",height_policy:\"min\"}):(h=new T.Column(l)).set_sizing({width_policy:\"min\",height_policy:\"max\"}),h.absolute=!0,r.push(h)}else r.push(M(t,a))}return r},z=null!=this.model.min_border?this.model.min_border:0;this.layout.min_border={left:null!=this.model.min_border_left?this.model.min_border_left:z,top:null!=this.model.min_border_top?this.model.min_border_top:z,right:null!=this.model.min_border_right?this.model.min_border_right:z,bottom:null!=this.model.min_border_bottom?this.model.min_border_bottom:z};var O=new w.VStack,P=new w.VStack,j=new w.HStack,N=new w.HStack;O.children=y.reversed(E(\"above\",o)),P.children=E(\"below\",s),j.children=y.reversed(E(\"left\",a)),N.children=E(\"right\",l),O.set_sizing({width_policy:\"fit\",height_policy:\"min\"}),P.set_sizing({width_policy:\"fit\",height_policy:\"min\"}),j.set_sizing({width_policy:\"min\",height_policy:\"fit\"}),N.set_sizing({width_policy:\"min\",height_policy:\"fit\"}),this.layout.top_panel=O,this.layout.bottom_panel=P,this.layout.left_panel=j,this.layout.right_panel=N},Object.defineProperty(i.prototype,\"axis_views\",{get:function(){var t=[];for(var e in this.renderer_views){var i=this.renderer_views[e];i instanceof u.AxisView&&t.push(i)}return t},enumerable:!0,configurable:!0}),i.prototype.set_cursor=function(t){void 0===t&&(t=\"default\"),this.canvas_view.el.style.cursor=t},i.prototype.set_toolbar_visibility=function(t){for(var e=0,i=this.visibility_callbacks;e<i.length;e++){var n=i[e];n(t)}},i.prototype.init_webgl=function(){if(null==S){var t=document.createElement(\"canvas\"),e={premultipliedAlpha:!0},i=t.getContext(\"webgl\",e)||t.getContext(\"experimental-webgl\",e);null!=i&&(S={canvas:t,ctx:i})}null!=S?this.gl=S:v.logger.warn(\"WebGL is not supported, falling back to 2D canvas.\")},i.prototype.prepare_webgl=function(t,e){if(null!=this.gl){var i=this.canvas_view.get_canvas_element();this.gl.canvas.width=i.width,this.gl.canvas.height=i.height;var n=this.gl.ctx;n.enable(n.SCISSOR_TEST);var r=e[0],o=e[1],s=e[2],a=e[3],l=this.canvas_view.bbox,h=l.xview,u=l.yview,c=h.compute(r),_=u.compute(o+a);n.scissor(t*c,t*_,t*s,t*a),n.enable(n.BLEND),n.blendFuncSeparate(n.SRC_ALPHA,n.ONE_MINUS_SRC_ALPHA,n.ONE_MINUS_DST_ALPHA,n.ONE)}},i.prototype.clear_webgl=function(){if(null!=this.gl){var t=this.gl.ctx;t.viewport(0,0,this.gl.canvas.width,this.gl.canvas.height),t.clearColor(0,0,0,0),t.clear(t.COLOR_BUFFER_BIT||t.DEPTH_BUFFER_BIT)}},i.prototype.blit_webgl=function(){var t=this.canvas_view.ctx;if(null!=this.gl){v.logger.debug(\"drawing with WebGL\"),t.restore(),t.drawImage(this.gl.canvas,0,0),t.save();var e=this.canvas.pixel_ratio;t.scale(e,e),t.translate(.5,.5)}},i.prototype.update_dataranges=function(){for(var t={},e={},i=!1,n=0,r=b.values(this.frame.x_ranges).concat(b.values(this.frame.y_ranges));n<r.length;n++){var o=r[n];o instanceof s.DataRange1d&&\"log\"==o.scale_hint&&(i=!0)}for(var l in this.renderer_views){var h=this.renderer_views[l];if(h instanceof a.GlyphRendererView){var u=h.glyph.bounds();if(null!=u&&(t[l]=u),i){var c=h.glyph.log_bounds();null!=c&&(e[l]=c)}}}var _,p=!1,d=!1,f=this.frame.bbox,m=f.width,g=f.height;!1!==this.model.match_aspect&&0!=m&&0!=g&&(_=1/this.model.aspect_scale*(m/g));for(var y=0,x=b.values(this.frame.x_ranges);y<x.length;y++){var w=x[y];if(w instanceof s.DataRange1d){var k=\"log\"==w.scale_hint?e:t;w.update(k,0,this.model.id,_),w.follow&&(p=!0)}null!=w.bounds&&(d=!0)}for(var T=0,C=b.values(this.frame.y_ranges);T<C.length;T++){var S=C[T];if(S instanceof s.DataRange1d){var k=\"log\"==S.scale_hint?e:t;S.update(k,1,this.model.id,_),S.follow&&(p=!0)}null!=S.bounds&&(d=!0)}if(p&&d){v.logger.warn(\"Follow enabled so bounds are unset.\");for(var A=0,M=b.values(this.frame.x_ranges);A<M.length;A++){var w=M[A];w.bounds=null}for(var E=0,z=b.values(this.frame.y_ranges);E<z.length;E++){var S=z[E];S.bounds=null}}this.range_update_timestamp=Date.now()},i.prototype.map_to_screen=function(t,e,i,n){return void 0===i&&(i=\"default\"),void 0===n&&(n=\"default\"),this.frame.map_to_screen(t,e,i,n)},i.prototype.push_state=function(t,e){var i=this.state,r=i.history,o=i.index,s=null!=r[o]?r[o].info:{},a=n.__assign({},this._initial_state_info,s,e);this.state.history=this.state.history.slice(0,this.state.index+1),this.state.history.push({type:t,info:a}),this.state.index=this.state.history.length-1,this.state_changed.emit()},i.prototype.clear_state=function(){this.state={history:[],index:-1},this.state_changed.emit()},i.prototype.can_undo=function(){return this.state.index>=0},i.prototype.can_redo=function(){return this.state.index<this.state.history.length-1},i.prototype.undo=function(){this.can_undo()&&(this.state.index-=1,this._do_state_change(this.state.index),this.state_changed.emit())},i.prototype.redo=function(){this.can_redo()&&(this.state.index+=1,this._do_state_change(this.state.index),this.state_changed.emit())},i.prototype._do_state_change=function(t){var e=null!=this.state.history[t]?this.state.history[t].info:this._initial_state_info;null!=e.range&&this.update_range(e.range),null!=e.selection&&this.update_selection(e.selection)},i.prototype.get_selection=function(){for(var t={},e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];if(n instanceof a.GlyphRenderer){var r=n.data_source.selected;t[n.id]=r}}return t},i.prototype.update_selection=function(t){for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];if(n instanceof a.GlyphRenderer){var r=n.data_source;null!=t?null!=t[n.id]&&r.selected.update(t[n.id],!0,!1):r.selection_manager.clear()}}},i.prototype.reset_selection=function(){this.update_selection(null)},i.prototype._update_ranges_together=function(t){for(var e=1,i=0,n=t;i<n.length;i++){var r=n[i],o=r[0],s=r[1];e=Math.min(e,this._get_weight_to_constrain_interval(o,s))}if(e<1)for(var a=0,l=t;a<l.length;a++){var h=l[a],o=h[0],s=h[1];s.start=e*s.start+(1-e)*o.start,s.end=e*s.end+(1-e)*o.end}},i.prototype._update_ranges_individually=function(t,e,i,n){for(var r=!1,o=0,s=t;o<s.length;o++){var a=s[o],l=a[0],h=a[1];if(!i){var u=this._get_weight_to_constrain_interval(l,h);u<1&&(h.start=u*h.start+(1-u)*l.start,h.end=u*h.end+(1-u)*l.end)}if(null!=l.bounds&&\"auto\"!=l.bounds){var c=l.bounds,_=c[0],p=c[1],d=Math.abs(h.end-h.start);l.is_reversed?(null!=_&&_>=h.end&&(r=!0,h.end=_,(e||i)&&(h.start=_+d)),null!=p&&p<=h.start&&(r=!0,h.start=p,(e||i)&&(h.end=p-d))):(null!=_&&_>=h.start&&(r=!0,h.start=_,(e||i)&&(h.end=_+d)),null!=p&&p<=h.end&&(r=!0,h.end=p,(e||i)&&(h.start=p-d)))}}if(!(i&&r&&n))for(var f=0,v=t;f<v.length;f++){var m=v[f],l=m[0],h=m[1];l.have_updated_interactively=!0,l.start==h.start&&l.end==h.end||l.setv(h)}},i.prototype._get_weight_to_constrain_interval=function(t,e){var i=t.min_interval,n=t.max_interval;if(null!=t.bounds&&\"auto\"!=t.bounds){var r=t.bounds,o=r[0],s=r[1];if(null!=o&&null!=s){var a=Math.abs(s-o);n=null!=n?Math.min(n,a):a}}var l=1;if(null!=i||null!=n){var h=Math.abs(t.end-t.start),u=Math.abs(e.end-e.start);i>0&&u<i&&(l=(h-i)/(h-u)),n>0&&u>n&&(l=(n-h)/(u-h)),l=Math.max(0,Math.min(1,l))}return l},i.prototype.update_range=function(t,e,i,n){void 0===e&&(e=!1),void 0===i&&(i=!1),void 0===n&&(n=!0),this.pause();var r=this.frame,o=r.x_ranges,s=r.y_ranges;if(null==t){for(var a in o){var l=o[a];l.reset()}for(var h in s){var l=s[h];l.reset()}this.update_dataranges()}else{var u=[];for(var c in o){var l=o[c];u.push([l,t.xrs[c]])}for(var _ in s){var l=s[_];u.push([l,t.yrs[_]])}i&&this._update_ranges_together(u),this._update_ranges_individually(u,e,i,n)}this.unpause()},i.prototype.reset_range=function(){this.update_range(null)},i.prototype._invalidate_layout=function(){var t=this;(function(){for(var e=0,i=t.model.side_panels;e<i.length;e++){var n=i[e],r=t.renderer_views[n.id];if(r.layout.has_size_changed())return!0}return!1})()&&this.root.compute_layout()},i.prototype.build_renderer_views=function(){var t,e,i,n,r,o,s;this.computed_renderers=[],(t=this.computed_renderers).push.apply(t,this.model.above),(e=this.computed_renderers).push.apply(e,this.model.below),(i=this.computed_renderers).push.apply(i,this.model.left),(n=this.computed_renderers).push.apply(n,this.model.right),(r=this.computed_renderers).push.apply(r,this.model.center),(o=this.computed_renderers).push.apply(o,this.model.renderers),null!=this._title&&this.computed_renderers.push(this._title),null!=this._toolbar&&this.computed_renderers.push(this._toolbar);for(var a=0,l=this.model.toolbar.tools;a<l.length;a++){var h=l[a];null!=h.overlay&&this.computed_renderers.push(h.overlay),(s=this.computed_renderers).push.apply(s,h.synthetic_renderers)}d.build_views(this.renderer_views,this.computed_renderers,{parent:this})},i.prototype.get_renderer_views=function(){var t=this;return this.computed_renderers.map(function(e){return t.renderer_views[e.id]})},i.prototype.build_tool_views=function(){var t=this,e=this.model.toolbar.tools,i=d.build_views(this.tool_views,e,{parent:this});i.map(function(e){return t.ui_event_bus.register_tool(e)})},i.prototype.connect_signals=function(){var t=this;e.prototype.connect_signals.call(this),this.connect(this.force_paint,function(){return t.repaint()});var i=this.frame,n=i.x_ranges,r=i.y_ranges;for(var o in n){var s=n[o];this.connect(s.change,function(){t._needs_layout=!0,t.request_paint()})}for(var a in r){var s=r[a];this.connect(s.change,function(){t._needs_layout=!0,t.request_paint()})}this.connect(this.model.properties.renderers.change,function(){return t.build_renderer_views()}),this.connect(this.model.toolbar.properties.tools.change,function(){t.build_renderer_views(),t.build_tool_views()}),this.connect(this.model.change,function(){return t.request_paint()}),this.connect(this.model.reset,function(){return t.reset()})},i.prototype.set_initial_range=function(){var t=!0,e=this.frame,i=e.x_ranges,n=e.y_ranges,r={},o={};for(var s in i){var a=i[s],l=a.start,h=a.end;if(null==l||null==h||g.isStrictNaN(l+h)){t=!1;break}r[s]={start:l,end:h}}if(t)for(var u in n){var c=n[u],l=c.start,h=c.end;if(null==l||null==h||g.isStrictNaN(l+h)){t=!1;break}o[u]={start:l,end:h}}t?(this._initial_state_info.range={xrs:r,yrs:o},v.logger.debug(\"initial ranges set\")):v.logger.warn(\"could not set initial ranges\")},i.prototype.has_finished=function(){if(!e.prototype.has_finished.call(this))return!1;for(var t in this.renderer_views){var i=this.renderer_views[t];if(!i.has_finished())return!1}return!0},i.prototype.after_layout=function(){if(e.prototype.after_layout.call(this),this._needs_layout=!1,this.model.setv({inner_width:Math.round(this.frame._width.value),inner_height:Math.round(this.frame._height.value),outer_width:Math.round(this.layout._width.value),outer_height:Math.round(this.layout._height.value)},{no_change:!0}),!1!==this.model.match_aspect&&(this.pause(),this.update_dataranges(),this.unpause(!0)),!this._outer_bbox.equals(this.layout.bbox)){var t=this.layout.bbox,i=t.width,n=t.height;this.canvas_view.prepare_canvas(i,n),this._outer_bbox=this.layout.bbox,this._needs_paint=!0}this._inner_bbox.equals(this.frame.inner_bbox)||(this._inner_bbox=this.layout.inner_bbox,this._needs_paint=!0),this._needs_paint&&(this._needs_paint=!1,this.paint())},i.prototype.repaint=function(){this._needs_layout&&this._invalidate_layout(),this.paint()},i.prototype.paint=function(){var t=this;if(!this.is_paused){v.logger.trace(\"PlotView.paint() for \"+this.model.id);var e=this.model.document;if(null!=e){var i=e.interactive_duration();i>=0&&i<this.model.lod_interval?setTimeout(function(){e.interactive_duration()>t.model.lod_timeout&&e.interactive_stop(t.model),t.request_paint()},this.model.lod_timeout):e.interactive_stop(this.model)}for(var n in this.renderer_views){var r=this.renderer_views[n];if(null==this.range_update_timestamp||r instanceof a.GlyphRendererView&&r.set_data_timestamp>this.range_update_timestamp){this.update_dataranges();break}}var o=this.canvas_view.ctx,s=this.canvas.pixel_ratio;o.save(),o.scale(s,s),o.translate(.5,.5);var l=[this.frame._left.value,this.frame._top.value,this.frame._width.value,this.frame._height.value];if(this._map_hook(o,l),this._paint_empty(o,l),this.prepare_webgl(s,l),this.clear_webgl(),this.visuals.outline_line.doit){o.save(),this.visuals.outline_line.set_value(o);var h=l[0],u=l[1],c=l[2],_=l[3];h+c==this.layout._width.value&&(c-=1),u+_==this.layout._height.value&&(_-=1),o.strokeRect(h,u,c,_),o.restore()}this._paint_levels(o,[\"image\",\"underlay\",\"glyph\"],l,!0),this._paint_levels(o,[\"annotation\"],l,!1),this._paint_levels(o,[\"overlay\"],l,!1),null==this._initial_state_info.range&&this.set_initial_range(),o.restore()}},i.prototype._paint_levels=function(t,e,i,n){for(var r=0,o=e;r<o.length;r++)for(var s=o[r],a=0,l=this.computed_renderers;a<l.length;a++){var h=l[a];if(h.level==s){var u=this.renderer_views[h.id];t.save(),(n||u.needs_clip)&&(t.beginPath(),t.rect.apply(t,i),t.clip()),u.render(),t.restore(),u.has_webgl&&(this.blit_webgl(),this.clear_webgl())}}},i.prototype._map_hook=function(t,e){},i.prototype._paint_empty=function(t,e){var i=[0,0,this.layout._width.value,this.layout._height.value],n=i[0],r=i[1],o=i[2],s=i[3],a=e[0],l=e[1],h=e[2],u=e[3];t.clearRect(n,r,o,s),this.visuals.border_fill.doit&&(this.visuals.border_fill.set_value(t),t.fillRect(n,r,o,s),t.clearRect(a,l,h,u)),this.visuals.background_fill.doit&&(this.visuals.background_fill.set_value(t),t.fillRect(a,l,h,u))},i.prototype.save=function(t){switch(this.model.output_backend){case\"canvas\":case\"webgl\":var e=this.canvas_view.get_canvas_element();if(null!=e.msToBlob){var i=e.msToBlob();window.navigator.msSaveBlob(i,t)}else{var n=document.createElement(\"a\");n.href=e.toDataURL(\"image/png\"),n.download=t+\".png\",n.target=\"_blank\",n.dispatchEvent(new MouseEvent(\"click\"))}break;case\"svg\":var r=this.canvas_view._ctx,o=r.getSerializedSvg(!0),s=new Blob([o],{type:\"text/plain\"}),a=document.createElement(\"a\");a.download=t+\".svg\",a.innerHTML=\"Download svg\",a.href=window.URL.createObjectURL(s),a.onclick=function(t){return document.body.removeChild(t.target)},a.style.display=\"none\",document.body.appendChild(a),a.click()}},i.prototype.serializable_state=function(){var t=e.prototype.serializable_state.call(this),i=t.children,r=n.__rest(t,[\"children\"]),o=this.get_renderer_views().map(function(t){return t.serializable_state()}).filter(function(t){return\"bbox\"in t});return n.__assign({},r,{children:i.concat(o)})},i}(l.LayoutDOMView);i.PlotView=M},function(t,e,i){var n=t(408),r=t(194),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DataRange\",this.define({names:[o.Array,[]],renderers:[o.Array,[]]})},e}(r.Range);i.DataRange=s,s.initClass()},function(t,e,i){var n=t(408),r=t(190),o=t(197),s=t(17),a=t(18),l=t(27),h=t(24),u=function(t){function e(e){var i=t.call(this,e)||this;return i._plot_bounds={},i.have_updated_interactively=!1,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DataRange1d\",this.define({start:[a.Number],end:[a.Number],range_padding:[a.Number,.1],range_padding_units:[a.PaddingUnits,\"percent\"],flipped:[a.Boolean,!1],follow:[a.StartEnd],follow_interval:[a.Number],default_span:[a.Number,2]}),this.internal({scale_hint:[a.String,\"auto\"]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._initial_start=this.start,this._initial_end=this.end,this._initial_range_padding=this.range_padding,this._initial_range_padding_units=this.range_padding_units,this._initial_follow=this.follow,this._initial_follow_interval=this.follow_interval,this._initial_default_span=this.default_span},Object.defineProperty(e.prototype,\"min\",{get:function(){return Math.min(this.start,this.end)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"max\",{get:function(){return Math.max(this.start,this.end)},enumerable:!0,configurable:!0}),e.prototype.computed_renderers=function(){var t=this.names,e=this.renderers;if(0==e.length)for(var i=0,n=this.plots;i<n.length;i++){var r=n[i],a=r.renderers.filter(function(t){return t instanceof o.GlyphRenderer});e=e.concat(a)}t.length>0&&(e=e.filter(function(e){return h.includes(t,e.name)})),s.logger.debug(\"computed \"+e.length+\" renderers for DataRange1d \"+this.id);for(var l=0,u=e;l<u.length;l++){var c=u[l];s.logger.trace(\" - \"+c.type+\" \"+c.id)}return e},e.prototype._compute_plot_bounds=function(t,e){for(var i=l.empty(),n=0,r=t;n<r.length;n++){var o=r[n];null!=e[o.id]&&(i=l.union(i,e[o.id]))}return i},e.prototype.adjust_bounds_for_aspect=function(t,e){var i=l.empty(),n=t.maxX-t.minX;n<=0&&(n=1);var r=t.maxY-t.minY;r<=0&&(r=1);var o=.5*(t.maxX+t.minX),s=.5*(t.maxY+t.minY);return n<e*r?n=e*r:r=n/e,i.maxX=o+.5*n,i.minX=o-.5*n,i.maxY=s+.5*r,i.minY=s-.5*r,i},e.prototype._compute_min_max=function(t,e){var i,n,r,o,s=l.empty();for(var a in t){var h=t[a];s=l.union(s,h)}return 0==e?(i=[s.minX,s.maxX],r=i[0],o=i[1]):(n=[s.minY,s.maxY],r=n[0],o=n[1]),[r,o]},e.prototype._compute_range=function(t,e){var i,n,r,o=this.range_padding;if(\"log\"==this.scale_hint){(isNaN(t)||!isFinite(t)||t<=0)&&(t=isNaN(e)||!isFinite(e)||e<=0?.1:e/100,s.logger.warn(\"could not determine minimum data value for log axis, DataRange1d using value \"+t)),(isNaN(e)||!isFinite(e)||e<=0)&&(e=isNaN(t)||!isFinite(t)||t<=0?10:100*t,s.logger.warn(\"could not determine maximum data value for log axis, DataRange1d using value \"+e));var a=void 0,l=void 0;if(e==t)l=this.default_span+.001,a=Math.log(t)/Math.log(10);else{var h=void 0,u=void 0;\"percent\"==this.range_padding_units?(h=Math.log(t)/Math.log(10),u=Math.log(e)/Math.log(10),l=(u-h)*(1+o)):(h=Math.log(t-o)/Math.log(10),u=Math.log(e+o)/Math.log(10),l=u-h),a=(h+u)/2}n=Math.pow(10,a-l/2),r=Math.pow(10,a+l/2)}else{var l=void 0;l=e==t?this.default_span:\"percent\"==this.range_padding_units?(e-t)*(1+o):e-t+2*o;var a=(e+t)/2;n=a-l/2,r=a+l/2}var c=1;this.flipped&&(n=(i=[r,n])[0],r=i[1],c=-1);var _=this.follow_interval;return null!=_&&Math.abs(n-r)>_&&(\"start\"==this.follow?r=n+c*_:\"end\"==this.follow&&(n=r-c*_)),[n,r]},e.prototype.update=function(t,e,i,n){if(!this.have_updated_interactively){var r=this.computed_renderers(),o=this._compute_plot_bounds(r,t);null!=n&&(o=this.adjust_bounds_for_aspect(o,n)),this._plot_bounds[i]=o;var s=this._compute_min_max(this._plot_bounds,e),a=s[0],l=s[1],h=this._compute_range(a,l),u=h[0],c=h[1];null!=this._initial_start&&(\"log\"==this.scale_hint?this._initial_start>0&&(u=this._initial_start):u=this._initial_start),null!=this._initial_end&&(\"log\"==this.scale_hint?this._initial_end>0&&(c=this._initial_end):c=this._initial_end);var _=[this.start,this.end],p=_[0],d=_[1];if(u!=p||c!=d){var f={};u!=p&&(f.start=u),c!=d&&(f.end=c),this.setv(f)}\"auto\"==this.bounds&&this.setv({bounds:[u,c]},{silent:!0}),this.change.emit()}},e.prototype.reset=function(){this.have_updated_interactively=!1,this.setv({range_padding:this._initial_range_padding,range_padding_units:this._initial_range_padding_units,follow:this._initial_follow,follow_interval:this._initial_follow_interval,default_span:this._initial_default_span},{silent:!0}),this.change.emit()},e}(r.DataRange);i.DataRange1d=u,u.initClass()},function(t,e,i){var n=t(408),r=t(194),o=t(18),s=t(25),a=t(24),l=t(46);function h(t,e,i){void 0===i&&(i=0);for(var n={},r=0;r<t.length;r++){var o=t[r];if(o in n)throw new Error(\"duplicate factor or subfactor: \"+o);n[o]={value:.5+r*(1+e)+i}}return[n,(t.length-1)*e]}function u(t,e,i,n){void 0===n&&(n=0);for(var r={},o={},s=[],l=0,u=t;l<u.length;l++){var c=u[l],_=c[0],p=c[1];_ in o||(o[_]=[],s.push(_)),o[_].push(p)}for(var d=n,f=0,v=function(t){var n=o[t].length,s=h(o[t],i,d),l=s[0],u=s[1];f+=u;var c=a.sum(o[t].map(function(t){return l[t].value}));r[t]={value:c/n,mapping:l},d+=n+e+u},m=0,g=s;m<g.length;m++){var _=g[m];v(_)}return[r,s,(s.length-1)*e+f]}function c(t,e,i,n,r){void 0===r&&(r=0);for(var o={},s={},l=[],h=0,c=t;h<c.length;h++){var _=c[h],p=_[0],d=_[1],f=_[2];p in s||(s[p]=[],l.push(p)),s[p].push([d,f])}for(var v=[],m=r,g=0,y=function(t){for(var r=s[t].length,l=u(s[t],i,n,m),h=l[0],c=l[1],_=l[2],p=0,d=c;p<d.length;p++){var f=d[p];v.push([t,f])}g+=_;var y=a.sum(s[t].map(function(t){var e=t[0];return h[e].value}));o[t]={value:y/r,mapping:h},m+=r+e+_},b=0,x=l;b<x.length;b++){var p=x[b];y(p)}return[o,l,v,(l.length-1)*e+g]}i.map_one_level=h,i.map_two_levels=u,i.map_three_levels=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"FactorRange\",this.define({factors:[o.Array,[]],factor_padding:[o.Number,0],subgroup_padding:[o.Number,.8],group_padding:[o.Number,1.4],range_padding:[o.Number,0],range_padding_units:[o.PaddingUnits,\"percent\"],start:[o.Number],end:[o.Number]}),this.internal({levels:[o.Number],mids:[o.Array],tops:[o.Array],tops_groups:[o.Array]})},Object.defineProperty(e.prototype,\"min\",{get:function(){return this.start},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"max\",{get:function(){return this.end},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this._init(!0)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.properties.factors.change,function(){return e.reset()}),this.connect(this.properties.factor_padding.change,function(){return e.reset()}),this.connect(this.properties.group_padding.change,function(){return e.reset()}),this.connect(this.properties.subgroup_padding.change,function(){return e.reset()}),this.connect(this.properties.range_padding.change,function(){return e.reset()}),this.connect(this.properties.range_padding_units.change,function(){return e.reset()})},e.prototype.reset=function(){this._init(!1),this.change.emit()},e.prototype._lookup=function(t){if(1==t.length){var e=this._mapping;return e.hasOwnProperty(t[0])?e[t[0]].value:NaN}if(2==t.length){var e=this._mapping;return e.hasOwnProperty(t[0])&&e[t[0]].mapping.hasOwnProperty(t[1])?e[t[0]].mapping[t[1]].value:NaN}if(3==t.length){var e=this._mapping;return e.hasOwnProperty(t[0])&&e[t[0]].mapping.hasOwnProperty(t[1])&&e[t[0]].mapping[t[1]].mapping.hasOwnProperty(t[2])?e[t[0]].mapping[t[1]].mapping[t[2]].value:NaN}throw new Error(\"unreachable code\")},e.prototype.synthetic=function(t){if(l.isNumber(t))return t;if(l.isString(t))return this._lookup([t]);var e=0,i=t[t.length-1];return l.isNumber(i)&&(e=i,t=t.slice(0,-1)),this._lookup(t)+e},e.prototype.v_synthetic=function(t){var e=this;return s.map(t,function(t){return e.synthetic(t)})},e.prototype._init=function(t){var e,i,n,r,o;if(a.every(this.factors,l.isString))r=1,e=h(this.factors,this.factor_padding),this._mapping=e[0],o=e[1];else if(a.every(this.factors,function(t){return l.isArray(t)&&2==t.length&&l.isString(t[0])&&l.isString(t[1])}))r=2,i=u(this.factors,this.group_padding,this.factor_padding),this._mapping=i[0],this.tops=i[1],o=i[2];else{if(!a.every(this.factors,function(t){return l.isArray(t)&&3==t.length&&l.isString(t[0])&&l.isString(t[1])&&l.isString(t[2])}))throw new Error(\"???\");r=3,n=c(this.factors,this.group_padding,this.subgroup_padding,this.factor_padding),this._mapping=n[0],this.tops=n[1],this.mids=n[2],o=n[3]}var s=0,_=this.factors.length+o;if(\"percent\"==this.range_padding_units){var p=(_-s)*this.range_padding/2;s-=p,_+=p}else s-=this.range_padding,_+=this.range_padding;this.setv({start:s,end:_,levels:r},{silent:t}),\"auto\"==this.bounds&&this.setv({bounds:[s,_]},{silent:!0})},e}(r.Range);i.FactorRange=_,_.initClass()},function(t,e,i){var n=t(190);i.DataRange=n.DataRange;var r=t(191);i.DataRange1d=r.DataRange1d;var o=t(192);i.FactorRange=o.FactorRange;var s=t(194);i.Range=s.Range;var a=t(195);i.Range1d=a.Range1d},function(t,e,i){var n=t(408),r=t(62),o=t(18),s=t(46),a=function(t){function e(e){var i=t.call(this,e)||this;return i.have_updated_interactively=!1,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Range\",this.define({callback:[o.Any],bounds:[o.Any],min_interval:[o.Any],max_interval:[o.Any]}),this.internal({plots:[o.Array,[]]})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.change,function(){return e._emit_callback()})},e.prototype._emit_callback=function(){null!=this.callback&&(s.isFunction(this.callback)?this.callback(this):this.callback.execute(this,{}))},Object.defineProperty(e.prototype,\"is_reversed\",{get:function(){return this.start>this.end},enumerable:!0,configurable:!0}),e}(r.Model);i.Range=a,a.initClass()},function(t,e,i){var n=t(408),r=t(194),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Range1d\",this.define({start:[o.Number,0],end:[o.Number,1],reset_start:[o.Number],reset_end:[o.Number]})},e.prototype._set_auto_bounds=function(){if(\"auto\"==this.bounds){var t=Math.min(this.reset_start,this.reset_end),e=Math.max(this.reset_start,this.reset_end);this.setv({bounds:[t,e]},{silent:!0})}},e.prototype.initialize=function(){t.prototype.initialize.call(this),null==this.reset_start&&(this.reset_start=this.start),null==this.reset_end&&(this.reset_end=this.end),this._set_auto_bounds()},Object.defineProperty(e.prototype,\"min\",{get:function(){return Math.min(this.start,this.end)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"max\",{get:function(){return Math.max(this.start,this.end)},enumerable:!0,configurable:!0}),e.prototype.reset=function(){this._set_auto_bounds(),this.start!=this.reset_start||this.end!=this.reset_end?this.setv({start:this.reset_start,end:this.reset_end}):this.change.emit()},e}(r.Range);i.Range1d=s,s.initClass()},function(t,e,i){var n=t(408),r=t(201),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.RendererView);i.DataRendererView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DataRenderer\",this.define({x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]}),this.override({level:\"glyph\"})},e}(r.Renderer);i.DataRenderer=a,a.initClass()},function(t,e,i){var n=t(408),r=t(196),o=t(136),s=t(211),a=t(17),l=t(18),h=t(25),u=t(24),c=t(35),_=t(192),p={fill:{},line:{}},d={fill:{fill_alpha:.3,fill_color:\"grey\"},line:{line_alpha:.3,line_color:\"grey\"}},f={fill:{fill_alpha:.2},line:{}},v=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this);var e=this.model.glyph,i=u.includes(e.mixins,\"fill\"),n=u.includes(e.mixins,\"line\"),r=c.clone(e.attributes);function o(t){var o=c.clone(r);return i&&c.extend(o,t.fill),n&&c.extend(o,t.line),new e.constructor(o)}delete r.id,this.glyph=this.build_glyph_view(e);var s=this.model.selection_glyph;null==s?s=o({fill:{},line:{}}):\"auto\"===s&&(s=o(p)),this.selection_glyph=this.build_glyph_view(s);var a=this.model.nonselection_glyph;null==a?a=o({fill:{},line:{}}):\"auto\"===a&&(a=o(f)),this.nonselection_glyph=this.build_glyph_view(a);var l=this.model.hover_glyph;null!=l&&(this.hover_glyph=this.build_glyph_view(l));var h=this.model.muted_glyph;null!=h&&(this.muted_glyph=this.build_glyph_view(h));var _=o(d);this.decimated_glyph=this.build_glyph_view(_),this.xscale=this.plot_view.frame.xscales[this.model.x_range_name],this.yscale=this.plot_view.frame.yscales[this.model.y_range_name],this.set_data(!1)},e.prototype.build_glyph_view=function(t){return new t.default_view({model:t,parent:this})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.request_render()}),this.connect(this.model.glyph.change,function(){return e.set_data()}),this.connect(this.model.data_source.change,function(){return e.set_data()}),this.connect(this.model.data_source.streaming,function(){return e.set_data()}),this.connect(this.model.data_source.patching,function(t){return e.set_data(!0,t)}),this.connect(this.model.data_source.selected.change,function(){return e.request_render()}),this.connect(this.model.data_source._select,function(){return e.request_render()}),null!=this.hover_glyph&&this.connect(this.model.data_source.inspect,function(){return e.request_render()}),this.connect(this.model.properties.view.change,function(){return e.set_data()}),this.connect(this.model.view.change,function(){return e.set_data()});var i=this.plot_view.frame,n=i.x_ranges,r=i.y_ranges;for(var o in n){var s=n[o];s instanceof _.FactorRange&&this.connect(s.change,function(){return e.set_data()})}for(var a in r){var s=r[a];s instanceof _.FactorRange&&this.connect(s.change,function(){return e.set_data()})}this.connect(this.model.glyph.transformchange,function(){return e.set_data()})},e.prototype.have_selection_glyphs=function(){return null!=this.selection_glyph&&null!=this.nonselection_glyph},e.prototype.set_data=function(t,e){void 0===t&&(t=!0),void 0===e&&(e=null);var i=Date.now(),n=this.model.data_source;this.all_indices=this.model.view.indices,this.glyph.model.setv({x_range_name:this.model.x_range_name,y_range_name:this.model.y_range_name},{silent:!0}),this.glyph.set_data(n,this.all_indices,e),this.glyph.set_visuals(n),this.decimated_glyph.set_visuals(n),this.have_selection_glyphs()&&(this.selection_glyph.set_visuals(n),this.nonselection_glyph.set_visuals(n)),null!=this.hover_glyph&&this.hover_glyph.set_visuals(n),null!=this.muted_glyph&&this.muted_glyph.set_visuals(n);var r=this.plot_model.lod_factor;this.decimated=[];for(var o=0,s=Math.floor(this.all_indices.length/r);o<s;o++)this.decimated.push(o*r);var l=Date.now()-i;a.logger.debug(this.glyph.model.type+\" GlyphRenderer (\"+this.model.id+\"): set_data finished in \"+l+\"ms\"),this.set_data_timestamp=Date.now(),t&&this.request_render()},Object.defineProperty(e.prototype,\"has_webgl\",{get:function(){return null!=this.glyph.glglyph},enumerable:!0,configurable:!0}),e.prototype.render=function(){var t=this;if(this.model.visible){var e=Date.now(),i=this.has_webgl;this.glyph.map_data();var n=Date.now()-e,r=Date.now(),s=this.glyph.mask_data(this.all_indices);s.length===this.all_indices.length&&(s=u.range(0,this.all_indices.length));var l=Date.now()-r,h=this.plot_view.canvas_view.ctx;h.save();var c,_=this.model.data_source.selected;c=!_||_.is_empty()?[]:this.glyph instanceof o.LineView&&_.selected_glyph===this.glyph.model?this.model.view.convert_indices_from_subset(s):_.indices;var p,d=this.model.data_source.inspected;p=d&&0!==d.length?d[\"0d\"].glyph?this.model.view.convert_indices_from_subset(s):d[\"1d\"].indices.length>0?d[\"1d\"].indices:function(){for(var t=[],e=0,i=Object.keys(d[\"2d\"].indices);e<i.length;e++){var n=i[e];t.push(parseInt(n))}return t}():[];var f,v,m,g=function(){for(var e=[],i=0,n=s;i<n.length;i++){var r=n[i];u.includes(p,t.all_indices[r])&&e.push(r)}return e}(),y=this.plot_model.lod_threshold;null!=this.model.document&&this.model.document.interactive_duration()>0&&!i&&null!=y&&this.all_indices.length>y?(s=this.decimated,f=this.decimated_glyph,v=this.decimated_glyph,m=this.selection_glyph):(f=this.model.muted&&null!=this.muted_glyph?this.muted_glyph:this.glyph,v=this.nonselection_glyph,m=this.selection_glyph),null!=this.hover_glyph&&g.length&&(s=u.difference(s,g));var b,x=null;if(c.length&&this.have_selection_glyphs()){for(var w=Date.now(),k={},T=0,C=c;T<C.length;T++){var S=C[T];k[S]=!0}var A=new Array,M=new Array;if(this.glyph instanceof o.LineView)for(var E=0,z=this.all_indices;E<z.length;E++){var S=z[E];null!=k[S]?A.push(S):M.push(S)}else for(var O=0,P=s;O<P.length;O++){var S=P[O];null!=k[this.all_indices[S]]?A.push(S):M.push(S)}x=Date.now()-w,b=Date.now(),v.render(h,M,this.glyph),m.render(h,A,this.glyph),null!=this.hover_glyph&&(this.glyph instanceof o.LineView?this.hover_glyph.render(h,this.model.view.convert_indices_from_subset(g),this.glyph):this.hover_glyph.render(h,g,this.glyph))}else b=Date.now(),this.glyph instanceof o.LineView?this.hover_glyph&&g.length?this.hover_glyph.render(h,this.model.view.convert_indices_from_subset(g),this.glyph):f.render(h,this.all_indices,this.glyph):(f.render(h,s,this.glyph),this.hover_glyph&&g.length&&this.hover_glyph.render(h,g,this.glyph));var j=Date.now()-b;this.last_dtrender=j;var N=Date.now()-e;a.logger.debug(this.glyph.model.type+\" GlyphRenderer (\"+this.model.id+\"): render finished in \"+N+\"ms\"),a.logger.trace(\" - map_data finished in       : \"+n+\"ms\"),a.logger.trace(\" - mask_data finished in      : \"+l+\"ms\"),null!=x&&a.logger.trace(\" - selection mask finished in : \"+x+\"ms\"),a.logger.trace(\" - glyph renders finished in  : \"+j+\"ms\"),h.restore()}},e.prototype.draw_legend=function(t,e,i,n,r,o,s,a){null==a&&(a=this.model.get_reference_point(o,s)),this.glyph.draw_legend_for_index(t,{x0:e,x1:i,y0:n,y1:r},a)},e.prototype.hit_test=function(t){if(!this.model.visible)return null;var e=this.glyph.hit_test(t);return null==e?null:this.model.view.convert_selection_from_subset(e)},e}(r.DataRendererView);i.GlyphRendererView=v;var m=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GlyphRenderer\",this.prototype.default_view=v,this.define({data_source:[l.Instance],view:[l.Instance,function(){return new s.CDSView}],glyph:[l.Instance],hover_glyph:[l.Instance],nonselection_glyph:[l.Any,\"auto\"],selection_glyph:[l.Any,\"auto\"],muted_glyph:[l.Instance],muted:[l.Boolean,!1]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),null==this.view.source&&(this.view.source=this.data_source,this.view.compute_indices())},e.prototype.get_reference_point=function(t,e){var i=0;if(null!=t){var n=this.data_source.get_column(t);if(null!=n){var r=h.indexOf(n,e);-1!=r&&(i=r)}}return i},e.prototype.get_selection_manager=function(){return this.data_source.selection_manager},e}(r.DataRenderer);i.GlyphRenderer=m,m.initClass()},function(t,e,i){var n=t(408),r=t(196),o=t(154),s=t(18),a=t(4),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e;t.prototype.initialize.call(this),this.xscale=this.plot_view.frame.xscales.default,this.yscale=this.plot_view.frame.yscales.default,this._renderer_views={},e=a.build_views(this._renderer_views,[this.model.node_renderer,this.model.edge_renderer],{parent:this.parent}),this.node_view=e[0],this.edge_view=e[1],this.set_data()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.layout_provider.change,function(){return e.set_data()}),this.connect(this.model.node_renderer.data_source._select,function(){return e.set_data()}),this.connect(this.model.node_renderer.data_source.inspect,function(){return e.set_data()}),this.connect(this.model.node_renderer.data_source.change,function(){return e.set_data()}),this.connect(this.model.edge_renderer.data_source._select,function(){return e.set_data()}),this.connect(this.model.edge_renderer.data_source.inspect,function(){return e.set_data()}),this.connect(this.model.edge_renderer.data_source.change,function(){return e.set_data()});var i=this.plot_view.frame,n=i.x_ranges,r=i.y_ranges;for(var o in n){var s=n[o];this.connect(s.change,function(){return e.set_data()})}for(var a in r){var s=r[a];this.connect(s.change,function(){return e.set_data()})}},e.prototype.set_data=function(t){var e,i;void 0===t&&(t=!0),this.node_view.glyph.model.setv({x_range_name:this.model.x_range_name,y_range_name:this.model.y_range_name},{silent:!0}),this.edge_view.glyph.model.setv({x_range_name:this.model.x_range_name,y_range_name:this.model.y_range_name},{silent:!0});var n=this.node_view.glyph;e=this.model.layout_provider.get_node_coordinates(this.model.node_renderer.data_source),n._x=e[0],n._y=e[1];var r=this.edge_view.glyph;i=this.model.layout_provider.get_edge_coordinates(this.model.edge_renderer.data_source),r._xs=i[0],r._ys=i[1],n.index_data(),r.index_data(),t&&this.request_render()},e.prototype.render=function(){this.edge_view.render(),this.node_view.render()},e}(r.DataRendererView);i.GraphRendererView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GraphRenderer\",this.prototype.default_view=l,this.define({layout_provider:[s.Instance],node_renderer:[s.Instance],edge_renderer:[s.Instance],selection_policy:[s.Instance,function(){return new o.NodesOnly}],inspection_policy:[s.Instance,function(){return new o.NodesOnly}]})},e.prototype.get_selection_manager=function(){return this.node_renderer.data_source.selection_manager},e}(r.DataRenderer);i.GraphRenderer=h,h.initClass()},function(t,e,i){var n=t(408),r=t(201),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.RendererView);i.GuideRendererView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GuideRenderer\",this.override({level:\"overlay\"})},e}(r.Renderer);i.GuideRenderer=s,s.initClass()},function(t,e,i){var n=t(197);i.GlyphRenderer=n.GlyphRenderer;var r=t(198);i.GraphRenderer=r.GraphRenderer;var o=t(199);i.GuideRenderer=o.GuideRenderer;var s=t(201);i.Renderer=s.Renderer},function(t,e,i){var n=t(408),r=t(6),o=t(51),s=t(18),a=t(62),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.visuals=new o.Visuals(this.model),this._has_finished=!0},Object.defineProperty(e.prototype,\"plot_view\",{get:function(){return this.parent},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"plot_model\",{get:function(){return this.parent.model},enumerable:!0,configurable:!0}),e.prototype.request_render=function(){this.plot_view.request_render()},e.prototype.map_to_screen=function(t,e){return this.plot_view.map_to_screen(t,e,this.model.x_range_name,this.model.y_range_name)},Object.defineProperty(e.prototype,\"needs_clip\",{get:function(){return!1},enumerable:!0,configurable:!0}),e.prototype.notify_finished=function(){this.plot_view.notify_finished()},Object.defineProperty(e.prototype,\"has_webgl\",{get:function(){return!1},enumerable:!0,configurable:!0}),e}(r.DOMView);i.RendererView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Renderer\",this.define({level:[s.RenderLevel],visible:[s.Boolean,!0]})},e}(a.Model);i.Renderer=h,h.initClass()},function(t,e,i){var n=t(408),r=t(204),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalScale\"},e.prototype.compute=function(e){return t.prototype.compute.call(this,this.source_range.synthetic(e))},e.prototype.v_compute=function(e){return t.prototype.v_compute.call(this,this.source_range.v_synthetic(e))},e}(r.LinearScale);i.CategoricalScale=o,o.initClass()},function(t,e,i){var n=t(202);i.CategoricalScale=n.CategoricalScale;var r=t(204);i.LinearScale=r.LinearScale;var o=t(205);i.LogScale=o.LogScale;var s=t(206);i.Scale=s.Scale},function(t,e,i){var n=t(408),r=t(206),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LinearScale\"},e.prototype.compute=function(t){var e=this._compute_state(),i=e[0],n=e[1];return i*t+n},e.prototype.v_compute=function(t){for(var e=this._compute_state(),i=e[0],n=e[1],r=new Float64Array(t.length),o=0;o<t.length;o++)r[o]=i*t[o]+n;return r},e.prototype.invert=function(t){var e=this._compute_state(),i=e[0],n=e[1];return(t-n)/i},e.prototype.v_invert=function(t){for(var e=this._compute_state(),i=e[0],n=e[1],r=new Float64Array(t.length),o=0;o<t.length;o++)r[o]=(t[o]-n)/i;return r},e.prototype._compute_state=function(){var t=this.source_range.start,e=this.source_range.end,i=this.target_range.start,n=this.target_range.end,r=(n-i)/(e-t),o=-r*t+i;return[r,o]},e}(r.Scale);i.LinearScale=o,o.initClass()},function(t,e,i){var n=t(408),r=t(206),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LogScale\"},e.prototype.compute=function(t){var e,i=this._compute_state(),n=i[0],r=i[1],o=i[2],s=i[3];if(0==o)e=0;else{var a=(Math.log(t)-s)/o;e=isFinite(a)?a*n+r:NaN}return e},e.prototype.v_compute=function(t){var e=this._compute_state(),i=e[0],n=e[1],r=e[2],o=e[3],s=new Float64Array(t.length);if(0==r)for(var a=0;a<t.length;a++)s[a]=0;else for(var a=0;a<t.length;a++){var l=(Math.log(t[a])-o)/r,h=void 0;h=isFinite(l)?l*i+n:NaN,s[a]=h}return s},e.prototype.invert=function(t){var e=this._compute_state(),i=e[0],n=e[1],r=e[2],o=e[3],s=(t-n)/i;return Math.exp(r*s+o)},e.prototype.v_invert=function(t){for(var e=this._compute_state(),i=e[0],n=e[1],r=e[2],o=e[3],s=new Float64Array(t.length),a=0;a<t.length;a++){var l=(t[a]-n)/i;s[a]=Math.exp(r*l+o)}return s},e.prototype._get_safe_factor=function(t,e){var i,n=t<0?0:t,r=e<0?0:e;if(n==r)if(0==n)n=(i=[1,10])[0],r=i[1];else{var o=Math.log(n)/Math.log(10);n=Math.pow(10,Math.floor(o)),r=Math.ceil(o)!=Math.floor(o)?Math.pow(10,Math.ceil(o)):Math.pow(10,Math.ceil(o)+1)}return[n,r]},e.prototype._compute_state=function(){var t,e,i=this.source_range.start,n=this.source_range.end,r=this.target_range.start,o=this.target_range.end,s=o-r,a=this._get_safe_factor(i,n),l=a[0],h=a[1];0==l?(t=Math.log(h),e=0):(t=Math.log(h)-Math.log(l),e=Math.log(l));var u=s,c=r;return[u,c,t,e]},e}(r.Scale);i.LogScale=o,o.initClass()},function(t,e,i){var n=t(408),r=t(292),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Scale\",this.internal({source_range:[o.Any],target_range:[o.Any]})},e.prototype.r_compute=function(t,e){return this.target_range.is_reversed?[this.compute(e),this.compute(t)]:[this.compute(t),this.compute(e)]},e.prototype.r_invert=function(t,e){return this.target_range.is_reversed?[this.invert(e),this.invert(t)]:[this.invert(t),this.invert(e)]},e}(r.Transform);i.Scale=s,s.initClass()},function(t,e,i){var n=t(408);n.__exportStar(t(208),i);var r=t(209);i.Selection=r.Selection},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.do_selection=function(t,e,i,n){return null!==t&&(e.selected.update(t,i,n),e._select.emit(),!e.selected.is_empty())},e}(r.Model);i.SelectionPolicy=o,o.prototype.type=\"SelectionPolicy\";var s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.hit_test=function(t,e){for(var i=[],n=0,r=e;n<r.length;n++){var o=r[n],s=o.hit_test(t);null!==s&&i.push(s)}if(i.length>0){for(var a=i[0],l=0,h=i;l<h.length;l++){var u=h[l];a.update_through_intersection(u)}return a}return null},e}(o);i.IntersectRenderers=s,s.prototype.type=\"IntersectRenderers\";var a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.hit_test=function(t,e){for(var i=[],n=0,r=e;n<r.length;n++){var o=r[n],s=o.hit_test(t);null!==s&&i.push(s)}if(i.length>0){for(var a=i[0],l=0,h=i;l<h.length;l++){var u=h[l];a.update_through_union(u)}return a}return null},e}(o);i.UnionRenderers=a,a.prototype.type=\"UnionRenderers\"},function(t,e,i){var n=t(408),r=t(62),o=t(18),s=t(24),a=t(35),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Selection\",this.define({indices:[o.Array,[]],line_indices:[o.Array,[]],multiline_indices:[o.Any,{}]}),this.internal({final:[o.Boolean],selected_glyphs:[o.Array,[]],get_view:[o.Any],image_indices:[o.Array,[]]})},e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this[\"0d\"]={glyph:null,indices:[],flag:!1,get_view:function(){return null}},this[\"2d\"]={indices:{}},this[\"1d\"]={indices:this.indices},this.get_view=function(){return null},this.connect(this.properties.indices.change,function(){return e[\"1d\"].indices=e.indices}),this.connect(this.properties.line_indices.change,function(){e[\"0d\"].indices=e.line_indices,0==e.line_indices.length?e[\"0d\"].flag=!1:e[\"0d\"].flag=!0}),this.connect(this.properties.selected_glyphs.change,function(){return e[\"0d\"].glyph=e.selected_glyph}),this.connect(this.properties.get_view.change,function(){return 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0==this.indices.length&&0==this.line_indices.length&&0==this.image_indices.length},e.prototype.update_through_union=function(t){this.indices=s.union(t.indices,this.indices),this.selected_glyphs=s.union(t.selected_glyphs,this.selected_glyphs),this.line_indices=s.union(t.line_indices,this.line_indices),this.get_view()||(this.get_view=t.get_view),this.multiline_indices=a.merge(t.multiline_indices,this.multiline_indices)},e.prototype.update_through_intersection=function(t){this.indices=s.intersection(t.indices,this.indices),this.selected_glyphs=s.union(t.selected_glyphs,this.selected_glyphs),this.line_indices=s.union(t.line_indices,this.line_indices),this.get_view()||(this.get_view=t.get_view),this.multiline_indices=a.merge(t.multiline_indices,this.multiline_indices)},e}(r.Model);i.Selection=l,l.initClass()},function(t,e,i){var n=t(408),r=t(217),o=t(17),s=t(18),a=function(t){function e(e){var i=t.call(this,e)||this;return i.initialized=!1,i}return 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e=this;t.prototype.connect_signals.call(this),this.connect(this.properties.filters.change,function(){e.compute_indices(),e.change.emit()});var i=function(){var t=function(){return e.compute_indices()};null!=e.source&&(e.connect(e.source.change,t),e.source instanceof l.ColumnarDataSource&&(e.connect(e.source.streaming,t),e.connect(e.source.patching,t)))},n=null!=this.source;n?i():this.connect(this.properties.source.change,function(){n||(i(),n=!0)})},e.prototype.compute_indices=function(){var t=this,e=this.filters.map(function(e){return e.compute_indices(t.source)}).filter(function(t){return null!=t});e.length>0?this.indices=a.intersection.apply(this,e):this.source instanceof l.ColumnarDataSource&&(this.indices=this.source.get_indices()),this.indices_map_to_subset()},e.prototype.indices_map_to_subset=function(){this.indices_map={};for(var t=0;t<this.indices.length;t++)this.indices_map[this.indices[t]]=t},e.prototype.convert_selection_from_subset=function(t){var e=this,i=new 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o=t[r];n=n.union(f(i[r],o,this._shapes[r]))}if(this.setv({data:i},{silent:!0}),this.patching.emit(n.values),null!=this.document){var s=new _.ColumnsPatchedEvent(this.document,this.ref(),t);this.document._notify_change(this,\"data\",null,null,{setter_id:e,hint:s})}},e}(r.ColumnarDataSource);i.ColumnDataSource=v,v.initClass()},function(t,e,i){var n=t(408),r=t(214),o=t(22),s=t(17),a=t(20),l=t(18),h=t(46),u=t(24),c=t(35),_=t(209),p=t(208),d=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.prototype.get_array=function(t){var e=this.data[t];return null==e?this.data[t]=e=[]:h.isArray(e)||(this.data[t]=e=Array.from(e)),e},e.initClass=function(){this.prototype.type=\"ColumnarDataSource\",this.define({selection_policy:[l.Instance,function(){return new p.UnionRenderers}]}),this.internal({selection_manager:[l.Instance,function(t){return new a.SelectionManager({source:t})}],inspected:[l.Instance,function(){return new 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this.data[n].constructor(0)}this.data=t},e}(r.DataSource);i.ColumnarDataSource=d,d.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(209),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DataSource\",this.define({selected:[s.Instance,function(){return new o.Selection}],callback:[s.Any]})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.selected.change,function(){null!=e.callback&&e.callback.execute(e)})},e}(r.Model);i.DataSource=a,a.initClass()},function(t,e,i){var n=t(408),r=t(213),o=t(17),s=t(18),a=t(24),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GeoJSONDataSource\",this.define({geojson:[s.Any]}),this.internal({data:[s.Any,{}]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._update_data()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.properties.geojson.change,function(){return e._update_data()})},e.prototype._update_data=function(){this.data=this.geojson_to_column_data()},e.prototype._get_new_list_array=function(t){return a.range(0,t).map(function(t){return[]})},e.prototype._get_new_nan_array=function(t){return a.range(0,t).map(function(t){return NaN})},e.prototype._add_properties=function(t,e,i,n){var r=t.properties||{};for(var o in r)e.hasOwnProperty(o)||(e[o]=this._get_new_nan_array(n)),e[o][i]=r[o]},e.prototype._add_geometry=function(t,e,i){function n(t){return null!=t?t:NaN}function r(t,e){return t.concat([[NaN,NaN,NaN]]).concat(e)}switch(t.type){case\"Point\":var s=t.coordinates,a=s[0],l=s[1],h=s[2];e.x[i]=a,e.y[i]=l,e.z[i]=n(h);break;case\"LineString\":for(var u=t.coordinates,c=0;c<u.length;c++){var _=u[c],a=_[0],l=_[1],h=_[2];e.xs[i][c]=a,e.ys[i][c]=l,e.zs[i][c]=n(h)}break;case\"Polygon\":t.coordinates.length>1&&o.logger.warn(\"Bokeh does not 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null!=e?e:[]},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.setup()},e.prototype.load_data=function(t,e,i){var n,r=this.adapter;switch(n=null!=r?r.execute(this,{response:t}):t,e){case\"replace\":this.data=n;break;case\"append\":for(var o=this.data,s=0,a=this.columns();s<a.length;s++){var l=a[s],h=Array.from(o[l]),u=Array.from(n[l]);n[l]=h.concat(u).slice(-i)}this.data=n}},e.initClass=function(){this.prototype.type=\"WebDataSource\",this.define({mode:[o.UpdateMode,\"replace\"],max_size:[o.Number],adapter:[o.Any,null],data_url:[o.String]})},e}(r.ColumnDataSource);i.WebDataSource=s,s.initClass()},function(t,e,i){var n=t(408),r=t(223),o=t(18),s=t(40),a=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"CanvasTexture\",this.define({code:[o.String]})},Object.defineProperty(i.prototype,\"func\",{get:function(){var t=s.use_strict(this.code);return new 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n=t(46),r=function(){function t(){this.images=[]}return t.prototype.pop=function(){var t=this.images.pop();return null!=t?t:new Image},t.prototype.push=function(t){var e;this.images.length>50||(n.isArray(t)?(e=this.images).push.apply(e,t):this.images.push(t))},t}();i.ImagePool=r},function(t,e,i){var n=t(240);i.BBoxTileSource=n.BBoxTileSource;var r=t(243);i.MercatorTileSource=r.MercatorTileSource;var o=t(244);i.QUADKEYTileSource=o.QUADKEYTileSource;var s=t(245);i.TileRenderer=s.TileRenderer;var a=t(246);i.TileSource=a.TileSource;var l=t(248);i.TMSTileSource=l.TMSTileSource;var h=t(249);i.WMTSTileSource=h.WMTSTileSource},function(t,e,i){var n=t(408),r=t(246),o=t(18),s=t(24),a=t(247),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MercatorTileSource\",this.define({snap_to_zoom:[o.Boolean,!1],wrap_around:[o.Boolean,!0]}),this.override({x_origin_offset:20037508.34,y_origin_offset:20037508.34,initial_resolution:156543.03392804097})},e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this._resolutions=s.range(this.min_zoom,this.max_zoom+1).map(function(t){return e.get_resolution(t)})},e.prototype._computed_initial_resolution=function(){return null!=this.initial_resolution?this.initial_resolution:2*Math.PI*6378137/this.tile_size},e.prototype.is_valid_tile=function(t,e,i){return!(!this.wrap_around&&(t<0||t>=Math.pow(2,i))||e<0||e>=Math.pow(2,i))},e.prototype.parent_by_tile_xyz=function(t,e,i){var n=this.tile_xyz_to_quadkey(t,e,i),r=n.substring(0,n.length-1);return this.quadkey_to_tile_xyz(r)},e.prototype.get_resolution=function(t){return this._computed_initial_resolution()/Math.pow(2,t)},e.prototype.get_resolution_by_extent=function(t,e,i){var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e;return[n,r]},e.prototype.get_level_by_extent=function(t,e,i){for(var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e,o=Math.max(n,r),s=0,a=0,l=this._resolutions;a<l.length;a++){var h=l[a];if(o>h){if(0==s)return 0;if(s>0)return s-1}s+=1}return s-1},e.prototype.get_closest_level_by_extent=function(t,e,i){var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e,o=Math.max(n,r),s=this._resolutions.reduce(function(t,e){return Math.abs(e-o)<Math.abs(t-o)?e:t});return this._resolutions.indexOf(s)},e.prototype.snap_to_zoom_level=function(t,e,i,n){var r=t[0],o=t[1],s=t[2],a=t[3],l=this._resolutions[n],h=i*l,u=e*l;if(!this.snap_to_zoom){var c=(s-r)/h,_=(a-o)/u;c>_?(h=s-r,u*=c):(h*=_,u=a-o)}var p=(h-(s-r))/2,d=(u-(a-o))/2;return[r-p,o-d,s+p,a+d]},e.prototype.tms_to_wmts=function(t,e,i){return[t,Math.pow(2,i)-1-e,i]},e.prototype.wmts_to_tms=function(t,e,i){return[t,Math.pow(2,i)-1-e,i]},e.prototype.pixels_to_meters=function(t,e,i){var n=this.get_resolution(i),r=t*n-this.x_origin_offset,o=e*n-this.y_origin_offset;return[r,o]},e.prototype.meters_to_pixels=function(t,e,i){var n=this.get_resolution(i),r=(t+this.x_origin_offset)/n,o=(e+this.y_origin_offset)/n;return[r,o]},e.prototype.pixels_to_tile=function(t,e){var i=Math.ceil(t/this.tile_size);i=0===i?i:i-1;var n=Math.max(Math.ceil(e/this.tile_size)-1,0);return[i,n]},e.prototype.pixels_to_raster=function(t,e,i){var n=this.tile_size<<i;return[t,n-e]},e.prototype.meters_to_tile=function(t,e,i){var n=this.meters_to_pixels(t,e,i),r=n[0],o=n[1];return this.pixels_to_tile(r,o)},e.prototype.get_tile_meter_bounds=function(t,e,i){var n=this.pixels_to_meters(t*this.tile_size,e*this.tile_size,i),r=n[0],o=n[1],s=this.pixels_to_meters((t+1)*this.tile_size,(e+1)*this.tile_size,i),a=s[0],l=s[1];return[r,o,a,l]},e.prototype.get_tile_geographic_bounds=function(t,e,i){var n=this.get_tile_meter_bounds(t,e,i),r=a.meters_extent_to_geographic(n),o=r[0],s=r[1],l=r[2],h=r[3];return[o,s,l,h]},e.prototype.get_tiles_by_extent=function(t,e,i){void 0===i&&(i=1);var n=t[0],r=t[1],o=t[2],s=t[3],a=this.meters_to_tile(n,r,e),l=a[0],h=a[1],u=this.meters_to_tile(o,s,e),c=u[0],_=u[1];l-=i,h-=i,c+=i;for(var p=[],d=_+=i;d>=h;d--)for(var f=l;f<=c;f++)this.is_valid_tile(f,d,e)&&p.push([f,d,e,this.get_tile_meter_bounds(f,d,e)]);return this.sort_tiles_from_center(p,[l,h,c,_]),p},e.prototype.quadkey_to_tile_xyz=function(t){for(var e=0,i=0,n=t.length,r=n;r>0;r--){var o=t.charAt(n-r),s=1<<r-1;switch(o){case\"0\":continue;case\"1\":e|=s;break;case\"2\":i|=s;break;case\"3\":e|=s,i|=s;break;default:throw new TypeError(\"Invalid Quadkey: \"+t)}}return[e,i,n]},e.prototype.tile_xyz_to_quadkey=function(t,e,i){for(var n=\"\",r=i;r>0;r--){var o=1<<r-1,s=0;0!=(t&o)&&(s+=1),0!=(e&o)&&(s+=2),n+=s.toString()}return n},e.prototype.children_by_tile_xyz=function(t,e,i){for(var n=this.tile_xyz_to_quadkey(t,e,i),r=[],o=0;o<=3;o++){var s=this.quadkey_to_tile_xyz(n+o.toString()),a=s[0],l=s[1],h=s[2],u=this.get_tile_meter_bounds(a,l,h);r.push([a,l,h,u])}return r},e.prototype.get_closest_parent_by_tile_xyz=function(t,e,i){var n,r,o,s=this.calculate_world_x_by_tile_xyz(t,e,i);n=this.normalize_xyz(t,e,i),t=n[0],e=n[1],i=n[2];for(var a=this.tile_xyz_to_quadkey(t,e,i);a.length>0;)if(a=a.substring(0,a.length-1),r=this.quadkey_to_tile_xyz(a),t=r[0],e=r[1],i=r[2],o=this.denormalize_xyz(t,e,i,s),t=o[0],e=o[1],i=o[2],this.tile_xyz_to_key(t,e,i)in this.tiles)return[t,e,i];return[0,0,0]},e.prototype.normalize_xyz=function(t,e,i){if(this.wrap_around){var n=Math.pow(2,i);return[(t%n+n)%n,e,i]}return[t,e,i]},e.prototype.denormalize_xyz=function(t,e,i,n){return[t+n*Math.pow(2,i),e,i]},e.prototype.denormalize_meters=function(t,e,i,n){return[t+2*n*Math.PI*6378137,e]},e.prototype.calculate_world_x_by_tile_xyz=function(t,e,i){return Math.floor(t/Math.pow(2,i))},e}(r.TileSource);i.MercatorTileSource=l,l.initClass()},function(t,e,i){var n=t(408),r=t(243),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"QUADKEYTileSource\"},e.prototype.get_image_url=function(t,e,i){var n=this.string_lookup_replace(this.url,this.extra_url_vars),r=this.tms_to_wmts(t,e,i),o=r[0],s=r[1],a=r[2],l=this.tile_xyz_to_quadkey(o,s,a);return n.replace(\"{Q}\",l)},e}(r.MercatorTileSource);i.QUADKEYTileSource=o,o.initClass()},function(t,e,i){var n=t(408),r=t(241),o=t(249),s=t(196),a=t(195),l=t(5),h=t(18),u=t(24),c=t(46),_=t(20),p=t(212),d=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){this._tiles=[],t.prototype.initialize.call(this)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.request_render()}),this.connect(this.model.tile_source.change,function(){return e.request_render()})},e.prototype.get_extent=function(){return[this.x_range.start,this.y_range.start,this.x_range.end,this.y_range.end]},Object.defineProperty(e.prototype,\"map_plot\",{get:function(){return this.plot_model},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"map_canvas\",{get:function(){return this.plot_view.canvas_view.ctx},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"map_frame\",{get:function(){return this.plot_view.frame},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"x_range\",{get:function(){return this.map_plot.x_range},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"y_range\",{get:function(){return this.map_plot.y_range},enumerable:!0,configurable:!0}),e.prototype._set_data=function(){this.pool=new r.ImagePool,this.extent=this.get_extent(),this._last_height=void 0,this._last_width=void 0},e.prototype._update_attribution=function(){null!=this.attribution_el&&l.removeElement(this.attribution_el);var t=this.model.tile_source.attribution;if(c.isString(t)&&t.length>0){var e=this.plot_view,i=e.layout,n=e.frame,r=i._width.value-n._right.value,o=i._height.value-n._bottom.value,s=n._width.value;this.attribution_el=l.div({class:\"bk-tile-attribution\",style:{position:\"absolute\",right:r+\"px\",bottom:o+\"px\",\"max-width\":s-4+\"px\",padding:\"2px\",\"background-color\":\"rgba(255,255,255,0.5)\",\"font-size\":\"7pt\",\"line-height\":\"1.05\",\"white-space\":\"nowrap\",overflow:\"hidden\",\"text-overflow\":\"ellipsis\"}});var a=this.plot_view.canvas_view.events_el;a.appendChild(this.attribution_el),this.attribution_el.innerHTML=t,this.attribution_el.title=this.attribution_el.textContent.replace(/\\s*\\n\\s*/g,\" \")}},e.prototype._map_data=function(){this.initial_extent=this.get_extent();var t=this.model.tile_source.get_level_by_extent(this.initial_extent,this.map_frame._height.value,this.map_frame._width.value),e=this.model.tile_source.snap_to_zoom_level(this.initial_extent,this.map_frame._height.value,this.map_frame._width.value,t);this.x_range.start=e[0],this.y_range.start=e[1],this.x_range.end=e[2],this.y_range.end=e[3],this.x_range instanceof a.Range1d&&(this.x_range.reset_start=e[0],this.x_range.reset_end=e[2]),this.y_range instanceof a.Range1d&&(this.y_range.reset_start=e[1],this.y_range.reset_end=e[3]),this._update_attribution()},e.prototype._on_tile_load=function(t,e){t.img=e.target,t.loaded=!0,this.request_render()},e.prototype._on_tile_cache_load=function(t,e){t.img=e.target,t.loaded=!0,t.finished=!0,this.notify_finished()},e.prototype._on_tile_error=function(t){t.finished=!0},e.prototype._create_tile=function(t,e,i,n,r){void 0===r&&(r=!1);var o=this.model.tile_source.normalize_xyz(t,e,i),s=o[0],a=o[1],l=o[2],h=this.pool.pop(),u={img:h,tile_coords:[t,e,i],normalized_coords:[s,a,l],quadkey:this.model.tile_source.tile_xyz_to_quadkey(t,e,i),cache_key:this.model.tile_source.tile_xyz_to_key(t,e,i),bounds:n,loaded:!1,finished:!1,x_coord:n[0],y_coord:n[3]};h.onload=r?this._on_tile_cache_load.bind(this,u):this._on_tile_load.bind(this,u),h.onerror=this._on_tile_error.bind(this,u),h.alt=\"\",h.src=this.model.tile_source.get_image_url(s,a,l),this.model.tile_source.tiles[u.cache_key]=u,this._tiles.push(u)},e.prototype._enforce_aspect_ratio=function(){if(this._last_height!==this.map_frame._height.value||this._last_width!==this.map_frame._width.value){var t=this.get_extent(),e=this.model.tile_source.get_level_by_extent(t,this.map_frame._height.value,this.map_frame._width.value),i=this.model.tile_source.snap_to_zoom_level(t,this.map_frame._height.value,this.map_frame._width.value,e);this.x_range.setv({start:i[0],end:i[2]}),this.y_range.setv({start:i[1],end:i[3]}),this.extent=i,this._last_height=this.map_frame._height.value,this._last_width=this.map_frame._width.value}},e.prototype.has_finished=function(){if(!t.prototype.has_finished.call(this))return!1;if(0===this._tiles.length)return!1;for(var e=0,i=this._tiles;e<i.length;e++){var n=i[e];if(!n.finished)return!1}return!0},e.prototype.render=function(){null==this.map_initialized&&(this._set_data(),this._map_data(),this.map_initialized=!0),this._enforce_aspect_ratio(),this._update(),null!=this.prefetch_timer&&clearTimeout(this.prefetch_timer),this.prefetch_timer=setTimeout(this._prefetch_tiles.bind(this),500),this.has_finished()&&this.notify_finished()},e.prototype._draw_tile=function(t){var e=this.model.tile_source.tiles[t];if(null!=e){var i=this.plot_view.map_to_screen([e.bounds[0]],[e.bounds[3]]),n=i[0][0],r=i[1][0],o=this.plot_view.map_to_screen([e.bounds[2]],[e.bounds[1]]),s=o[0][0],a=o[1][0],l=s-n,h=a-r,u=n,c=r,_=this.map_canvas.getImageSmoothingEnabled();this.map_canvas.setImageSmoothingEnabled(this.model.smoothing),this.map_canvas.drawImage(e.img,u,c,l,h),this.map_canvas.setImageSmoothingEnabled(_),e.finished=!0}},e.prototype._set_rect=function(){var t=this.plot_model.properties.outline_line_width.value(),e=this.map_frame._left.value+t/2,i=this.map_frame._top.value+t/2,n=this.map_frame._width.value-t,r=this.map_frame._height.value-t;this.map_canvas.rect(e,i,n,r),this.map_canvas.clip()},e.prototype._render_tiles=function(t){this.map_canvas.save(),this._set_rect(),this.map_canvas.globalAlpha=this.model.alpha;for(var e=0,i=t;e<i.length;e++){var n=i[e];this._draw_tile(n)}this.map_canvas.restore()},e.prototype._prefetch_tiles=function(){for(var t=this.model.tile_source,e=this.get_extent(),i=this.map_frame._height.value,n=this.map_frame._width.value,r=this.model.tile_source.get_level_by_extent(e,i,n),o=this.model.tile_source.get_tiles_by_extent(e,r),s=0,a=Math.min(10,o.length);s<a;s++)for(var l=o[s],h=l[0],u=l[1],c=l[2],_=this.model.tile_source.children_by_tile_xyz(h,u,c),p=0,d=_;p<d.length;p++){var f=d[p],v=f[0],m=f[1],g=f[2],y=f[3];t.tile_xyz_to_key(v,m,g)in t.tiles||this._create_tile(v,m,g,y,!0)}},e.prototype._fetch_tiles=function(t){for(var e=0,i=t;e<i.length;e++){var n=i[e],r=n[0],o=n[1],s=n[2],a=n[3];this._create_tile(r,o,s,a)}},e.prototype._update=function(){var t=this,e=this.model.tile_source,i=e.min_zoom,n=e.max_zoom,r=this.get_extent(),o=this.extent[2]-this.extent[0]<r[2]-r[0],s=this.map_frame._height.value,a=this.map_frame._width.value,l=e.get_level_by_extent(r,s,a),h=!1;l<i?(r=this.extent,l=i,h=!0):l>n&&(r=this.extent,l=n,h=!0),h&&(this.x_range.setv({x_range:{start:r[0],end:r[2]}}),this.y_range.setv({start:r[1],end:r[3]}),this.extent=r),this.extent=r;for(var c=e.get_tiles_by_extent(r,l),_=[],p=[],d=[],f=[],v=0,m=c;v<m.length;v++){var g=m[v],y=g[0],b=g[1],x=g[2],w=e.tile_xyz_to_key(y,b,x),k=e.tiles[w];if(null!=k&&k.loaded)p.push(w);else if(this.model.render_parents){var T=e.get_closest_parent_by_tile_xyz(y,b,x),C=T[0],S=T[1],A=T[2],M=e.tile_xyz_to_key(C,S,A),E=e.tiles[M];if(null!=E&&E.loaded&&!u.includes(d,M)&&d.push(M),o)for(var z=e.children_by_tile_xyz(y,b,x),O=0,P=z;O<P.length;O++){var j=P[O],N=j[0],D=j[1],F=j[2],B=e.tile_xyz_to_key(N,D,F);B in e.tiles&&f.push(B)}}null==k&&_.push(g)}this._render_tiles(d),this._render_tiles(f),this._render_tiles(p),null!=this.render_timer&&clearTimeout(this.render_timer),this.render_timer=setTimeout(function(){return t._fetch_tiles(_)},65)},e}(s.DataRendererView);i.TileRendererView=d;var f=function(t){function e(e){var i=t.call(this,e)||this;return i._selection_manager=new _.SelectionManager({source:new p.ColumnDataSource}),i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TileRenderer\",this.prototype.default_view=d,this.define({alpha:[h.Number,1],smoothing:[h.Boolean,!0],tile_source:[h.Instance,function(){return new o.WMTSTileSource}],render_parents:[h.Boolean,!0]})},e.prototype.get_selection_manager=function(){return this._selection_manager},e}(s.DataRenderer);i.TileRenderer=f,f.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(241),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TileSource\",this.define({url:[s.String,\"\"],tile_size:[s.Number,256],max_zoom:[s.Number,30],min_zoom:[s.Number,0],extra_url_vars:[s.Any,{}],attribution:[s.String,\"\"],x_origin_offset:[s.Number],y_origin_offset:[s.Number],initial_resolution:[s.Number]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.tiles={},this.pool=new o.ImagePool,this._normalize_case()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.change,function(){return e._clear_cache()})},e.prototype.string_lookup_replace=function(t,e){var i=t;for(var n in e){var r=e[n];i=i.replace(\"{\"+n+\"}\",r)}return i},e.prototype._normalize_case=function(){var t=this.url.replace(\"{x}\",\"{X}\").replace(\"{y}\",\"{Y}\").replace(\"{z}\",\"{Z}\").replace(\"{q}\",\"{Q}\").replace(\"{xmin}\",\"{XMIN}\").replace(\"{ymin}\",\"{YMIN}\").replace(\"{xmax}\",\"{XMAX}\").replace(\"{ymax}\",\"{YMAX}\");this.url=t},e.prototype._clear_cache=function(){this.tiles={}},e.prototype.tile_xyz_to_key=function(t,e,i){return t+\":\"+e+\":\"+i},e.prototype.key_to_tile_xyz=function(t){var e=t.split(\":\").map(function(t){return parseInt(t)}),i=e[0],n=e[1],r=e[2];return[i,n,r]},e.prototype.sort_tiles_from_center=function(t,e){var i=e[0],n=e[1],r=e[2],o=e[3],s=(r-i)/2+i,a=(o-n)/2+n;t.sort(function(t,e){var i=Math.sqrt(Math.pow(s-t[0],2)+Math.pow(a-t[1],2)),n=Math.sqrt(Math.pow(s-e[0],2)+Math.pow(a-e[1],2));return i-n})},e.prototype.get_image_url=function(t,e,i){var n=this.string_lookup_replace(this.url,this.extra_url_vars);return n.replace(\"{X}\",t.toString()).replace(\"{Y}\",e.toString()).replace(\"{Z}\",i.toString())},e}(r.Model);i.TileSource=a,a.initClass()},function(t,e,i){var n=t(36);function r(t,e){return n.wgs84_mercator.forward([t,e])}function o(t,e){return n.wgs84_mercator.inverse([t,e])}i.geographic_to_meters=r,i.meters_to_geographic=o,i.geographic_extent_to_meters=function(t){var e=t[0],i=t[1],n=t[2],o=t[3],s=r(e,i),a=s[0],l=s[1],h=r(n,o),u=h[0],c=h[1];return[a,l,u,c]},i.meters_extent_to_geographic=function(t){var e=t[0],i=t[1],n=t[2],r=t[3],s=o(e,i),a=s[0],l=s[1],h=o(n,r),u=h[0],c=h[1];return[a,l,u,c]}},function(t,e,i){var n=t(408),r=t(243),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TMSTileSource\"},e.prototype.get_image_url=function(t,e,i){var n=this.string_lookup_replace(this.url,this.extra_url_vars);return n.replace(\"{X}\",t.toString()).replace(\"{Y}\",e.toString()).replace(\"{Z}\",i.toString())},e}(r.MercatorTileSource);i.TMSTileSource=o,o.initClass()},function(t,e,i){var n=t(408),r=t(243),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"WMTSTileSource\"},e.prototype.get_image_url=function(t,e,i){var n=this.string_lookup_replace(this.url,this.extra_url_vars),r=this.tms_to_wmts(t,e,i),o=r[0],s=r[1],a=r[2];return n.replace(\"{X}\",o.toString()).replace(\"{Y}\",s.toString()).replace(\"{Z}\",a.toString())},e}(r.MercatorTileSource);i.WMTSTileSource=o,o.initClass()},function(t,e,i){var n=t(408),r=t(259),o=t(22),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._clicked=function(){this.model.do.emit()},e}(r.ButtonToolButtonView);i.ActionToolButtonView=s;var a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.do,function(){return e.doit()})},e}(r.ButtonToolView);i.ActionToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.button_view=s,i.do=new o.Signal0(i,\"do\"),i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ActionTool\"},e}(r.ButtonTool);i.ActionTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(250),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.css_classes=function(){return t.prototype.css_classes.call(this).concat(\"bk-toolbar-button-custom-action\")},e}(r.ActionToolButtonView);i.CustomActionButtonView=s;var a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){null!=this.model.callback&&this.model.callback.execute(this.model)},e}(r.ActionToolView);i.CustomActionView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Custom Action\",i.button_view=s,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CustomAction\",this.prototype.default_view=a,this.define({action_tooltip:[o.String,\"Perform a Custom Action\"],callback:[o.Any],icon:[o.String]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.action_tooltip},enumerable:!0,configurable:!0}),e}(r.ActionTool);i.CustomAction=l,l.initClass()},function(t,e,i){var n=t(408),r=t(250),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){window.open(this.model.redirect)},e}(r.ActionToolView);i.HelpToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Help\",i.icon=\"bk-tool-icon-help\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HelpTool\",this.prototype.default_view=s,this.define({help_tooltip:[o.String,\"Click the question mark to learn more about Bokeh plot tools.\"],redirect:[o.String,\"https://bokeh.pydata.org/en/latest/docs/user_guide/tools.html#built-in-tools\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.help_tooltip},enumerable:!0,configurable:!0}),e}(r.ActionTool);i.HelpTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(250),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.plot_view.state_changed,function(){return e.model.disabled=!e.plot_view.can_redo()})},e.prototype.doit=function(){this.plot_view.redo()},e}(r.ActionToolView);i.RedoToolView=o;var s=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Redo\",i.icon=\"bk-tool-icon-redo\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"RedoTool\",this.prototype.default_view=o,this.override({disabled:!0})},e}(r.ActionTool);i.RedoTool=s,s.initClass()},function(t,e,i){var n=t(408),r=t(250),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){this.plot_view.reset()},e}(r.ActionToolView);i.ResetToolView=o;var s=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Reset\",i.icon=\"bk-tool-icon-reset\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ResetTool\",this.prototype.default_view=o},e}(r.ActionTool);i.ResetTool=s,s.initClass()},function(t,e,i){var n=t(408),r=t(250),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){this.plot_view.save(\"bokeh_plot\")},e}(r.ActionToolView);i.SaveToolView=o;var s=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Save\",i.icon=\"bk-tool-icon-save\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"SaveTool\",this.prototype.default_view=o},e}(r.ActionTool);i.SaveTool=s,s.initClass()},function(t,e,i){var n=t(408),r=t(250),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.plot_view.state_changed,function(){return e.model.disabled=!e.plot_view.can_undo()})},e.prototype.doit=function(){this.plot_view.undo()},e}(r.ActionToolView);i.UndoToolView=o;var s=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Undo\",i.icon=\"bk-tool-icon-undo\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"UndoTool\",this.prototype.default_view=o,this.override({disabled:!0})},e}(r.ActionTool);i.UndoTool=s,s.initClass()},function(t,e,i){var n=t(408),r=t(250),o=t(48),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){var t=this.plot_view.frame,e=this.model.dimensions,i=\"width\"==e||\"both\"==e,n=\"height\"==e||\"both\"==e,r=o.scale_range(t,this.model.factor,i,n);this.plot_view.push_state(\"zoom_out\",{range:r}),this.plot_view.update_range(r,!1,!0),this.model.document&&this.model.document.interactive_start(this.plot_model)},e}(r.ActionToolView);i.ZoomInToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Zoom In\",i.icon=\"bk-tool-icon-zoom-in\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ZoomInTool\",this.prototype.default_view=a,this.define({factor:[s.Percent,.1],dimensions:[s.Dimensions,\"both\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.ActionTool);i.ZoomInTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(250),o=t(48),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){var t=this.plot_view.frame,e=this.model.dimensions,i=\"width\"==e||\"both\"==e,n=\"height\"==e||\"both\"==e,r=o.scale_range(t,-this.model.factor,i,n);this.plot_view.push_state(\"zoom_out\",{range:r}),this.plot_view.update_range(r,!1,!0),this.model.document&&this.model.document.interactive_start(this.plot_model)},e}(r.ActionToolView);i.ZoomOutToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Zoom Out\",i.icon=\"bk-tool-icon-zoom-out\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ZoomOutTool\",this.prototype.default_view=a,this.define({factor:[s.Percent,.1],dimensions:[s.Dimensions,\"both\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.ActionTool);i.ZoomOutTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(6),o=t(284),s=t(5),a=t(18),l=t(40),h=t(46),u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.connect(this.model.change,function(){return e.render()}),this.el.addEventListener(\"click\",function(){return e._clicked()}),this.render()},e.prototype.css_classes=function(){return t.prototype.css_classes.call(this).concat(\"bk-toolbar-button\")},e.prototype.render=function(){s.empty(this.el);var t=this.model.computed_icon;h.isString(t)&&(l.startsWith(t,\"data:image\")?this.el.style.backgroundImage=\"url('\"+t+\"')\":this.el.classList.add(t)),this.el.title=this.model.tooltip},e}(r.DOMView);i.ButtonToolButtonView=u;var c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(o.ToolView);i.ButtonToolView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ButtonTool\",this.internal({disabled:[a.Boolean,!1]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.tool_name},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"computed_icon\",{get:function(){return this.icon},enumerable:!0,configurable:!0}),e}(o.Tool);i.ButtonTool=_,_.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(18),s=t(261),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._tap=function(t){if(null==this._draw_basepoint&&null==this._basepoint){var e=t.shiftKey;this._select_event(t,e,this.model.renderers)}},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];if(t.keyCode===r.Keys.Backspace)this._delete_selected(n);else if(t.keyCode==r.Keys.Esc){var o=n.data_source;o.selection_manager.clear()}}},e.prototype._set_extent=function(t,e,i,n){var r=t[0],o=t[1],s=e[0],a=e[1];void 0===n&&(n=!1);var l=this.model.renderers[0],h=this.plot_view.frame,u=l.glyph,c=l.data_source,_=h.xscales[l.x_range_name],p=h.yscales[l.y_range_name],d=_.r_invert(r,o),f=d[0],v=d[1],m=p.r_invert(s,a),g=m[0],y=m[1],b=[(f+v)/2,(g+y)/2],x=b[0],w=b[1],k=[v-f,y-g],T=k[0],C=k[1],S=[u.x.field,u.y.field],A=S[0],M=S[1],E=[u.width.field,u.height.field],z=E[0],O=E[1];if(i)this._pop_glyphs(c,this.model.num_objects),A&&c.get_array(A).push(x),M&&c.get_array(M).push(w),z&&c.get_array(z).push(T),O&&c.get_array(O).push(C),this._pad_empty_columns(c,[A,M,z,O]);else{var P=c.data[A].length-1;A&&(c.data[A][P]=x),M&&(c.data[M][P]=w),z&&(c.data[z][P]=T),O&&(c.data[O][P]=C)}this._emit_cds_changes(c,!0,!1,n)},e.prototype._update_box=function(t,e,i){if(void 0===e&&(e=!1),void 0===i&&(i=!1),null!=this._draw_basepoint){var n=[t.sx,t.sy],r=this.plot_view.frame,o=this.model.dimensions,s=this.model._get_dim_limits(this._draw_basepoint,n,r,o);if(null!=s){var a=s[0],l=s[1];this._set_extent(a,l,e,i)}}},e.prototype._doubletap=function(t){this.model.active&&(null!=this._draw_basepoint?(this._update_box(t,!1,!0),this._draw_basepoint=null):(this._draw_basepoint=[t.sx,t.sy],this._select_event(t,!0,this.model.renderers),this._update_box(t,!0,!1)))},e.prototype._move=function(t){this._update_box(t,!1,!1)},e.prototype._pan_start=function(t){if(t.shiftKey){if(null!=this._draw_basepoint)return;this._draw_basepoint=[t.sx,t.sy],this._update_box(t,!0,!1)}else{if(null!=this._basepoint)return;this._select_event(t,!0,this.model.renderers),this._basepoint=[t.sx,t.sy]}},e.prototype._pan=function(t,e,i){if(void 0===e&&(e=!1),void 0===i&&(i=!1),t.shiftKey){if(null==this._draw_basepoint)return;this._update_box(t,e,i)}else{if(null==this._basepoint)return;this._drag_points(t,this.model.renderers)}},e.prototype._pan_end=function(t){if(this._pan(t,!1,!0),t.shiftKey)this._draw_basepoint=null;else{this._basepoint=null;for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];this._emit_cds_changes(n.data_source,!1,!0,!0)}}},e}(s.EditToolView);i.BoxEditToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Box Edit Tool\",i.icon=\"bk-tool-icon-box-edit\",i.event_type=[\"tap\",\"pan\",\"move\"],i.default_order=1,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BoxEditTool\",this.prototype.default_view=a,this.define({dimensions:[o.Dimensions,\"both\"],num_objects:[o.Int,0]})},e}(s.EditTool);i.BoxEditTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(24),s=t(46),a=t(269),l=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._mouse_in_frame=!0,e}return n.__extends(e,t),e.prototype._move_enter=function(t){this._mouse_in_frame=!0},e.prototype._move_exit=function(t){this._mouse_in_frame=!1},e.prototype._map_drag=function(t,e,i){var n=this.plot_view.frame;if(!n.bbox.contains(t,e))return null;var r=n.xscales[i.x_range_name].invert(t),o=n.yscales[i.y_range_name].invert(e);return[r,o]},e.prototype._delete_selected=function(t){var e=t.data_source,i=e.selected.indices;i.sort();for(var n=0,r=e.columns();n<r.length;n++)for(var o=r[n],s=e.get_array(o),a=0;a<i.length;a++){var l=i[a];s.splice(l-a,1)}this._emit_cds_changes(e)},e.prototype._pop_glyphs=function(t,e){var i=t.columns();if(e&&i.length)for(var n=0,r=i;n<r.length;n++){var o=r[n],a=t.get_array(o),l=a.length-e+1;l<1||(s.isArray(a)||(a=Array.from(a),t.data[o]=a),a.splice(0,l))}},e.prototype._emit_cds_changes=function(t,e,i,n){void 0===e&&(e=!0),void 0===i&&(i=!0),void 0===n&&(n=!0),i&&t.selection_manager.clear(),e&&t.change.emit(),n&&(t.data=t.data,t.properties.data.change.emit())},e.prototype._drag_points=function(t,e){if(null!=this._basepoint){for(var i=this._basepoint,n=i[0],r=i[1],o=0,s=e;o<s.length;o++){var a=s[o],l=this._map_drag(n,r,a),h=this._map_drag(t.sx,t.sy,a);if(null!=h&&null!=l){for(var u=h[0],c=h[1],_=l[0],p=l[1],d=[u-_,c-p],f=d[0],v=d[1],m=a.glyph,g=a.data_source,y=[m.x.field,m.y.field],b=y[0],x=y[1],w=0,k=g.selected.indices;w<k.length;w++){var T=k[w];b&&(g.data[b][T]+=f),x&&(g.data[x][T]+=v)}g.change.emit()}}this._basepoint=[t.sx,t.sy]}},e.prototype._pad_empty_columns=function(t,e){for(var i=0,n=t.columns();i<n.length;i++){var r=n[i];o.includes(e,r)||t.get_array(r).push(this.model.empty_value)}},e.prototype._select_event=function(t,e,i){var n=this.plot_view.frame,r=t.sx,o=t.sy;if(!n.bbox.contains(r,o))return[];for(var s={type:\"point\",sx:r,sy:o},a=[],l=0,h=i;l<h.length;l++){var u=h[l],c=u.get_selection_manager(),_=u.data_source,p=[this.plot_view.renderer_views[u.id]],d=c.select(p,s,!0,e);d&&a.push(u),_.properties.selected.change.emit()}return a},e}(a.GestureToolView);i.EditToolView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"EditTool\",this.define({custom_icon:[r.String],custom_tooltip:[r.String],empty_value:[r.Any],renderers:[r.Array,[]]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.custom_tooltip||this.tool_name},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"computed_icon\",{get:function(){return this.custom_icon||this.icon},enumerable:!0,configurable:!0}),e}(a.GestureTool);i.EditTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(18),s=t(46),a=t(261),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._draw=function(t,e,i){if(void 0===i&&(i=!1),this.model.active){var n=this.model.renderers[0],r=this._map_drag(t.sx,t.sy,n);if(null!=r){var o=r[0],a=r[1],l=n.data_source,h=n.glyph,u=[h.xs.field,h.ys.field],c=u[0],_=u[1];if(\"new\"==e)this._pop_glyphs(l,this.model.num_objects),c&&l.get_array(c).push([o]),_&&l.get_array(_).push([a]),this._pad_empty_columns(l,[c,_]);else if(\"add\"==e){if(c){var p=l.data[c].length-1,d=l.get_array(c)[p];s.isArray(d)||(d=Array.from(d),l.data[c][p]=d),d.push(o)}if(_){var f=l.data[_].length-1,v=l.get_array(_)[f];s.isArray(v)||(v=Array.from(v),l.data[_][f]=v),v.push(a)}}this._emit_cds_changes(l,!0,!0,i)}}},e.prototype._pan_start=function(t){this._draw(t,\"new\")},e.prototype._pan=function(t){this._draw(t,\"add\")},e.prototype._pan_end=function(t){this._draw(t,\"add\",!0)},e.prototype._tap=function(t){this._select_event(t,t.shiftKey,this.model.renderers)},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];t.keyCode===r.Keys.Esc?n.data_source.selection_manager.clear():t.keyCode===r.Keys.Backspace&&this._delete_selected(n)}},e}(a.EditToolView);i.FreehandDrawToolView=l;var h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Freehand Draw Tool\",i.icon=\"bk-tool-icon-freehand-draw\",i.event_type=[\"pan\",\"tap\"],i.default_order=3,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"FreehandDrawTool\",this.prototype.default_view=l,this.define({num_objects:[o.Int,0]})},e}(a.EditTool);i.FreehandDrawTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(18),s=t(261),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._tap=function(t){var e=t.shiftKey,i=this._select_event(t,e,this.model.renderers);if(!i.length&&this.model.add){var n=this.model.renderers[0],r=this._map_drag(t.sx,t.sy,n);if(null!=r){var o=n.glyph,s=n.data_source,a=[o.x.field,o.y.field],l=a[0],h=a[1],u=r[0],c=r[1];this._pop_glyphs(s,this.model.num_objects),l&&s.get_array(l).push(u),h&&s.get_array(h).push(c),this._pad_empty_columns(s,[l,h]),s.change.emit(),s.data=s.data,s.properties.data.change.emit()}}},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];t.keyCode===r.Keys.Backspace?this._delete_selected(n):t.keyCode==r.Keys.Esc&&n.data_source.selection_manager.clear()}},e.prototype._pan_start=function(t){this.model.drag&&(this._select_event(t,!0,this.model.renderers),this._basepoint=[t.sx,t.sy])},e.prototype._pan=function(t){this.model.drag&&null!=this._basepoint&&this._drag_points(t,this.model.renderers)},e.prototype._pan_end=function(t){if(this.model.drag){this._pan(t);for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];this._emit_cds_changes(n.data_source,!1,!0,!0)}this._basepoint=null}},e}(s.EditToolView);i.PointDrawToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Point Draw Tool\",i.icon=\"bk-tool-icon-point-draw\",i.event_type=[\"tap\",\"pan\",\"move\"],i.default_order=2,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PointDrawTool\",this.prototype.default_view=a,this.define({add:[o.Boolean,!0],drag:[o.Boolean,!0],num_objects:[o.Int,0]})},e}(s.EditTool);i.PointDrawTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(18),s=t(46),a=t(266),l=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._drawing=!1,e._initialized=!1,e}return n.__extends(e,t),e.prototype._tap=function(t){this._drawing?this._draw(t,\"add\",!0):this._select_event(t,t.shiftKey,this.model.renderers)},e.prototype._draw=function(t,e,i){void 0===i&&(i=!1);var n=this.model.renderers[0],r=this._map_drag(t.sx,t.sy,n);if(this._initialized||this.activate(),null!=r){var o=this._snap_to_vertex.apply(this,[t].concat(r)),a=o[0],l=o[1],h=n.data_source,u=n.glyph,c=[u.xs.field,u.ys.field],_=c[0],p=c[1];if(\"new\"==e)this._pop_glyphs(h,this.model.num_objects),_&&h.get_array(_).push([a,a]),p&&h.get_array(p).push([l,l]),this._pad_empty_columns(h,[_,p]);else if(\"edit\"==e){if(_){var d=h.data[_][h.data[_].length-1];d[d.length-1]=a}if(p){var f=h.data[p][h.data[p].length-1];f[f.length-1]=l}}else if(\"add\"==e){if(_){var v=h.data[_].length-1,d=h.get_array(_)[v],m=d[d.length-1];d[d.length-1]=a,s.isArray(d)||(d=Array.from(d),h.data[_][v]=d),d.push(m)}if(p){var g=h.data[p].length-1,f=h.get_array(p)[g],y=f[f.length-1];f[f.length-1]=l,s.isArray(f)||(f=Array.from(f),h.data[p][g]=f),f.push(y)}}this._emit_cds_changes(h,!0,!1,i)}},e.prototype._show_vertices=function(){if(this.model.active){for(var t=[],e=[],i=0;i<this.model.renderers.length;i++){var n=this.model.renderers[i],r=n.data_source,o=n.glyph,s=[o.xs.field,o.ys.field],a=s[0],l=s[1];if(a)for(var h=0,u=r.get_array(a);h<u.length;h++){var c=u[h];Array.prototype.push.apply(t,c)}if(l)for(var _=0,p=r.get_array(l);_<p.length;_++){var c=p[_];Array.prototype.push.apply(e,c)}this._drawing&&i==this.model.renderers.length-1&&(t.splice(t.length-1,1),e.splice(e.length-1,1))}this._set_vertices(t,e)}},e.prototype._doubletap=function(t){this.model.active&&(this._drawing?(this._drawing=!1,this._draw(t,\"edit\",!0)):(this._drawing=!0,this._draw(t,\"new\",!0)))},e.prototype._move=function(t){this._drawing&&this._draw(t,\"edit\")},e.prototype._remove=function(){var t=this.model.renderers[0],e=t.data_source,i=t.glyph,n=[i.xs.field,i.ys.field],r=n[0],o=n[1];if(r){var s=e.data[r].length-1,a=e.get_array(r)[s];a.splice(a.length-1,1)}if(o){var l=e.data[o].length-1,h=e.get_array(o)[l];h.splice(h.length-1,1)}this._emit_cds_changes(e)},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];t.keyCode===r.Keys.Backspace?this._delete_selected(n):t.keyCode==r.Keys.Esc&&(this._drawing&&(this._remove(),this._drawing=!1),n.data_source.selection_manager.clear())}},e.prototype._pan_start=function(t){this.model.drag&&(this._select_event(t,!0,this.model.renderers),this._basepoint=[t.sx,t.sy])},e.prototype._pan=function(t){if(null!=this._basepoint&&this.model.drag){for(var e=this._basepoint,i=e[0],n=e[1],r=0,o=this.model.renderers;r<o.length;r++){var s=o[r],a=this._map_drag(i,n,s),l=this._map_drag(t.sx,t.sy,s);if(null!=l&&null!=a){var h=s.data_source,u=s.glyph,c=[u.xs.field,u.ys.field],_=c[0],p=c[1];if(_||p){for(var d=l[0],f=l[1],v=a[0],m=a[1],g=[d-v,f-m],y=g[0],b=g[1],x=0,w=h.selected.indices;x<w.length;x++){var k=w[x],T=void 0,C=void 0,S=void 0;_&&(C=h.data[_][k]),p?(S=h.data[p][k],T=S.length):T=C.length;for(var A=0;A<T;A++)C&&(C[A]+=y),S&&(S[A]+=b)}h.change.emit()}}}this._basepoint=[t.sx,t.sy]}},e.prototype._pan_end=function(t){if(this.model.drag){this._pan(t);for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];this._emit_cds_changes(n.data_source)}this._basepoint=null}},e.prototype.activate=function(){var t=this;if(this.model.vertex_renderer&&this.model.active){if(this._show_vertices(),!this._initialized)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e],r=n.data_source;r.connect(r.properties.data.change,function(){return t._show_vertices()})}this._initialized=!0}},e.prototype.deactivate=function(){this._drawing&&(this._remove(),this._drawing=!1),this.model.vertex_renderer&&this._hide_vertices()},e}(a.PolyToolView);i.PolyDrawToolView=l;var h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Polygon Draw Tool\",i.icon=\"bk-tool-icon-poly-draw\",i.event_type=[\"pan\",\"tap\",\"move\"],i.default_order=3,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolyDrawTool\",this.prototype.default_view=l,this.define({drag:[o.Boolean,!0],num_objects:[o.Int,0]})},e}(a.PolyTool);i.PolyDrawTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(46),s=t(266),a=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._drawing=!1,e}return n.__extends(e,t),e.prototype._doubletap=function(t){if(this.model.active){var e=this._map_drag(t.sx,t.sy,this.model.vertex_renderer);if(null!=e){var i=e[0],n=e[1],r=this._select_event(t,!1,[this.model.vertex_renderer]),o=this.model.vertex_renderer.data_source,s=this.model.vertex_renderer.glyph,a=[s.x.field,s.y.field],l=a[0],h=a[1];if(r.length&&null!=this._selected_renderer){var u=o.selected.indices[0];this._drawing?(this._drawing=!1,o.selection_manager.clear()):(o.selected.indices=[u+1],l&&o.get_array(l).splice(u+1,0,i),h&&o.get_array(h).splice(u+1,0,n),this._drawing=!0),o.change.emit(),this._emit_cds_changes(this._selected_renderer.data_source)}else this._show_vertices(t)}}},e.prototype._show_vertices=function(t){if(this.model.active){var e=this._select_event(t,!1,this.model.renderers);if(!e.length)return this._set_vertices([],[]),this._selected_renderer=null,void(this._drawing=!1);var i,n,r=e[0],s=r.glyph,a=r.data_source,l=a.selected.indices[0],h=[s.xs.field,s.ys.field],u=h[0],c=h[1];u?(i=a.data[u][l],o.isArray(i)||(a.data[u][l]=i=Array.from(i))):i=s.xs.value,c?(n=a.data[c][l],o.isArray(n)||(a.data[c][l]=n=Array.from(n))):n=s.ys.value,this._selected_renderer=r,this._set_vertices(i,n)}},e.prototype._move=function(t){var e;if(this._drawing&&null!=this._selected_renderer){var i=this.model.vertex_renderer,n=i.data_source,r=i.glyph,o=this._map_drag(t.sx,t.sy,i);if(null==o)return;var s=o[0],a=o[1],l=n.selected.indices;e=this._snap_to_vertex(t,s,a),s=e[0],a=e[1],n.selected.indices=l;var h=[r.x.field,r.y.field],u=h[0],c=h[1],_=l[0];u&&(n.data[u][_]=s),c&&(n.data[c][_]=a),n.change.emit(),this._selected_renderer.data_source.change.emit()}},e.prototype._tap=function(t){var e,i=this.model.vertex_renderer,n=this._map_drag(t.sx,t.sy,i);if(null!=n){if(this._drawing&&this._selected_renderer){var r=n[0],o=n[1],s=i.data_source,a=i.glyph,l=[a.x.field,a.y.field],h=l[0],u=l[1],c=s.selected.indices;e=this._snap_to_vertex(t,r,o),r=e[0],o=e[1];var _=c[0];if(s.selected.indices=[_+1],h){var p=s.get_array(h),d=p[_];p[_]=r,p.splice(_+1,0,d)}if(u){var f=s.get_array(u),v=f[_];f[_]=o,f.splice(_+1,0,v)}return s.change.emit(),void this._emit_cds_changes(this._selected_renderer.data_source,!0,!1,!0)}var m=t.shiftKey;this._select_event(t,m,[i]),this._select_event(t,m,this.model.renderers)}},e.prototype._remove_vertex=function(){if(this._drawing&&this._selected_renderer){var t=this.model.vertex_renderer,e=t.data_source,i=t.glyph,n=e.selected.indices[0],r=[i.x.field,i.y.field],o=r[0],s=r[1];o&&e.get_array(o).splice(n,1),s&&e.get_array(s).splice(n,1),e.change.emit(),this._emit_cds_changes(this._selected_renderer.data_source)}},e.prototype._pan_start=function(t){this._select_event(t,!0,[this.model.vertex_renderer]),this._basepoint=[t.sx,t.sy]},e.prototype._pan=function(t){null!=this._basepoint&&(this._drag_points(t,[this.model.vertex_renderer]),this._selected_renderer&&this._selected_renderer.data_source.change.emit())},e.prototype._pan_end=function(t){null!=this._basepoint&&(this._drag_points(t,[this.model.vertex_renderer]),this._emit_cds_changes(this.model.vertex_renderer.data_source,!1,!0,!0),this._selected_renderer&&this._emit_cds_changes(this._selected_renderer.data_source),this._basepoint=null)},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame){var e;e=this._selected_renderer?[this.model.vertex_renderer]:this.model.renderers;for(var i=0,n=e;i<n.length;i++){var o=n[i];t.keyCode===r.Keys.Backspace?(this._delete_selected(o),this._selected_renderer&&this._emit_cds_changes(this._selected_renderer.data_source)):t.keyCode==r.Keys.Esc&&(this._drawing?(this._remove_vertex(),this._drawing=!1):this._selected_renderer&&this._hide_vertices(),o.data_source.selection_manager.clear())}}},e.prototype.deactivate=function(){this._selected_renderer&&(this._drawing&&(this._remove_vertex(),this._drawing=!1),this._hide_vertices())},e}(s.PolyToolView);i.PolyEditToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Poly Edit Tool\",i.icon=\"bk-tool-icon-poly-edit\",i.event_type=[\"tap\",\"pan\",\"move\"],i.default_order=4,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolyEditTool\",this.prototype.default_view=a},e}(s.PolyTool);i.PolyEditTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(46),s=t(261),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._set_vertices=function(t,e){var i=this.model.vertex_renderer.glyph,n=this.model.vertex_renderer.data_source,r=[i.x.field,i.y.field],s=r[0],a=r[1];s&&(o.isArray(t)?n.data[s]=t:i.x={value:t}),a&&(o.isArray(e)?n.data[a]=e:i.y={value:e}),this._emit_cds_changes(n,!0,!0,!1)},e.prototype._hide_vertices=function(){this._set_vertices([],[])},e.prototype._snap_to_vertex=function(t,e,i){if(this.model.vertex_renderer){var n=this._select_event(t,!1,[this.model.vertex_renderer]),r=this.model.vertex_renderer.data_source,o=this.model.vertex_renderer.glyph,s=[o.x.field,o.y.field],a=s[0],l=s[1];if(n.length){var h=r.selected.indices[0];a&&(e=r.data[a][h]),l&&(i=r.data[l][h]),r.selection_manager.clear()}}return[e,i]},e}(s.EditToolView);i.PolyToolView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolyTool\",this.prototype.default_view=a,this.define({vertex_renderer:[r.Instance]})},e}(s.EditTool);i.PolyTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(274),o=t(67),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._compute_limits=function(t){var e=this.plot_view.frame,i=this.model.dimensions,n=this._base_point;if(\"center\"==this.model.origin){var r=n[0],o=n[1],s=t[0],a=t[1];n=[r-(s-r),o-(a-o)]}return this.model._get_dim_limits(n,t,e,i)},e.prototype._pan_start=function(t){var e=t.sx,i=t.sy;this._base_point=[e,i]},e.prototype._pan=function(t){var e=t.sx,i=t.sy,n=[e,i],r=this._compute_limits(n),o=r[0],s=r[1];if(this.model.overlay.update({left:o[0],right:o[1],top:s[0],bottom:s[1]}),this.model.select_every_mousemove){var a=t.shiftKey;this._do_select(o,s,!1,a)}},e.prototype._pan_end=function(t){var e=t.sx,i=t.sy,n=[e,i],r=this._compute_limits(n),o=r[0],s=r[1],a=t.shiftKey;this._do_select(o,s,!0,a),this.model.overlay.update({left:null,right:null,top:null,bottom:null}),this._base_point=null,this.plot_view.push_state(\"box_select\",{selection:this.plot_view.get_selection()})},e.prototype._do_select=function(t,e,i,n){var r=t[0],o=t[1],s=e[0],a=e[1];void 0===n&&(n=!1);var l={type:\"rect\",sx0:r,sx1:o,sy0:s,sy1:a};this._select(l,i,n)},e.prototype._emit_callback=function(t){var e=this.computed_renderers[0],i=this.plot_view.frame,r=i.xscales[e.x_range_name],o=i.yscales[e.y_range_name],s=t.sx0,a=t.sx1,l=t.sy0,h=t.sy1,u=r.r_invert(s,a),c=u[0],_=u[1],p=o.r_invert(l,h),d=p[0],f=p[1],v=n.__assign({x0:c,y0:d,x1:_,y1:f},t);null!=this.model.callback&&this.model.callback.execute(this.model,{geometry:v})},e}(r.SelectToolView);i.BoxSelectToolView=a;var l=function(){return new o.BoxAnnotation({level:\"overlay\",render_mode:\"css\",top_units:\"screen\",left_units:\"screen\",bottom_units:\"screen\",right_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Box Select\",i.icon=\"bk-tool-icon-box-select\",i.event_type=\"pan\",i.default_order=30,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BoxSelectTool\",this.prototype.default_view=a,this.define({dimensions:[s.Dimensions,\"both\"],select_every_mousemove:[s.Boolean,!1],callback:[s.Any],overlay:[s.Instance,l],origin:[s.BoxOrigin,\"corner\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.SelectTool);i.BoxSelectTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(67),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._match_aspect=function(t,e,i){var n,r,o,s,a=i.bbox.aspect,l=i.bbox.h_range.end,h=i.bbox.h_range.start,u=i.bbox.v_range.end,c=i.bbox.v_range.start,_=Math.abs(t[0]-e[0]),p=Math.abs(t[1]-e[1]),d=0==p?0:_/p,f=(d>=a?[1,d/a]:[a/d,1])[0];return t[0]<=e[0]?(n=t[0],(r=t[0]+_*f)>l&&(r=l)):(r=t[0],(n=t[0]-_*f)<h&&(n=h)),_=Math.abs(r-n),t[1]<=e[1]?(s=t[1],(o=t[1]+_/a)>u&&(o=u)):(o=t[1],(s=t[1]-_/a)<c&&(s=c)),p=Math.abs(o-s),t[0]<=e[0]?r=t[0]+a*p:n=t[0]-a*p,[[n,r],[s,o]]},e.prototype._compute_limits=function(t){var e,i,n,r,o=this.plot_view.frame,s=this.model.dimensions,a=this._base_point;if(\"center\"==this.model.origin){var l=a[0],h=a[1],u=t[0],c=t[1];a=[l-(u-l),h-(c-h)]}return this.model.match_aspect&&\"both\"==s?(e=this._match_aspect(a,t,o),n=e[0],r=e[1]):(i=this.model._get_dim_limits(a,t,o,s),n=i[0],r=i[1]),[n,r]},e.prototype._pan_start=function(t){this._base_point=[t.sx,t.sy]},e.prototype._pan=function(t){var e=[t.sx,t.sy],i=this._compute_limits(e),n=i[0],r=i[1];this.model.overlay.update({left:n[0],right:n[1],top:r[0],bottom:r[1]})},e.prototype._pan_end=function(t){var e=[t.sx,t.sy],i=this._compute_limits(e),n=i[0],r=i[1];this._update(n,r),this.model.overlay.update({left:null,right:null,top:null,bottom:null}),this._base_point=null},e.prototype._update=function(t,e){var i=t[0],n=t[1],r=e[0],o=e[1];if(!(Math.abs(n-i)<=5||Math.abs(o-r)<=5)){var s=this.plot_view.frame,a=s.xscales,l=s.yscales,h={};for(var u in a){var c=a[u],_=c.r_invert(i,n),p=_[0],d=_[1];h[u]={start:p,end:d}}var f={};for(var v in l){var c=l[v],m=c.r_invert(r,o),p=m[0],d=m[1];f[v]={start:p,end:d}}var g={xrs:h,yrs:f};this.plot_view.push_state(\"box_zoom\",{range:g}),this.plot_view.update_range(g)}},e}(r.GestureToolView);i.BoxZoomToolView=a;var l=function(){return new o.BoxAnnotation({level:\"overlay\",render_mode:\"css\",top_units:\"screen\",left_units:\"screen\",bottom_units:\"screen\",right_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Box Zoom\",i.icon=\"bk-tool-icon-box-zoom\",i.event_type=\"pan\",i.default_order=20,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BoxZoomTool\",this.prototype.default_view=a,this.define({dimensions:[s.Dimensions,\"both\"],overlay:[s.Instance,l],match_aspect:[s.Boolean,!1],origin:[s.BoxOrigin,\"corner\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.GestureTool);i.BoxZoomTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(259),o=t(283),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.ButtonToolView);i.GestureToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.button_view=o.OnOffButtonView,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GestureTool\"},e}(r.ButtonTool);i.GestureTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(274),o=t(74),s=t(5),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.data=null},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.active.change,function(){return e._active_change()})},e.prototype._active_change=function(){this.model.active||this._clear_overlay()},e.prototype._keyup=function(t){t.keyCode==s.Keys.Enter&&this._clear_overlay()},e.prototype._pan_start=function(t){var e=t.sx,i=t.sy;this.data={sx:[e],sy:[i]}},e.prototype._pan=function(t){var e=t.sx,i=t.sy,n=this.plot_view.frame.bbox.clip(e,i),r=n[0],o=n[1];this.data.sx.push(r),this.data.sy.push(o);var s=this.model.overlay;if(s.update({xs:this.data.sx,ys:this.data.sy}),this.model.select_every_mousemove){var a=t.shiftKey;this._do_select(this.data.sx,this.data.sy,!1,a)}},e.prototype._pan_end=function(t){this._clear_overlay();var e=t.shiftKey;this._do_select(this.data.sx,this.data.sy,!0,e),this.plot_view.push_state(\"lasso_select\",{selection:this.plot_view.get_selection()})},e.prototype._clear_overlay=function(){this.model.overlay.update({xs:[],ys:[]})},e.prototype._do_select=function(t,e,i,n){var r={type:\"poly\",sx:t,sy:e};this._select(r,i,n)},e.prototype._emit_callback=function(t){var e=this.computed_renderers[0],i=this.plot_view.frame,r=i.xscales[e.x_range_name],o=i.yscales[e.y_range_name],s=r.v_invert(t.sx),a=o.v_invert(t.sy),l=n.__assign({x:s,y:a},t);null!=this.model.callback&&this.model.callback.execute(this.model,{geometry:l})},e}(r.SelectToolView);i.LassoSelectToolView=l;var h=function(){return new o.PolyAnnotation({level:\"overlay\",xs_units:\"screen\",ys_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},u=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Lasso Select\",i.icon=\"bk-tool-icon-lasso-select\",i.event_type=\"pan\",i.default_order=12,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LassoSelectTool\",this.prototype.default_view=l,this.define({select_every_mousemove:[a.Boolean,!0],callback:[a.Any],overlay:[a.Instance,h]})},e}(r.SelectTool);i.LassoSelectTool=u,u.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._pan_start=function(t){this.last_dx=0,this.last_dy=0;var e=t.sx,i=t.sy,n=this.plot_view.frame.bbox;if(!n.contains(e,i)){var r=n.h_range,o=n.v_range;(e<r.start||e>r.end)&&(this.v_axis_only=!0),(i<o.start||i>o.end)&&(this.h_axis_only=!0)}null!=this.model.document&&this.model.document.interactive_start(this.plot_model)},e.prototype._pan=function(t){this._update(t.deltaX,t.deltaY),null!=this.model.document&&this.model.document.interactive_start(this.plot_model)},e.prototype._pan_end=function(t){this.h_axis_only=!1,this.v_axis_only=!1,null!=this.pan_info&&this.plot_view.push_state(\"pan\",{range:this.pan_info})},e.prototype._update=function(t,e){var i,n,r,o,s,a,l=this.plot_view.frame,h=t-this.last_dx,u=e-this.last_dy,c=l.bbox.h_range,_=c.start-h,p=c.end-h,d=l.bbox.v_range,f=d.start-u,v=d.end-u,m=this.model.dimensions;\"width\"!=m&&\"both\"!=m||this.v_axis_only?(i=c.start,n=c.end,r=0):(i=_,n=p,r=-h),\"height\"!=m&&\"both\"!=m||this.h_axis_only?(o=d.start,s=d.end,a=0):(o=f,s=v,a=-u),this.last_dx=t,this.last_dy=e;var g=l.xscales,y=l.yscales,b={};for(var x in g){var w=g[x],k=w.r_invert(i,n),T=k[0],C=k[1];b[x]={start:T,end:C}}var S={};for(var A in y){var w=y[A],M=w.r_invert(o,s),T=M[0],C=M[1];S[A]={start:T,end:C}}this.pan_info={xrs:b,yrs:S,sdx:r,sdy:a},this.plot_view.update_range(this.pan_info,!0)},e}(r.GestureToolView);i.PanToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Pan\",i.event_type=\"pan\",i.default_order=10,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PanTool\",this.prototype.default_view=s,this.define({dimensions:[o.Dimensions,\"both\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(\"Pan\",this.dimensions)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"icon\",{get:function(){switch(this.dimensions){case\"both\":return\"bk-tool-icon-pan\";case\"width\":return\"bk-tool-icon-xpan\";case\"height\":return\"bk-tool-icon-ypan\"}},enumerable:!0,configurable:!0}),e}(r.GestureTool);i.PanTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(274),o=t(74),s=t(5),a=t(18),l=t(24),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.data={sx:[],sy:[]}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.active.change,function(){return e._active_change()})},e.prototype._active_change=function(){this.model.active||this._clear_data()},e.prototype._keyup=function(t){t.keyCode==s.Keys.Enter&&this._clear_data()},e.prototype._doubletap=function(t){var e=t.shiftKey;this._do_select(this.data.sx,this.data.sy,!0,e),this.plot_view.push_state(\"poly_select\",{selection:this.plot_view.get_selection()}),this._clear_data()},e.prototype._clear_data=function(){this.data={sx:[],sy:[]},this.model.overlay.update({xs:[],ys:[]})},e.prototype._tap=function(t){var e=t.sx,i=t.sy,n=this.plot_view.frame;n.bbox.contains(e,i)&&(this.data.sx.push(e),this.data.sy.push(i),this.model.overlay.update({xs:l.copy(this.data.sx),ys:l.copy(this.data.sy)}))},e.prototype._do_select=function(t,e,i,n){var r={type:\"poly\",sx:t,sy:e};this._select(r,i,n)},e.prototype._emit_callback=function(t){var e=this.computed_renderers[0],i=this.plot_view.frame,r=i.xscales[e.x_range_name],o=i.yscales[e.y_range_name],s=r.v_invert(t.sx),a=o.v_invert(t.sy),l=n.__assign({x:s,y:a},t);null!=this.model.callback&&this.model.callback.execute(this.model,{geometry:l})},e}(r.SelectToolView);i.PolySelectToolView=h;var u=function(){return new o.PolyAnnotation({level:\"overlay\",xs_units:\"screen\",ys_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},c=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Poly Select\",i.icon=\"bk-tool-icon-polygon-select\",i.event_type=\"tap\",i.default_order=11,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolySelectTool\",this.prototype.default_view=h,this.define({callback:[a.Any],overlay:[a.Instance,u]})},e}(r.SelectTool);i.PolySelectTool=c,c.initClass()},function(t,e,i){var n=t(408),r=t(67),o=t(17),s=t(18),a=t(269);function l(t){switch(t){case 1:return 2;case 2:return 1;case 4:return 5;case 5:return 4;default:return t}}function h(t,e,i,n){if(null==e)return!1;var r=i.compute(e);return Math.abs(t-r)<n}function u(t,e,i,n,r){var o=!0;if(null!=r.left&&null!=r.right){var s=i.invert(t);(s<r.left||s>r.right)&&(o=!1)}if(null!=r.bottom&&null!=r.top){var a=n.invert(e);(a<r.bottom||a>r.top)&&(o=!1)}return o}function c(t,e,i){var n=0;return t>=i.start&&t<=i.end&&(n+=1),e>=i.start&&e<=i.end&&(n+=1),n}function _(t,e,i,n){var r=e.compute(t),o=e.invert(r+i);return o>=n.start&&o<=n.end?o:t}function p(t,e,i){return t>e.start?(e.end=t,i):(e.end=e.start,e.start=t,l(i))}function d(t,e,i){return t<e.end?(e.start=t,i):(e.start=e.end,e.end=t,l(i))}function f(t,e,i,n){var r=e.r_compute(t.start,t.end),o=r[0],s=r[1],a=e.r_invert(o+i,s+i),l=a[0],h=a[1],u=c(t.start,t.end,n),_=c(l,h,n);_>=u&&(t.start=l,t.end=h)}i.flip_side=l,i.is_near=h,i.is_inside=u,i.sides_inside=c,i.compute_value=_,i.compute_end_side=p,i.compute_start_side=d,i.update_range=f;var v=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.side=0,this.model.update_overlay_from_ranges()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),null!=this.model.x_range&&this.connect(this.model.x_range.change,function(){return e.model.update_overlay_from_ranges()}),null!=this.model.y_range&&this.connect(this.model.y_range.change,function(){return e.model.update_overlay_from_ranges()})},e.prototype._pan_start=function(t){this.last_dx=0,this.last_dy=0;var e=this.model.x_range,i=this.model.y_range,n=this.plot_view.frame,o=n.xscales.default,s=n.yscales.default,a=this.model.overlay,l=a.left,c=a.right,_=a.top,p=a.bottom,d=this.model.overlay.properties.line_width.value()+r.EDGE_TOLERANCE;null!=e&&this.model.x_interaction&&(h(t.sx,l,o,d)?this.side=1:h(t.sx,c,o,d)?this.side=2:u(t.sx,t.sy,o,s,a)&&(this.side=3)),null!=i&&this.model.y_interaction&&(0==this.side&&h(t.sy,p,s,d)&&(this.side=4),0==this.side&&h(t.sy,_,s,d)?this.side=5:u(t.sx,t.sy,o,s,this.model.overlay)&&(3==this.side?this.side=7:this.side=6))},e.prototype._pan=function(t){var e=this.plot_view.frame,i=t.deltaX-this.last_dx,n=t.deltaY-this.last_dy,r=this.model.x_range,o=this.model.y_range,s=e.xscales.default,a=e.yscales.default;if(null!=r)if(3==this.side||7==this.side)f(r,s,i,e.x_range);else if(1==this.side){var l=_(r.start,s,i,e.x_range);this.side=d(l,r,this.side)}else if(2==this.side){var h=_(r.end,s,i,e.x_range);this.side=p(h,r,this.side)}if(null!=o)if(6==this.side||7==this.side)f(o,a,n,e.y_range);else if(4==this.side){o.start=_(o.start,a,n,e.y_range);var l=_(o.start,a,n,e.y_range);this.side=d(l,o,this.side)}else if(5==this.side){o.end=_(o.end,a,n,e.y_range);var h=_(o.end,a,n,e.y_range);this.side=p(h,o,this.side)}this.last_dx=t.deltaX,this.last_dy=t.deltaY},e.prototype._pan_end=function(t){this.side=0},e}(a.GestureToolView);i.RangeToolView=v;var m=function(){return new r.BoxAnnotation({level:\"overlay\",render_mode:\"canvas\",fill_color:\"lightgrey\",fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:.5},line_dash:[2,2]})},g=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Range Tool\",i.icon=\"bk-tool-icon-range\",i.event_type=\"pan\",i.default_order=1,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"RangeTool\",this.prototype.default_view=v,this.define({x_range:[s.Instance,null],x_interaction:[s.Boolean,!0],y_range:[s.Instance,null],y_interaction:[s.Boolean,!0],overlay:[s.Instance,m]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.overlay.in_cursor=\"grab\",this.overlay.ew_cursor=null!=this.x_range&&this.x_interaction?\"ew-resize\":null,this.overlay.ns_cursor=null!=this.y_range&&this.y_interaction?\"ns-resize\":null},e.prototype.update_overlay_from_ranges=function(){null==this.x_range&&null==this.y_range&&(this.overlay.left=null,this.overlay.right=null,this.overlay.bottom=null,this.overlay.top=null,o.logger.warn(\"RangeTool not configured with any Ranges.\")),null==this.x_range?(this.overlay.left=null,this.overlay.right=null):(this.overlay.left=this.x_range.start,this.overlay.right=this.x_range.end),null==this.y_range?(this.overlay.bottom=null,this.overlay.top=null):(this.overlay.bottom=this.y_range.start,this.overlay.top=this.y_range.end)},e}(a.GestureTool);i.RangeTool=g,g.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(197),s=t(198),a=t(289),l=t(18),h=t(5),u=t(3),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"computed_renderers\",{get:function(){var t=this.model.renderers,e=this.plot_model.renderers,i=this.model.names;return a.compute_renderers(t,e,i)},enumerable:!0,configurable:!0}),e.prototype._computed_renderers_by_data_source=function(){for(var t={},e=0,i=this.computed_renderers;e<i.length;e++){var n=i[e],r=void 0;if(n instanceof o.GlyphRenderer)r=n.data_source.id;else{if(!(n instanceof s.GraphRenderer))continue;r=n.node_renderer.data_source.id}r in t||(t[r]=[]),t[r].push(n)}return t},e.prototype._keyup=function(t){if(t.keyCode==h.Keys.Esc){for(var e=0,i=this.computed_renderers;e<i.length;e++){var n=i[e];n.get_selection_manager().clear()}this.plot_view.request_render()}},e.prototype._select=function(t,e,i){var n=this._computed_renderers_by_data_source();for(var r in n){for(var o=n[r],s=o[0].get_selection_manager(),a=[],l=0,h=o;l<h.length;l++){var u=h[l];u.id in this.plot_view.renderer_views&&a.push(this.plot_view.renderer_views[u.id])}s.select(a,t,e,i)}null!=this.model.callback&&this._emit_callback(t),this._emit_selection_event(t,e)},e.prototype._emit_selection_event=function(t,e){void 0===e&&(e=!0);var i,r=this.plot_view.frame,o=r.xscales.default,s=r.yscales.default;switch(t.type){case\"point\":var a=t.sx,l=t.sy,h=o.invert(a),c=s.invert(l);i=n.__assign({},t,{x:h,y:c});break;case\"rect\":var _=t.sx0,p=t.sx1,d=t.sy0,f=t.sy1,v=o.r_invert(_,p),m=v[0],g=v[1],y=s.r_invert(d,f),b=y[0],x=y[1];i=n.__assign({},t,{x0:m,y0:b,x1:g,y1:x});break;case\"poly\":var a=t.sx,l=t.sy,h=o.v_invert(a),c=s.v_invert(l);i=n.__assign({},t,{x:h,y:c});break;default:throw new Error(\"Unrecognized selection geometry type: '\"+t.type+\"'\")}this.plot_model.trigger_event(new u.SelectionGeometry(i,e))},e}(r.GestureToolView);i.SelectToolView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"SelectTool\",this.define({renderers:[l.Any,\"auto\"],names:[l.Array,[]]})},e}(r.GestureTool);i.SelectTool=_,_.initClass()},function(t,e,i){var n=t(408),r=t(274),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._tap=function(t){var e=t.sx,i=t.sy,n={type:\"point\",sx:e,sy:i},r=t.shiftKey;this._select(n,!0,r)},e.prototype._select=function(t,e,i){var r=this,o=this.model.callback;if(\"select\"==this.model.behavior){var s=this._computed_renderers_by_data_source();for(var a in s){var l=s[a],h=l[0].get_selection_manager(),u=l.map(function(t){return r.plot_view.renderer_views[t.id]}),c=h.select(u,t,e,i);if(c&&null!=o){var _=this.plot_view.frame,p=_.xscales[l[0].x_range_name],d=_.yscales[l[0].y_range_name],f=p.invert(t.sx),v=d.invert(t.sy),m={geometries:n.__assign({},t,{x:f,y:v}),source:h.source};o.execute(this.model,m)}}this._emit_selection_event(t),this.plot_view.push_state(\"tap\",{selection:this.plot_view.get_selection()})}else for(var g=0,y=this.computed_renderers;g<y.length;g++){var b=y[g],h=b.get_selection_manager(),c=h.inspect(this.plot_view.renderer_views[b.id],t);if(c&&null!=o){var _=this.plot_view.frame,p=_.xscales[b.x_range_name],d=_.yscales[b.y_range_name],f=p.invert(t.sx),v=d.invert(t.sy),m={geometries:n.__assign({},t,{x:f,y:v}),source:h.source};o.execute(this.model,m)}}},e}(r.SelectToolView);i.TapToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Tap\",i.icon=\"bk-tool-icon-tap-select\",i.event_type=\"tap\",i.default_order=10,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TapTool\",this.prototype.default_view=s,this.define({behavior:[o.TapBehavior,\"select\"],callback:[o.Any]})},e}(r.SelectTool);i.TapTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._scroll=function(t){var e=this.model.speed*t.delta;e>.9?e=.9:e<-.9&&(e=-.9),this._update_ranges(e)},e.prototype._update_ranges=function(t){var e,i,n,r,o=this.plot_view.frame,s=o.bbox.h_range,a=o.bbox.v_range,l=[s.start,s.end],h=l[0],u=l[1],c=[a.start,a.end],_=c[0],p=c[1];switch(this.model.dimension){case\"height\":var d=Math.abs(p-_);e=h,i=u,n=_-d*t,r=p-d*t;break;case\"width\":var f=Math.abs(u-h);e=h-f*t,i=u-f*t,n=_,r=p;break;default:throw new Error(\"this shouldn't have happened\")}var v=o.xscales,m=o.yscales,g={};for(var y in v){var b=v[y],x=b.r_invert(e,i),w=x[0],k=x[1];g[y]={start:w,end:k}}var T={};for(var C in m){var b=m[C],S=b.r_invert(n,r),w=S[0],k=S[1];T[C]={start:w,end:k}}var A={xrs:g,yrs:T,factor:t};this.plot_view.push_state(\"wheel_pan\",{range:A}),this.plot_view.update_range(A,!1,!0),null!=this.model.document&&this.model.document.interactive_start(this.plot_model)},e}(r.GestureToolView);i.WheelPanToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Wheel Pan\",i.icon=\"bk-tool-icon-wheel-pan\",i.event_type=\"scroll\",i.default_order=12,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"WheelPanTool\",this.prototype.default_view=s,this.define({dimension:[o.Dimension,\"width\"]}),this.internal({speed:[o.Number,.001]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimension)},enumerable:!0,configurable:!0}),e}(r.GestureTool);i.WheelPanTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(48),s=t(18),a=t(31),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._pinch=function(t){var e,i=t.sx,n=t.sy,r=t.scale;e=r>=1?20*(r-1):-20/r,this._scroll({type:\"wheel\",sx:i,sy:n,delta:e})},e.prototype._scroll=function(t){var e=this.plot_view.frame,i=e.bbox.h_range,n=e.bbox.v_range,r=t.sx,s=t.sy,a=this.model.dimensions,l=(\"width\"==a||\"both\"==a)&&i.start<r&&r<i.end,h=(\"height\"==a||\"both\"==a)&&n.start<s&&s<n.end;if(l&&h||this.model.zoom_on_axis){var u=this.model.speed*t.delta,c=o.scale_range(e,u,l,h,{x:r,y:s});this.plot_view.push_state(\"wheel_zoom\",{range:c}),this.plot_view.update_range(c,!1,!0,this.model.maintain_focus),null!=this.model.document&&this.model.document.interactive_start(this.plot_model)}},e}(r.GestureToolView);i.WheelZoomToolView=l;var h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Wheel Zoom\",i.icon=\"bk-tool-icon-wheel-zoom\",i.event_type=a.is_mobile?\"pinch\":\"scroll\",i.default_order=10,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"WheelZoomTool\",this.prototype.default_view=l,this.define({dimensions:[s.Dimensions,\"both\"],maintain_focus:[s.Boolean,!0],zoom_on_axis:[s.Boolean,!0],speed:[s.Number,1/600]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.GestureTool);i.WheelZoomTool=h,h.initClass()},function(t,e,i){var n=t(250);i.ActionTool=n.ActionTool;var r=t(251);i.CustomAction=r.CustomAction;var o=t(252);i.HelpTool=o.HelpTool;var s=t(253);i.RedoTool=s.RedoTool;var a=t(254);i.ResetTool=a.ResetTool;var l=t(255);i.SaveTool=l.SaveTool;var h=t(256);i.UndoTool=h.UndoTool;var u=t(257);i.ZoomInTool=u.ZoomInTool;var c=t(258);i.ZoomOutTool=c.ZoomOutTool;var _=t(259);i.ButtonTool=_.ButtonTool;var p=t(261);i.EditTool=p.EditTool;var d=t(260);i.BoxEditTool=d.BoxEditTool;var f=t(262);i.FreehandDrawTool=f.FreehandDrawTool;var v=t(263);i.PointDrawTool=v.PointDrawTool;var m=t(264);i.PolyDrawTool=m.PolyDrawTool;var g=t(266);i.PolyTool=g.PolyTool;var y=t(265);i.PolyEditTool=y.PolyEditTool;var b=t(267);i.BoxSelectTool=b.BoxSelectTool;var x=t(268);i.BoxZoomTool=x.BoxZoomTool;var w=t(269);i.GestureTool=w.GestureTool;var k=t(270);i.LassoSelectTool=k.LassoSelectTool;var T=t(271);i.PanTool=T.PanTool;var C=t(272);i.PolySelectTool=C.PolySelectTool;var S=t(273);i.RangeTool=S.RangeTool;var A=t(274);i.SelectTool=A.SelectTool;var M=t(275);i.TapTool=M.TapTool;var E=t(276);i.WheelPanTool=E.WheelPanTool;var z=t(277);i.WheelZoomTool=z.WheelZoomTool;var O=t(279);i.CrosshairTool=O.CrosshairTool;var P=t(280);i.CustomJSHover=P.CustomJSHover;var j=t(281);i.HoverTool=j.HoverTool;var N=t(282);i.InspectTool=N.InspectTool;var D=t(284);i.Tool=D.Tool;var F=t(285);i.ToolProxy=F.ToolProxy;var B=t(286);i.Toolbar=B.Toolbar;var R=t(287);i.ToolbarBase=R.ToolbarBase;var I=t(288);i.ProxyToolbar=I.ProxyToolbar;var L=t(288);i.ToolbarBox=L.ToolbarBox},function(t,e,i){var n=t(408),r=t(282),o=t(76),s=t(18),a=t(35),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._move=function(t){if(this.model.active){var e=t.sx,i=t.sy;this.plot_view.frame.bbox.contains(e,i)?this._update_spans(e,i):this._update_spans(null,null)}},e.prototype._move_exit=function(t){this._update_spans(null,null)},e.prototype._update_spans=function(t,e){var i=this.model.dimensions;\"width\"!=i&&\"both\"!=i||(this.model.spans.width.computed_location=e),\"height\"!=i&&\"both\"!=i||(this.model.spans.height.computed_location=t)},e}(r.InspectToolView);i.CrosshairToolView=l;var h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Crosshair\",i.icon=\"bk-tool-icon-crosshair\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CrosshairTool\",this.prototype.default_view=l,this.define({dimensions:[s.Dimensions,\"both\"],line_color:[s.Color,\"black\"],line_width:[s.Number,1],line_alpha:[s.Number,1]}),this.internal({location_units:[s.SpatialUnits,\"screen\"],render_mode:[s.RenderMode,\"css\"],spans:[s.Any]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(\"Crosshair\",this.dimensions)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"synthetic_renderers\",{get:function(){return a.values(this.spans)},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.spans={width:new o.Span({for_hover:!0,dimension:\"width\",render_mode:this.render_mode,location_units:this.location_units,line_color:this.line_color,line_width:this.line_width,line_alpha:this.line_alpha}),height:new o.Span({for_hover:!0,dimension:\"height\",render_mode:this.render_mode,location_units:this.location_units,line_color:this.line_color,line_width:this.line_width,line_alpha:this.line_alpha})}},e}(r.InspectTool);i.CrosshairTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(18),s=t(35),a=t(40),l=function(e){function r(t){return e.call(this,t)||this}return n.__extends(r,e),r.initClass=function(){this.prototype.type=\"CustomJSHover\",this.define({args:[o.Any,{}],code:[o.String,\"\"]})},Object.defineProperty(r.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),r.prototype._make_code=function(t,e,i,n){return new(Function.bind.apply(Function,[void 0].concat(s.keys(this.args),[t,e,i,\"require\",\"exports\",a.use_strict(n)])))},r.prototype.format=function(e,n,r){var o=this._make_code(\"value\",\"format\",\"special_vars\",this.code);return o.apply(void 0,this.values.concat([e,n,r,t,i]))},r}(r.Model);i.CustomJSHover=l,l.initClass()},function(t,e,i){var n=t(408),r=t(282),o=t(80),s=t(197),a=t(198),l=t(289),h=t(9),u=t(42),c=t(5),_=t(18),p=t(30),d=t(35),f=t(46),v=t(4);function m(t,e,i,n,r,o){var s,a,l={x:r[t],y:o[t]},u={x:r[t+1],y:o[t+1]};if(\"span\"==e.type)\"h\"==e.direction?(s=Math.abs(l.x-i),a=Math.abs(u.x-i)):(s=Math.abs(l.y-n),a=Math.abs(u.y-n));else{var c={x:i,y:n};s=h.dist_2_pts(l,c),a=h.dist_2_pts(u,c)}return s<a?[[l.x,l.y],t]:[[u.x,u.y],t+1]}function g(t,e,i){return[[t[i],e[i]],i]}i._nearest_line_hit=m,i._line_hit=g;var y=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.ttviews={}},e.prototype.remove=function(){v.remove_views(this.ttviews),t.prototype.remove.call(this)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this);for(var i=0,n=this.computed_renderers;i<n.length;i++){var r=n[i];r instanceof s.GlyphRenderer?this.connect(r.data_source.inspect,this._update):r instanceof a.GraphRenderer&&(this.connect(r.node_renderer.data_source.inspect,this._update),this.connect(r.edge_renderer.data_source.inspect,this._update))}this.connect(this.model.properties.renderers.change,function(){return e._computed_renderers=e._ttmodels=null}),this.connect(this.model.properties.names.change,function(){return e._computed_renderers=e._ttmodels=null}),this.connect(this.model.properties.tooltips.change,function(){return e._ttmodels=null})},e.prototype._compute_ttmodels=function(){var t={},e=this.model.tooltips;if(null!=e)for(var i=0,n=this.computed_renderers;i<n.length;i++){var r=n[i];if(r instanceof s.GlyphRenderer){var l=new o.Tooltip({custom:f.isString(e)||f.isFunction(e),attachment:this.model.attachment,show_arrow:this.model.show_arrow});t[r.id]=l}else if(r instanceof a.GraphRenderer){var l=new o.Tooltip({custom:f.isString(e)||f.isFunction(e),attachment:this.model.attachment,show_arrow:this.model.show_arrow});t[r.node_renderer.id]=l,t[r.edge_renderer.id]=l}}return v.build_views(this.ttviews,d.values(t),{parent:this.plot_view}),t},Object.defineProperty(e.prototype,\"computed_renderers\",{get:function(){if(null==this._computed_renderers){var t=this.model.renderers,e=this.plot_model.renderers,i=this.model.names;this._computed_renderers=l.compute_renderers(t,e,i)}return this._computed_renderers},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"ttmodels\",{get:function(){return null==this._ttmodels&&(this._ttmodels=this._compute_ttmodels()),this._ttmodels},enumerable:!0,configurable:!0}),e.prototype._clear=function(){for(var t in this._inspect(1/0,1/0),this.ttmodels){var e=this.ttmodels[t];e.clear()}},e.prototype._move=function(t){if(this.model.active){var e=t.sx,i=t.sy;this.plot_view.frame.bbox.contains(e,i)?this._inspect(e,i):this._clear()}},e.prototype._move_exit=function(){this._clear()},e.prototype._inspect=function(t,e){var i;if(\"mouse\"==this.model.mode)i={type:\"point\",sx:t,sy:e};else{var n=\"vline\"==this.model.mode?\"h\":\"v\";i={type:\"span\",direction:n,sx:t,sy:e}}for(var r=0,o=this.computed_renderers;r<o.length;r++){var s=o[r],a=s.get_selection_manager();a.inspect(this.plot_view.renderer_views[s.id],i)}null!=this.model.callback&&this._emit_callback(i)},e.prototype._update=function(t){var e,i,n,r,o,l,h,u,c,_,p,f,v,y,b,x,w=t[0],k=t[1].geometry;if(this.model.active&&(w instanceof s.GlyphRendererView||w instanceof a.GraphRendererView)){var T=w.model,C=this.ttmodels[T.id];if(null!=C){C.clear();var S=T.get_selection_manager(),A=S.inspectors[T.id];if(T instanceof s.GlyphRenderer&&(A=T.view.convert_selection_to_subset(A)),!A.is_empty()){for(var M=S.source,E=this.plot_view.frame,z=k.sx,O=k.sy,P=E.xscales[T.x_range_name],j=E.yscales[T.y_range_name],N=P.invert(z),D=j.invert(O),F=w.glyph,B=0,R=A.line_indices;B<R.length;B++){var I=R[B],L=F._x[I+1],V=F._y[I+1],G=I,U=void 0,Y=void 0;switch(this.model.line_policy){case\"interp\":e=F.get_interpolation_hit(I,k),L=e[0],V=e[1],U=P.compute(L),Y=j.compute(V);break;case\"prev\":i=g(F.sx,F.sy,I),n=i[0],U=n[0],Y=n[1],G=i[1];break;case\"next\":r=g(F.sx,F.sy,I+1),o=r[0],U=o[0],Y=o[1],G=r[1];break;case\"nearest\":l=m(I,k,z,O,F.sx,F.sy),h=l[0],U=h[0],Y=h[1],G=l[1],L=F._x[G],V=F._y[G];break;default:U=(u=[z,O])[0],Y=u[1]}var q={index:G,x:N,y:D,sx:z,sy:O,data_x:L,data_y:V,rx:U,ry:Y,indices:A.line_indices,name:w.model.name};C.add(U,Y,this._render_tooltips(M,G,q))}for(var X=0,H=A.image_indices;X<H.length;X++){var W=H[X],q={index:W.index,x:N,y:D,sx:z,sy:O},J=this._render_tooltips(M,W,q);C.add(z,O,J)}for(var K=0,$=A.indices;K<$.length;K++){var I=$[K];if(d.isEmpty(A.multiline_indices)){var L=null!=F._x?F._x[I]:void 0,V=null!=F._y?F._y[I]:void 0,U=void 0,Y=void 0;if(\"snap_to_data\"==this.model.point_policy){var Z=F.get_anchor_point(this.model.anchor,I,[z,O]);null==Z&&(Z=F.get_anchor_point(\"center\",I,[z,O])),U=Z.x,Y=Z.y}else U=(x=[z,O])[0],Y=x[1];var Q=void 0,q={index:Q=T instanceof s.GlyphRenderer?T.view.convert_indices_from_subset([I])[0]:I,x:N,y:D,sx:z,sy:O,data_x:L,data_y:V,indices:A.indices,name:w.model.name};C.add(U,Y,this._render_tooltips(M,Q,q))}else for(var tt=0,et=A.multiline_indices[I.toString()];tt<et.length;tt++){var it=et[tt],L=F._xs[I][it],V=F._ys[I][it],nt=it,U=void 0,Y=void 0;switch(this.model.line_policy){case\"interp\":c=F.get_interpolation_hit(I,it,k),L=c[0],V=c[1],U=P.compute(L),Y=j.compute(V);break;case\"prev\":_=g(F.sxs[I],F.sys[I],it),p=_[0],U=p[0],Y=p[1],nt=_[1];break;case\"next\":f=g(F.sxs[I],F.sys[I],it+1),v=f[0],U=v[0],Y=v[1],nt=f[1];break;case\"nearest\":y=m(it,k,z,O,F.sxs[I],F.sys[I]),b=y[0],U=b[0],Y=b[1],nt=y[1],L=F._xs[I][nt],V=F._ys[I][nt];break;default:throw new Error(\"should't have happened\")}var Q=void 0,q={index:Q=T instanceof s.GlyphRenderer?T.view.convert_indices_from_subset([I])[0]:I,x:N,y:D,sx:z,sy:O,data_x:L,data_y:V,segment_index:nt,indices:A.multiline_indices,name:w.model.name};C.add(U,Y,this._render_tooltips(M,Q,q))}}}}}},e.prototype._emit_callback=function(t){for(var e=0,i=this.computed_renderers;e<i.length;e++){var r=i[e],o=r.data_source.inspected,s=this.plot_view.frame,a=s.xscales[r.x_range_name],l=s.yscales[r.y_range_name],h=a.invert(t.sx),u=l.invert(t.sy),c=n.__assign({x:h,y:u},t);this.model.callback.execute(this.model,{index:o,geometry:c,renderer:r})}},e.prototype._render_tooltips=function(t,e,i){var n=this.model.tooltips;if(f.isString(n)){var r=c.div();return r.innerHTML=u.replace_placeholders(n,t,e,this.model.formatters,i),r}if(f.isFunction(n))return n(t,i);for(var o=c.div({style:{display:\"table\",borderSpacing:\"2px\"}}),s=0,a=n;s<a.length;s++){var l=a[s],h=l[0],_=l[1],d=c.div({style:{display:\"table-row\"}});o.appendChild(d);var v=void 0;if(v=c.div({style:{display:\"table-cell\"},class:\"bk-tooltip-row-label\"},0!=h.length?h+\": \":\"\"),d.appendChild(v),v=c.div({style:{display:\"table-cell\"},class:\"bk-tooltip-row-value\"}),d.appendChild(v),_.indexOf(\"$color\")>=0){var m=_.match(/\\$color(\\[.*\\])?:(\\w*)/),g=m[1],y=void 0===g?\"\":g,b=m[2],x=t.get_column(b);if(null==x){var w=c.span({},b+\" unknown\");v.appendChild(w);continue}var k=y.indexOf(\"hex\")>=0,T=y.indexOf(\"swatch\")>=0,C=f.isNumber(e)?x[e]:null;if(null==C){var S=c.span({},\"(null)\");v.appendChild(S);continue}k&&(C=p.color2hex(C));var r=c.span({},C);v.appendChild(r),T&&(r=c.span({class:\"bk-tooltip-color-block\",style:{backgroundColor:C}},\" \"),v.appendChild(r))}else{var r=c.span();r.innerHTML=u.replace_placeholders(_.replace(\"$~\",\"$data_\"),t,e,this.model.formatters,i),v.appendChild(r)}}return o},e}(r.InspectToolView);i.HoverToolView=y;var b=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Hover\",i.icon=\"bk-tool-icon-hover\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HoverTool\",this.prototype.default_view=y,this.define({tooltips:[_.Any,[[\"index\",\"$index\"],[\"data (x, y)\",\"($x, $y)\"],[\"screen (x, y)\",\"($sx, $sy)\"]]],formatters:[_.Any,{}],renderers:[_.Any,\"auto\"],names:[_.Array,[]],mode:[_.HoverMode,\"mouse\"],point_policy:[_.PointPolicy,\"snap_to_data\"],line_policy:[_.LinePolicy,\"nearest\"],show_arrow:[_.Boolean,!0],anchor:[_.Anchor,\"center\"],attachment:[_.TooltipAttachment,\"horizontal\"],callback:[_.Any]})},e}(r.InspectTool);i.HoverTool=b,b.initClass()},function(t,e,i){var n=t(408),r=t(259),o=t(283),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.ButtonToolView);i.InspectToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.event_type=\"move\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"InspectTool\",this.prototype.button_view=o.OnOffButtonView,this.define({toggleable:[s.Boolean,!0]}),this.override({active:!0})},e}(r.ButtonTool);i.InspectTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(259),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.render=function(){t.prototype.render.call(this),this.model.active?this.el.classList.add(\"bk-active\"):this.el.classList.remove(\"bk-active\")},e.prototype._clicked=function(){var t=this.model.active;this.model.active=!t},e}(r.ButtonToolButtonView);i.OnOffButtonView=o},function(t,e,i){var n=t(408),r=t(18),o=t(50),s=t(24),a=t(62),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"plot_view\",{get:function(){return this.parent},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"plot_model\",{get:function(){return this.parent.model},enumerable:!0,configurable:!0}),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.active.change,function(){e.model.active?e.activate():e.deactivate()})},e.prototype.activate=function(){},e.prototype.deactivate=function(){},e}(o.View);i.ToolView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Tool\",this.internal({active:[r.Boolean,!1]})},Object.defineProperty(e.prototype,\"synthetic_renderers\",{get:function(){return[]},enumerable:!0,configurable:!0}),e.prototype._get_dim_tooltip=function(t,e){switch(e){case\"width\":return t+\" (x-axis)\";case\"height\":return t+\" (y-axis)\";case\"both\":return t}},e.prototype._get_dim_limits=function(t,e,i,n){var r,o=t[0],a=t[1],l=e[0],h=e[1],u=i.bbox.h_range;\"width\"==n||\"both\"==n?(r=[s.min([o,l]),s.max([o,l])],r=[s.max([r[0],u.start]),s.min([r[1],u.end])]):r=[u.start,u.end];var c,_=i.bbox.v_range;return\"height\"==n||\"both\"==n?(c=[s.min([a,h]),s.max([a,h])],c=[s.max([c[0],_.start]),s.min([c[1],_.end])]):c=[_.start,_.end],[r,c]},e}(a.Model);i.Tool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(22),s=t(62),a=t(282),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolProxy\",this.define({tools:[r.Array,[]],active:[r.Boolean,!1],disabled:[r.Boolean,!1]})},Object.defineProperty(e.prototype,\"button_view\",{get:function(){return this.tools[0].button_view},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"event_type\",{get:function(){return this.tools[0].event_type},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.tools[0].tooltip},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"tool_name\",{get:function(){return this.tools[0].tool_name},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"icon\",{get:function(){return this.tools[0].computed_icon},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"computed_icon\",{get:function(){return this.icon},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"toggleable\",{get:function(){var t=this.tools[0];return t instanceof a.InspectTool&&t.toggleable},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.do=new o.Signal0(this,\"do\")},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.do,function(){return e.doit()}),this.connect(this.properties.active.change,function(){return e.set_active()})},e.prototype.doit=function(){for(var t=0,e=this.tools;t<e.length;t++){var i=e[t];i.do.emit()}},e.prototype.set_active=function(){for(var t=0,e=this.tools;t<e.length;t++){var i=e[t];i.active=this.active}},e}(s.Model);i.ToolProxy=l,l.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(17),s=t(46),a=t(24),l=t(250),h=t(252),u=t(269),c=t(282),_=t(287),p=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Toolbar\",this.prototype.default_view=_.ToolbarBaseView,this.define({active_drag:[r.Any,\"auto\"],active_inspect:[r.Any,\"auto\"],active_scroll:[r.Any,\"auto\"],active_tap:[r.Any,\"auto\"],active_multi:[r.Any,null]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._init_tools()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.properties.tools.change,function(){return e._init_tools()})},e.prototype._init_tools=function(){for(var t=this,e=function(t){if(t instanceof c.InspectTool)a.some(i.inspectors,function(e){return e.id==t.id})||(i.inspectors=i.inspectors.concat([t]));else if(t instanceof h.HelpTool)a.some(i.help,function(e){return e.id==t.id})||(i.help=i.help.concat([t]));else if(t instanceof l.ActionTool)a.some(i.actions,function(e){return e.id==t.id})||(i.actions=i.actions.concat([t]));else if(t instanceof u.GestureTool){var e=void 0,n=void 0;s.isString(t.event_type)?(e=[t.event_type],n=!1):(e=t.event_type||[],n=!0);for(var r=0,_=e;r<_.length;r++){var p=_[r];p in i.gestures?(n&&(p=\"multi\"),a.some(i.gestures[p].tools,function(e){return e.id==t.id})||(i.gestures[p].tools=i.gestures[p].tools.concat([t])),i.connect(t.properties.active.change,i._active_change.bind(i,t))):o.logger.warn(\"Toolbar: unknown event type '\"+p+\"' for tool: \"+t.type+\" (\"+t.id+\")\")}}},i=this,n=0,r=this.tools;n<r.length;n++){var _=r[n];e(_)}if(\"auto\"==this.active_inspect);else if(this.active_inspect instanceof c.InspectTool)for(var p=0,d=this.inspectors;p<d.length;p++){var f=d[p];f!=this.active_inspect&&(f.active=!1)}else if(s.isArray(this.active_inspect))for(var v=0,m=this.inspectors;v<m.length;v++){var f=m[v];a.includes(this.active_inspect,f)||(f.active=!1)}else if(null==this.active_inspect)for(var g=0,y=this.inspectors;g<y.length;g++){var f=y[g];f.active=!1}var b=function(e){e.active?t._active_change(e):e.active=!0};for(var x in this.gestures){var w=this.gestures[x];if(0!=w.tools.length){if(w.tools=a.sort_by(w.tools,function(t){return t.default_order}),\"tap\"==x){if(null==this.active_tap)continue;\"auto\"==this.active_tap?b(w.tools[0]):b(this.active_tap)}if(\"pan\"==x){if(null==this.active_drag)continue;\"auto\"==this.active_drag?b(w.tools[0]):b(this.active_drag)}if(\"pinch\"==x||\"scroll\"==x){if(null==this.active_scroll||\"auto\"==this.active_scroll)continue;b(this.active_scroll)}null!=this.active_multi&&b(this.active_multi)}}},e}(_.ToolbarBase);i.Toolbar=p,p.initClass()},function(t,e,i){var n=t(408),r=t(17),o=t(5),s=t(4),a=t(18),l=t(6),h=t(46),u=t(62),c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolbarBase\",this.define({_visible:[a.Any,null],autohide:[a.Boolean,!1]})},Object.defineProperty(e.prototype,\"visible\",{get:function(){return!this.autohide||null!=this._visible&&this._visible},enumerable:!0,configurable:!0}),e}(u.Model);i.ToolbarViewModel=c,c.initClass();var _=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this._tool_button_views={},this._build_tool_button_views(),this._toolbar_view_model=new c({autohide:this.model.autohide})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.tools.change,function(){return e._build_tool_button_views()}),this.connect(this.model.properties.autohide.change,function(){e._toolbar_view_model.autohide=e.model.autohide,e._on_visible_change()}),this.connect(this._toolbar_view_model.properties._visible.change,function(){return e._on_visible_change()})},e.prototype.remove=function(){s.remove_views(this._tool_button_views),t.prototype.remove.call(this)},e.prototype._build_tool_button_views=function(){var t=null!=this.model._proxied_tools?this.model._proxied_tools:this.model.tools;s.build_views(this._tool_button_views,t,{parent:this},function(t){return t.button_view})},e.prototype.set_visibility=function(t){t!=this._toolbar_view_model._visible&&(this._toolbar_view_model._visible=t)},e.prototype._on_visible_change=function(){var t=this._toolbar_view_model.visible;this.el.classList.contains(\"bk-toolbar-hidden\")&&t?this.el.classList.remove(\"bk-toolbar-hidden\"):t||this.el.classList.add(\"bk-toolbar-hidden\")},e.prototype.render=function(){var t=this;if(o.empty(this.el),this.el.classList.add(\"bk-toolbar\"),this.el.classList.add(\"bk-toolbar-\"+this.model.toolbar_location),this._toolbar_view_model.autohide=this.model.autohide,this._on_visible_change(),null!=this.model.logo){var e=\"grey\"===this.model.logo?\"bk-grey\":null,i=o.a({href:\"https://bokeh.pydata.org/\",target:\"_blank\",class:[\"bk-logo\",\"bk-logo-small\",e]});this.el.appendChild(i)}var n=[],r=function(e){return t._tool_button_views[e.id].el},s=this.model.gestures;for(var a in s)n.push(s[a].tools.map(r));n.push(this.model.actions.map(r)),n.push(this.model.inspectors.filter(function(t){return t.toggleable}).map(r)),n.push(this.model.help.map(r));for(var l=0,h=n;l<h.length;l++){var u=h[l];if(0!==u.length){var c=o.div({class:\"bk-button-bar\"},u);this.el.appendChild(c)}}},e.prototype.update_layout=function(){},e.prototype.update_position=function(){},e.prototype.after_layout=function(){this._has_finished=!0},e}(l.DOMView);i.ToolbarBaseView=_;var p=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolbarBase\",this.prototype.default_view=_,this.define({tools:[a.Array,[]],logo:[a.Logo,\"normal\"],autohide:[a.Boolean,!1]}),this.internal({gestures:[a.Any,function(){return{pan:{tools:[],active:null},scroll:{tools:[],active:null},pinch:{tools:[],active:null},tap:{tools:[],active:null},doubletap:{tools:[],active:null},press:{tools:[],active:null},rotate:{tools:[],active:null},move:{tools:[],active:null},multi:{tools:[],active:null}}}],actions:[a.Array,[]],inspectors:[a.Array,[]],help:[a.Array,[]],toolbar_location:[a.Location,\"right\"]})},Object.defineProperty(e.prototype,\"horizontal\",{get:function(){return\"above\"===this.toolbar_location||\"below\"===this.toolbar_location},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"vertical\",{get:function(){return\"left\"===this.toolbar_location||\"right\"===this.toolbar_location},enumerable:!0,configurable:!0}),e.prototype._active_change=function(t){var e=t.event_type;if(null!=e)for(var i=h.isString(e)?[e]:e,n=0,o=i;n<o.length;n++){var s=o[n];if(t.active){var a=this.gestures[s].active;null!=a&&t!=a&&(r.logger.debug(\"Toolbar: deactivating tool: \"+a.type+\" (\"+a.id+\") for event type '\"+s+\"'\"),a.active=!1),this.gestures[s].active=t,r.logger.debug(\"Toolbar: activating tool: \"+t.type+\" (\"+t.id+\") for event type '\"+s+\"'\")}else this.gestures[s].active=null}},e}(u.Model);i.ToolbarBase=p,p.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(17),s=t(46),a=t(24),l=t(250),h=t(252),u=t(269),c=t(282),_=t(287),p=t(285),d=t(166),f=t(13),v=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ProxyToolbar\"},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._init_tools(),this._merge_tools()},e.prototype._init_tools=function(){for(var t=function(t){if(t instanceof c.InspectTool)a.some(e.inspectors,function(e){return e.id==t.id})||(e.inspectors=e.inspectors.concat([t]));else if(t instanceof h.HelpTool)a.some(e.help,function(e){return e.id==t.id})||(e.help=e.help.concat([t]));else if(t instanceof l.ActionTool)a.some(e.actions,function(e){return e.id==t.id})||(e.actions=e.actions.concat([t]));else if(t instanceof u.GestureTool){var i=void 0,n=void 0;s.isString(t.event_type)?(i=[t.event_type],n=!1):(i=t.event_type||[],n=!0);for(var r=0,_=i;r<_.length;r++){var p=_[r];p in e.gestures?(n&&(p=\"multi\"),a.some(e.gestures[p].tools,function(e){return e.id==t.id})||(e.gestures[p].tools=e.gestures[p].tools.concat([t]))):o.logger.warn(\"Toolbar: unknown event type '\"+p+\"' for tool: \"+t.type+\" (\"+t.id+\")\")}}},e=this,i=0,n=this.tools;i<n.length;i++){var r=n[i];t(r)}},e.prototype._merge_tools=function(){var t,e=this;this._proxied_tools=[];for(var i={},n={},r={},o=[],s=[],l=0,h=this.help;l<h.length;l++){var u=h[l];a.includes(s,u.redirect)||(o.push(u),s.push(u.redirect))}for(var c in(t=this._proxied_tools).push.apply(t,o),this.help=o,this.gestures){var _=this.gestures[c];c in r||(r[c]={});for(var d=0,f=_.tools;d<f.length;d++){var v=f[d];v.type in r[c]||(r[c][v.type]=[]),r[c][v.type].push(v)}}for(var m=0,g=this.inspectors;m<g.length;m++){var v=g[m];v.type in i||(i[v.type]=[]),i[v.type].push(v)}for(var y=0,b=this.actions;y<b.length;y++){var v=b[y];v.type in n||(n[v.type]=[]),n[v.type].push(v)}var x=function(t,i){void 0===i&&(i=!1);var n=new p.ToolProxy({tools:t,active:i});return e._proxied_tools.push(n),n};for(var c in r){var _=this.gestures[c];for(var w in _.tools=[],r[c]){var k=r[c][w];if(k.length>0)if(\"multi\"==c)for(var T=0,C=k;T<C.length;T++){var v=C[T],S=x([v]);_.tools.push(S),this.connect(S.properties.active.change,this._active_change.bind(this,S))}else{var S=x(k);_.tools.push(S),this.connect(S.properties.active.change,this._active_change.bind(this,S))}}}for(var w in this.actions=[],n){var k=n[w];if(\"CustomAction\"==w)for(var A=0,M=k;A<M.length;A++){var v=M[A];this.actions.push(x([v]))}else k.length>0&&this.actions.push(x(k))}for(var w in this.inspectors=[],i){var k=i[w];k.length>0&&this.inspectors.push(x(k,!0))}for(var E in this.gestures){var _=this.gestures[E];0!=_.tools.length&&(_.tools=a.sort_by(_.tools,function(t){return t.default_order}),\"pinch\"!=E&&\"scroll\"!=E&&\"multi\"!=E&&(_.tools[0].active=!0))}},e}(_.ToolbarBase);i.ProxyToolbar=v,v.initClass();var m=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){this.model.toolbar.toolbar_location=this.model.toolbar_location,t.prototype.initialize.call(this)},Object.defineProperty(e.prototype,\"child_models\",{get:function(){return[this.model.toolbar]},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){this.layout=new f.ContentBox(this.child_views[0].el);var t=this.model.toolbar;t.horizontal?this.layout.set_sizing({width_policy:\"fit\",min_width:100,height_policy:\"fixed\"}):this.layout.set_sizing({width_policy:\"fixed\",height_policy:\"fit\",min_height:100})},e}(d.LayoutDOMView);i.ToolbarBoxView=m;var g=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolbarBox\",this.prototype.default_view=m,this.define({toolbar:[r.Instance],toolbar_location:[r.Location,\"right\"]})},e}(d.LayoutDOM);i.ToolbarBox=g,g.initClass()},function(t,e,i){var n=t(24);i.compute_renderers=function(t,e,i){if(null==t)return[];var r=\"auto\"==t?e:t;return i.length>0&&(r=r.filter(function(t){return n.includes(i,t.name)})),r}},function(t,e,i){var n=t(408),r=t(297),o=t(18),s=t(35),a=t(40),l=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"CustomJSTransform\",this.define({args:[o.Any,{}],func:[o.String,\"\"],v_func:[o.String,\"\"],use_strict:[o.Boolean,!1]})},Object.defineProperty(i.prototype,\"names\",{get:function(){return s.keys(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),i.prototype._make_transform=function(t,e){var i=this.use_strict?a.use_strict(e):e;return new(Function.bind.apply(Function,[void 0].concat(this.names,[t,\"require\",\"exports\",i])))},Object.defineProperty(i.prototype,\"scalar_transform\",{get:function(){return this._make_transform(\"x\",this.func)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"vector_transform\",{get:function(){return this._make_transform(\"xs\",this.v_func)},enumerable:!0,configurable:!0}),i.prototype.compute=function(e){return this.scalar_transform.apply(this,this.values.concat([e,t,{}]))},i.prototype.v_compute=function(e){return this.vector_transform.apply(this,this.values.concat([e,t,{}]))},i}(r.Transform);i.CustomJSTransform=l,l.initClass()},function(t,e,i){var n=t(408),r=t(297),o=t(192),s=t(18),a=t(46),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Dodge\",this.define({value:[s.Number,0],range:[s.Instance]})},e.prototype.v_compute=function(t){var e;if(this.range instanceof o.FactorRange)e=this.range.v_synthetic(t);else{if(!a.isArrayableOf(t,a.isNumber))throw new Error(\"unexpected\");e=t}for(var i=new Float64Array(e.length),n=0;n<e.length;n++){var r=e[n];i[n]=this._compute(r)}return i},e.prototype.compute=function(t){if(this.range instanceof o.FactorRange)return this._compute(this.range.synthetic(t));if(a.isNumber(t))return this._compute(t);throw new Error(\"unexpected\")},e.prototype._compute=function(t){return 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+       "      /*!\n",
+       "           * @overview es6-promise - a tiny implementation of Promises/A+.\n",
+       "           * @copyright Copyright (c) 2014 Yehuda Katz, Tom Dale, Stefan Penner and contributors (Conversion to ES6 API by Jake Archibald)\n",
+       "           * @license   Licensed under MIT license\n",
+       "           *            See https://raw.githubusercontent.com/stefanpenner/es6-promise/master/LICENSE\n",
+       "           * @version   v4.2.6+9869a4bc\n",
+       "           */\n",
+       "      !function(t,n){\"object\"==typeof i&&void 0!==e?e.exports=n():t.ES6Promise=n()}(this,function(){\"use strict\";function e(t){return\"function\"==typeof t}var i=Array.isArray?Array.isArray:function(t){return\"[object Array]\"===Object.prototype.toString.call(t)},n=0,r=void 0,o=void 0,s=function(t,e){p[n]=t,p[n+1]=e,2===(n+=2)&&(o?o(d):y())},a=\"undefined\"!=typeof window?window:void 0,l=a||{},h=l.MutationObserver||l.WebKitMutationObserver,u=\"undefined\"==typeof self&&\"undefined\"!=typeof process&&\"[object process]\"==={}.toString.call(process),c=\"undefined\"!=typeof Uint8ClampedArray&&\"undefined\"!=typeof importScripts&&\"undefined\"!=typeof MessageChannel;function _(){var t=setTimeout;return function(){return t(d,1)}}var p=new Array(1e3);function d(){for(var t=0;t<n;t+=2){var e=p[t],i=p[t+1];e(i),p[t]=void 0,p[t+1]=void 0}n=0}var f,v,m,g,y=void 0;function b(t,e){var i=this,n=new this.constructor(k);void 0===n[w]&&R(n);var r=i._state;if(r){var 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+       "           * http://hammerjs.github.io/\n",
+       "           *\n",
+       "           * Copyright (c) 2016 Jorik Tangelder;\n",
+       "           * Licensed under the MIT license */\n",
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+       "      /*!\n",
+       "           * numbro.js\n",
+       "           * version : 1.6.2\n",
+       "           * author : Företagsplatsen AB\n",
+       "           * license : MIT\n",
+       "           * http://www.foretagsplatsen.se\n",
+       "           */\n",
+       "      var n,r={},o=r,s=\"en-US\",a=null,l=\"0,0\";function h(t){this._value=t}function u(t){var e,i=\"\";for(e=0;e<t;e++)i+=\"0\";return i}function c(t,e,i,n){var r,o,s=Math.pow(10,e);return o=t.toFixed(0).search(\"e\")>-1?function(t,e){var i,n,r,o,s;return s=t.toString(),i=s.split(\"e\")[0],o=s.split(\"e\")[1],n=i.split(\".\")[0],r=i.split(\".\")[1]||\"\",s=n+r+u(o-r.length),e>0&&(s+=\".\"+u(e)),s}(t,e):(i(t*s)/s).toFixed(e),n&&(r=new RegExp(\"0{1,\"+n+\"}$\"),o=o.replace(r,\"\")),o}function _(t,e,i){return e.indexOf(\"$\")>-1?function(t,e,i){var n,o,a=e,l=a.indexOf(\"$\"),h=a.indexOf(\"(\"),u=a.indexOf(\"+\"),c=a.indexOf(\"-\"),_=\"\",d=\"\";if(-1===a.indexOf(\"$\")?\"infix\"===r[s].currency.position?(d=r[s].currency.symbol,r[s].currency.spaceSeparated&&(d=\" \"+d+\" \")):r[s].currency.spaceSeparated&&(_=\" \"):a.indexOf(\" $\")>-1?(_=\" \",a=a.replace(\" $\",\"\")):a.indexOf(\"$ \")>-1?(_=\" \",a=a.replace(\"$ 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+       "          Copyright (c) Microsoft Corporation. All rights reserved.\n",
+       "          Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use\n",
+       "          this file except in compliance with the License. You may obtain a copy of the\n",
+       "          License at http://www.apache.org/licenses/LICENSE-2.0\n",
+       "          \n",
+       "          THIS CODE IS PROVIDED ON AN *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n",
+       "          KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED\n",
+       "          WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE,\n",
+       "          MERCHANTABLITY OR NON-INFRINGEMENT.\n",
+       "          \n",
+       "          See the Apache Version 2.0 License for specific language governing permissions\n",
+       "          and limitations under the License.\n",
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+       "      //# sourceMappingURL=bokeh.min.js.map\n",
+       "      /* END bokeh.min.js */\n",
+       "    },\n",
+       "    \n",
+       "    function(Bokeh) {\n",
+       "      /* BEGIN bokeh-widgets.min.js */\n",
+       "      /*!\n",
+       "       * Copyright (c) 2012 - 2018, Anaconda, Inc., and Bokeh Contributors\n",
+       "       * All rights reserved.\n",
+       "       * \n",
+       "       * Redistribution and use in source and binary forms, with or without modification,\n",
+       "       * are permitted provided that the following conditions are met:\n",
+       "       * \n",
+       "       * Redistributions of source code must retain the above copyright notice,\n",
+       "       * this list of conditions and the following disclaimer.\n",
+       "       * \n",
+       "       * Redistributions in binary form must reproduce the above copyright notice,\n",
+       "       * this list of conditions and the following disclaimer in the documentation\n",
+       "       * and/or other materials provided with the distribution.\n",
+       "       * \n",
+       "       * Neither the name of Anaconda nor the names of any contributors\n",
+       "       * may be used to endorse or promote products derived from this software\n",
+       "       * without specific prior written permission.\n",
+       "       * \n",
+       "       * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n",
+       "       * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n",
+       "       * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE\n",
+       "       * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE\n",
+       "       * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR\n",
+       "       * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF\n",
+       "       * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS\n",
+       "       * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN\n",
+       "       * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)\n",
+       "       * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF\n",
+       "       * THE POSSIBILITY OF SUCH DAMAGE.\n",
+       "       */\n",
+       "      !function(t,e){var n;n=t.Bokeh,function(t,e,i){if(null!=n)return n.register_plugin(t,{\"models/widgets/abstract_button\":418,\"models/widgets/abstract_icon\":419,\"models/widgets/abstract_slider\":420,\"models/widgets/autocomplete_input\":421,\"models/widgets/button\":422,\"models/widgets/button_group\":423,\"models/widgets/checkbox_button_group\":424,\"models/widgets/checkbox_group\":425,\"models/widgets/color_picker\":426,\"models/widgets/control\":427,\"models/widgets/date_picker\":428,\"models/widgets/date_range_slider\":429,\"models/widgets/date_slider\":430,\"models/widgets/div\":431,\"models/widgets/dropdown\":432,\"models/widgets/index\":433,\"models/widgets/input_group\":434,\"models/widgets/input_widget\":435,\"models/widgets/main\":436,\"models/widgets/markup\":437,\"models/widgets/multiselect\":438,\"models/widgets/paragraph\":439,\"models/widgets/password_input\":440,\"models/widgets/pretext\":441,\"models/widgets/radio_button_group\":442,\"models/widgets/radio_group\":443,\"models/widgets/range_slider\":444,\"models/widgets/selectbox\":445,\"models/widgets/slider\":446,\"models/widgets/spinner\":447,\"models/widgets/text_input\":448,\"models/widgets/textarea_input\":449,\"models/widgets/toggle\":450,\"models/widgets/widget\":461},436);throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\")}({418:function(t,e,n){var i=t(408),o=t(18),r=t(5),s=t(4),a=t(427),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.icon_views={}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.render()})},e.prototype.remove=function(){s.remove_views(this.icon_views),t.prototype.remove.call(this)},e.prototype._render_button=function(){for(var t=[],e=0;e<arguments.length;e++)t[e]=arguments[e];return r.button.apply(void 0,[{type:\"button\",disabled:this.model.disabled,class:[\"bk-btn\",\"bk-btn-\"+this.model.button_type]}].concat(t))},e.prototype.render=function(){var e=this;t.prototype.render.call(this),this.button_el=this._render_button(this.model.label),this.button_el.addEventListener(\"click\",function(){return e.click()});var 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i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this);var n=this.model.properties;this.on_change(n.button_type,function(){return e.render()}),this.on_change(n.labels,function(){return e.render()}),this.on_change(n.active,function(){return e._update_active()})},e.prototype.render=function(){var e=this;t.prototype.render.call(this),this._buttons=this.model.labels.map(function(t,n){var i=r.div({class:[\"bk-btn\",\"bk-btn-\"+e.model.button_type],disabled:e.model.disabled},t);return i.addEventListener(\"click\",function(){return e.change_active(n)}),i}),this._update_active();var n=r.div({class:\"bk-btn-group\"},this._buttons);this.el.appendChild(n)},e}(o.ControlView);n.ButtonGroupView=a;var l=function(t){function e(e){return t.call(this,e)||this}return 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i.__extends(e,t),e.initClass=function(){this.prototype.type=\"CheckboxButtonGroup\",this.prototype.default_view=l,this.define({active:[a.Array,[]]})},e}(o.ButtonGroup);n.CheckboxButtonGroup=u,u.initClass()},425:function(t,e,n){var i=t(408),o=t(434),r=t(5),s=t(24),a=t(32),l=t(18),u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.render=function(){var e=this;t.prototype.render.call(this);var n=r.div({class:[\"bk-input-group\",this.model.inline?\"bk-inline\":null]});this.el.appendChild(n);for(var i=this.model,o=i.active,a=i.labels,l=function(t){var i=r.input({type:\"checkbox\",value:\"\"+t});i.addEventListener(\"change\",function(){return e.change_active(t)}),u.model.disabled&&(i.disabled=!0),s.includes(o,t)&&(i.checked=!0);var l=r.label({},i,r.span({},a[t]));n.appendChild(l)},u=this,c=0;c<a.length;c++)l(c)},e.prototype.change_active=function(t){var e=new a.Set(this.model.active);e.toggle(t),this.model.active=e.values,null!=this.model.callback&&this.model.callback.execute(this.model)},e}(o.InputGroupView);n.CheckboxGroupView=u;var c=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"CheckboxGroup\",this.prototype.default_view=u,this.define({active:[l.Array,[]],labels:[l.Array,[]],inline:[l.Boolean,!1],callback:[l.Any]})},e}(o.InputGroup);n.CheckboxGroup=c,c.initClass()},426:function(t,e,n){var i=t(408),o=t(435),r=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.name.change,function(){return e.input_el.name=e.model.name||\"\"}),this.connect(this.model.properties.color.change,function(){return e.input_el.value=e.model.color}),this.connect(this.model.properties.disabled.change,function(){return e.input_el.disabled=e.model.disabled})},e.prototype.render=function(){var e=this;t.prototype.render.call(this),this.input_el=r.input({type:\"color\",class:\"bk-input\",name:this.model.name,value:this.model.color,disabled:this.model.disabled}),this.input_el.addEventListener(\"change\",function(){return e.change_input()}),this.group_el.appendChild(this.input_el)},e.prototype.change_input=function(){this.model.color=this.input_el.value,t.prototype.change_input.call(this)},e}(o.InputWidgetView);n.ColorPickerView=a;var l=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"ColorPicker\",this.prototype.default_view=a,this.define({color:[s.Color,\"#000000\"]})},e}(o.InputWidget);n.ColorPicker=l,l.initClass()},427:function(t,e,n){var i=t(408),o=t(461),r=function(t){function e(){return 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t=this._o.trigger,e=this.el.offsetWidth,n=this.el.offsetHeight,i=window.innerWidth||document.documentElement.clientWidth,o=window.innerHeight||document.documentElement.clientHeight,r=window.pageYOffset||document.body.scrollTop||document.documentElement.scrollTop,s=t.getBoundingClientRect(),a=s.left+window.pageXOffset,l=s.bottom+window.pageYOffset;a-=this.el.parentElement.offsetLeft,l-=this.el.parentElement.offsetTop,(this._o.reposition&&a+e>i||this._o.position.indexOf(\"right\")>-1&&a-e+t.offsetWidth>0)&&(a=a-e+t.offsetWidth),(this._o.reposition&&l+n>o+r||this._o.position.indexOf(\"top\")>-1&&l-n-t.offsetHeight>0)&&(l=l-n-t.offsetHeight),this.el.style.left=a+\"px\",this.el.style.top=l+\"px\"}};var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.render=function(){var e=this;null!=this._picker&&this._picker.destroy(),t.prototype.render.call(this),this.input_el=r.input({type:\"text\",class:\"bk-input\",disabled:this.model.disabled}),this.group_el.appendChild(this.input_el),this._picker=new a({field:this.input_el,defaultDate:new Date(this.model.value),setDefaultDate:!0,minDate:null!=this.model.min_date?new Date(this.model.min_date):void 0,maxDate:null!=this.model.max_date?new Date(this.model.max_date):void 0,onSelect:function(t){return e._on_select(t)}}),this._root_element.appendChild(this._picker.el)},e.prototype._on_select=function(t){this.model.value=t.toDateString(),this.change_input()},e}(o.InputWidgetView);n.DatePickerView=l;var u=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"DatePicker\",this.prototype.default_view=l,this.define({value:[s.Any,(new Date).toDateString()],min_date:[s.Any],max_date:[s.Any]})},e}(o.InputWidget);n.DatePicker=u,u.initClass()},429:function(t,e,n){var i=t(408),o=t(407),r=t(420),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype._calc_to=function(){return{start:this.model.start,end:this.model.end,value:this.model.value,step:this.model.step}},e.prototype._calc_from=function(t){return t},e}(r.AbstractSliderView);n.DateRangeSliderView=s;var a=function(t){function e(e){var n=t.call(this,e)||this;return n.behaviour=\"drag\",n.connected=[!1,!0,!1],n}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"DateRangeSlider\",this.prototype.default_view=s,this.override({format:\"%d %b %Y\"})},e.prototype._formatter=function(t,e){return o(t,e)},e}(r.AbstractSlider);n.DateRangeSlider=a,a.initClass()},430:function(t,e,n){var i=t(408),o=t(407),r=t(420),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return 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t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"Div\",this.prototype.default_view=s,this.define({render_as_text:[r.Boolean,!1]})},e}(o.Markup);n.Div=a,a.initClass()},432:function(t,e,n){var i=t(408),o=t(418),r=t(3),s=t(5),a=t(18),l=t(46),u=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._open=!1,e}return i.__extends(e,t),e.prototype.render=function(){var e=this;t.prototype.render.call(this);var n=s.div({class:[\"bk-caret\",\"bk-down\"]});if(this.model.is_split){var i=this._render_button(n);i.classList.add(\"bk-dropdown-toggle\"),i.addEventListener(\"click\",function(){return e._toggle_menu()}),this.group_el.appendChild(i)}else this.button_el.appendChild(n);var o=this.model.menu.map(function(t,n){if(null==t)return s.div({class:\"bk-divider\"});var i=l.isString(t)?t:t[0],o=s.div({},i);return o.addEventListener(\"click\",function(){return e._item_click(n)}),o});this.menu=s.div({class:[\"bk-menu\",\"bk-below\"]},o),this.el.appendChild(this.menu),s.undisplay(this.menu)},e.prototype._show_menu=function(){var t=this;if(!this._open){this._open=!0,s.display(this.menu);var e=function(n){var i=n.target;i instanceof HTMLElement&&!t.el.contains(i)&&(document.removeEventListener(\"click\",e),t._hide_menu())};document.addEventListener(\"click\",e)}},e.prototype._hide_menu=function(){this._open&&(this._open=!1,s.undisplay(this.menu))},e.prototype._toggle_menu=function(){this._open?this._hide_menu():this._show_menu()},e.prototype.click=function(){this.model.is_split?(this._hide_menu(),this.model.trigger_event(new r.ButtonClick),this.model.value=this.model.default_value,null!=this.model.callback&&this.model.callback.execute(this.model),t.prototype.click.call(this)):this._toggle_menu()},e.prototype._item_click=function(t){this._hide_menu();var e=this.model.menu[t];if(null!=e){var n=l.isString(e)?e:e[1];l.isString(n)?(this.model.trigger_event(new r.MenuItemClick(n)),this.model.value=n,null!=this.model.callback&&this.model.callback.execute(this.model)):(n.execute(this.model,{index:t}),null!=this.model.callback&&this.model.callback.execute(this.model))}},e}(o.AbstractButtonView);n.DropdownView=u;var c=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"Dropdown\",this.prototype.default_view=u,this.define({split:[a.Boolean,!1],menu:[a.Array,[]],value:[a.String],default_value:[a.String]}),this.override({label:\"Dropdown\"})},Object.defineProperty(e.prototype,\"is_split\",{get:function(){return this.split||null!=this.default_value},enumerable:!0,configurable:!0}),e}(o.AbstractButton);n.Dropdown=c,c.initClass()},433:function(t,e,n){var i=t(418);n.AbstractButton=i.AbstractButton;var o=t(419);n.AbstractIcon=o.AbstractIcon;var r=t(421);n.AutocompleteInput=r.AutocompleteInput;var s=t(422);n.Button=s.Button;var a=t(424);n.CheckboxButtonGroup=a.CheckboxButtonGroup;var l=t(425);n.CheckboxGroup=l.CheckboxGroup;var u=t(426);n.ColorPicker=u.ColorPicker;var c=t(428);n.DatePicker=c.DatePicker;var h=t(429);n.DateRangeSlider=h.DateRangeSlider;var d=t(430);n.DateSlider=d.DateSlider;var p=t(431);n.Div=p.Div;var f=t(432);n.Dropdown=f.Dropdown;var m=t(435);n.InputWidget=m.InputWidget;var v=t(437);n.Markup=v.Markup;var g=t(438);n.MultiSelect=g.MultiSelect;var _=t(439);n.Paragraph=_.Paragraph;var y=t(440);n.PasswordInput=y.PasswordInput;var b=t(441);n.PreText=b.PreText;var w=t(442);n.RadioButtonGroup=w.RadioButtonGroup;var x=t(443);n.RadioGroup=x.RadioGroup;var k=t(444);n.RangeSlider=k.RangeSlider;var S=t(445);n.Select=S.Select;var C=t(446);n.Slider=C.Slider;var D=t(447);n.Spinner=D.Spinner;var E=t(448);n.TextInput=E.TextInput;var M=t(449);n.TextAreaInput=M.TextAreaInput;var A=t(450);n.Toggle=A.Toggle;var N=t(461);n.Widget=N.Widget},434:function(t,e,n){var i=t(408),o=t(427),r=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.render()})},e}(o.ControlView);n.InputGroupView=r;var s=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"InputGroup\"},e}(o.Control);n.InputGroup=s,s.initClass()},435:function(t,e,n){var i=t(408),o=t(427),r=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.title.change,function(){e.label_el.textContent=e.model.title})},e.prototype.render=function(){t.prototype.render.call(this);var e=this.model.title;this.label_el=r.label({style:{display:0==e.length?\"none\":\"\"}},e),this.group_el=r.div({class:\"bk-input-group\"},this.label_el),this.el.appendChild(this.group_el)},e.prototype.change_input=function(){null!=this.model.callback&&this.model.callback.execute(this.model)},e}(o.ControlView);n.InputWidgetView=a;var l=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"InputWidget\",this.define({title:[s.String,\"\"],callback:[s.Any]})},e}(o.Control);n.InputWidget=l,l.initClass()},436:function(t,e,n){var i=t(433);n.Widgets=i;var o=t(0);o.register_models(i)},437:function(t,e,n){var i=t(408),o=t(13),r=t(5),s=t(18),a=t(461),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){e.render(),e.root.compute_layout()})},e.prototype._update_layout=function(){this.layout=new o.VariadicBox(this.el),this.layout.set_sizing(this.box_sizing())},e.prototype.render=function(){t.prototype.render.call(this);var e=i.__assign({},this.model.style,{display:\"inline-block\"});this.markup_el=r.div({class:\"bk-clearfix\",style:e}),this.el.appendChild(this.markup_el)},e}(a.WidgetView);n.MarkupView=l;var u=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"Markup\",this.define({text:[s.String,\"\"],style:[s.Any,{}]})},e}(a.Widget);n.Markup=u,u.initClass()},438:function(t,e,n){var i=t(408),o=t(5),r=t(46),s=t(32),a=t(18),l=t(435),u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.value.change,function(){return e.render_selection()}),this.connect(this.model.properties.options.change,function(){return e.render()}),this.connect(this.model.properties.name.change,function(){return e.render()}),this.connect(this.model.properties.title.change,function(){return e.render()}),this.connect(this.model.properties.size.change,function(){return e.render()}),this.connect(this.model.properties.disabled.change,function(){return e.render()})},e.prototype.render=function(){var e=this;t.prototype.render.call(this);var n=this.model.options.map(function(t){var e,n;return r.isString(t)?e=n=t:(e=t[0],n=t[1]),o.option({value:e},n)});this.select_el=o.select({multiple:!0,class:\"bk-input\",name:this.model.name,disabled:this.model.disabled},n),this.select_el.addEventListener(\"change\",function(){return e.change_input()}),this.group_el.appendChild(this.select_el),this.render_selection()},e.prototype.render_selection=function(){for(var t=new s.Set(this.model.value),e=0,n=Array.from(this.el.querySelectorAll(\"option\"));e<n.length;e++){var i=n[e];i.selected=t.has(i.value)}this.select_el.size=this.model.size},e.prototype.change_input=function(){for(var e=null!=this.el.querySelector(\"select:focus\"),n=[],i=0,o=Array.from(this.el.querySelectorAll(\"option\"));i<o.length;i++){var r=o[i];r.selected&&n.push(r.value)}this.model.value=n,t.prototype.change_input.call(this),e&&this.select_el.focus()},e}(l.InputWidgetView);n.MultiSelectView=u;var c=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"MultiSelect\",this.prototype.default_view=u,this.define({value:[a.Array,[]],options:[a.Array,[]],size:[a.Number,4]})},e}(l.InputWidget);n.MultiSelect=c,c.initClass()},439:function(t,e,n){var i=t(408),o=t(437),r=t(5),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.render=function(){t.prototype.render.call(this);var e=r.p({style:{margin:0}},this.model.text);this.markup_el.appendChild(e)},e}(o.MarkupView);n.ParagraphView=s;var a=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"Paragraph\",this.prototype.default_view=s},e}(o.Markup);n.Paragraph=a,a.initClass()},440:function(t,e,n){var i=t(408),o=t(448),r=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.render=function(){t.prototype.render.call(this),this.input_el.type=\"password\"},e}(o.TextInputView);n.PasswordInputView=r;var s=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"PasswordInput\",this.prototype.default_view=r},e}(o.TextInput);n.PasswordInput=s,s.initClass()},441:function(t,e,n){var i=t(408),o=t(437),r=t(5),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.render=function(){t.prototype.render.call(this);var e=r.pre({style:{overflow:\"auto\"}},this.model.text);this.markup_el.appendChild(e)},e}(o.MarkupView);n.PreTextView=s;var a=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"PreText\",this.prototype.default_view=s},e}(o.Markup);n.PreText=a,a.initClass()},442:function(t,e,n){var i=t(408),o=t(423),r=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return 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t.isDisabled&&e.push(\"is-disabled\"),t.isToday&&e.push(\"is-today\"),t.isSelected&&(e.push(\"is-selected\"),n=\"true\"),t.hasEvent&&e.push(\"has-event\"),t.isInRange&&e.push(\"is-inrange\"),t.isStartRange&&e.push(\"is-startrange\"),t.isEndRange&&e.push(\"is-endrange\"),'<td data-day=\"'+t.day+'\" class=\"'+e.join(\" \")+'\" aria-selected=\"'+n+'\"><button class=\"pika-button pika-day\" type=\"button\" data-pika-year=\"'+t.year+'\" data-pika-month=\"'+t.month+'\" data-pika-day=\"'+t.day+'\">'+t.day+\"</button></td>\"},w=function(t,e,n){var i=new Date(n,e,t),o=function(t){t.setHours(0,0,0,0);var e=t.getDate(),n=t.getDay(),i=function(t){return(t+7-1)%7};t.setDate(e+3-i(n));var o=new Date(t.getFullYear(),0,4),r=(t.getTime()-o.getTime())/864e5;return 1+Math.round((r-3+i(o.getDay()))/7)}(i);return'<td class=\"pika-week\">'+o+\"</td>\"},x=function(t,e,n,i){return'<tr class=\"pika-row'+(n?\" pick-whole-week\":\"\")+(i?\" is-selected\":\"\")+'\">'+(e?t.reverse():t).join(\"\")+\"</tr>\"},k=function(t,e,n,i,o,r){var s,a,u,c,h,d=t._o,p=n===d.minYear,f=n===d.maxYear,m='<div id=\"'+r+'\" class=\"pika-title\" role=\"heading\" aria-live=\"assertive\">',v=!0,g=!0;for(u=[],s=0;s<12;s++)u.push('<option value=\"'+(n===o?s-e:12+s-e)+'\"'+(s===i?' selected=\"selected\"':\"\")+(p&&s<d.minMonth||f&&s>d.maxMonth?' disabled=\"disabled\"':\"\")+\">\"+d.i18n.months[s]+\"</option>\");for(c='<div class=\"pika-label\">'+d.i18n.months[i]+'<select class=\"pika-select pika-select-month\" tabindex=\"-1\">'+u.join(\"\")+\"</select></div>\",l(d.yearRange)?(s=d.yearRange[0],a=d.yearRange[1]+1):(s=n-d.yearRange,a=1+n+d.yearRange),u=[];s<a&&s<=d.maxYear;s++)s>=d.minYear&&u.push('<option value=\"'+s+'\"'+(s===n?' selected=\"selected\"':\"\")+\">\"+s+\"</option>\");return h='<div class=\"pika-label\">'+n+d.yearSuffix+'<select class=\"pika-select pika-select-year\" tabindex=\"-1\">'+u.join(\"\")+\"</select></div>\",d.showMonthAfterYear?m+=h+c:m+=c+h,p&&(0===i||d.minMonth>=i)&&(v=!1),f&&(11===i||d.maxMonth<=i)&&(g=!1),0===e&&(m+='<button class=\"pika-prev'+(v?\"\":\" is-disabled\")+'\" type=\"button\">'+d.i18n.previousMonth+\"</button>\"),e===t._o.numberOfMonths-1&&(m+='<button class=\"pika-next'+(g?\"\":\" is-disabled\")+'\" type=\"button\">'+d.i18n.nextMonth+\"</button>\"),m+=\"</div>\"},S=function(t,e,n){return'<table cellpadding=\"0\" cellspacing=\"0\" class=\"pika-table\" role=\"grid\" aria-labelledby=\"'+n+'\">'+function(t){var e,n=[];for(t.showWeekNumber&&n.push(\"<th></th>\"),e=0;e<7;e++)n.push('<th scope=\"col\"><abbr title=\"'+y(t,e)+'\">'+y(t,e,!0)+\"</abbr></th>\");return\"<thead><tr>\"+(t.isRTL?n.reverse():n).join(\"\")+\"</tr></thead>\"}(t)+\"<tbody>\"+e.join(\"\")+\"</tbody></table>\"},C=function(t){var e=this,n=e.config(t);e._onMouseDown=function(t){if(e._v){var i=(t=t||window.event).target||t.srcElement;if(i)if(r(i,\"is-disabled\")||(!r(i,\"pika-button\")||r(i,\"is-empty\")||r(i.parentNode,\"is-disabled\")?r(i,\"pika-prev\")?e.prevMonth():r(i,\"pika-next\")&&e.nextMonth():(e.setDate(new Date(i.getAttribute(\"data-pika-year\"),i.getAttribute(\"data-pika-month\"),i.getAttribute(\"data-pika-day\"))),n.bound&&setTimeout(function(){e.hide(),n.blurFieldOnSelect&&n.field&&n.field.blur()},100))),r(i,\"pika-select\"))e._c=!0;else{if(!t.preventDefault)return t.returnValue=!1,!1;t.preventDefault()}}},e._onChange=function(t){var n=(t=t||window.event).target||t.srcElement;n&&(r(n,\"pika-select-month\")?e.gotoMonth(n.value):r(n,\"pika-select-year\")&&e.gotoYear(n.value))},e._onKeyChange=function(t){if(t=t||window.event,e.isVisible())switch(t.keyCode){case 13:case 27:n.field&&n.field.blur();break;case 37:e.adjustDate(\"subtract\",1);break;case 38:e.adjustDate(\"subtract\",7);break;case 39:e.adjustDate(\"add\",1);break;case 40:e.adjustDate(\"add\",7);break;case 8:case 46:e.setDate(null)}},e._parseFieldValue=function(){return n.parse?n.parse(n.field.value,n.format):new Date(Date.parse(n.field.value))},e._onInputChange=function(t){var n;t.firedBy!==e&&(n=e._parseFieldValue(),u(n)&&e.setDate(n),e._v||e.show())},e._onInputFocus=function(){e.show()},e._onInputClick=function(){e.show()},e._onInputBlur=function(){var t=document.activeElement;do{if(r(t,\"pika-single\"))return}while(t=t.parentNode);e._c||(e._b=setTimeout(function(){e.hide()},50)),e._c=!1},e._onClick=function(t){var i=(t=t||window.event).target||t.srcElement,o=i;if(i){do{if(r(o,\"pika-single\")||o===n.trigger)return}while(o=o.parentNode);e._v&&i!==n.trigger&&o!==n.trigger&&e.hide()}},e.el=document.createElement(\"div\"),e.el.className=\"pika-single\"+(n.isRTL?\" is-rtl\":\"\")+(n.theme?\" \"+n.theme:\"\"),i(e.el,\"mousedown\",e._onMouseDown,!0),i(e.el,\"touchend\",e._onMouseDown,!0),i(e.el,\"change\",e._onChange),n.keyboardInput&&i(document,\"keydown\",e._onKeyChange),n.field&&(n.container?n.container.appendChild(e.el):n.bound?document.body.appendChild(e.el):n.field.parentNode.insertBefore(e.el,n.field.nextSibling),i(n.field,\"change\",e._onInputChange),n.defaultDate||(n.defaultDate=e._parseFieldValue(),n.setDefaultDate=!0));var o=n.defaultDate;u(o)?n.setDefaultDate?e.setDate(o,!0):e.gotoDate(o):e.gotoDate(new Date),n.bound?(this.hide(),e.el.className+=\" is-bound\",i(n.trigger,\"click\",e._onInputClick),i(n.trigger,\"focus\",e._onInputFocus),i(n.trigger,\"blur\",e._onInputBlur)):this.show()};C.prototype={config:function(t){this._o||(this._o=m({},_,!0));var e=m(this._o,t,!0);e.isRTL=!!e.isRTL,e.field=e.field&&e.field.nodeName?e.field:null,e.theme=\"string\"==typeof e.theme&&e.theme?e.theme:null,e.bound=!!(void 0!==e.bound?e.field&&e.bound:e.field),e.trigger=e.trigger&&e.trigger.nodeName?e.trigger:e.field,e.disableWeekends=!!e.disableWeekends,e.disableDayFn=\"function\"==typeof e.disableDayFn?e.disableDayFn:null;var n=parseInt(e.numberOfMonths,10)||1;if(e.numberOfMonths=n>4?4:n,u(e.minDate)||(e.minDate=!1),u(e.maxDate)||(e.maxDate=!1),e.minDate&&e.maxDate&&e.maxDate<e.minDate&&(e.maxDate=e.minDate=!1),e.minDate&&this.setMinDate(e.minDate),e.maxDate&&this.setMaxDate(e.maxDate),l(e.yearRange)){var i=(new Date).getFullYear()-10;e.yearRange[0]=parseInt(e.yearRange[0],10)||i,e.yearRange[1]=parseInt(e.yearRange[1],10)||i}else e.yearRange=Math.abs(parseInt(e.yearRange,10))||_.yearRange,e.yearRange>100&&(e.yearRange=100);return e},toString:function(t){return t=t||this._o.format,u(this._d)?this._o.toString?this._o.toString(this._d,t):this._d.toDateString():\"\"},getDate:function(){return u(this._d)?new Date(this._d.getTime()):null},setDate:function(t,e){if(!t)return this._d=null,this._o.field&&(this._o.field.value=\"\",v(this._o.field,\"change\",{firedBy:this})),this.draw();if(\"string\"==typeof t&&(t=new Date(Date.parse(t))),u(t)){var n=this._o.minDate,i=this._o.maxDate;u(n)&&t<n?t=n:u(i)&&t>i&&(t=i),this._d=new Date(t.getTime()),p(this._d),this.gotoDate(this._d),this._o.field&&(this._o.field.value=this.toString(),v(this._o.field,\"change\",{firedBy:this})),e||\"function\"!=typeof this._o.onSelect||this._o.onSelect.call(this,this.getDate())}},clear:function(){this.setDate(null)},gotoDate:function(t){var e=!0;if(u(t)){if(this.calendars){var n=new Date(this.calendars[0].year,this.calendars[0].month,1),i=new Date(this.calendars[this.calendars.length-1].year,this.calendars[this.calendars.length-1].month,1),o=t.getTime();i.setMonth(i.getMonth()+1),i.setDate(i.getDate()-1),e=o<n.getTime()||i.getTime()<o}e&&(this.calendars=[{month:t.getMonth(),year:t.getFullYear()}],\"right\"===this._o.mainCalendar&&(this.calendars[0].month+=1-this._o.numberOfMonths)),this.adjustCalendars()}},adjustDate:function(t,e){var n,i=this.getDate()||new Date,o=24*parseInt(e)*60*60*1e3;\"add\"===t?n=new Date(i.valueOf()+o):\"subtract\"===t&&(n=new Date(i.valueOf()-o)),this.setDate(n)},adjustCalendars:function(){this.calendars[0]=g(this.calendars[0]);for(var t=1;t<this._o.numberOfMonths;t++)this.calendars[t]=g({month:this.calendars[0].month+t,year:this.calendars[0].year});this.draw()},gotoToday:function(){this.gotoDate(new Date)},gotoMonth:function(t){isNaN(t)||(this.calendars[0].month=parseInt(t,10),this.adjustCalendars())},nextMonth:function(){this.calendars[0].month++,this.adjustCalendars()},prevMonth:function(){this.calendars[0].month--,this.adjustCalendars()},gotoYear:function(t){isNaN(t)||(this.calendars[0].year=parseInt(t,10),this.adjustCalendars())},setMinDate:function(t){t instanceof Date?(p(t),this._o.minDate=t,this._o.minYear=t.getFullYear(),this._o.minMonth=t.getMonth()):(this._o.minDate=_.minDate,this._o.minYear=_.minYear,this._o.minMonth=_.minMonth,this._o.startRange=_.startRange),this.draw()},setMaxDate:function(t){t instanceof Date?(p(t),this._o.maxDate=t,this._o.maxYear=t.getFullYear(),this._o.maxMonth=t.getMonth()):(this._o.maxDate=_.maxDate,this._o.maxYear=_.maxYear,this._o.maxMonth=_.maxMonth,this._o.endRange=_.endRange),this.draw()},setStartRange:function(t){this._o.startRange=t},setEndRange:function(t){this._o.endRange=t},draw:function(t){if(this._v||t){var e,n=this._o,i=n.minYear,o=n.maxYear,r=n.minMonth,s=n.maxMonth,a=\"\";this._y<=i&&(this._y=i,!isNaN(r)&&this._m<r&&(this._m=r)),this._y>=o&&(this._y=o,!isNaN(s)&&this._m>s&&(this._m=s));for(var l=0;l<n.numberOfMonths;l++)e=\"pika-title-\"+Math.random().toString(36).replace(/[^a-z]+/g,\"\").substr(0,2),a+='<div class=\"pika-lendar\">'+k(this,l,this.calendars[l].year,this.calendars[l].month,this.calendars[0].year,e)+this.render(this.calendars[l].year,this.calendars[l].month,e)+\"</div>\";this.el.innerHTML=a,n.bound&&\"hidden\"!==n.field.type&&setTimeout(function(){n.trigger.focus()},1),\"function\"==typeof this._o.onDraw&&this._o.onDraw(this),n.bound&&n.field.setAttribute(\"aria-label\",n.ariaLabel)}},adjustPosition:function(){var t,e,n,i,o,r,l,u,c,h,d,p;if(!this._o.container){if(this.el.style.position=\"absolute\",t=this._o.trigger,e=t,n=this.el.offsetWidth,i=this.el.offsetHeight,o=window.innerWidth||document.documentElement.clientWidth,r=window.innerHeight||document.documentElement.clientHeight,l=window.pageYOffset||document.body.scrollTop||document.documentElement.scrollTop,d=!0,p=!0,\"function\"==typeof t.getBoundingClientRect)h=t.getBoundingClientRect(),u=h.left+window.pageXOffset,c=h.bottom+window.pageYOffset;else for(u=e.offsetLeft,c=e.offsetTop+e.offsetHeight;e=e.offsetParent;)u+=e.offsetLeft,c+=e.offsetTop;(this._o.reposition&&u+n>o||this._o.position.indexOf(\"right\")>-1&&u-n+t.offsetWidth>0)&&(u=u-n+t.offsetWidth,d=!1),(this._o.reposition&&c+i>r+l||this._o.position.indexOf(\"top\")>-1&&c-i-t.offsetHeight>0)&&(c=c-i-t.offsetHeight,p=!1),this.el.style.left=u+\"px\",this.el.style.top=c+\"px\",s(this.el,d?\"left-aligned\":\"right-aligned\"),s(this.el,p?\"bottom-aligned\":\"top-aligned\"),a(this.el,d?\"right-aligned\":\"left-aligned\"),a(this.el,p?\"top-aligned\":\"bottom-aligned\")}},render:function(t,e,n){var i=this._o,o=new Date,r=d(t,e),s=new Date(t,e,1).getDay(),a=[],l=[];p(o),i.firstDay>0&&(s-=i.firstDay)<0&&(s+=7);for(var h=0===e?11:e-1,m=11===e?0:e+1,v=0===e?t-1:t,g=11===e?t+1:t,_=d(v,h),y=r+s,k=y;k>7;)k-=7;y+=7-k;for(var C=!1,D=0,E=0;D<y;D++){var M=new Date(t,e,D-s+1),A=!!u(this._d)&&f(M,this._d),N=f(M,o),V=-1!==i.events.indexOf(M.toDateString()),I=D<s||D>=r+s,T=D-s+1,P=e,R=t,L=i.startRange&&f(i.startRange,M),O=i.endRange&&f(i.endRange,M),B=i.startRange&&i.endRange&&i.startRange<M&&M<i.endRange,U=i.minDate&&M<i.minDate||i.maxDate&&M>i.maxDate||i.disableWeekends&&c(M)||i.disableDayFn&&i.disableDayFn(M);I&&(D<s?(T=_+T,P=h,R=v):(T-=r,P=m,R=g));var W={day:T,month:P,year:R,hasEvent:V,isSelected:A,isToday:N,isDisabled:U,isEmpty:I,isStartRange:L,isEndRange:O,isInRange:B,showDaysInNextAndPreviousMonths:i.showDaysInNextAndPreviousMonths,enableSelectionDaysInNextAndPreviousMonths:i.enableSelectionDaysInNextAndPreviousMonths};i.pickWholeWeek&&A&&(C=!0),l.push(b(W)),7==++E&&(i.showWeekNumber&&l.unshift(w(D-s,e,t)),a.push(x(l,i.isRTL,i.pickWholeWeek,C)),l=[],E=0,C=!1)}return S(i,a,n)},isVisible:function(){return this._v},show:function(){this.isVisible()||(this._v=!0,this.draw(),a(this.el,\"is-hidden\"),this._o.bound&&(i(document,\"click\",this._onClick),this.adjustPosition()),\"function\"==typeof this._o.onOpen&&this._o.onOpen.call(this))},hide:function(){var t=this._v;!1!==t&&(this._o.bound&&o(document,\"click\",this._onClick),this.el.style.position=\"static\",this.el.style.left=\"auto\",this.el.style.top=\"auto\",s(this.el,\"is-hidden\"),this._v=!1,void 0!==t&&\"function\"==typeof this._o.onClose&&this._o.onClose.call(this))},destroy:function(){var t=this._o;this.hide(),o(this.el,\"mousedown\",this._onMouseDown,!0),o(this.el,\"touchend\",this._onMouseDown,!0),o(this.el,\"change\",this._onChange),t.keyboardInput&&o(document,\"keydown\",this._onKeyChange),t.field&&(o(t.field,\"change\",this._onInputChange),t.bound&&(o(t.trigger,\"click\",this._onInputClick),o(t.trigger,\"focus\",this._onInputFocus),o(t.trigger,\"blur\",this._onInputBlur))),this.el.parentNode&&this.el.parentNode.removeChild(this.el)}},e.exports=C}})}(this);\n",
+       "      //# sourceMappingURL=bokeh-widgets.min.js.map\n",
+       "      /* END bokeh-widgets.min.js */\n",
+       "    },\n",
+       "    \n",
+       "    function(Bokeh) {\n",
+       "      /* BEGIN bokeh-tables.min.js */\n",
+       "      /*!\n",
+       "       * Copyright (c) 2012 - 2018, Anaconda, Inc., and Bokeh Contributors\n",
+       "       * All rights reserved.\n",
+       "       * \n",
+       "       * Redistribution and use in source and binary forms, with or without modification,\n",
+       "       * are permitted provided that the following conditions are met:\n",
+       "       * \n",
+       "       * Redistributions of source code must retain the above copyright notice,\n",
+       "       * this list of conditions and the following disclaimer.\n",
+       "       * \n",
+       "       * Redistributions in binary form must reproduce the above copyright notice,\n",
+       "       * this list of conditions and the following disclaimer in the documentation\n",
+       "       * and/or other materials provided with the distribution.\n",
+       "       * \n",
+       "       * Neither the name of Anaconda nor the names of any contributors\n",
+       "       * may be used to endorse or promote products derived from this software\n",
+       "       * without specific prior written permission.\n",
+       "       * \n",
+       "       * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n",
+       "       * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n",
+       "       * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE\n",
+       "       * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE\n",
+       "       * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR\n",
+       "       * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF\n",
+       "       * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS\n",
+       "       * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN\n",
+       "       * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)\n",
+       "       * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF\n",
+       "       * THE POSSIBILITY OF SUCH DAMAGE.\n",
+       "       */\n",
+       "      !function(e,t){t(e.Bokeh)}(this,function(Bokeh){var define;return function(e,t,n){if(null!=Bokeh)return Bokeh.register_plugin(e,{\"models/widgets/tables/cell_editors\":454,\"models/widgets/tables/cell_formatters\":455,\"models/widgets/tables/data_table\":456,\"models/widgets/tables/index\":457,\"models/widgets/tables/main\":458,\"models/widgets/tables/table_column\":459,\"models/widgets/tables/table_widget\":460,\"models/widgets/widget\":461},458);throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\")}({454:function(e,t,n){var o=e(408),r=e(18),i=e(5),l=e(6),a=e(62),s=e(456),c=function(e){function t(t){var n=e.call(this,o.__assign({model:t.column.model},t))||this;return n.args=t,n.render(),n}return o.__extends(t,e),Object.defineProperty(t.prototype,\"emptyValue\",{get:function(){return null},enumerable:!0,configurable:!0}),t.prototype.initialize=function(){e.prototype.initialize.call(this),this.inputEl=this._createInput(),this.defaultValue=null},t.prototype.css_classes=function(){return e.prototype.css_classes.call(this).concat(\"bk-cell-editor\")},t.prototype.render=function(){e.prototype.render.call(this),this.args.container.appendChild(this.el),this.el.appendChild(this.inputEl),this.renderEditor(),this.disableNavigation()},t.prototype.renderEditor=function(){},t.prototype.disableNavigation=function(){this.inputEl.addEventListener(\"keydown\",function(e){switch(e.keyCode){case i.Keys.Left:case i.Keys.Right:case i.Keys.Up:case i.Keys.Down:case i.Keys.PageUp:case i.Keys.PageDown:e.stopImmediatePropagation()}})},t.prototype.destroy=function(){this.remove()},t.prototype.focus=function(){this.inputEl.focus()},t.prototype.show=function(){},t.prototype.hide=function(){},t.prototype.position=function(){},t.prototype.getValue=function(){return this.inputEl.value},t.prototype.setValue=function(e){this.inputEl.value=e},t.prototype.serializeValue=function(){return this.getValue()},t.prototype.isValueChanged=function(){return!(\"\"==this.getValue()&&null==this.defaultValue)&&this.getValue()!==this.defaultValue},t.prototype.applyValue=function(e,t){var n=this.args.grid.getData(),o=n.index.indexOf(e[s.DTINDEX_NAME]);n.setField(o,this.args.column.field,t)},t.prototype.loadValue=function(e){var t=e[this.args.column.field];this.defaultValue=null!=t?t:this.emptyValue,this.setValue(this.defaultValue)},t.prototype.validateValue=function(e){if(this.args.column.validator){var t=this.args.column.validator(e);if(!t.valid)return t}return{valid:!0,msg:null}},t.prototype.validate=function(){return this.validateValue(this.getValue())},t}(l.DOMView);n.CellEditorView=c;var u=function(e){function t(){return null!==e&&e.apply(this,arguments)||this}return o.__extends(t,e),t.initClass=function(){this.prototype.type=\"CellEditor\"},t}(a.Model);n.CellEditor=u,u.initClass();var d=function(e){function t(){return null!==e&&e.apply(this,arguments)||this}return o.__extends(t,e),Object.defineProperty(t.prototype,\"emptyValue\",{get:function(){return\"\"},enumerable:!0,configurable:!0}),t.prototype._createInput=function(){return i.input({type:\"text\"})},t.prototype.renderEditor=function(){this.inputEl.focus(),this.inputEl.select()},t.prototype.loadValue=function(t){e.prototype.loadValue.call(this,t),this.inputEl.defaultValue=this.defaultValue,this.inputEl.select()},t}(c);n.StringEditorView=d;var p=function(e){function t(){return null!==e&&e.apply(this,arguments)||this}return 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o.__extends(t,e),t.initClass=function(){this.prototype.type=\"HTMLTemplateFormatter\",this.define({template:[a.String,\"<%= value %>\"]})},t.prototype.doFormat=function(e,t,n,r,l){var a=this.template;return null==n?\"\":i(a)(o.__assign({},l,{value:n}))},t}(u);n.HTMLTemplateFormatter=g,g.initClass()},456:function(e,t,n){var o=e(408),r=e(469).Grid,i=e(467).RowSelectionModel,l=e(466).CheckboxSelectColumn,a=e(465).CellExternalCopyManager,s=e(18),c=e(40),u=e(46),d=e(24),p=e(35),f=e(17),h=e(13),g=e(460),m=e(461);n.DTINDEX_NAME=\"__bkdt_internal_index__\";var v=function(){function e(e,t){if(this.source=e,this.view=t,n.DTINDEX_NAME in this.source.data)throw new Error(\"special name \"+n.DTINDEX_NAME+\" cannot be used as a data table column\");this.index=this.view.indices}return e.prototype.getLength=function(){return this.index.length},e.prototype.getItem=function(e){for(var t={},o=0,r=p.keys(this.source.data);o<r.length;o++){var i=r[o];t[i]=this.source.data[i][this.index[e]]}return 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t=this;e.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return t.render()}),this.connect(this.model.source.streaming,function(){return t.updateGrid()}),this.connect(this.model.source.patching,function(){return t.updateGrid()}),this.connect(this.model.source.change,function(){return t.updateGrid()}),this.connect(this.model.source.properties.data.change,function(){return t.updateGrid()}),this.connect(this.model.source.selected.change,function(){return t.updateSelection()}),this.connect(this.model.source.selected.properties.indices.change,function(){return t.updateSelection()})},t.prototype._update_layout=function(){this.layout=new h.LayoutItem,this.layout.set_sizing(this.box_sizing())},t.prototype.update_position=function(){e.prototype.update_position.call(this),this.grid.resizeCanvas()},t.prototype.updateGrid=function(){var e=this;this.model.view.compute_indices(),this.data.constructor(this.model.source,this.model.view);var t=this.grid.getColumns(),n=this.grid.getSortColumns().map(function(n){return{sortCol:{field:t[e.grid.getColumnIndex(n.columnId)].field},sortAsc:n.sortAsc}});this.data.sort(n),this.grid.invalidate(),this.grid.render()},t.prototype.updateSelection=function(){var e=this;if(!this._in_selection_update){var t=this.model.source.selected.indices.map(function(t){return e.data.index.indexOf(t)});this._in_selection_update=!0,this.grid.setSelectedRows(t),this._in_selection_update=!1;var n=this.grid.getViewport(),o=this.model.get_scroll_index(n,t);null!=o&&this.grid.scrollRowToTop(o)}},t.prototype.newIndexColumn=function(){return{id:c.uniqueId(),name:this.model.index_header,field:n.DTINDEX_NAME,width:this.model.index_width,behavior:\"select\",cannotTriggerInsert:!0,resizable:!1,selectable:!1,sortable:!0,cssClass:\"bk-cell-index\",headerCssClass:\"bk-header-index\"}},t.prototype.css_classes=function(){return e.prototype.css_classes.call(this).concat(\"bk-data-table\")},t.prototype.render=function(){var e,t=this,n=this.model.columns.map(function(e){return e.toColumn()});if(\"checkbox\"==this.model.selectable&&(e=new l({cssClass:\"bk-cell-select\"}),n.unshift(e.getColumnDefinition())),null!=this.model.index_position){var o=this.model.index_position,s=this.newIndexColumn();-1==o?n.push(s):o<-1?n.splice(o+1,0,s):n.splice(o,0,s)}var c=this.model.reorderable;!c||\"undefined\"!=typeof $&&null!=$.fn&&null!=$.fn.sortable||(this._warned_not_reorderable||(f.logger.warn(\"jquery-ui is required to enable DataTable.reorderable\"),this._warned_not_reorderable=!0),c=!1);var d={enableCellNavigation:!1!==this.model.selectable,enableColumnReorder:c,forceFitColumns:this.model.fit_columns,multiColumnSort:this.model.sortable,editable:this.model.editable,autoEdit:!1,rowHeight:this.model.row_height};if(this.data=new v(this.model.source,this.model.view),this.grid=new r(this.el,this.data,n,d),this.grid.onSort.subscribe(function(e,o){n=o.sortCols,t.data.sort(n),t.grid.invalidate(),t.updateSelection(),t.grid.render(),t.model.header_row||t._hide_header(),t.model.update_sort_columns(n)}),!1!==this.model.selectable){this.grid.setSelectionModel(new i({selectActiveRow:null==e})),null!=e&&this.grid.registerPlugin(e);var p={dataItemColumnValueExtractor:function(e,t){var n=e[t.field];return u.isString(n)&&(n=n.replace(/\\n/g,\"\\\\n\")),n},includeHeaderWhenCopying:!1};this.grid.registerPlugin(new a(p)),this.grid.onSelectedRowsChanged.subscribe(function(e,n){t._in_selection_update||(t.model.source.selected.indices=n.rows.map(function(e){return t.data.index[e]}))}),this.updateSelection(),this.model.header_row||this._hide_header()}},t.prototype._hide_header=function(){for(var e=0,t=Array.from(this.el.querySelectorAll(\".slick-header-columns\"));e<t.length;e++){t[e].style.height=\"0px\"}this.grid.resizeCanvas()},t}(m.WidgetView);n.DataTableView=w;var C=function(e){function t(t){var n=e.call(this,t)||this;return n._sort_columns=[],n}return o.__extends(t,e),Object.defineProperty(t.prototype,\"sort_columns\",{get:function(){return this._sort_columns},enumerable:!0,configurable:!0}),t.initClass=function(){this.prototype.type=\"DataTable\",this.prototype.default_view=w,this.define({columns:[s.Array,[]],fit_columns:[s.Boolean,!0],sortable:[s.Boolean,!0],reorderable:[s.Boolean,!0],editable:[s.Boolean,!1],selectable:[s.Any,!0],index_position:[s.Int,0],index_header:[s.String,\"#\"],index_width:[s.Int,40],scroll_to_selection:[s.Boolean,!0],header_row:[s.Boolean,!0],row_height:[s.Int,25]}),this.override({width:600,height:400})},t.prototype.update_sort_columns=function(e){return this._sort_columns=e.map(function(e){return{field:e.sortCol.field,sortAsc:e.sortAsc}}),null},t.prototype.get_scroll_index=function(e,t){return this.scroll_to_selection&&0!=t.length?d.some(t,function(t){return e.top<=t&&t<=e.bottom})?null:Math.max(0,Math.min.apply(Math,t)-1):null},t}(g.TableWidget);n.DataTable=C,C.initClass()},457:function(e,t,n){var o=e(408);o.__exportStar(e(454),n),o.__exportStar(e(455),n);var r=e(456);n.DataTable=r.DataTable;var i=e(459);n.TableColumn=i.TableColumn;var l=e(460);n.TableWidget=l.TableWidget},458:function(e,t,n){var o=e(457);n.Tables=o,e(0).register_models(o)},459:function(e,t,n){var o=e(408),r=e(455),i=e(454),l=e(18),a=e(40),s=function(e){function t(t){return e.call(this,t)||this}return o.__extends(t,e),t.initClass=function(){this.prototype.type=\"TableColumn\",this.define({field:[l.String],title:[l.String],width:[l.Number,300],formatter:[l.Instance,function(){return new r.StringFormatter}],editor:[l.Instance,function(){return new i.StringEditor}],sortable:[l.Boolean,!0],default_sort:[l.Sort,\"ascending\"]})},t.prototype.toColumn=function(){return{id:a.uniqueId(),field:this.field,name:this.title,width:this.width,formatter:null!=this.formatter?this.formatter.doFormat.bind(this.formatter):void 0,model:this.editor,editor:this.editor.default_view,sortable:this.sortable,defaultSortAsc:\"ascending\"==this.default_sort}},t}(e(62).Model);n.TableColumn=s,s.initClass()},460:function(e,t,n){var o=e(408),r=e(461),i=e(211),l=e(18),a=function(e){function t(t){return e.call(this,t)||this}return o.__extends(t,e),t.initClass=function(){this.prototype.type=\"TableWidget\",this.define({source:[l.Instance],view:[l.Instance,function(){return new i.CDSView}]})},t.prototype.initialize=function(){e.prototype.initialize.call(this),null==this.view.source&&(this.view.source=this.source,this.view.compute_indices())},t}(r.Widget);n.TableWidget=a,a.initClass()},461:function(e,t,n){var o=e(408),r=e(164),i=e(18),l=function(e){function t(){return null!==e&&e.apply(this,arguments)||this}return o.__extends(t,e),t.prototype._width_policy=function(){return\"horizontal\"==this.model.orientation?e.prototype._width_policy.call(this):\"fixed\"},t.prototype._height_policy=function(){return\"horizontal\"==this.model.orientation?\"fixed\":e.prototype._height_policy.call(this)},t.prototype.box_sizing=function(){var t=e.prototype.box_sizing.call(this);return\"horizontal\"==this.model.orientation?null==t.width&&(t.width=this.model.default_size):null==t.height&&(t.height=this.model.default_size),t},t}(r.HTMLBoxView);n.WidgetView=l;var a=function(e){function t(t){return e.call(this,t)||this}return o.__extends(t,e),t.initClass=function(){this.prototype.type=\"Widget\",this.define({orientation:[i.Orientation,\"horizontal\"],default_size:[i.Number,300]}),this.override({margin:[5,5,5,5]})},t}(r.HTMLBox);n.Widget=a,a.initClass()},462:function(e,t,n){\n",
+       "      /*!\n",
+       "           * jQuery JavaScript Library v3.4.0\n",
+       "           * https://jquery.com/\n",
+       "           *\n",
+       "           * Includes Sizzle.js\n",
+       "           * https://sizzlejs.com/\n",
+       "           *\n",
+       "           * Copyright JS Foundation and other contributors\n",
+       "           * Released under the MIT license\n",
+       "           * https://jquery.org/license\n",
+       "           *\n",
+       "           * Date: 2019-04-10T19:48Z\n",
+       "           */\n",
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+       "               * https://sizzlejs.com/\n",
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+       "               * Copyright JS Foundation and other contributors\n",
+       "               * Released under the MIT license\n",
+       "               * https://js.foundation/\n",
+       "               *\n",
+       "               * Date: 2019-04-08\n",
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+       "           * Open Source MIT License - http://threedubmedia.com/code/license\n",
+       "           */\n",
+       "      var o=e(470);o.fn.drag=function(e,t,n){var r=\"string\"==typeof e?e:\"\",i=o.isFunction(e)?e:o.isFunction(t)?t:null;return 0!==r.indexOf(\"drag\")&&(r=\"drag\"+r),n=(e==i?t:n)||{},i?this.on(r,n,i):this.trigger(r)};var r=o.event,i=r.special,l=i.drag={defaults:{which:1,distance:0,not:\":input\",handle:null,relative:!1,drop:!0,click:!1},datakey:\"dragdata\",noBubble:!0,add:function(e){var t=o.data(this,l.datakey),n=e.data||{};t.related+=1,o.each(l.defaults,function(e,o){void 0!==n[e]&&(t[e]=n[e])})},remove:function(){o.data(this,l.datakey).related-=1},setup:function(){if(!o.data(this,l.datakey)){var e=o.extend({related:0},l.defaults);o.data(this,l.datakey,e),r.add(this,\"touchstart mousedown\",l.init,e),this.attachEvent&&this.attachEvent(\"ondragstart\",l.dontstart)}},teardown:function(){(o.data(this,l.datakey)||{}).related||(o.removeData(this,l.datakey),r.remove(this,\"touchstart mousedown\",l.init),l.textselect(!0),this.detachEvent&&this.detachEvent(\"ondragstart\",l.dontstart))},init:function(e){if(!l.touched){var t,n=e.data;if(!(0!=e.which&&n.which>0&&e.which!=n.which)&&!o(e.target).is(n.not)&&(!n.handle||o(e.target).closest(n.handle,e.currentTarget).length)&&(l.touched=\"touchstart\"==e.type?this:null,n.propagates=1,n.mousedown=this,n.interactions=[l.interaction(this,n)],n.target=e.target,n.pageX=e.pageX,n.pageY=e.pageY,n.dragging=null,t=l.hijack(e,\"draginit\",n),n.propagates))return(t=l.flatten(t))&&t.length&&(n.interactions=[],o.each(t,function(){n.interactions.push(l.interaction(this,n))})),n.propagates=n.interactions.length,!1!==n.drop&&i.drop&&i.drop.handler(e,n),l.textselect(!1),l.touched?r.add(l.touched,\"touchmove touchend\",l.handler,n):r.add(document,\"mousemove mouseup\",l.handler,n),!(!l.touched||n.live)&&void 0}},interaction:function(e,t){var n=e&&e.ownerDocument&&o(e)[t.relative?\"position\":\"offset\"]()||{top:0,left:0};return{drag:e,callback:new l.callback,droppable:[],offset:n}},handler:function(e){var t=e.data;switch(e.type){case!t.dragging&&\"touchmove\":e.preventDefault();case!t.dragging&&\"mousemove\":if(Math.pow(e.pageX-t.pageX,2)+Math.pow(e.pageY-t.pageY,2)<Math.pow(t.distance,2))break;e.target=t.target,l.hijack(e,\"dragstart\",t),t.propagates&&(t.dragging=!0);case\"touchmove\":e.preventDefault();case\"mousemove\":if(t.dragging){if(l.hijack(e,\"drag\",t),t.propagates){!1!==t.drop&&i.drop&&i.drop.handler(e,t);break}e.type=\"mouseup\"}case\"touchend\":case\"mouseup\":default:l.touched?r.remove(l.touched,\"touchmove touchend\",l.handler):r.remove(document,\"mousemove mouseup\",l.handler),t.dragging&&(!1!==t.drop&&i.drop&&i.drop.handler(e,t),l.hijack(e,\"dragend\",t)),l.textselect(!0),!1===t.click&&t.dragging&&o.data(t.mousedown,\"suppress.click\",(new Date).getTime()+5),t.dragging=l.touched=!1}},hijack:function(e,t,n,i,a){if(n){var s,c,u,d={event:e.originalEvent,type:e.type},p=t.indexOf(\"drop\")?\"drag\":\"drop\",f=i||0,h=isNaN(i)?n.interactions.length:i;e.type=t;var g=function(){};e.originalEvent=new o.Event(d.event,{preventDefault:g,stopPropagation:g,stopImmediatePropagation:g}),n.results=[];do{if(c=n.interactions[f]){if(\"dragend\"!==t&&c.cancelled)continue;u=l.properties(e,n,c),c.results=[],o(a||c[p]||n.droppable).each(function(i,a){if(u.target=a,e.isPropagationStopped=function(){return!1},!1===(s=a?r.dispatch.call(a,e,u):null)?(\"drag\"==p&&(c.cancelled=!0,n.propagates-=1),\"drop\"==t&&(c[p][i]=null)):\"dropinit\"==t&&c.droppable.push(l.element(s)||a),\"dragstart\"==t&&(c.proxy=o(l.element(s)||c.drag)[0]),c.results.push(s),delete e.result,\"dropinit\"!==t)return s}),n.results[f]=l.flatten(c.results),\"dropinit\"==t&&(c.droppable=l.flatten(c.droppable)),\"dragstart\"!=t||c.cancelled||u.update()}}while(++f<h);return e.type=d.type,e.originalEvent=d.event,l.flatten(n.results)}},properties:function(e,t,n){var o=n.callback;return o.drag=n.drag,o.proxy=n.proxy||n.drag,o.startX=t.pageX,o.startY=t.pageY,o.deltaX=e.pageX-t.pageX,o.deltaY=e.pageY-t.pageY,o.originalX=n.offset.left,o.originalY=n.offset.top,o.offsetX=o.originalX+o.deltaX,o.offsetY=o.originalY+o.deltaY,o.drop=l.flatten((n.drop||[]).slice()),o.available=l.flatten((n.droppable||[]).slice()),o},element:function(e){if(e&&(e.jquery||1==e.nodeType))return e},flatten:function(e){return o.map(e,function(e){return e&&e.jquery?o.makeArray(e):e&&e.length?l.flatten(e):e})},textselect:function(e){o(document)[e?\"off\":\"on\"](\"selectstart\",l.dontstart).css(\"MozUserSelect\",e?\"\":\"none\"),document.unselectable=e?\"off\":\"on\"},dontstart:function(){return!1},callback:function(){}};l.callback.prototype={update:function(){i.drop&&this.available.length&&o.each(this.available,function(e){i.drop.locate(this,e)})}};var a=r.dispatch;r.dispatch=function(e){if(!(o.data(this,\"suppress.\"+e.type)-(new Date).getTime()>0))return a.apply(this,arguments);o.removeData(this,\"suppress.\"+e.type)},i.draginit=i.dragstart=i.dragend=l},464:function(e,t,n){\n",
+       "      /*!\n",
+       "           * jquery.event.drop - v 2.3.0\n",
+       "           * Copyright (c) 2010 Three Dub Media - http://threedubmedia.com\n",
+       "           * Open Source MIT License - http://threedubmedia.com/code/license\n",
+       "           */\n",
+       "      var o=e(470);o.fn.drop=function(e,t,n){var r=\"string\"==typeof e?e:\"\",i=o.isFunction(e)?e:o.isFunction(t)?t:null;return 0!==r.indexOf(\"drop\")&&(r=\"drop\"+r),n=(e==i?t:n)||{},i?this.on(r,n,i):this.trigger(r)},o.drop=function(e){e=e||{},i.multi=!0===e.multi?1/0:!1===e.multi?1:isNaN(e.multi)?i.multi:e.multi,i.delay=e.delay||i.delay,i.tolerance=o.isFunction(e.tolerance)?e.tolerance:null===e.tolerance?null:i.tolerance,i.mode=e.mode||i.mode||\"intersect\"};var r=o.event.special,i=o.event.special.drop={multi:1,delay:20,mode:\"overlap\",targets:[],datakey:\"dropdata\",noBubble:!0,add:function(e){o.data(this,i.datakey).related+=1},remove:function(){o.data(this,i.datakey).related-=1},setup:function(){if(!o.data(this,i.datakey)){o.data(this,i.datakey,{related:0,active:[],anyactive:0,winner:0,location:{}}),i.targets.push(this)}},teardown:function(){if(!(o.data(this,i.datakey)||{}).related){o.removeData(this,i.datakey);var e=this;i.targets=o.grep(i.targets,function(t){return t!==e})}},handler:function(e,t){var n;if(t)switch(e.type){case\"mousedown\":case\"touchstart\":n=o(i.targets),\"string\"==typeof t.drop&&(n=n.filter(t.drop)),n.each(function(){var e=o.data(this,i.datakey);e.active=[],e.anyactive=0,e.winner=0}),t.droppable=n,r.drag.hijack(e,\"dropinit\",t);break;case\"mousemove\":case\"touchmove\":i.event=e,i.timer||i.tolerate(t);break;case\"mouseup\":case\"touchend\":i.timer=clearTimeout(i.timer),t.propagates&&(r.drag.hijack(e,\"drop\",t),r.drag.hijack(e,\"dropend\",t))}},locate:function(e,t){var n=o.data(e,i.datakey),r=o(e),l=r.offset()||{},a=r.outerHeight(),s=r.outerWidth(),c={elem:e,width:s,height:a,top:l.top,left:l.left,right:l.left+s,bottom:l.top+a};return n&&(n.location=c,n.index=t,n.elem=e),c},contains:function(e,t){return(t[0]||t.left)>=e.left&&(t[0]||t.right)<=e.right&&(t[1]||t.top)>=e.top&&(t[1]||t.bottom)<=e.bottom},modes:{intersect:function(e,t,n){return this.contains(n,[e.pageX,e.pageY])?1e9:this.modes.overlap.apply(this,arguments)},overlap:function(e,t,n){return Math.max(0,Math.min(n.bottom,t.bottom)-Math.max(n.top,t.top))*Math.max(0,Math.min(n.right,t.right)-Math.max(n.left,t.left))},fit:function(e,t,n){return this.contains(n,t)?1:0},middle:function(e,t,n){return this.contains(n,[t.left+.5*t.width,t.top+.5*t.height])?1:0}},sort:function(e,t){return t.winner-e.winner||e.index-t.index},tolerate:function(e){var t,n,l,a,s,c,u,d,p=0,f=e.interactions.length,h=[i.event.pageX,i.event.pageY],g=i.tolerance||i.modes[i.mode];do{if(d=e.interactions[p]){if(!d)return;d.drop=[],s=[],c=d.droppable.length,g&&(l=i.locate(d.proxy)),t=0;do{if(u=d.droppable[t]){if(!(n=(a=o.data(u,i.datakey)).location))continue;a.winner=g?g.call(i,i.event,l,n):i.contains(n,h)?1:0,s.push(a)}}while(++t<c);s.sort(i.sort),t=0;do{(a=s[t])&&(a.winner&&d.drop.length<i.multi?(a.active[p]||a.anyactive||(!1!==r.drag.hijack(i.event,\"dropstart\",e,p,a.elem)[0]?(a.active[p]=1,a.anyactive+=1):a.winner=0),a.winner&&d.drop.push(a.elem)):a.active[p]&&1==a.anyactive&&(r.drag.hijack(i.event,\"dropend\",e,p,a.elem),a.active[p]=0,a.anyactive-=1))}while(++t<c)}}while(++p<f);i.last&&h[0]==i.last.pageX&&h[1]==i.last.pageY?delete i.timer:i.timer=setTimeout(function(){i.tolerate(e)},i.delay),i.last=i.event}};r.dropinit=r.dropstart=r.dropend=i},465:function(e,t,n){var o=e(470),r=e(468),i=r.keyCode;t.exports={CellExternalCopyManager:function(e){var t,n,l=this,a=e||{},s=a.copiedCellStyleLayerKey||\"copy-manager\",c=a.copiedCellStyle||\"copied\",u=0,d=a.bodyElement||document.body,p=a.onCopyInit||null,f=a.onCopySuccess||null;function h(e){if(a.headerColumnValueExtractor){var t=a.headerColumnValueExtractor(e);if(t)return t}return e.name}function g(e,n,r){if(a.dataItemColumnValueExtractor){var i=a.dataItemColumnValueExtractor(e,n);if(i)return i}var l=\"\";if(n.editor){var s={container:o(\"<p>\"),column:n,position:{top:0,left:0},grid:t,event:r},c=new n.editor(s);c.loadValue(e),l=c.serializeValue(),c.destroy()}else l=e[n.field];return l}function m(e,n,r){if(a.dataItemColumnValueSetter)return a.dataItemColumnValueSetter(e,n,r);if(n.editor){var i={container:o(\"body\"),column:n,position:{top:0,left:0},grid:t},l=new n.editor(i);l.loadValue(e),l.applyValue(e,r),l.destroy()}else e[n.field]=r}function v(e){var t=document.createElement(\"textarea\");return t.style.position=\"absolute\",t.style.left=\"-1000px\",t.style.top=document.body.scrollTop+\"px\",t.value=e,d.appendChild(t),t.select(),t}function w(e,o){var r;if(!t.getEditorLock().isActive()||t.getOptions().autoEdit){if(e.which==i.ESC&&n&&(e.preventDefault(),y(),l.onCopyCancelled.notify({ranges:n}),n=null),(e.which===i.C||e.which===i.INSERT)&&(e.ctrlKey||e.metaKey)&&!e.shiftKey&&(p&&p.call(),0!=(r=t.getSelectionModel().getSelectedRanges()).length)){n=r,C(r),l.onCopyCells.notify({ranges:r});for(var s=t.getColumns(),c=\"\",u=0;u<r.length;u++){for(var w=r[u],b=[],x=w.fromRow;x<w.toRow+1;x++){var S=[],R=t.getDataItem(x);if(\"\"==b&&a.includeHeaderWhenCopying){for(var E=[],k=w.fromCell;k<w.toCell+1;k++)s[k].name.length>0&&E.push(h(s[k]));b.push(E.join(\"\\t\"))}for(k=w.fromCell;k<w.toCell+1;k++)S.push(g(R,s[k],e));b.push(S.join(\"\\t\"))}c+=b.join(\"\\r\\n\")+\"\\r\\n\"}if(window.clipboardData)return window.clipboardData.setData(\"Text\",c),!0;var T=document.activeElement;if((D=v(c)).focus(),setTimeout(function(){d.removeChild(D),T?T.focus():console.log(\"Not element to restore focus to after copy?\")},100),f){var P=0;P=1===r.length?r[0].toRow+1-r[0].fromRow:r.length,f.call(this,P)}return!1}if(!a.readOnlyMode&&(e.which===i.V&&(e.ctrlKey||e.metaKey)&&!e.shiftKey||e.which===i.INSERT&&e.shiftKey&&!e.ctrlKey)){var D=v(\"\");return setTimeout(function(){!function(e,t){var n=e.getColumns(),o=t.value.split(/[\\n\\f\\r]/);\"\"==o[o.length-1]&&o.pop();var r=[],i=0;d.removeChild(t);for(var s=0;s<o.length;s++)\"\"!=o[s]?r[i++]=o[s].split(\"\\t\"):r[s]=[\"\"];var c=e.getActiveCell(),u=e.getSelectionModel().getSelectedRanges(),p=u&&u.length?u[0]:null,f=null,h=null;if(p)f=p.fromRow,h=p.fromCell;else{if(!c)return;f=c.row,h=c.cell}var g=!1,v=r.length,w=r.length?r[0].length:0;1==r.length&&1==r[0].length&&p&&(g=!0,v=p.toRow-p.fromRow+1,w=p.toCell-p.fromCell+1);var y=e.getData().length-f,b=0;if(y<v&&a.newRowCreator){var x=e.getData();for(b=1;b<=v-y;b++)x.push({});e.setData(x),e.render()}var S=f+v>e.getDataLength();if(a.newRowCreator&&S){var R=f+v-e.getDataLength();a.newRowCreator(R)}var E={isClipboardCommand:!0,clippedRange:r,oldValues:[],cellExternalCopyManager:l,_options:a,setDataItemValueForColumn:m,markCopySelection:C,oneCellToMultiple:g,activeRow:f,activeCell:h,destH:v,destW:w,maxDestY:e.getDataLength(),maxDestX:e.getColumns().length,h:0,w:0,execute:function(){this.h=0;for(var t=0;t<this.destH;t++){this.oldValues[t]=[],this.w=0,this.h++;for(var o=0;o<this.destW;o++){this.w++;var i=f+t,l=h+o;if(i<this.maxDestY&&l<this.maxDestX){e.getCellNode(i,l);var a=e.getDataItem(i);this.oldValues[t][o]=a[n[l].field],g?this.setDataItemValueForColumn(a,n[l],r[0][0]):this.setDataItemValueForColumn(a,n[l],r[t]?r[t][o]:\"\"),e.updateCell(i,l),e.onCellChange.notify({row:i,cell:l,item:a,grid:e})}}}var s={fromCell:h,fromRow:f,toCell:h+this.w-1,toRow:f+this.h-1};this.markCopySelection([s]),e.getSelectionModel().setSelectedRanges([s]),this.cellExternalCopyManager.onPasteCells.notify({ranges:[s]})},undo:function(){for(var t=0;t<this.destH;t++)for(var o=0;o<this.destW;o++){var r=f+t,i=h+o;if(r<this.maxDestY&&i<this.maxDestX){e.getCellNode(r,i);var l=e.getDataItem(r);g?this.setDataItemValueForColumn(l,n[i],this.oldValues[0][0]):this.setDataItemValueForColumn(l,n[i],this.oldValues[t][o]),e.updateCell(r,i),e.onCellChange.notify({row:r,cell:i,item:l,grid:e})}}var a={fromCell:h,fromRow:f,toCell:h+this.w-1,toRow:f+this.h-1};if(this.markCopySelection([a]),e.getSelectionModel().setSelectedRanges([a]),this.cellExternalCopyManager.onPasteCells.notify({ranges:[a]}),b>1){for(var s=e.getData();b>1;b--)s.splice(s.length-1,1);e.setData(s),e.render()}}};a.clipboardCommandHandler?a.clipboardCommandHandler(E):E.execute()}(t,D)},100),!1}}}function C(e){y();for(var n=t.getColumns(),o={},r=0;r<e.length;r++)for(var i=e[r].fromRow;i<=e[r].toRow;i++){o[i]={};for(var a=e[r].fromCell;a<=e[r].toCell&&a<n.length;a++)o[i][n[a].id]=c}t.setCellCssStyles(s,o),clearTimeout(u),u=setTimeout(function(){l.clearCopySelection()},2e3)}function y(){t.removeCellCssStyles(s)}o.extend(this,{init:function(e){(t=e).onKeyDown.subscribe(w);var n=e.getSelectionModel();if(!n)throw new Error(\"Selection model is mandatory for this plugin. Please set a selection model on the grid before adding this plugin: grid.setSelectionModel(new Slick.CellSelectionModel())\");n.onSelectedRangesChanged.subscribe(function(e,n){t.focus()})},destroy:function(){t.onKeyDown.unsubscribe(w)},clearCopySelection:y,handleKeyDown:w,onCopyCells:new r.Event,onCopyCancelled:new r.Event,onPasteCells:new r.Event,setIncludeHeaderWhenCopying:function(e){a.includeHeaderWhenCopying=e}})}}},466:function(e,t,n){var o=e(470),r=e(468);t.exports={CheckboxSelectColumn:function(e){var t,n=v(),i=new r.EventHandler,l={},a=!1,s=o.extend(!0,{},{columnId:\"_checkbox_selector\",cssClass:null,hideSelectAllCheckbox:!1,toolTip:\"Select/Deselect All\",width:30,hideInColumnTitleRow:!1,hideInFilterHeaderRow:!0},e);function c(){t.updateColumnHeader(s.columnId,\"\",\"\")}function u(){o(\"#filter-checkbox-selectall-container\").hide()}function d(e,r){var i,c,u=t.getSelectedRows(),d={};for(c=0;c<u.length;c++)d[i=u[c]]=!0,d[i]!==l[i]&&(t.invalidateRow(i),delete l[i]);for(c in l)t.invalidateRow(c);l=d,t.render(),a=u.length&&u.length==t.getDataLength(),s.hideInColumnTitleRow||s.hideSelectAllCheckbox||(a?t.updateColumnHeader(s.columnId,\"<input id='header-selector\"+n+\"' type='checkbox' checked='checked'><label for='header-selector\"+n+\"'></label>\",s.toolTip):t.updateColumnHeader(s.columnId,\"<input id='header-selector\"+n+\"' type='checkbox'><label for='header-selector\"+n+\"'></label>\",s.toolTip)),s.hideInFilterHeaderRow||o(\"#header-filter-selector\"+n).prop(\"checked\",a)}function p(e,n){32==e.which&&t.getColumns()[n.cell].id===s.columnId&&(t.getEditorLock().isActive()&&!t.getEditorLock().commitCurrentEdit()||h(n.row),e.preventDefault(),e.stopImmediatePropagation())}function f(e,n){if(t.getColumns()[n.cell].id===s.columnId&&o(e.target).is(\":checkbox\")){if(t.getEditorLock().isActive()&&!t.getEditorLock().commitCurrentEdit())return e.preventDefault(),void e.stopImmediatePropagation();h(n.row),e.stopPropagation(),e.stopImmediatePropagation()}}function h(e){l[e]?t.setSelectedRows(o.grep(t.getSelectedRows(),function(t){return t!=e})):t.setSelectedRows(t.getSelectedRows().concat(e)),t.setActiveCell(e,function(){if(null===m){m=0;for(var e=t.getColumns(),n=0;n<e.length;n++)e[n].id==s.columnId&&(m=n)}return m}()),t.focus()}function g(e,n){if(n.column.id==s.columnId&&o(e.target).is(\":checkbox\")){if(t.getEditorLock().isActive()&&!t.getEditorLock().commitCurrentEdit())return e.preventDefault(),void e.stopImmediatePropagation();if(o(e.target).is(\":checked\")){for(var r=[],i=0;i<t.getDataLength();i++)r.push(i);t.setSelectedRows(r)}else t.setSelectedRows([]);e.stopPropagation(),e.stopImmediatePropagation()}}var m=null;function v(){return Math.round(1e7*Math.random())}function w(e,t,n,o,r){var i=v()+e;return r?l[e]?\"<input id='selector\"+i+\"' type='checkbox' checked='checked'><label for='selector\"+i+\"'></label>\":\"<input id='selector\"+i+\"' type='checkbox'><label for='selector\"+i+\"'></label>\":null}o.extend(this,{init:function(e){t=e,i.subscribe(t.onSelectedRowsChanged,d).subscribe(t.onClick,f).subscribe(t.onKeyDown,p),s.hideInFilterHeaderRow||function(e){e.onHeaderRowCellRendered.subscribe(function(e,t){\"sel\"===t.column.field&&(o(t.node).empty(),o(\"<span id='filter-checkbox-selectall-container'><input id='header-filter-selector\"+n+\"' type='checkbox'><label for='header-filter-selector\"+n+\"'></label></span>\").appendTo(t.node).on(\"click\",function(e){g(e,t)}))})}(e),s.hideInColumnTitleRow||i.subscribe(t.onHeaderClick,g)},destroy:function(){i.unsubscribeAll()},deSelectRows:function(e){var n,r=e.length,i=[];for(n=0;n<r;n++)l[e[n]]&&(i[i.length]=e[n]);t.setSelectedRows(o.grep(t.getSelectedRows(),function(e){return i.indexOf(e)<0}))},selectRows:function(e){var n,o=e.length,r=[];for(n=0;n<o;n++)l[e[n]]||(r[r.length]=e[n]);t.setSelectedRows(t.getSelectedRows().concat(r))},getColumnDefinition:function(){return{id:s.columnId,name:s.hideSelectAllCheckbox||s.hideInColumnTitleRow?\"\":\"<input id='header-selector\"+n+\"' type='checkbox'><label for='header-selector\"+n+\"'></label>\",toolTip:s.toolTip,field:\"sel\",width:s.width,resizable:!1,sortable:!1,cssClass:s.cssClass,hideSelectAllCheckbox:s.hideSelectAllCheckbox,formatter:w}},getOptions:function(){return s},setOptions:function(e){if((s=o.extend(!0,{},s,e)).hideSelectAllCheckbox)c(),u();else if(s.hideInColumnTitleRow?c():(a?t.updateColumnHeader(s.columnId,\"<input id='header-selector\"+n+\"' type='checkbox' checked='checked'><label for='header-selector\"+n+\"'></label>\",s.toolTip):t.updateColumnHeader(s.columnId,\"<input id='header-selector\"+n+\"' type='checkbox'><label for='header-selector\"+n+\"'></label>\",s.toolTip),i.subscribe(t.onHeaderClick,g)),s.hideInFilterHeaderRow)u();else{var r=o(\"#filter-checkbox-selectall-container\");r.show(),r.find('input[type=\"checkbox\"]').prop(\"checked\",a)}}})}}},467:function(e,t,n){var o=e(470),r=e(468);t.exports={RowSelectionModel:function(e){var t,n,i,l=[],a=this,s=new r.EventHandler,c={selectActiveRow:!0};function u(e){return function(){n||(n=!0,e.apply(this,arguments),n=!1)}}function d(e){for(var t=[],n=0;n<e.length;n++)for(var o=e[n].fromRow;o<=e[n].toRow;o++)t.push(o);return t}function p(e){for(var n=[],o=t.getColumns().length-1,i=0;i<e.length;i++)n.push(new r.Range(e[i],0,e[i],o));return n}function f(){return d(l)}function h(e){(l&&0!==l.length||e&&0!==e.length)&&(l=e,a.onSelectedRangesChanged.notify(l))}function g(e,n){i.selectActiveRow&&null!=n.row&&h([new r.Range(n.row,0,n.row,t.getColumns().length-1)])}function m(e){var n=t.getActiveCell();if(t.getOptions().multiSelect&&n&&e.shiftKey&&!e.ctrlKey&&!e.altKey&&!e.metaKey&&(e.which==r.keyCode.UP||e.which==r.keyCode.DOWN)){var o=f();o.sort(function(e,t){return e-t}),o.length||(o=[n.row]);var i,l=o[0],a=o[o.length-1];(i=e.which==r.keyCode.DOWN?n.row<a||l==a?++a:++l:n.row<a?--a:--l)>=0&&i<t.getDataLength()&&(t.scrollRowIntoView(i),h(p(function(e,t){var n,o=[];for(n=e;n<=t;n++)o.push(n);for(n=t;n<e;n++)o.push(n);return o}(l,a)))),e.preventDefault(),e.stopPropagation()}}function v(e){var n=t.getCellFromEvent(e);if(!n||!t.canCellBeActive(n.row,n.cell))return!1;if(!t.getOptions().multiSelect||!e.ctrlKey&&!e.shiftKey&&!e.metaKey)return!1;var r=d(l),i=o.inArray(n.row,r);if(-1===i&&(e.ctrlKey||e.metaKey))r.push(n.row),t.setActiveCell(n.row,n.cell);else if(-1!==i&&(e.ctrlKey||e.metaKey))r=o.grep(r,function(e,t){return e!==n.row}),t.setActiveCell(n.row,n.cell);else if(r.length&&e.shiftKey){var a=r.pop(),s=Math.min(n.row,a),c=Math.max(n.row,a);r=[];for(var u=s;u<=c;u++)u!==a&&r.push(u);r.push(a),t.setActiveCell(n.row,n.cell)}return h(p(r)),e.stopImmediatePropagation(),!0}o.extend(this,{getSelectedRows:f,setSelectedRows:function(e){h(p(e))},getSelectedRanges:function(){return l},setSelectedRanges:h,init:function(n){i=o.extend(!0,{},c,e),t=n,s.subscribe(t.onActiveCellChanged,u(g)),s.subscribe(t.onKeyDown,u(m)),s.subscribe(t.onClick,u(v))},destroy:function(){s.unsubscribeAll()},onSelectedRangesChanged:new r.Event})}}},468:function(e,t,n){function o(){var e=!1,t=!1;this.stopPropagation=function(){e=!0},this.isPropagationStopped=function(){return e},this.stopImmediatePropagation=function(){t=!0},this.isImmediatePropagationStopped=function(){return t}}function r(){this.__nonDataRow=!0}function i(){this.__group=!0,this.level=0,this.count=0,this.value=null,this.title=null,this.collapsed=!1,this.selectChecked=!1,this.totals=null,this.rows=[],this.groups=null,this.groupingKey=null}function l(){this.__groupTotals=!0,this.group=null,this.initialized=!1}function a(){var e=null;this.isActive=function(t){return t?e===t:null!==e},this.activate=function(t){if(t!==e){if(null!==e)throw new Error(\"SlickGrid.EditorLock.activate: an editController is still active, can't activate another editController\");if(!t.commitCurrentEdit)throw new Error(\"SlickGrid.EditorLock.activate: editController must implement .commitCurrentEdit()\");if(!t.cancelCurrentEdit)throw new Error(\"SlickGrid.EditorLock.activate: editController must implement .cancelCurrentEdit()\");e=t}},this.deactivate=function(t){if(e!==t)throw new Error(\"SlickGrid.EditorLock.deactivate: specified editController is not the currently active one\");e=null},this.commitCurrentEdit=function(){return!e||e.commitCurrentEdit()},this.cancelCurrentEdit=function(){return!e||e.cancelCurrentEdit()}}i.prototype=new r,i.prototype.equals=function(e){return this.value===e.value&&this.count===e.count&&this.collapsed===e.collapsed&&this.title===e.title},l.prototype=new r,t.exports={Event:function(){var e=[];this.subscribe=function(t){e.push(t)},this.unsubscribe=function(t){for(var n=e.length-1;n>=0;n--)e[n]===t&&e.splice(n,1)},this.notify=function(t,n,r){var i;n=n||new o,r=r||this;for(var l=0;l<e.length&&!n.isPropagationStopped()&&!n.isImmediatePropagationStopped();l++)i=e[l].call(r,n,t);return i}},EventData:o,EventHandler:function(){var e=[];this.subscribe=function(t,n){return e.push({event:t,handler:n}),t.subscribe(n),this},this.unsubscribe=function(t,n){for(var o=e.length;o--;)if(e[o].event===t&&e[o].handler===n)return e.splice(o,1),void t.unsubscribe(n);return this},this.unsubscribeAll=function(){for(var t=e.length;t--;)e[t].event.unsubscribe(e[t].handler);return e=[],this}},Range:function(e,t,n,o){void 0===n&&void 0===o&&(n=e,o=t),this.fromRow=Math.min(e,n),this.fromCell=Math.min(t,o),this.toRow=Math.max(e,n),this.toCell=Math.max(t,o),this.isSingleRow=function(){return this.fromRow==this.toRow},this.isSingleCell=function(){return this.fromRow==this.toRow&&this.fromCell==this.toCell},this.contains=function(e,t){return e>=this.fromRow&&e<=this.toRow&&t>=this.fromCell&&t<=this.toCell},this.toString=function(){return this.isSingleCell()?\"(\"+this.fromRow+\":\"+this.fromCell+\")\":\"(\"+this.fromRow+\":\"+this.fromCell+\" - \"+this.toRow+\":\"+this.toCell+\")\"}},NonDataRow:r,Group:i,GroupTotals:l,EditorLock:a,GlobalEditorLock:new a,keyCode:{BACKSPACE:8,DELETE:46,DOWN:40,END:35,ENTER:13,ESCAPE:27,ESC:27,HOME:36,INSERT:45,LEFT:37,PAGE_DOWN:34,PAGE_UP:33,RIGHT:39,TAB:9,UP:38,C:67,V:86},preClickClassName:\"slick-edit-preclick\"}},469:function _(require,module,exports){\n",
+       "      /**\n",
+       "           * @license\n",
+       "           * (c) 2009-2016 Michael Leibman\n",
+       "           * michael{dot}leibman{at}gmail{dot}com\n",
+       "           * http://github.com/mleibman/slickgrid\n",
+       "           *\n",
+       "           * Distributed under MIT license.\n",
+       "           * All rights reserved.\n",
+       "           *\n",
+       "           * SlickGrid v2.3\n",
+       "           *\n",
+       "           * NOTES:\n",
+       "           *     Cell/row DOM manipulations are done directly bypassing jQuery's DOM manipulation methods.\n",
+       "           *     This increases the speed dramatically, but can only be done safely because there are no event handlers\n",
+       "           *     or data associated with any cell/row DOM nodes.  Cell editors must make sure they implement .destroy()\n",
+       "           *     and do proper cleanup.\n",
+       "           */\n",
+       "      var $=require(470),Slick=require(468),scrollbarDimensions,maxSupportedCssHeight;function SlickGrid(container,data,columns,options){$.fn.drag||require(463),$.fn.drop||require(464);var defaults={alwaysShowVerticalScroll:!1,explicitInitialization:!1,rowHeight:25,defaultColumnWidth:80,enableAddRow:!1,leaveSpaceForNewRows:!1,editable:!1,autoEdit:!0,suppressActiveCellChangeOnEdit:!1,enableCellNavigation:!0,enableColumnReorder:!0,asyncEditorLoading:!1,asyncEditorLoadDelay:100,forceFitColumns:!1,enableAsyncPostRender:!1,asyncPostRenderDelay:50,enableAsyncPostRenderCleanup:!1,asyncPostRenderCleanupDelay:40,autoHeight:!1,editorLock:Slick.GlobalEditorLock,showHeaderRow:!1,headerRowHeight:25,createFooterRow:!1,showFooterRow:!1,footerRowHeight:25,createPreHeaderPanel:!1,showPreHeaderPanel:!1,preHeaderPanelHeight:25,showTopPanel:!1,topPanelHeight:25,formatterFactory:null,editorFactory:null,cellFlashingCssClass:\"flashing\",selectedCellCssClass:\"selected\",multiSelect:!0,enableTextSelectionOnCells:!1,dataItemColumnValueExtractor:null,fullWidthRows:!1,multiColumnSort:!1,numberedMultiColumnSort:!1,tristateMultiColumnSort:!1,sortColNumberInSeparateSpan:!1,defaultFormatter:defaultFormatter,forceSyncScrolling:!1,addNewRowCssClass:\"new-row\",preserveCopiedSelectionOnPaste:!1,showCellSelection:!0,viewportClass:null,minRowBuffer:3,emulatePagingWhenScrolling:!0,editorCellNavOnLRKeys:!1},columnDefaults={name:\"\",resizable:!0,sortable:!1,minWidth:30,rerenderOnResize:!1,headerCssClass:null,defaultSortAsc:!0,focusable:!0,selectable:!0},th,h,ph,n,cj,page=0,offset=0,vScrollDir=1,initialized=!1,$container,uid=\"slickgrid_\"+Math.round(1e6*Math.random()),self=this,$focusSink,$focusSink2,$headerScroller,$headers,$headerRow,$headerRowScroller,$headerRowSpacer,$footerRow,$footerRowScroller,$footerRowSpacer,$preHeaderPanel,$preHeaderPanelScroller,$preHeaderPanelSpacer,$topPanelScroller,$topPanel,$viewport,$canvas,$style,$boundAncestors,stylesheet,columnCssRulesL,columnCssRulesR,viewportH,viewportW,canvasWidth,viewportHasHScroll,viewportHasVScroll,headerColumnWidthDiff=0,headerColumnHeightDiff=0,cellWidthDiff=0,cellHeightDiff=0,jQueryNewWidthBehaviour=!1,absoluteColumnMinWidth,tabbingDirection=1,activePosX,activeRow,activeCell,activeCellNode=null,currentEditor=null,serializedEditorValue,editController,rowsCache={},renderedRows=0,numVisibleRows,prevScrollTop=0,scrollTop=0,lastRenderedScrollTop=0,lastRenderedScrollLeft=0,prevScrollLeft=0,scrollLeft=0,selectionModel,selectedRows=[],plugins=[],cellCssClasses={},columnsById={},sortColumns=[],columnPosLeft=[],columnPosRight=[],pagingActive=!1,pagingIsLastPage=!1,scrollThrottle=ActionThrottle(render,50),h_editorLoader=null,h_render=null,h_postrender=null,h_postrenderCleanup=null,postProcessedRows={},postProcessToRow=null,postProcessFromRow=null,postProcessedCleanupQueue=[],postProcessgroupId=0,counter_rows_rendered=0,counter_rows_removed=0,rowNodeFromLastMouseWheelEvent,zombieRowNodeFromLastMouseWheelEvent,zombieRowCacheFromLastMouseWheelEvent,zombieRowPostProcessedFromLastMouseWheelEvent,cssShow={position:\"absolute\",visibility:\"hidden\",display:\"block\"},$hiddenParents,oldProps=[],columnResizeDragging=!1;function init(){if(($container=container instanceof $?container:$(container)).length<1)throw new Error(\"SlickGrid requires a valid container, \"+container+\" does not exist in the DOM.\");cacheCssForHiddenInit(),maxSupportedCssHeight=maxSupportedCssHeight||getMaxSupportedCssHeight(),options=$.extend({},defaults,options),validateAndEnforceOptions(),columnDefaults.width=options.defaultColumnWidth,columnsById={};for(var e=0;e<columns.length;e++){var t=columns[e]=$.extend({},columnDefaults,columns[e]);columnsById[t.id]=e,t.minWidth&&t.width<t.minWidth&&(t.width=t.minWidth),t.maxWidth&&t.width>t.maxWidth&&(t.width=t.maxWidth)}if(options.enableColumnReorder&&!$.fn.sortable)throw new Error(\"SlickGrid's 'enableColumnReorder = true' option requires jquery-ui.sortable module to be loaded\");editController={commitCurrentEdit:commitCurrentEdit,cancelCurrentEdit:cancelCurrentEdit},$container.empty().css(\"overflow\",\"hidden\").css(\"outline\",0).addClass(uid).addClass(\"ui-widget\"),/relative|absolute|fixed/.test($container.css(\"position\"))||$container.css(\"position\",\"relative\"),$focusSink=$(\"<div tabIndex='0' hideFocus style='position:fixed;width:0;height:0;top:0;left:0;outline:0;'></div>\").appendTo($container),options.createPreHeaderPanel&&($preHeaderPanelScroller=$(\"<div class='slick-preheader-panel ui-state-default' style='overflow:hidden;position:relative;' />\").appendTo($container),$preHeaderPanel=$(\"<div />\").appendTo($preHeaderPanelScroller),$preHeaderPanelSpacer=$(\"<div style='display:block;height:1px;position:absolute;top:0;left:0;'></div>\").appendTo($preHeaderPanelScroller),options.showPreHeaderPanel||$preHeaderPanelScroller.hide()),$headerScroller=$(\"<div class='slick-header ui-state-default' />\").appendTo($container),$headers=$(\"<div class='slick-header-columns' style='left:-1000px' />\").appendTo($headerScroller),$headerRowScroller=$(\"<div class='slick-headerrow ui-state-default' />\").appendTo($container),$headerRow=$(\"<div class='slick-headerrow-columns' />\").appendTo($headerRowScroller),$headerRowSpacer=$(\"<div style='display:block;height:1px;position:absolute;top:0;left:0;'></div>\").appendTo($headerRowScroller),$topPanelScroller=$(\"<div class='slick-top-panel-scroller ui-state-default' />\").appendTo($container),$topPanel=$(\"<div class='slick-top-panel' style='width:10000px' />\").appendTo($topPanelScroller),options.showTopPanel||$topPanelScroller.hide(),options.showHeaderRow||$headerRowScroller.hide(),($viewport=$(\"<div class='slick-viewport' style='width:100%;overflow:auto;outline:0;position:relative;;'>\").appendTo($container)).css(\"overflow-y\",options.alwaysShowVerticalScroll?\"scroll\":options.autoHeight?\"hidden\":\"auto\"),$viewport.css(\"overflow-x\",options.forceFitColumns?\"hidden\":\"auto\"),options.viewportClass&&$viewport.toggleClass(options.viewportClass,!0),$canvas=$(\"<div class='grid-canvas' />\").appendTo($viewport),scrollbarDimensions=scrollbarDimensions||measureScrollbar(),$preHeaderPanelSpacer&&$preHeaderPanelSpacer.css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\"),$headers.width(getHeadersWidth()),$headerRowSpacer.css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\"),options.createFooterRow&&($footerRowScroller=$(\"<div class='slick-footerrow ui-state-default' />\").appendTo($container),$footerRow=$(\"<div class='slick-footerrow-columns' />\").appendTo($footerRowScroller),$footerRowSpacer=$(\"<div style='display:block;height:1px;position:absolute;top:0;left:0;'></div>\").css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\").appendTo($footerRowScroller),options.showFooterRow||$footerRowScroller.hide()),$focusSink2=$focusSink.clone().appendTo($container),options.explicitInitialization||finishInitialization()}function finishInitialization(){initialized||(initialized=!0,viewportW=parseFloat($.css($container[0],\"width\",!0)),measureCellPaddingAndBorder(),disableSelection($headers),options.enableTextSelectionOnCells||$viewport.on(\"selectstart.ui\",function(e){return $(e.target).is(\"input,textarea\")}),updateColumnCaches(),createColumnHeaders(),setupColumnSort(),createCssRules(),resizeCanvas(),bindAncestorScrollEvents(),$container.on(\"resize.slickgrid\",resizeCanvas),$viewport.on(\"scroll\",handleScroll),$headerScroller.on(\"contextmenu\",handleHeaderContextMenu).on(\"click\",handleHeaderClick).on(\"mouseenter\",\".slick-header-column\",handleHeaderMouseEnter).on(\"mouseleave\",\".slick-header-column\",handleHeaderMouseLeave),$headerRowScroller.on(\"scroll\",handleHeaderRowScroll),options.createFooterRow&&$footerRowScroller.on(\"scroll\",handleFooterRowScroll),options.createPreHeaderPanel&&$preHeaderPanelScroller.on(\"scroll\",handlePreHeaderPanelScroll),$focusSink.add($focusSink2).on(\"keydown\",handleKeyDown),$canvas.on(\"keydown\",handleKeyDown).on(\"click\",handleClick).on(\"dblclick\",handleDblClick).on(\"contextmenu\",handleContextMenu).on(\"draginit\",handleDragInit).on(\"dragstart\",{distance:3},handleDragStart).on(\"drag\",handleDrag).on(\"dragend\",handleDragEnd).on(\"mouseenter\",\".slick-cell\",handleMouseEnter).on(\"mouseleave\",\".slick-cell\",handleMouseLeave),navigator.userAgent.toLowerCase().match(/webkit/)&&navigator.userAgent.toLowerCase().match(/macintosh/)&&$canvas.on(\"mousewheel\",handleMouseWheel),restoreCssFromHiddenInit())}function cacheCssForHiddenInit(){($hiddenParents=$container.parents().addBack().not(\":visible\")).each(function(){var e={};for(var t in cssShow)e[t]=this.style[t],this.style[t]=cssShow[t];oldProps.push(e)})}function restoreCssFromHiddenInit(){$hiddenParents.each(function(e){var t=oldProps[e];for(var n in cssShow)this.style[n]=t[n]})}function registerPlugin(e){plugins.unshift(e),e.init(self)}function unregisterPlugin(e){for(var t=plugins.length;t>=0;t--)if(plugins[t]===e){plugins[t].destroy&&plugins[t].destroy(),plugins.splice(t,1);break}}function setSelectionModel(e){selectionModel&&(selectionModel.onSelectedRangesChanged.unsubscribe(handleSelectedRangesChanged),selectionModel.destroy&&selectionModel.destroy()),(selectionModel=e)&&(selectionModel.init(self),selectionModel.onSelectedRangesChanged.subscribe(handleSelectedRangesChanged))}function getSelectionModel(){return selectionModel}function getCanvasNode(){return $canvas[0]}function measureScrollbar(){var e=$('<div class=\"'+$viewport.className+'\" style=\"position:absolute; top:-10000px; left:-10000px; overflow:auto; width:100px; height:100px;\"></div>').appendTo($viewport),t=$('<div style=\"width:200px; height:200px; overflow:auto;\"></div>').appendTo(e),n={width:e[0].offsetWidth-e[0].clientWidth,height:e[0].offsetHeight-e[0].clientHeight};return t.remove(),e.remove(),n}function getColumnTotalWidth(e){for(var t=0,n=0,o=columns.length;n<o;n++){t+=columns[n].width}return e&&(t+=scrollbarDimensions.width),t}function getHeadersWidth(){var e=getColumnTotalWidth(!options.autoHeight);return Math.max(e,viewportW)+1e3}function getCanvasWidth(){for(var e=viewportHasVScroll?viewportW-scrollbarDimensions.width:viewportW,t=0,n=columns.length;n--;)t+=columns[n].width;return options.fullWidthRows?Math.max(t,e):t}function updateCanvasWidth(e){var t=canvasWidth;(canvasWidth=getCanvasWidth())!=t&&($canvas.width(canvasWidth),$headerRow.width(canvasWidth),options.createFooterRow&&$footerRow.width(canvasWidth),options.createPreHeaderPanel&&$preHeaderPanel.width(canvasWidth),$headers.width(getHeadersWidth()),viewportHasHScroll=canvasWidth>viewportW-scrollbarDimensions.width);var n=canvasWidth+(viewportHasVScroll?scrollbarDimensions.width:0);$headerRowSpacer.width(n),options.createFooterRow&&$footerRowSpacer.width(n),options.createPreHeaderPanel&&$preHeaderPanelSpacer.width(n),(canvasWidth!=t||e)&&applyColumnWidths()}function disableSelection(e){e&&e.jquery&&e.attr(\"unselectable\",\"on\").css(\"MozUserSelect\",\"none\").on(\"selectstart.ui\",function(){return!1})}function getMaxSupportedCssHeight(){for(var e=1e6,t=navigator.userAgent.toLowerCase().match(/firefox/)?6e6:1e9,n=$(\"<div style='display:none' />\").appendTo(document.body);;){var o=2*e;if(n.css(\"height\",o),o>t||n.height()!==o)break;e=o}return n.remove(),e}function getUID(){return uid}function getHeaderColumnWidthDiff(){return headerColumnWidthDiff}function getScrollbarDimensions(){return scrollbarDimensions}function bindAncestorScrollEvents(){for(var e=$canvas[0];(e=e.parentNode)!=document.body&&null!=e;)if(e==$viewport[0]||e.scrollWidth!=e.clientWidth||e.scrollHeight!=e.clientHeight){var t=$(e);$boundAncestors=$boundAncestors?$boundAncestors.add(t):t,t.on(\"scroll.\"+uid,handleActiveCellPositionChange)}}function unbindAncestorScrollEvents(){$boundAncestors&&($boundAncestors.off(\"scroll.\"+uid),$boundAncestors=null)}function updateColumnHeader(e,t,n){if(initialized){var o=getColumnIndex(e);if(null!=o){var r=columns[o],i=$headers.children().eq(o);i&&(void 0!==t&&(columns[o].name=t),void 0!==n&&(columns[o].toolTip=n),trigger(self.onBeforeHeaderCellDestroy,{node:i[0],column:r,grid:self}),i.attr(\"title\",n||\"\").children().eq(0).html(t),trigger(self.onHeaderCellRendered,{node:i[0],column:r,grid:self}))}}}function getHeader(){return $headers[0]}function getHeaderColumn(e){var t=\"number\"==typeof e?e:getColumnIndex(e),n=$headers.children().eq(t);return n&&n[0]}function getHeaderRow(){return $headerRow[0]}function getFooterRow(){return $footerRow[0]}function getPreHeaderPanel(){return $preHeaderPanel[0]}function getHeaderRowColumn(e){var t=\"number\"==typeof e?e:getColumnIndex(e),n=$headerRow.children().eq(t);return n&&n[0]}function getFooterRowColumn(e){var t=\"number\"==typeof e?e:getColumnIndex(e),n=$footerRow.children().eq(t);return n&&n[0]}function createColumnHeaders(){function e(){$(this).addClass(\"ui-state-hover\")}function t(){$(this).removeClass(\"ui-state-hover\")}$headers.find(\".slick-header-column\").each(function(){var e=$(this).data(\"column\");e&&trigger(self.onBeforeHeaderCellDestroy,{node:this,column:e,grid:self})}),$headers.empty(),$headers.width(getHeadersWidth()),$headerRow.find(\".slick-headerrow-column\").each(function(){var e=$(this).data(\"column\");e&&trigger(self.onBeforeHeaderRowCellDestroy,{node:this,column:e,grid:self})}),$headerRow.empty(),options.createFooterRow&&($footerRow.find(\".slick-footerrow-column\").each(function(){var e=$(this).data(\"column\");e&&trigger(self.onBeforeFooterRowCellDestroy,{node:this,column:e})}),$footerRow.empty());for(var n=0;n<columns.length;n++){var o=columns[n],r=$(\"<div class='ui-state-default slick-header-column' />\").html(\"<span class='slick-column-name'>\"+o.name+\"</span>\").width(o.width-headerColumnWidthDiff).attr(\"id\",\"\"+uid+o.id).attr(\"title\",o.toolTip||\"\").data(\"column\",o).addClass(o.headerCssClass||\"\").appendTo($headers);if((options.enableColumnReorder||o.sortable)&&r.on(\"mouseenter\",e).on(\"mouseleave\",t),o.sortable&&(r.addClass(\"slick-header-sortable\"),r.append(\"<span class='slick-sort-indicator\"+(options.numberedMultiColumnSort&&!options.sortColNumberInSeparateSpan?\" slick-sort-indicator-numbered\":\"\")+\"' />\"),options.numberedMultiColumnSort&&options.sortColNumberInSeparateSpan&&r.append(\"<span class='slick-sort-indicator-numbered' />\")),trigger(self.onHeaderCellRendered,{node:r[0],column:o,grid:self}),options.showHeaderRow){var i=$(\"<div class='ui-state-default slick-headerrow-column l\"+n+\" r\"+n+\"'></div>\").data(\"column\",o).appendTo($headerRow);trigger(self.onHeaderRowCellRendered,{node:i[0],column:o,grid:self})}if(options.createFooterRow&&options.showFooterRow){var l=$(\"<div class='ui-state-default slick-footerrow-column l\"+n+\" r\"+n+\"'></div>\").data(\"column\",o).appendTo($footerRow);trigger(self.onFooterRowCellRendered,{node:l[0],column:o})}}setSortColumns(sortColumns),setupColumnResize(),options.enableColumnReorder&&(\"function\"==typeof options.enableColumnReorder?options.enableColumnReorder(self,$headers,headerColumnWidthDiff,setColumns,setupColumnResize,columns,getColumnIndex,uid,trigger):setupColumnReorder())}function setupColumnSort(){$headers.click(function(e){if(!columnResizeDragging&&(e.metaKey=e.metaKey||e.ctrlKey,!$(e.target).hasClass(\"slick-resizable-handle\"))){var t=$(e.target).closest(\".slick-header-column\");if(t.length){var n=t.data(\"column\");if(n.sortable){if(!getEditorLock().commitCurrentEdit())return;for(var o=null,r=0;r<sortColumns.length;r++)if(sortColumns[r].columnId==n.id){(o=sortColumns[r]).sortAsc=!o.sortAsc;break}var i=!!o;options.tristateMultiColumnSort?(o||(o={columnId:n.id,sortAsc:n.defaultSortAsc}),i&&o.sortAsc&&(sortColumns.splice(r,1),o=null),options.multiColumnSort||(sortColumns=[]),!o||i&&options.multiColumnSort||sortColumns.push(o)):e.metaKey&&options.multiColumnSort?o&&sortColumns.splice(r,1):((e.shiftKey||e.metaKey)&&options.multiColumnSort||(sortColumns=[]),o?0==sortColumns.length&&sortColumns.push(o):(o={columnId:n.id,sortAsc:n.defaultSortAsc},sortColumns.push(o))),setSortColumns(sortColumns),options.multiColumnSort?trigger(self.onSort,{multiColumnSort:!0,sortCols:$.map(sortColumns,function(e){return{sortCol:columns[getColumnIndex(e.columnId)],sortAsc:e.sortAsc}})},e):trigger(self.onSort,{multiColumnSort:!1,sortCol:sortColumns.length>0?n:null,sortAsc:!(sortColumns.length>0)||sortColumns[0].sortAsc},e)}}}})}function setupColumnReorder(){$headers.filter(\":ui-sortable\").sortable(\"destroy\"),$headers.sortable({containment:\"parent\",distance:3,axis:\"x\",cursor:\"default\",tolerance:\"intersection\",helper:\"clone\",placeholder:\"slick-sortable-placeholder ui-state-default slick-header-column\",start:function(e,t){t.placeholder.width(t.helper.outerWidth()-headerColumnWidthDiff),$(t.helper).addClass(\"slick-header-column-active\")},beforeStop:function(e,t){$(t.helper).removeClass(\"slick-header-column-active\")},stop:function(e){if(getEditorLock().commitCurrentEdit()){for(var t=$headers.sortable(\"toArray\"),n=[],o=0;o<t.length;o++)n.push(columns[getColumnIndex(t[o].replace(uid,\"\"))]);setColumns(n),trigger(self.onColumnsReordered,{}),e.stopPropagation(),setupColumnResize()}else $(this).sortable(\"cancel\")}})}function setupColumnResize(){var e,t,n,o,r,i,l,a;(o=$headers.children()).find(\".slick-resizable-handle\").remove(),o.each(function(e,t){e>=columns.length||columns[e].resizable&&(void 0===l&&(l=e),a=e)}),void 0!==l&&o.each(function(s,c){s>=columns.length||s<l||options.forceFitColumns&&s>=a||($(c),$(\"<div class='slick-resizable-handle' />\").appendTo(c).on(\"dragstart\",function(l,a){if(!getEditorLock().commitCurrentEdit())return!1;n=l.pageX,$(this).parent().addClass(\"slick-header-column-active\");var c=null,u=null;if(o.each(function(e,t){e>=columns.length||(columns[e].previousWidth=$(t).outerWidth())}),options.forceFitColumns)for(c=0,u=0,e=s+1;e<columns.length;e++)(t=columns[e]).resizable&&(null!==u&&(t.maxWidth?u+=t.maxWidth-t.previousWidth:u=null),c+=t.previousWidth-Math.max(t.minWidth||0,absoluteColumnMinWidth));var d=0,p=0;for(e=0;e<=s;e++)(t=columns[e]).resizable&&(null!==p&&(t.maxWidth?p+=t.maxWidth-t.previousWidth:p=null),d+=t.previousWidth-Math.max(t.minWidth||0,absoluteColumnMinWidth));null===c&&(c=1e5),null===d&&(d=1e5),null===u&&(u=1e5),null===p&&(p=1e5),i=n+Math.min(c,p),r=n-Math.min(d,u)}).on(\"drag\",function(o,l){columnResizeDragging=!0;var a,c,u=Math.min(i,Math.max(r,o.pageX))-n;if(u<0){for(c=u,e=s;e>=0;e--)(t=columns[e]).resizable&&(a=Math.max(t.minWidth||0,absoluteColumnMinWidth),c&&t.previousWidth+c<a?(c+=t.previousWidth-a,t.width=a):(t.width=t.previousWidth+c,c=0));if(options.forceFitColumns)for(c=-u,e=s+1;e<columns.length;e++)(t=columns[e]).resizable&&(c&&t.maxWidth&&t.maxWidth-t.previousWidth<c?(c-=t.maxWidth-t.previousWidth,t.width=t.maxWidth):(t.width=t.previousWidth+c,c=0))}else{for(c=u,e=s;e>=0;e--)(t=columns[e]).resizable&&(c&&t.maxWidth&&t.maxWidth-t.previousWidth<c?(c-=t.maxWidth-t.previousWidth,t.width=t.maxWidth):(t.width=t.previousWidth+c,c=0));if(options.forceFitColumns)for(c=-u,e=s+1;e<columns.length;e++)(t=columns[e]).resizable&&(a=Math.max(t.minWidth||0,absoluteColumnMinWidth),c&&t.previousWidth+c<a?(c+=t.previousWidth-a,t.width=a):(t.width=t.previousWidth+c,c=0))}applyColumnHeaderWidths(),options.syncColumnCellResize&&applyColumnWidths()}).on(\"dragend\",function(n,r){var i;for($(this).parent().removeClass(\"slick-header-column-active\"),e=0;e<columns.length;e++)t=columns[e],i=$(o[e]).outerWidth(),t.previousWidth!==i&&t.rerenderOnResize&&invalidateAllRows();updateCanvasWidth(!0),render(),trigger(self.onColumnsResized,{}),setTimeout(function(){columnResizeDragging=!1},300)}))})}function getVBoxDelta(e){var t=0;return $.each([\"borderTopWidth\",\"borderBottomWidth\",\"paddingTop\",\"paddingBottom\"],function(n,o){t+=parseFloat(e.css(o))||0}),t}function measureCellPaddingAndBorder(){var e,t=[\"borderLeftWidth\",\"borderRightWidth\",\"paddingLeft\",\"paddingRight\"],n=[\"borderTopWidth\",\"borderBottomWidth\",\"paddingTop\",\"paddingBottom\"],o=$.fn.jquery.split(\".\");jQueryNewWidthBehaviour=1==o[0]&&o[1]>=8||o[0]>=2,e=$(\"<div class='ui-state-default slick-header-column' style='visibility:hidden'>-</div>\").appendTo($headers),headerColumnWidthDiff=headerColumnHeightDiff=0,\"border-box\"!=e.css(\"box-sizing\")&&\"border-box\"!=e.css(\"-moz-box-sizing\")&&\"border-box\"!=e.css(\"-webkit-box-sizing\")&&($.each(t,function(t,n){headerColumnWidthDiff+=parseFloat(e.css(n))||0}),$.each(n,function(t,n){headerColumnHeightDiff+=parseFloat(e.css(n))||0})),e.remove();var r=$(\"<div class='slick-row' />\").appendTo($canvas);e=$(\"<div class='slick-cell' id='' style='visibility:hidden'>-</div>\").appendTo(r),cellWidthDiff=cellHeightDiff=0,\"border-box\"!=e.css(\"box-sizing\")&&\"border-box\"!=e.css(\"-moz-box-sizing\")&&\"border-box\"!=e.css(\"-webkit-box-sizing\")&&($.each(t,function(t,n){cellWidthDiff+=parseFloat(e.css(n))||0}),$.each(n,function(t,n){cellHeightDiff+=parseFloat(e.css(n))||0})),r.remove(),absoluteColumnMinWidth=Math.max(headerColumnWidthDiff,cellWidthDiff)}function createCssRules(){$style=$(\"<style type='text/css' rel='stylesheet' />\").appendTo($(\"head\"));for(var e=options.rowHeight-cellHeightDiff,t=[\".\"+uid+\" .slick-header-column { left: 1000px; }\",\".\"+uid+\" .slick-top-panel { height:\"+options.topPanelHeight+\"px; }\",\".\"+uid+\" .slick-preheader-panel { height:\"+options.preHeaderPanelHeight+\"px; }\",\".\"+uid+\" .slick-headerrow-columns { height:\"+options.headerRowHeight+\"px; }\",\".\"+uid+\" .slick-footerrow-columns { height:\"+options.footerRowHeight+\"px; }\",\".\"+uid+\" .slick-cell { height:\"+e+\"px; }\",\".\"+uid+\" .slick-row { height:\"+options.rowHeight+\"px; }\"],n=0;n<columns.length;n++)t.push(\".\"+uid+\" .l\"+n+\" { }\"),t.push(\".\"+uid+\" .r\"+n+\" { }\");$style[0].styleSheet?$style[0].styleSheet.cssText=t.join(\" \"):$style[0].appendChild(document.createTextNode(t.join(\" \")))}function getColumnCssRules(e){var t;if(!stylesheet){var n=document.styleSheets;for(t=0;t<n.length;t++)if((n[t].ownerNode||n[t].owningElement)==$style[0]){stylesheet=n[t];break}if(!stylesheet)throw new Error(\"Cannot find stylesheet.\");columnCssRulesL=[],columnCssRulesR=[];var o,r,i=stylesheet.cssRules||stylesheet.rules;for(t=0;t<i.length;t++){var l=i[t].selectorText;(o=/\\.l\\d+/.exec(l))?(r=parseInt(o[0].substr(2,o[0].length-2),10),columnCssRulesL[r]=i[t]):(o=/\\.r\\d+/.exec(l))&&(r=parseInt(o[0].substr(2,o[0].length-2),10),columnCssRulesR[r]=i[t])}}return{left:columnCssRulesL[e],right:columnCssRulesR[e]}}function removeCssRules(){$style.remove(),stylesheet=null}function destroy(){getEditorLock().cancelCurrentEdit(),trigger(self.onBeforeDestroy,{});for(var e=plugins.length;e--;)unregisterPlugin(plugins[e]);options.enableColumnReorder&&$headers.filter(\":ui-sortable\").sortable(\"destroy\"),unbindAncestorScrollEvents(),$container.off(\".slickgrid\"),removeCssRules(),$canvas.off(\"draginit dragstart dragend drag\"),$container.empty().removeClass(uid)}function trigger(e,t,n){return n=n||new Slick.EventData,(t=t||{}).grid=self,e.notify(t,n,self)}function getEditorLock(){return options.editorLock}function getEditController(){return editController}function getColumnIndex(e){return columnsById[e]}function autosizeColumns(){var e,t,n,o=[],r=0,i=0,l=viewportHasVScroll?viewportW-scrollbarDimensions.width:viewportW;for(e=0;e<columns.length;e++)t=columns[e],o.push(t.width),i+=t.width,t.resizable&&(r+=t.width-Math.max(t.minWidth,absoluteColumnMinWidth));for(n=i;i>l&&r;){var a=(i-l)/r;for(e=0;e<columns.length&&i>l;e++){t=columns[e];var s=o[e];if(!(!t.resizable||s<=t.minWidth||s<=absoluteColumnMinWidth)){var c=Math.max(t.minWidth,absoluteColumnMinWidth),u=Math.floor(a*(s-c))||1;i-=u=Math.min(u,s-c),r-=u,o[e]-=u}}if(n<=i)break;n=i}for(n=i;i<l;){var d=l/i;for(e=0;e<columns.length&&i<l;e++){t=columns[e];var p,f=o[e];i+=p=!t.resizable||t.maxWidth<=f?0:Math.min(Math.floor(d*f)-f,t.maxWidth-f||1e6)||1,o[e]+=i<=l?p:0}if(n>=i)break;n=i}var h=!1;for(e=0;e<columns.length;e++)columns[e].rerenderOnResize&&columns[e].width!=o[e]&&(h=!0),columns[e].width=o[e];applyColumnHeaderWidths(),updateCanvasWidth(!0),trigger(self.onAutosizeColumns,{columns:columns}),h&&(invalidateAllRows(),render())}function applyColumnHeaderWidths(){if(initialized){for(var e,t=0,n=$headers.children(),o=columns.length;t<o;t++)e=$(n[t]),jQueryNewWidthBehaviour?e.outerWidth()!==columns[t].width&&e.outerWidth(columns[t].width):e.width()!==columns[t].width-headerColumnWidthDiff&&e.width(columns[t].width-headerColumnWidthDiff);updateColumnCaches()}}function applyColumnWidths(){for(var e,t,n=0,o=0;o<columns.length;o++)e=columns[o].width,(t=getColumnCssRules(o)).left.style.left=n+\"px\",t.right.style.right=canvasWidth-n-e+\"px\",n+=columns[o].width}function setSortColumn(e,t){setSortColumns([{columnId:e,sortAsc:t}])}function setSortColumns(e){sortColumns=e;var t=options.numberedMultiColumnSort&&sortColumns.length>1,n=$headers.children();n.removeClass(\"slick-header-column-sorted\").find(\".slick-sort-indicator\").removeClass(\"slick-sort-indicator-asc slick-sort-indicator-desc\"),n.find(\".slick-sort-indicator-numbered\").text(\"\"),$.each(sortColumns,function(e,o){null==o.sortAsc&&(o.sortAsc=!0);var r=getColumnIndex(o.columnId);null!=r&&(n.eq(r).addClass(\"slick-header-column-sorted\").find(\".slick-sort-indicator\").addClass(o.sortAsc?\"slick-sort-indicator-asc\":\"slick-sort-indicator-desc\"),t&&n.eq(r).find(\".slick-sort-indicator-numbered\").text(e+1))})}function getSortColumns(){return sortColumns}function handleSelectedRangesChanged(e,t){selectedRows=[];for(var n={},o=0;o<t.length;o++)for(var r=t[o].fromRow;r<=t[o].toRow;r++){n[r]||(selectedRows.push(r),n[r]={});for(var i=t[o].fromCell;i<=t[o].toCell;i++)canCellBeSelected(r,i)&&(n[r][columns[i].id]=options.selectedCellCssClass)}setCellCssStyles(options.selectedCellCssClass,n),trigger(self.onSelectedRowsChanged,{rows:getSelectedRows()},e)}function getColumns(){return columns}function updateColumnCaches(){columnPosLeft=[],columnPosRight=[];for(var e=0,t=0,n=columns.length;t<n;t++)columnPosLeft[t]=e,columnPosRight[t]=e+columns[t].width,e+=columns[t].width}function setColumns(e){columns=e,columnsById={};for(var t=0;t<columns.length;t++){var n=columns[t]=$.extend({},columnDefaults,columns[t]);columnsById[n.id]=t,n.minWidth&&n.width<n.minWidth&&(n.width=n.minWidth),n.maxWidth&&n.width>n.maxWidth&&(n.width=n.maxWidth)}updateColumnCaches(),initialized&&(invalidateAllRows(),createColumnHeaders(),removeCssRules(),createCssRules(),resizeCanvas(),applyColumnWidths(),handleScroll())}function getOptions(){return options}function setOptions(e,t){getEditorLock().commitCurrentEdit()&&(makeActiveCellNormal(),options.enableAddRow!==e.enableAddRow&&invalidateRow(getDataLength()),options=$.extend(options,e),validateAndEnforceOptions(),$viewport.css(\"overflow-y\",options.autoHeight?\"hidden\":\"auto\"),t||render())}function validateAndEnforceOptions(){options.autoHeight&&(options.leaveSpaceForNewRows=!1)}function setData(e,t){data=e,invalidateAllRows(),updateRowCount(),t&&scrollTo(0)}function getData(){return data}function getDataLength(){return data.getLength?data.getLength():data.length}function getDataLengthIncludingAddNew(){return getDataLength()+(options.enableAddRow&&(!pagingActive||pagingIsLastPage)?1:0)}function getDataItem(e){return data.getItem?data.getItem(e):data[e]}function getTopPanel(){return $topPanel[0]}function setTopPanelVisibility(e){options.showTopPanel!=e&&(options.showTopPanel=e,e?$topPanelScroller.slideDown(\"fast\",resizeCanvas):$topPanelScroller.slideUp(\"fast\",resizeCanvas))}function setHeaderRowVisibility(e){options.showHeaderRow!=e&&(options.showHeaderRow=e,e?$headerRowScroller.slideDown(\"fast\",resizeCanvas):$headerRowScroller.slideUp(\"fast\",resizeCanvas))}function setFooterRowVisibility(e){options.showFooterRow!=e&&(options.showFooterRow=e,e?$footerRowScroller.slideDown(\"fast\",resizeCanvas):$footerRowScroller.slideUp(\"fast\",resizeCanvas))}function setPreHeaderPanelVisibility(e){options.showPreHeaderPanel!=e&&(options.showPreHeaderPanel=e,e?$preHeaderPanelScroller.slideDown(\"fast\",resizeCanvas):$preHeaderPanelScroller.slideUp(\"fast\",resizeCanvas))}function getContainerNode(){return $container.get(0)}function getRowTop(e){return options.rowHeight*e-offset}function getRowFromPosition(e){return Math.floor((e+offset)/options.rowHeight)}function scrollTo(e){e=Math.max(e,0),e=Math.min(e,th-viewportH+(viewportHasHScroll?scrollbarDimensions.height:0));var t=offset;page=Math.min(n-1,Math.floor(e/ph));var o=e-(offset=Math.round(page*cj));offset!=t&&(cleanupRows(getVisibleRange(o)),updateRowPositions());prevScrollTop!=o&&(vScrollDir=prevScrollTop+t<o+offset?1:-1,$viewport[0].scrollTop=lastRenderedScrollTop=scrollTop=prevScrollTop=o,trigger(self.onViewportChanged,{}))}function defaultFormatter(e,t,n,o,r,i){return null==n?\"\":(n+\"\").replace(/&/g,\"&amp;\").replace(/</g,\"&lt;\").replace(/>/g,\"&gt;\")}function getFormatter(e,t){var n=data.getItemMetadata&&data.getItemMetadata(e),o=n&&n.columns&&(n.columns[t.id]||n.columns[getColumnIndex(t.id)]);return o&&o.formatter||n&&n.formatter||t.formatter||options.formatterFactory&&options.formatterFactory.getFormatter(t)||options.defaultFormatter}function getEditor(e,t){var n=columns[t],o=data.getItemMetadata&&data.getItemMetadata(e),r=o&&o.columns;return r&&r[n.id]&&void 0!==r[n.id].editor?r[n.id].editor:r&&r[t]&&void 0!==r[t].editor?r[t].editor:n.editor||options.editorFactory&&options.editorFactory.getEditor(n)}function getDataItemValueForColumn(e,t){return options.dataItemColumnValueExtractor?options.dataItemColumnValueExtractor(e,t):e[t.field]}function appendRowHtml(e,t,n,o){var r=getDataItem(t),i=\"slick-row\"+(t<o&&!r?\" loading\":\"\")+(t===activeRow&&options.showCellSelection?\" active\":\"\")+(t%2==1?\" odd\":\" even\");r||(i+=\" \"+options.addNewRowCssClass);var l,a,s=data.getItemMetadata&&data.getItemMetadata(t);s&&s.cssClasses&&(i+=\" \"+s.cssClasses),e.push(\"<div class='ui-widget-content \"+i+\"' style='top:\"+getRowTop(t)+\"px'>\");for(var c=0,u=columns.length;c<u;c++){if(a=columns[c],l=1,s&&s.columns){var d=s.columns[a.id]||s.columns[c];\"*\"===(l=d&&d.colspan||1)&&(l=u-c)}if(columnPosRight[Math.min(u-1,c+l-1)]>n.leftPx){if(columnPosLeft[c]>n.rightPx)break;appendCellHtml(e,t,c,l,r)}l>1&&(c+=l-1)}e.push(\"</div>\")}function appendCellHtml(e,t,n,o,r){var i=columns[n],l=\"slick-cell l\"+n+\" r\"+Math.min(columns.length-1,n+o-1)+(i.cssClass?\" \"+i.cssClass:\"\");for(var a in t===activeRow&&n===activeCell&&options.showCellSelection&&(l+=\" active\"),cellCssClasses)cellCssClasses[a][t]&&cellCssClasses[a][t][i.id]&&(l+=\" \"+cellCssClasses[a][t][i.id]);var s=null,c=\"\";r&&(s=getDataItemValueForColumn(r,i),null==(c=getFormatter(t,i)(t,n,s,i,r,self))&&(c=\"\"));var u=trigger(self.onBeforeAppendCell,{row:t,cell:n,value:s,dataContext:r})||\"\";u+=c&&c.addClasses?(u?\" \":\"\")+c.addClasses:\"\",e.push(\"<div class='\"+l+(u?\" \"+u:\"\")+\"'>\"),r&&e.push(\"[object Object]\"!==Object.prototype.toString.call(c)?c:c.text),e.push(\"</div>\"),rowsCache[t].cellRenderQueue.push(n),rowsCache[t].cellColSpans[n]=o}function cleanupRows(e){for(var t in rowsCache)(t=parseInt(t,10))!==activeRow&&(t<e.top||t>e.bottom)&&removeRowFromCache(t);options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup()}function invalidate(){updateRowCount(),invalidateAllRows(),render()}function invalidateAllRows(){for(var e in currentEditor&&makeActiveCellNormal(),rowsCache)removeRowFromCache(e);options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup()}function queuePostProcessedRowForCleanup(e,t,n){for(var o in postProcessgroupId++,t)t.hasOwnProperty(o)&&postProcessedCleanupQueue.push({actionType:\"C\",groupId:postProcessgroupId,node:e.cellNodesByColumnIdx[0|o],columnIdx:0|o,rowIdx:n});postProcessedCleanupQueue.push({actionType:\"R\",groupId:postProcessgroupId,node:e.rowNode}),$(e.rowNode).detach()}function queuePostProcessedCellForCleanup(e,t,n){postProcessedCleanupQueue.push({actionType:\"C\",groupId:postProcessgroupId,node:e,columnIdx:t,rowIdx:n}),$(e).detach()}function removeRowFromCache(e){var t=rowsCache[e];t&&(t.rowNode&&(rowNodeFromLastMouseWheelEvent===t.rowNode?(t.rowNode.style.display=\"none\",zombieRowNodeFromLastMouseWheelEvent=rowNodeFromLastMouseWheelEvent,zombieRowCacheFromLastMouseWheelEvent=t,zombieRowPostProcessedFromLastMouseWheelEvent=postProcessedRows[e]):options.enableAsyncPostRenderCleanup&&postProcessedRows[e]?queuePostProcessedRowForCleanup(t,postProcessedRows[e],e):$canvas[0].removeChild(t.rowNode)),delete rowsCache[e],delete postProcessedRows[e],renderedRows--,counter_rows_removed++)}function invalidateRows(e){var t,n;if(e&&e.length){for(vScrollDir=0,n=e.length,t=0;t<n;t++)currentEditor&&activeRow===e[t]&&makeActiveCellNormal(),rowsCache[e[t]]&&removeRowFromCache(e[t]);options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup()}}function invalidateRow(e){(e||0===e)&&invalidateRows([e])}function applyFormatResultToCellNode(e,t,n){null==e&&(e=\"\"),\"[object Object]\"===Object.prototype.toString.call(e)?(t.innerHTML=e.text,e.removeClasses&&!n&&$(t).removeClass(e.removeClasses),e.addClasses&&$(t).addClass(e.addClasses)):t.innerHTML=e}function updateCell(e,t){var n=getCellNode(e,t);if(n){var o=columns[t],r=getDataItem(e);if(currentEditor&&activeRow===e&&activeCell===t)currentEditor.loadValue(r);else applyFormatResultToCellNode(r?getFormatter(e,o)(e,t,getDataItemValueForColumn(r,o),o,r,self):\"\",n),invalidatePostProcessingResults(e)}}function updateRow(e){var t=rowsCache[e];if(t){ensureCellNodesInRowsCache(e);var n=getDataItem(e);for(var o in t.cellNodesByColumnIdx)if(t.cellNodesByColumnIdx.hasOwnProperty(o)){var r=columns[o|=0],i=t.cellNodesByColumnIdx[o];e===activeRow&&o===activeCell&&currentEditor?currentEditor.loadValue(n):n?applyFormatResultToCellNode(getFormatter(e,r)(e,o,getDataItemValueForColumn(n,r),r,n,self),i):i.innerHTML=\"\"}invalidatePostProcessingResults(e)}}function getViewportHeight(){return parseFloat($.css($container[0],\"height\",!0))-parseFloat($.css($container[0],\"paddingTop\",!0))-parseFloat($.css($container[0],\"paddingBottom\",!0))-parseFloat($.css($headerScroller[0],\"height\"))-getVBoxDelta($headerScroller)-(options.showTopPanel?options.topPanelHeight+getVBoxDelta($topPanelScroller):0)-(options.showHeaderRow?options.headerRowHeight+getVBoxDelta($headerRowScroller):0)-(options.createFooterRow&&options.showFooterRow?options.footerRowHeight+getVBoxDelta($footerRowScroller):0)-(options.createPreHeaderPanel&&options.showPreHeaderPanel?options.preHeaderPanelHeight+getVBoxDelta($preHeaderPanelScroller):0)}function resizeCanvas(){initialized&&(viewportH=options.autoHeight?options.rowHeight*getDataLengthIncludingAddNew():getViewportHeight(),numVisibleRows=Math.ceil(viewportH/options.rowHeight),viewportW=parseFloat($.css($container[0],\"width\",!0)),options.autoHeight||$viewport.height(viewportH),scrollbarDimensions&&scrollbarDimensions.width||(scrollbarDimensions=measureScrollbar()),options.forceFitColumns&&autosizeColumns(),updateRowCount(),handleScroll(),lastRenderedScrollLeft=-1,render())}function updatePagingStatusFromView(e){pagingActive=0!==e.pageSize,pagingIsLastPage=e.pageNum==e.totalPages-1}function updateRowCount(){if(initialized){var e=getDataLength(),t=getDataLengthIncludingAddNew()+(options.leaveSpaceForNewRows?numVisibleRows-1:0),o=viewportHasVScroll;viewportHasVScroll=options.alwaysShowVerticalScroll||!options.autoHeight&&t*options.rowHeight>viewportH,viewportHasHScroll=canvasWidth>viewportW-scrollbarDimensions.width,makeActiveCellNormal();var r=e-1;for(var i in rowsCache)i>r&&removeRowFromCache(i);options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup(),activeCellNode&&activeRow>r&&resetActiveCell();var l=h;(th=Math.max(options.rowHeight*t,viewportH-scrollbarDimensions.height))<maxSupportedCssHeight?(h=ph=th,n=1,cj=0):(ph=(h=maxSupportedCssHeight)/100,n=Math.floor(th/ph),cj=(th-h)/(n-1)),h!==l&&($canvas.css(\"height\",h),scrollTop=$viewport[0].scrollTop);var a=scrollTop+offset<=th-viewportH;0==th||0==scrollTop?page=offset=0:scrollTo(a?scrollTop+offset:th-viewportH),h!=l&&options.autoHeight&&resizeCanvas(),options.forceFitColumns&&o!=viewportHasVScroll&&autosizeColumns(),updateCanvasWidth(!1)}}function getVisibleRange(e,t){return null==e&&(e=scrollTop),null==t&&(t=scrollLeft),{top:getRowFromPosition(e),bottom:getRowFromPosition(e+viewportH)+1,leftPx:t,rightPx:t+viewportW}}function getRenderedRange(e,t){var n=getVisibleRange(e,t),o=Math.round(viewportH/options.rowHeight),r=options.minRowBuffer;return-1==vScrollDir?(n.top-=o,n.bottom+=r):1==vScrollDir?(n.top-=r,n.bottom+=o):(n.top-=r,n.bottom+=r),n.top=Math.max(0,n.top),n.bottom=Math.min(getDataLengthIncludingAddNew()-1,n.bottom),n.leftPx-=viewportW,n.rightPx+=viewportW,n.leftPx=Math.max(0,n.leftPx),n.rightPx=Math.min(canvasWidth,n.rightPx),n}function ensureCellNodesInRowsCache(e){var t=rowsCache[e];if(t&&t.cellRenderQueue.length)for(var n=t.rowNode.lastChild;t.cellRenderQueue.length;){var o=t.cellRenderQueue.pop();t.cellNodesByColumnIdx[o]=n,n=n.previousSibling}}function cleanUpCells(e,t){var n,o,r=rowsCache[t],i=[];for(var l in r.cellNodesByColumnIdx)if(r.cellNodesByColumnIdx.hasOwnProperty(l)){l|=0;var a=r.cellColSpans[l];(columnPosLeft[l]>e.rightPx||columnPosRight[Math.min(columns.length-1,l+a-1)]<e.leftPx)&&(t==activeRow&&l==activeCell||i.push(l))}for(postProcessgroupId++;null!=(n=i.pop());)o=r.cellNodesByColumnIdx[n],options.enableAsyncPostRenderCleanup&&postProcessedRows[t]&&postProcessedRows[t][n]?queuePostProcessedCellForCleanup(o,n,t):r.rowNode.removeChild(o),delete r.cellColSpans[n],delete r.cellNodesByColumnIdx[n],postProcessedRows[t]&&delete postProcessedRows[t][n],0}function cleanUpAndRenderCells(e){for(var t,n,o,r=[],i=[],l=e.top,a=e.bottom;l<=a;l++)if(t=rowsCache[l]){ensureCellNodesInRowsCache(l),cleanUpCells(e,l),n=0;var s=data.getItemMetadata&&data.getItemMetadata(l);s=s&&s.columns;for(var c=getDataItem(l),u=0,d=columns.length;u<d&&!(columnPosLeft[u]>e.rightPx);u++)if(null==(o=t.cellColSpans[u])){if(o=1,s){var p=s[columns[u].id]||s[u];\"*\"===(o=p&&p.colspan||1)&&(o=d-u)}columnPosRight[Math.min(d-1,u+o-1)]>e.leftPx&&(appendCellHtml(r,l,u,o,c),n++),u+=o>1?o-1:0}else u+=o>1?o-1:0;n&&(n,i.push(l))}if(r.length){var f,h,g=document.createElement(\"div\");for(g.innerHTML=r.join(\"\");null!=(f=i.pop());){var m;for(t=rowsCache[f];null!=(m=t.cellRenderQueue.pop());)h=g.lastChild,t.rowNode.appendChild(h),t.cellNodesByColumnIdx[m]=h}}}function renderRows(e){for(var t=$canvas[0],n=[],o=[],r=!1,i=getDataLength(),l=e.top,a=e.bottom;l<=a;l++)rowsCache[l]||(renderedRows++,o.push(l),rowsCache[l]={rowNode:null,cellColSpans:[],cellNodesByColumnIdx:[],cellRenderQueue:[]},appendRowHtml(n,l,e,i),activeCellNode&&activeRow===l&&(r=!0),counter_rows_rendered++);if(o.length){var s=document.createElement(\"div\");s.innerHTML=n.join(\"\");for(l=0,a=o.length;l<a;l++)rowsCache[o[l]].rowNode=t.appendChild(s.firstChild);r&&(activeCellNode=getCellNode(activeRow,activeCell))}}function startPostProcessing(){options.enableAsyncPostRender&&(clearTimeout(h_postrender),h_postrender=setTimeout(asyncPostProcessRows,options.asyncPostRenderDelay))}function startPostProcessingCleanup(){options.enableAsyncPostRenderCleanup&&(clearTimeout(h_postrenderCleanup),h_postrenderCleanup=setTimeout(asyncPostProcessCleanupRows,options.asyncPostRenderCleanupDelay))}function invalidatePostProcessingResults(e){for(var t in postProcessedRows[e])postProcessedRows[e].hasOwnProperty(t)&&(postProcessedRows[e][t]=\"C\");postProcessFromRow=Math.min(postProcessFromRow,e),postProcessToRow=Math.max(postProcessToRow,e),startPostProcessing()}function updateRowPositions(){for(var e in rowsCache)rowsCache[e].rowNode.style.top=getRowTop(e)+\"px\"}function render(){if(initialized){scrollThrottle.dequeue();var e=getVisibleRange(),t=getRenderedRange();cleanupRows(t),lastRenderedScrollLeft!=scrollLeft&&cleanUpAndRenderCells(t),renderRows(t),postProcessFromRow=e.top,postProcessToRow=Math.min(getDataLengthIncludingAddNew()-1,e.bottom),startPostProcessing(),lastRenderedScrollTop=scrollTop,lastRenderedScrollLeft=scrollLeft,h_render=null,trigger(self.onRendered,{startRow:e.top,endRow:e.bottom,grid:self})}}function handleHeaderScroll(){handleElementScroll($headerScroller[0])}function handleHeaderRowScroll(){handleElementScroll($headerRowScroller[0])}function handleFooterRowScroll(){handleElementScroll($footerRowScroller[0])}function handlePreHeaderPanelScroll(){handleElementScroll($preHeaderPanelScroller[0])}function handleElementScroll(e){var t=e.scrollLeft;t!=$viewport[0].scrollLeft&&($viewport[0].scrollLeft=t)}function handleScroll(){scrollTop=$viewport[0].scrollTop,scrollLeft=$viewport[0].scrollLeft;var e=Math.abs(scrollTop-prevScrollTop),t=Math.abs(scrollLeft-prevScrollLeft);if(t&&(prevScrollLeft=scrollLeft,$headerScroller[0].scrollLeft=scrollLeft,$topPanelScroller[0].scrollLeft=scrollLeft,$headerRowScroller[0].scrollLeft=scrollLeft,options.createFooterRow&&($footerRowScroller[0].scrollLeft=scrollLeft),options.createPreHeaderPanel&&($preHeaderPanelScroller[0].scrollLeft=scrollLeft)),e)if(vScrollDir=prevScrollTop<scrollTop?1:-1,prevScrollTop=scrollTop,e<viewportH)scrollTo(scrollTop+offset);else{var o=offset;page=h==viewportH?0:Math.min(n-1,Math.floor(scrollTop*((th-viewportH)/(h-viewportH))*(1/ph))),o!=(offset=Math.round(page*cj))&&invalidateAllRows()}if(t||e){var r=Math.abs(lastRenderedScrollLeft-scrollLeft),i=Math.abs(lastRenderedScrollTop-scrollTop);(r>20||i>20)&&(options.forceSyncScrolling||i<viewportH&&r<viewportW?render():scrollThrottle.enqueue(),trigger(self.onViewportChanged,{}))}trigger(self.onScroll,{scrollLeft:scrollLeft,scrollTop:scrollTop})}function ActionThrottle(e,t){var n=!1,o=!1;function r(){o=!1}function i(){n=!0,setTimeout(l,t),e()}function l(){o?(r(),i()):n=!1}return{enqueue:function(){n?o=!0:i()},dequeue:r}}function asyncPostProcessRows(){for(var e=getDataLength();postProcessFromRow<=postProcessToRow;){var t=vScrollDir>=0?postProcessFromRow++:postProcessToRow--,n=rowsCache[t];if(n&&!(t>=e)){for(var o in postProcessedRows[t]||(postProcessedRows[t]={}),ensureCellNodesInRowsCache(t),n.cellNodesByColumnIdx)if(n.cellNodesByColumnIdx.hasOwnProperty(o)){var r=columns[o|=0],i=postProcessedRows[t][o];if(r.asyncPostRender&&\"R\"!==i){var l=n.cellNodesByColumnIdx[o];l&&r.asyncPostRender(l,t,getDataItem(t),r,\"C\"===i),postProcessedRows[t][o]=\"R\"}}return void(h_postrender=setTimeout(asyncPostProcessRows,options.asyncPostRenderDelay))}}}function asyncPostProcessCleanupRows(){if(postProcessedCleanupQueue.length>0){for(var e=postProcessedCleanupQueue[0].groupId;postProcessedCleanupQueue.length>0&&postProcessedCleanupQueue[0].groupId==e;){var t=postProcessedCleanupQueue.shift();if(\"R\"==t.actionType&&$(t.node).remove(),\"C\"==t.actionType){var n=columns[t.columnIdx];n.asyncPostRenderCleanup&&t.node&&n.asyncPostRenderCleanup(t.node,t.rowIdx,n)}}h_postrenderCleanup=setTimeout(asyncPostProcessCleanupRows,options.asyncPostRenderCleanupDelay)}}function updateCellCssStylesOnRenderedRows(e,t){var n,o,r,i;for(var l in rowsCache){if(i=t&&t[l],r=e&&e[l],i)for(o in i)r&&i[o]==r[o]||(n=getCellNode(l,getColumnIndex(o)))&&$(n).removeClass(i[o]);if(r)for(o in r)i&&i[o]==r[o]||(n=getCellNode(l,getColumnIndex(o)))&&$(n).addClass(r[o])}}function addCellCssStyles(e,t){if(cellCssClasses[e])throw new Error(\"addCellCssStyles: cell CSS hash with key '\"+e+\"' already exists.\");cellCssClasses[e]=t,updateCellCssStylesOnRenderedRows(t,null),trigger(self.onCellCssStylesChanged,{key:e,hash:t,grid:self})}function removeCellCssStyles(e){cellCssClasses[e]&&(updateCellCssStylesOnRenderedRows(null,cellCssClasses[e]),delete cellCssClasses[e],trigger(self.onCellCssStylesChanged,{key:e,hash:null,grid:self}))}function setCellCssStyles(e,t){var n=cellCssClasses[e];cellCssClasses[e]=t,updateCellCssStylesOnRenderedRows(t,n),trigger(self.onCellCssStylesChanged,{key:e,hash:t,grid:self})}function getCellCssStyles(e){return cellCssClasses[e]}function flashCell(e,t,n){if(n=n||100,rowsCache[e]){var o=$(getCellNode(e,t)),r=function(e){e&&setTimeout(function(){o.queue(function(){o.toggleClass(options.cellFlashingCssClass).dequeue(),r(e-1)})},n)};r(4)}}function handleMouseWheel(e){var t=$(e.target).closest(\".slick-row\")[0];t!=rowNodeFromLastMouseWheelEvent&&(zombieRowNodeFromLastMouseWheelEvent&&zombieRowNodeFromLastMouseWheelEvent!=t&&(options.enableAsyncPostRenderCleanup&&zombieRowPostProcessedFromLastMouseWheelEvent?queuePostProcessedRowForCleanup(zombieRowCacheFromLastMouseWheelEvent,zombieRowPostProcessedFromLastMouseWheelEvent):$canvas[0].removeChild(zombieRowNodeFromLastMouseWheelEvent),zombieRowNodeFromLastMouseWheelEvent=null,zombieRowCacheFromLastMouseWheelEvent=null,zombieRowPostProcessedFromLastMouseWheelEvent=null,options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup()),rowNodeFromLastMouseWheelEvent=t)}function handleDragInit(e,t){var n=getCellFromEvent(e);if(!n||!cellExists(n.row,n.cell))return!1;var o=trigger(self.onDragInit,t,e);return!!e.isImmediatePropagationStopped()&&o}function handleDragStart(e,t){var n=getCellFromEvent(e);if(!n||!cellExists(n.row,n.cell))return!1;var o=trigger(self.onDragStart,t,e);return!!e.isImmediatePropagationStopped()&&o}function handleDrag(e,t){return trigger(self.onDrag,t,e)}function handleDragEnd(e,t){trigger(self.onDragEnd,t,e)}function handleKeyDown(e){trigger(self.onKeyDown,{row:activeRow,cell:activeCell},e);var t=e.isImmediatePropagationStopped(),n=Slick.keyCode;if(!t&&!e.shiftKey&&!e.altKey){if(options.editable&&currentEditor&&currentEditor.keyCaptureList&&currentEditor.keyCaptureList.indexOf(e.which)>-1)return;e.which==n.HOME?t=e.ctrlKey?navigateTop():navigateRowStart():e.which==n.END&&(t=e.ctrlKey?navigateBottom():navigateRowEnd())}if(!t)if(e.shiftKey||e.altKey||e.ctrlKey)e.which!=n.TAB||!e.shiftKey||e.ctrlKey||e.altKey||(t=navigatePrev());else{if(options.editable&&currentEditor&&currentEditor.keyCaptureList&&currentEditor.keyCaptureList.indexOf(e.which)>-1)return;if(e.which==n.ESCAPE){if(!getEditorLock().isActive())return;cancelEditAndSetFocus()}else e.which==n.PAGE_DOWN?(navigatePageDown(),t=!0):e.which==n.PAGE_UP?(navigatePageUp(),t=!0):e.which==n.LEFT?t=navigateLeft():e.which==n.RIGHT?t=navigateRight():e.which==n.UP?t=navigateUp():e.which==n.DOWN?t=navigateDown():e.which==n.TAB?t=navigateNext():e.which==n.ENTER&&(options.editable&&(currentEditor?activeRow===getDataLength()?navigateDown():commitEditAndSetFocus():getEditorLock().commitCurrentEdit()&&makeActiveCellEditable(void 0,void 0,e)),t=!0)}if(t){e.stopPropagation(),e.preventDefault();try{e.originalEvent.keyCode=0}catch(e){}}}function handleClick(e){currentEditor||(e.target!=document.activeElement||$(e.target).hasClass(\"slick-cell\"))&&setFocus();var t=getCellFromEvent(e);if(t&&(null===currentEditor||activeRow!=t.row||activeCell!=t.cell)&&(trigger(self.onClick,{row:t.row,cell:t.cell},e),!e.isImmediatePropagationStopped()&&canCellBeActive(t.row,t.cell)&&(!getEditorLock().isActive()||getEditorLock().commitCurrentEdit()))){scrollRowIntoView(t.row,!1);var n=e.target&&e.target.className===Slick.preClickClassName,o=columns[t.cell],r=!!(options.editable&&o&&o.editor&&options.suppressActiveCellChangeOnEdit);setActiveCellInternal(getCellNode(t.row,t.cell),null,n,r,e)}}function handleContextMenu(e){var t=$(e.target).closest(\".slick-cell\",$canvas);0!==t.length&&(activeCellNode===t[0]&&null!==currentEditor||trigger(self.onContextMenu,{},e))}function handleDblClick(e){var t=getCellFromEvent(e);!t||null!==currentEditor&&activeRow==t.row&&activeCell==t.cell||(trigger(self.onDblClick,{row:t.row,cell:t.cell},e),e.isImmediatePropagationStopped()||options.editable&&gotoCell(t.row,t.cell,!0,e))}function handleHeaderMouseEnter(e){trigger(self.onHeaderMouseEnter,{column:$(this).data(\"column\"),grid:self},e)}function handleHeaderMouseLeave(e){trigger(self.onHeaderMouseLeave,{column:$(this).data(\"column\"),grid:self},e)}function handleHeaderContextMenu(e){var t=$(e.target).closest(\".slick-header-column\",\".slick-header-columns\"),n=t&&t.data(\"column\");trigger(self.onHeaderContextMenu,{column:n},e)}function handleHeaderClick(e){if(!columnResizeDragging){var t=$(e.target).closest(\".slick-header-column\",\".slick-header-columns\"),n=t&&t.data(\"column\");n&&trigger(self.onHeaderClick,{column:n},e)}}function handleMouseEnter(e){trigger(self.onMouseEnter,{},e)}function handleMouseLeave(e){trigger(self.onMouseLeave,{},e)}function cellExists(e,t){return!(e<0||e>=getDataLength()||t<0||t>=columns.length)}function getCellFromPoint(e,t){for(var n=getRowFromPosition(t),o=0,r=0,i=0;i<columns.length&&r<e;i++)r+=columns[i].width,o++;return o<0&&(o=0),{row:n,cell:o-1}}function getCellFromNode(e){var t=/l\\d+/.exec(e.className);if(!t)throw new Error(\"getCellFromNode: cannot get cell - \"+e.className);return parseInt(t[0].substr(1,t[0].length-1),10)}function getRowFromNode(e){for(var t in rowsCache)if(rowsCache[t].rowNode===e)return 0|t;return null}function getCellFromEvent(e){var t=$(e.target).closest(\".slick-cell\",$canvas);if(!t.length)return null;var n=getRowFromNode(t[0].parentNode),o=getCellFromNode(t[0]);return null==n||null==o?null:{row:n,cell:o}}function getCellNodeBox(e,t){if(!cellExists(e,t))return null;for(var n=getRowTop(e),o=n+options.rowHeight-1,r=0,i=0;i<t;i++)r+=columns[i].width;return{top:n,left:r,bottom:o,right:r+columns[t].width}}function resetActiveCell(){setActiveCellInternal(null,!1)}function setFocus(){-1==tabbingDirection?$focusSink[0].focus():$focusSink2[0].focus()}function scrollCellIntoView(e,t,n){scrollRowIntoView(e,n);var o=getColspan(e,t);internalScrollColumnIntoView(columnPosLeft[t],columnPosRight[t+(o>1?o-1:0)])}function internalScrollColumnIntoView(e,t){var n=scrollLeft+viewportW;e<scrollLeft?($viewport.scrollLeft(e),handleScroll(),render()):t>n&&($viewport.scrollLeft(Math.min(e,t-$viewport[0].clientWidth)),handleScroll(),render())}function scrollColumnIntoView(e){internalScrollColumnIntoView(columnPosLeft[e],columnPosRight[e])}function setActiveCellInternal(e,t,n,o,r){null!==activeCellNode&&(makeActiveCellNormal(),$(activeCellNode).removeClass(\"active\"),rowsCache[activeRow]&&$(rowsCache[activeRow].rowNode).removeClass(\"active\"));null!=(activeCellNode=e)?(activeRow=getRowFromNode(activeCellNode.parentNode),activeCell=activePosX=getCellFromNode(activeCellNode),null==t&&(t=activeRow==getDataLength()||options.autoEdit),options.showCellSelection&&($(activeCellNode).addClass(\"active\"),$(rowsCache[activeRow].rowNode).addClass(\"active\")),options.editable&&t&&isCellPotentiallyEditable(activeRow,activeCell)&&(clearTimeout(h_editorLoader),options.asyncEditorLoading?h_editorLoader=setTimeout(function(){makeActiveCellEditable(void 0,n,r)},options.asyncEditorLoadDelay):makeActiveCellEditable(void 0,n,r))):activeRow=activeCell=null,o||trigger(self.onActiveCellChanged,getActiveCell())}function clearTextSelection(){if(document.selection&&document.selection.empty)try{document.selection.empty()}catch(e){}else if(window.getSelection){var e=window.getSelection();e&&e.removeAllRanges&&e.removeAllRanges()}}function isCellPotentiallyEditable(e,t){var n=getDataLength();return!(e<n&&!getDataItem(e))&&(!(columns[t].cannotTriggerInsert&&e>=n)&&!!getEditor(e,t))}function makeActiveCellNormal(){if(currentEditor){if(trigger(self.onBeforeCellEditorDestroy,{editor:currentEditor}),currentEditor.destroy(),currentEditor=null,activeCellNode){var e=getDataItem(activeRow);if($(activeCellNode).removeClass(\"editable invalid\"),e){var t=columns[activeCell];applyFormatResultToCellNode(getFormatter(activeRow,t)(activeRow,activeCell,getDataItemValueForColumn(e,t),t,e,self),activeCellNode),invalidatePostProcessingResults(activeRow)}}navigator.userAgent.toLowerCase().match(/msie/)&&clearTextSelection(),getEditorLock().deactivate(editController)}}function makeActiveCellEditable(e,t,n){if(activeCellNode){if(!options.editable)throw new Error(\"Grid : makeActiveCellEditable : should never get called when options.editable is false\");if(clearTimeout(h_editorLoader),isCellPotentiallyEditable(activeRow,activeCell)){var o=columns[activeCell],r=getDataItem(activeRow);if(!1!==trigger(self.onBeforeEditCell,{row:activeRow,cell:activeCell,item:r,column:o})){getEditorLock().activate(editController),$(activeCellNode).addClass(\"editable\");var i=e||getEditor(activeRow,activeCell);e||i.suppressClearOnEdit||(activeCellNode.innerHTML=\"\"),currentEditor=new i({grid:self,gridPosition:absBox($container[0]),position:absBox(activeCellNode),container:activeCellNode,column:o,item:r||{},event:n,commitChanges:commitEditAndSetFocus,cancelChanges:cancelEditAndSetFocus}),r&&(currentEditor.loadValue(r),t&&currentEditor.preClick&&currentEditor.preClick()),serializedEditorValue=currentEditor.serializeValue(),currentEditor.position&&handleActiveCellPositionChange()}else setFocus()}}}function commitEditAndSetFocus(){getEditorLock().commitCurrentEdit()&&(setFocus(),options.autoEdit&&navigateDown())}function cancelEditAndSetFocus(){getEditorLock().cancelCurrentEdit()&&setFocus()}function absBox(e){var t={top:e.offsetTop,left:e.offsetLeft,bottom:0,right:0,width:$(e).outerWidth(),height:$(e).outerHeight(),visible:!0};t.bottom=t.top+t.height,t.right=t.left+t.width;for(var n=e.offsetParent;(e=e.parentNode)!=document.body&&null!=e;)t.visible&&e.scrollHeight!=e.offsetHeight&&\"visible\"!=$(e).css(\"overflowY\")&&(t.visible=t.bottom>e.scrollTop&&t.top<e.scrollTop+e.clientHeight),t.visible&&e.scrollWidth!=e.offsetWidth&&\"visible\"!=$(e).css(\"overflowX\")&&(t.visible=t.right>e.scrollLeft&&t.left<e.scrollLeft+e.clientWidth),t.left-=e.scrollLeft,t.top-=e.scrollTop,e===n&&(t.left+=e.offsetLeft,t.top+=e.offsetTop,n=e.offsetParent),t.bottom=t.top+t.height,t.right=t.left+t.width;return t}function getActiveCellPosition(){return absBox(activeCellNode)}function getGridPosition(){return absBox($container[0])}function handleActiveCellPositionChange(){if(activeCellNode&&(trigger(self.onActiveCellPositionChanged,{}),currentEditor)){var e=getActiveCellPosition();currentEditor.show&&currentEditor.hide&&(e.visible?currentEditor.show():currentEditor.hide()),currentEditor.position&&currentEditor.position(e)}}function getCellEditor(){return currentEditor}function getActiveCell(){return activeCellNode?{row:activeRow,cell:activeCell}:null}function getActiveCellNode(){return activeCellNode}function scrollRowIntoView(e,t){var n=e*options.rowHeight,o=(e+1)*options.rowHeight-viewportH+(viewportHasHScroll?scrollbarDimensions.height:0);(e+1)*options.rowHeight>scrollTop+viewportH+offset?(scrollTo(t?n:o),render()):e*options.rowHeight<scrollTop+offset&&(scrollTo(t?o:n),render())}function scrollRowToTop(e){scrollTo(e*options.rowHeight),render()}function scrollPage(e){var t=e*numVisibleRows;if(scrollTo((getRowFromPosition(scrollTop)+t)*options.rowHeight),render(),options.enableCellNavigation&&null!=activeRow){var n=activeRow+t,o=getDataLengthIncludingAddNew();n>=o&&(n=o-1),n<0&&(n=0);for(var r=0,i=null,l=activePosX;r<=activePosX;)canCellBeActive(n,r)&&(i=r),r+=getColspan(n,r);null!==i?(setActiveCellInternal(getCellNode(n,i)),activePosX=l):resetActiveCell()}}function navigatePageDown(){scrollPage(1)}function navigatePageUp(){scrollPage(-1)}function navigateTop(){navigateToRow(0)}function navigateBottom(){navigateToRow(getDataLength()-1)}function navigateToRow(e){var t=getDataLength();if(!t)return!0;if(e<0?e=0:e>=t&&(e=t-1),scrollCellIntoView(e,0,!0),options.enableCellNavigation&&null!=activeRow){for(var n=0,o=null,r=activePosX;n<=activePosX;)canCellBeActive(e,n)&&(o=n),n+=getColspan(e,n);null!==o?(setActiveCellInternal(getCellNode(e,o)),activePosX=r):resetActiveCell()}return!0}function getColspan(e,t){var n=data.getItemMetadata&&data.getItemMetadata(e);if(!n||!n.columns)return 1;var o=n.columns[columns[t].id]||n.columns[t],r=o&&o.colspan;return r=\"*\"===r?columns.length-t:r||1}function findFirstFocusableCell(e){for(var t=0;t<columns.length;){if(canCellBeActive(e,t))return t;t+=getColspan(e,t)}return null}function findLastFocusableCell(e){for(var t=0,n=null;t<columns.length;)canCellBeActive(e,t)&&(n=t),t+=getColspan(e,t);return n}function gotoRight(e,t,n){if(t>=columns.length)return null;do{t+=getColspan(e,t)}while(t<columns.length&&!canCellBeActive(e,t));return t<columns.length?{row:e,cell:t,posX:t}:null}function gotoLeft(e,t,n){if(t<=0)return null;var o=findFirstFocusableCell(e);if(null===o||o>=t)return null;for(var r,i={row:e,cell:o,posX:o};;){if(!(r=gotoRight(i.row,i.cell,i.posX)))return null;if(r.cell>=t)return i;i=r}}function gotoDown(e,t,n){for(var o,r=getDataLengthIncludingAddNew();;){if(++e>=r)return null;for(o=t=0;t<=n;)o=t,t+=getColspan(e,t);if(canCellBeActive(e,o))return{row:e,cell:o,posX:n}}}function gotoUp(e,t,n){for(var o;;){if(--e<0)return null;for(o=t=0;t<=n;)o=t,t+=getColspan(e,t);if(canCellBeActive(e,o))return{row:e,cell:o,posX:n}}}function gotoNext(e,t,n){if(null==e&&null==t&&canCellBeActive(e=t=n=0,t))return{row:e,cell:t,posX:t};var o=gotoRight(e,t,n);if(o)return o;var r=null,i=getDataLengthIncludingAddNew();for(e===i-1&&e--;++e<i;)if(null!==(r=findFirstFocusableCell(e)))return{row:e,cell:r,posX:r};return null}function gotoPrev(e,t,n){if(null==e&&null==t&&canCellBeActive(e=getDataLengthIncludingAddNew()-1,t=n=columns.length-1))return{row:e,cell:t,posX:t};for(var o,r;!o&&!(o=gotoLeft(e,t,n));){if(--e<0)return null;t=0,null!==(r=findLastFocusableCell(e))&&(o={row:e,cell:r,posX:r})}return o}function gotoRowStart(e,t,n){var o=findFirstFocusableCell(e);return null===o?null:{row:e,cell:o,posX:o}}function gotoRowEnd(e,t,n){var o=findLastFocusableCell(e);return null===o?null:{row:e,cell:o,posX:o}}function navigateRight(){return navigate(\"right\")}function navigateLeft(){return navigate(\"left\")}function navigateDown(){return navigate(\"down\")}function navigateUp(){return navigate(\"up\")}function navigateNext(){return navigate(\"next\")}function navigatePrev(){return navigate(\"prev\")}function navigateRowStart(){return navigate(\"home\")}function navigateRowEnd(){return navigate(\"end\")}function navigate(e){if(!options.enableCellNavigation)return!1;if(!activeCellNode&&\"prev\"!=e&&\"next\"!=e)return!1;if(!getEditorLock().commitCurrentEdit())return!0;setFocus();tabbingDirection={up:-1,down:1,left:-1,right:1,prev:-1,next:1,home:-1,end:1}[e];var t=(0,{up:gotoUp,down:gotoDown,left:gotoLeft,right:gotoRight,prev:gotoPrev,next:gotoNext,home:gotoRowStart,end:gotoRowEnd}[e])(activeRow,activeCell,activePosX);if(t){var n=t.row==getDataLength();return scrollCellIntoView(t.row,t.cell,!n&&options.emulatePagingWhenScrolling),setActiveCellInternal(getCellNode(t.row,t.cell)),activePosX=t.posX,!0}return setActiveCellInternal(getCellNode(activeRow,activeCell)),!1}function getCellNode(e,t){return rowsCache[e]?(ensureCellNodesInRowsCache(e),rowsCache[e].cellNodesByColumnIdx[t]):null}function setActiveCell(e,t,n,o,r){initialized&&(e>getDataLength()||e<0||t>=columns.length||t<0||options.enableCellNavigation&&(scrollCellIntoView(e,t,!1),setActiveCellInternal(getCellNode(e,t),n,o,r)))}function canCellBeActive(e,t){if(!options.enableCellNavigation||e>=getDataLengthIncludingAddNew()||e<0||t>=columns.length||t<0)return!1;var n=data.getItemMetadata&&data.getItemMetadata(e);if(n&&void 0!==n.focusable)return!!n.focusable;var o=n&&n.columns;return o&&o[columns[t].id]&&void 0!==o[columns[t].id].focusable?!!o[columns[t].id].focusable:o&&o[t]&&void 0!==o[t].focusable?!!o[t].focusable:!!columns[t].focusable}function canCellBeSelected(e,t){if(e>=getDataLength()||e<0||t>=columns.length||t<0)return!1;var n=data.getItemMetadata&&data.getItemMetadata(e);if(n&&void 0!==n.selectable)return!!n.selectable;var o=n&&n.columns&&(n.columns[columns[t].id]||n.columns[t]);return o&&void 0!==o.selectable?!!o.selectable:!!columns[t].selectable}function gotoCell(e,t,n,o){initialized&&(canCellBeActive(e,t)&&getEditorLock().commitCurrentEdit()&&(scrollCellIntoView(e,t,!1),setActiveCellInternal(getCellNode(e,t),n||e===getDataLength()||options.autoEdit,null,options.editable,o),currentEditor||setFocus()))}function commitCurrentEdit(){var e=getDataItem(activeRow),t=columns[activeCell];if(currentEditor){if(currentEditor.isValueChanged()){var n=currentEditor.validate();if(n.valid){if(activeRow<getDataLength()){var o={row:activeRow,cell:activeCell,editor:currentEditor,serializedValue:currentEditor.serializeValue(),prevSerializedValue:serializedEditorValue,execute:function(){this.editor.applyValue(e,this.serializedValue),updateRow(this.row),trigger(self.onCellChange,{row:this.row,cell:this.cell,item:e})},undo:function(){this.editor.applyValue(e,this.prevSerializedValue),updateRow(this.row),trigger(self.onCellChange,{row:this.row,cell:this.cell,item:e})}};options.editCommandHandler?(makeActiveCellNormal(),options.editCommandHandler(e,t,o)):(o.execute(),makeActiveCellNormal())}else{var r={};currentEditor.applyValue(r,currentEditor.serializeValue()),makeActiveCellNormal(),trigger(self.onAddNewRow,{item:r,column:t})}return!getEditorLock().isActive()}return 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Slick.Event,onValidationError:new Slick.Event,onViewportChanged:new Slick.Event,onColumnsReordered:new Slick.Event,onColumnsResized:new Slick.Event,onCellChange:new Slick.Event,onBeforeEditCell:new Slick.Event,onBeforeCellEditorDestroy:new Slick.Event,onBeforeDestroy:new Slick.Event,onActiveCellChanged:new Slick.Event,onActiveCellPositionChanged:new Slick.Event,onDragInit:new Slick.Event,onDragStart:new Slick.Event,onDrag:new Slick.Event,onDragEnd:new Slick.Event,onSelectedRowsChanged:new Slick.Event,onCellCssStylesChanged:new Slick.Event,onAutosizeColumns:new Slick.Event,onRendered:new Slick.Event,registerPlugin:registerPlugin,unregisterPlugin:unregisterPlugin,getColumns:getColumns,setColumns:setColumns,getColumnIndex:getColumnIndex,updateColumnHeader:updateColumnHeader,setSortColumn:setSortColumn,setSortColumns:setSortColumns,getSortColumns:getSortColumns,autosizeColumns:autosizeColumns,getOptions:getOptions,setOptions:setOptions,getData:getData,getDataLength:getDataLength,getDataItem:getDataItem,setData:setData,getSelectionModel:getSelectionModel,setSelectionModel:setSelectionModel,getSelectedRows:getSelectedRows,setSelectedRows:setSelectedRows,getContainerNode:getContainerNode,updatePagingStatusFromView:updatePagingStatusFromView,render:render,invalidate:invalidate,invalidateRow:invalidateRow,invalidateRows:invalidateRows,invalidateAllRows:invalidateAllRows,updateCell:updateCell,updateRow:updateRow,getViewport:getVisibleRange,getRenderedRange:getRenderedRange,resizeCanvas:resizeCanvas,updateRowCount:updateRowCount,scrollRowIntoView:scrollRowIntoView,scrollRowToTop:scrollRowToTop,scrollCellIntoView:scrollCellIntoView,scrollColumnIntoView:scrollColumnIntoView,getCanvasNode:getCanvasNode,getUID:getUID,getHeaderColumnWidthDiff:getHeaderColumnWidthDiff,getScrollbarDimensions:getScrollbarDimensions,getHeadersWidth:getHeadersWidth,getCanvasWidth:getCanvasWidth,focus:setFocus,scrollTo:scrollTo,getCellFromPoint:getCellFromPoint,getCellFromEvent:getCellFromEvent,getActiveCell:getActiveCell,setActiveCell:setActiveCell,getActiveCellNode:getActiveCellNode,getActiveCellPosition:getActiveCellPosition,resetActiveCell:resetActiveCell,editActiveCell:makeActiveCellEditable,getCellEditor:getCellEditor,getCellNode:getCellNode,getCellNodeBox:getCellNodeBox,canCellBeSelected:canCellBeSelected,canCellBeActive:canCellBeActive,navigatePrev:navigatePrev,navigateNext:navigateNext,navigateUp:navigateUp,navigateDown:navigateDown,navigateLeft:navigateLeft,navigateRight:navigateRight,navigatePageUp:navigatePageUp,navigatePageDown:navigatePageDown,navigateTop:navigateTop,navigateBottom:navigateBottom,navigateRowStart:navigateRowStart,navigateRowEnd:navigateRowEnd,gotoCell:gotoCell,getTopPanel:getTopPanel,setTopPanelVisibility:setTopPanelVisibility,getPreHeaderPanel:getPreHeaderPanel,setPreHeaderPanelVisibility:setPreHeaderPanelVisibility,getHeader:getHeader,getHeaderColumn:getHeaderColumn,setHeaderRowVisibility:setHeaderRowVisibility,getHeaderRow:getHeaderRow,getHeaderRowColumn:getHeaderRowColumn,setFooterRowVisibility:setFooterRowVisibility,getFooterRow:getFooterRow,getFooterRowColumn:getFooterRowColumn,getGridPosition:getGridPosition,flashCell:flashCell,addCellCssStyles:addCellCssStyles,setCellCssStyles:setCellCssStyles,removeCellCssStyles:removeCellCssStyles,getCellCssStyles:getCellCssStyles,init:finishInitialization,destroy:destroy,getEditorLock:getEditorLock,getEditController:getEditController}),init()}module.exports={Grid:SlickGrid}},470:function(e,t,n){t.exports=\"undefined\"!=typeof 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+       "      //     (c) 2009-2013 Jeremy Ashkenas, DocumentCloud and Investigative Reporters & Editors\n",
+       "      //     Underscore may be freely distributed under the MIT license.\n",
+       "      var o={},r=Array.prototype,i=Object.prototype,l=r.slice,a=i.toString,s=i.hasOwnProperty,c=r.forEach,u=Object.keys,d=Array.isArray,p=function(){},f=p.each=p.forEach=function(e,t,n){if(null!=e)if(c&&e.forEach===c)e.forEach(t,n);else if(e.length===+e.length){for(var r=0,i=e.length;r<i;r++)if(t.call(n,e[r],r,e)===o)return}else{var l=p.keys(e);for(r=0,i=l.length;r<i;r++)if(t.call(n,e[l[r]],l[r],e)===o)return}};p.keys=u||function(e){if(e!==Object(e))throw new TypeError(\"Invalid object\");var t=[];for(var n in e)p.has(e,n)&&t.push(n);return t},p.defaults=function(e){return f(l.call(arguments,1),function(t){if(t)for(var n in t)void 0===e[n]&&(e[n]=t[n])}),e},p.isArray=d||function(e){return\"[object Array]\"===a.call(e)},p.has=function(e,t){if(!p.isArray(t))return null!=e&&s.call(e,t);for(var n=t.length,o=0;o<n;o++){var r=t[o];if(null==e||!s.call(e,r))return!1;e=e[r]}return!!n};var h={escape:{\"&\":\"&amp;\",\"<\":\"&lt;\",\">\":\"&gt;\",'\"':\"&quot;\",\"'\":\"&#x27;\"}},g={escape:new RegExp(\"[\"+p.keys(h.escape).join(\"\")+\"]\",\"g\")};p.each([\"escape\"],function(e){p[e]=function(t){return null==t?\"\":(\"\"+t).replace(g[e],function(t){return h[e][t]})}}),p.templateSettings={evaluate:/<%([\\s\\S]+?)%>/g,interpolate:/<%=([\\s\\S]+?)%>/g,escape:/<%-([\\s\\S]+?)%>/g};var m=/(.)^/,v={\"'\":\"'\",\"\\\\\":\"\\\\\",\"\\r\":\"r\",\"\\n\":\"n\",\"\\t\":\"t\",\"\\u2028\":\"u2028\",\"\\u2029\":\"u2029\"},w=/\\\\|'|\\r|\\n|\\t|\\u2028|\\u2029/g;p.template=function(e,t,n){var o;n=p.defaults({},n,p.templateSettings);var r=new RegExp([(n.escape||m).source,(n.interpolate||m).source,(n.evaluate||m).source].join(\"|\")+\"|$\",\"g\"),i=0,l=\"__p+='\";e.replace(r,function(t,n,o,r,a){return l+=e.slice(i,a).replace(w,function(e){return\"\\\\\"+v[e]}),n&&(l+=\"'+\\n((__t=(\"+n+\"))==null?'':_.escape(__t))+\\n'\"),o&&(l+=\"'+\\n((__t=(\"+o+\"))==null?'':__t)+\\n'\"),r&&(l+=\"';\\n\"+r+\"\\n__p+='\"),i=a+t.length,t}),l+=\"';\\n\",n.variable||(l=\"with(obj||{}){\\n\"+l+\"}\\n\"),l=\"var __t,__p='',__j=Array.prototype.join,print=function(){__p+=__j.call(arguments,'');};\\n\"+l+\"return __p;\\n\";try{o=new Function(n.variable||\"obj\",\"_\",l)}catch(e){throw e.source=l,e}if(t)return o(t,p);var a=function(e){return o.call(this,e,p)};return a.source=\"function(\"+(n.variable||\"obj\")+\"){\\n\"+l+\"}\",a},t.exports=p}},0,0)});\n",
+       "      //# sourceMappingURL=bokeh-tables.min.js.map\n",
+       "      /* END bokeh-tables.min.js */\n",
+       "    },\n",
+       "    \n",
+       "    function(Bokeh) {\n",
+       "      /* BEGIN bokeh-gl.min.js */\n",
+       "      /*!\n",
+       "       * Copyright (c) 2012 - 2018, Anaconda, Inc., and Bokeh Contributors\n",
+       "       * All rights reserved.\n",
+       "       * \n",
+       "       * Redistribution and use in source and binary forms, with or without modification,\n",
+       "       * are permitted provided that the following conditions are met:\n",
+       "       * \n",
+       "       * Redistributions of source code must retain the above copyright notice,\n",
+       "       * this list of conditions and the following disclaimer.\n",
+       "       * \n",
+       "       * Redistributions in binary form must reproduce the above copyright notice,\n",
+       "       * this list of conditions and the following disclaimer in the documentation\n",
+       "       * and/or other materials provided with the distribution.\n",
+       "       * \n",
+       "       * Neither the name of Anaconda nor the names of any contributors\n",
+       "       * may be used to endorse or promote products derived from this software\n",
+       "       * without specific prior written permission.\n",
+       "       * \n",
+       "       * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n",
+       "       * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n",
+       "       * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE\n",
+       "       * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE\n",
+       "       * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR\n",
+       "       * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF\n",
+       "       * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS\n",
+       "       * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN\n",
+       "       * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)\n",
+       "       * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF\n",
+       "       * THE POSSIBILITY OF SUCH DAMAGE.\n",
+       "       */\n",
+       "      !function(t,e){var n;n=t.Bokeh,function(t,e,a){if(null!=n)return n.register_plugin(t,{\"models/glyphs/webgl/base\":473,\"models/glyphs/webgl/index\":474,\"models/glyphs/webgl/line.frag\":475,\"models/glyphs/webgl/line\":476,\"models/glyphs/webgl/line.vert\":477,\"models/glyphs/webgl/main\":478,\"models/glyphs/webgl/markers.frag\":479,\"models/glyphs/webgl/markers\":480,\"models/glyphs/webgl/markers.vert\":481},478);throw new Error(\"Cannot find Bokeh. 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rendering\"),!1;if(_=100/Math.min(Math.max(Math.abs(f[1]-f[0]),1e-12),1e12),h=100/Math.min(Math.max(Math.abs(d[1]-d[0]),1e-12),1e12),a=this.glyph.renderer.map_to_screen([r*_,o*_,l*_],[r*h,o*h,l*h]),f=a[0],d=a[1],Math.abs(f[1]-f[0]-(f[2]-f[1]))>1e-6||Math.abs(d[1]-d[0]-(d[2]-d[1]))>1e-6)return s.logger.warn(\"WebGL backend (\"+this.glyph.model.type+\"): falling back to canvas rendering\"),!1;var u=[(f[1]-f[0])/_,(d[1]-d[0])/h],g=u[0],p=u[1],v=this.glyph.renderer.plot_view.gl.canvas,m=v.width,x=v.height,y={pixel_ratio:this.glyph.renderer.plot_view.canvas.pixel_ratio,width:m,height:x,dx:f[0]/g,dy:d[0]/p,sx:g,sy:p};return this.draw(e,n,y),!0},t}();function r(t,e){for(var n=new Float32Array(t),a=0,s=t;a<s;a++)n[a]=e;return n}function o(t,e){return void 0!==t[e].spec.value}n.BaseGLGlyph=i,n.line_width=function(t){return t<2&&(t=Math.sqrt(2*t)),t},n.fill_array_with_float=r,n.fill_array_with_vec=function(t,e,n){for(var a=new Float32Array(t*e),s=0;s<t;s++)for(var i=0;i<e;i++)a[s*e+i]=n[i];return a},n.visual_prop_is_singular=o,n.attach_float=function(t,e,n,a,s,i){if(s.doit)if(o(s,i))e.used=!1,t.set_attribute(n,\"float\",s[i].value());else{e.used=!0;var r=new Float32Array(s.cache[i+\"_array\"]);e.set_size(4*a),e.set_data(0,r),t.set_attribute(n,\"float\",e)}else e.used=!1,t.set_attribute(n,\"float\",[0])},n.attach_color=function(t,e,n,s,i,l){var _,h=l+\"_color\",c=l+\"_alpha\";if(i.doit)if(o(i,h)&&o(i,c))e.used=!1,_=a.color2rgba(i[h].value(),i[c].value()),t.set_attribute(n,\"vec4\",_);else{var f=void 0,d=void 0;e.used=!0,d=o(i,h)?function(){for(var t=[],e=0,n=s;e<n;e++)t.push(i[h].value());return t}():i.cache[h+\"_array\"],f=o(i,c)?r(s,i[c].value()):i.cache[c+\"_array\"];for(var u=new Float32Array(4*s),g=0,p=s;g<p;g++){_=a.color2rgba(d[g],f[g]);for(var v=0;v<4;v++)u[4*g+v]=_[v]}e.set_size(4*s*4),e.set_data(0,u),t.set_attribute(n,\"vec4\",e)}else e.used=!1,t.set_attribute(n,\"vec4\",[0,0,0,0])}},474:function(t,e,n){var a=t(408);a.__exportStar(t(476),n),a.__exportStar(t(480),n)},475:function(t,e,n){n.fragment_shader=\"\\nprecision mediump float;\\n\\nconst float PI = 3.14159265358979323846264;\\nconst float THETA = 15.0 * 3.14159265358979323846264/180.0;\\n\\nuniform sampler2D u_dash_atlas;\\n\\nuniform vec2 u_linecaps;\\nuniform float u_miter_limit;\\nuniform float u_linejoin;\\nuniform float u_antialias;\\nuniform float u_dash_phase;\\nuniform float u_dash_period;\\nuniform float u_dash_index;\\nuniform vec2 u_dash_caps;\\nuniform float u_closed;\\n\\nvarying vec4  v_color;\\nvarying vec2  v_segment;\\nvarying vec2  v_angles;\\nvarying vec2  v_texcoord;\\nvarying vec2  v_miter;\\nvarying float v_length;\\nvarying float v_linewidth;\\n\\n// Compute distance to cap ----------------------------------------------------\\nfloat cap( int type, float dx, float dy, float t, float linewidth )\\n{\\n    float d = 0.0;\\n    dx = abs(dx);\\n    dy = abs(dy);\\n    if      (type == 0)  discard;  // None\\n    else if (type == 1)  d = sqrt(dx*dx+dy*dy);  // Round\\n    else if (type == 3)  d = (dx+abs(dy));  // Triangle in\\n    else if (type == 2)  d = max(abs(dy),(t+dx-abs(dy)));  // Triangle out\\n    else if (type == 4)  d = max(dx,dy);  // Square\\n    else if (type == 5)  d = max(dx+t,dy);  // Butt\\n    return d;\\n}\\n\\n// Compute distance to join -------------------------------------------------\\nfloat join( in int type, in float d, in vec2 segment, in vec2 texcoord, in vec2 miter,\\n           in float linewidth )\\n{\\n    // texcoord.x is distance from start\\n    // texcoord.y is distance from centerline\\n    // segment.x and y indicate the limits (as for texcoord.x) for this segment\\n\\n    float dx = texcoord.x;\\n\\n    // Round join\\n    if( type == 1 ) {\\n        if (dx < segment.x) {\\n            d = max(d,length( texcoord - vec2(segment.x,0.0)));\\n            //d = length( texcoord - vec2(segment.x,0.0));\\n        } else if (dx > segment.y) {\\n            d = max(d,length( texcoord - vec2(segment.y,0.0)));\\n            //d = length( texcoord - vec2(segment.y,0.0));\\n        }\\n    }\\n    // Bevel join\\n    else if ( type == 2 ) {\\n        if (dx < segment.x) {\\n            vec2 x = texcoord - vec2(segment.x,0.0);\\n            d = max(d, max(abs(x.x), abs(x.y)));\\n\\n        } else if (dx > segment.y) {\\n            vec2 x = texcoord - vec2(segment.y,0.0);\\n            d = max(d, max(abs(x.x), abs(x.y)));\\n        }\\n        /*  Original code for bevel which does not work for us\\n        if( (dx < segment.x) ||  (dx > segment.y) )\\n            d = max(d, min(abs(x.x),abs(x.y)));\\n        */\\n    }\\n\\n    return d;\\n}\\n\\nvoid main()\\n{\\n    // If color is fully transparent we just discard the fragment\\n    if( v_color.a <= 0.0 ) {\\n        discard;\\n    }\\n\\n    // Test if dash pattern is the solid one (0)\\n    bool solid =  (u_dash_index == 0.0);\\n\\n    // Test if path is closed\\n    bool closed = (u_closed > 0.0);\\n\\n    vec4 color = v_color;\\n    float dx = v_texcoord.x;\\n    float dy = v_texcoord.y;\\n    float t = v_linewidth/2.0-u_antialias;\\n    float width = 1.0;  //v_linewidth; original code had dashes scale with line width, we do not\\n    float d = 0.0;\\n\\n    vec2 linecaps = u_linecaps;\\n    vec2 dash_caps = u_dash_caps;\\n    float line_start = 0.0;\\n    float line_stop = v_length;\\n\\n    // Apply miter limit; fragments too far into the miter are simply discarded\\n    if( (dx < v_segment.x) || (dx > v_segment.y) ) {\\n        float into_miter = max(v_segment.x - dx, dx - v_segment.y);\\n        if (into_miter > u_miter_limit*v_linewidth/2.0)\\n          discard;\\n    }\\n\\n    // Solid line --------------------------------------------------------------\\n    if( solid ) {\\n        d = abs(dy);\\n        if( (!closed) && (dx < line_start) ) {\\n            d = cap( int(u_linecaps.x), abs(dx), abs(dy), t, v_linewidth );\\n        }\\n        else if( (!closed) &&  (dx > line_stop) ) {\\n            d = cap( int(u_linecaps.y), abs(dx)-line_stop, abs(dy), t, v_linewidth );\\n        }\\n        else {\\n            d = join( int(u_linejoin), abs(dy), v_segment, v_texcoord, v_miter, v_linewidth );\\n        }\\n\\n    // Dash line --------------------------------------------------------------\\n    } else {\\n        float segment_start = v_segment.x;\\n        float segment_stop  = v_segment.y;\\n        float segment_center= (segment_start+segment_stop)/2.0;\\n        float freq          = u_dash_period*width;\\n        float u = mod( dx + u_dash_phase*width, freq);\\n        vec4 tex = texture2D(u_dash_atlas, vec2(u/freq, u_dash_index)) * 255.0 -10.0;  // conversion to int-like\\n        float dash_center= tex.x * width;\\n        float dash_type  = tex.y;\\n        float _start = tex.z * width;\\n        float _stop  = tex.a * width;\\n        float dash_start = dx - u + _start;\\n        float dash_stop  = dx - u + _stop;\\n\\n        // Compute extents of the first dash (the one relative to v_segment.x)\\n        // Note: this could be computed in the vertex shader\\n        if( (dash_stop < segment_start) && (dash_caps.x != 5.0) ) {\\n            float u = mod(segment_start + u_dash_phase*width, freq);\\n            vec4 tex = texture2D(u_dash_atlas, vec2(u/freq, u_dash_index)) * 255.0 -10.0;  // conversion to int-like\\n            dash_center= tex.x * width;\\n            //dash_type  = tex.y;\\n            float _start = tex.z * width;\\n            float _stop  = tex.a * width;\\n            dash_start = segment_start - u + _start;\\n            dash_stop = segment_start - u + _stop;\\n        }\\n\\n        // Compute extents of the last dash (the one relatives to v_segment.y)\\n        // Note: This could be computed in the vertex shader\\n        else if( (dash_start > segment_stop)  && (dash_caps.y != 5.0) ) {\\n            float u = mod(segment_stop + u_dash_phase*width, freq);\\n            vec4 tex = texture2D(u_dash_atlas, vec2(u/freq, u_dash_index)) * 255.0 -10.0;  // conversion to int-like\\n            dash_center= tex.x * width;\\n            //dash_type  = tex.y;\\n            float _start = tex.z * width;\\n            float _stop  = tex.a * width;\\n            dash_start = segment_stop - u + _start;\\n            dash_stop  = segment_stop - u + _stop;\\n        }\\n\\n        // This test if the we are dealing with a discontinuous angle\\n        bool discontinuous = ((dx <  segment_center) && abs(v_angles.x) > THETA) ||\\n                             ((dx >= segment_center) && abs(v_angles.y) > THETA);\\n        //if( dx < line_start) discontinuous = false;\\n        //if( dx > line_stop)  discontinuous = false;\\n\\n        float d_join = join( int(u_linejoin), abs(dy),\\n                            v_segment, v_texcoord, v_miter, v_linewidth );\\n\\n        // When path is closed, we do not have room for linecaps, so we make room\\n        // by shortening the total length\\n        if (closed) {\\n             line_start += v_linewidth/2.0;\\n             line_stop  -= v_linewidth/2.0;\\n        }\\n\\n        // We also need to take antialias area into account\\n        //line_start += u_antialias;\\n        //line_stop  -= u_antialias;\\n\\n        // Check is dash stop is before line start\\n        if( dash_stop <= line_start ) {\\n            discard;\\n        }\\n        // Check is dash start is beyond line stop\\n        if( dash_start >= line_stop ) {\\n            discard;\\n        }\\n\\n        // Check if current dash start is beyond segment stop\\n        if( discontinuous ) {\\n            // Dash start is beyond segment, we discard\\n            if( (dash_start > segment_stop) ) {\\n                discard;\\n                //gl_FragColor = vec4(1.0,0.0,0.0,.25); return;\\n            }\\n\\n            // Dash stop is before segment, we discard\\n            if( (dash_stop < segment_start) ) {\\n                discard;  //gl_FragColor = vec4(0.0,1.0,0.0,.25); return;\\n            }\\n\\n            // Special case for round caps (nicer with this)\\n            if( dash_caps.x == 1.0 ) {\\n                if( (u > _stop) && (dash_stop > segment_stop )  && (abs(v_angles.y) < PI/2.0)) {\\n                    discard;\\n                }\\n            }\\n\\n            // Special case for round caps  (nicer with this)\\n            if( dash_caps.y == 1.0 ) {\\n                if( (u < _start) && (dash_start < segment_start )  && (abs(v_angles.x) < PI/2.0)) {\\n                    discard;\\n                }\\n            }\\n\\n            // Special case for triangle caps (in & out) and square\\n            // We make sure the cap stop at crossing frontier\\n            if( (dash_caps.x != 1.0) && (dash_caps.x != 5.0) ) {\\n                if( (dash_start < segment_start )  && (abs(v_angles.x) < PI/2.0) ) {\\n                    float a = v_angles.x/2.0;\\n                    float x = (segment_start-dx)*cos(a) - dy*sin(a);\\n                    float y = (segment_start-dx)*sin(a) + dy*cos(a);\\n                    if( x > 0.0 ) discard;\\n                    // We transform the cap into square to avoid holes\\n                    dash_caps.x = 4.0;\\n                }\\n            }\\n\\n            // Special case for triangle caps (in & out) and square\\n            // We make sure the cap stop at crossing frontier\\n            if( (dash_caps.y != 1.0) && (dash_caps.y != 5.0) ) {\\n                if( (dash_stop > segment_stop )  && (abs(v_angles.y) < PI/2.0) ) {\\n                    float a = v_angles.y/2.0;\\n                    float x = (dx-segment_stop)*cos(a) - dy*sin(a);\\n                    float y = (dx-segment_stop)*sin(a) + dy*cos(a);\\n                    if( x > 0.0 ) discard;\\n                    // We transform the caps into square to avoid holes\\n                    dash_caps.y = 4.0;\\n                }\\n            }\\n        }\\n\\n        // Line cap at start\\n        if( (dx < line_start) && (dash_start < line_start) && (dash_stop > line_start) ) {\\n            d = cap( int(linecaps.x), dx-line_start, dy, t, v_linewidth);\\n        }\\n        // Line cap at stop\\n        else if( (dx > line_stop) && (dash_stop > line_stop) && (dash_start < line_stop) ) {\\n            d = cap( int(linecaps.y), dx-line_stop, dy, t, v_linewidth);\\n        }\\n        // Dash cap left - dash_type = -1, 0 or 1, but there may be roundoff errors\\n        else if( dash_type < -0.5 ) {\\n            d = cap( int(dash_caps.y), abs(u-dash_center), dy, t, v_linewidth);\\n            if( (dx > line_start) && (dx < line_stop) )\\n                d = max(d,d_join);\\n        }\\n        // Dash cap right\\n        else if( dash_type > 0.5 ) {\\n            d = cap( int(dash_caps.x), abs(dash_center-u), dy, t, v_linewidth);\\n            if( (dx > line_start) && (dx < line_stop) )\\n                d = max(d,d_join);\\n        }\\n        // Dash body (plain)\\n        else {// if( dash_type > -0.5 &&  dash_type < 0.5) {\\n            d = abs(dy);\\n        }\\n\\n        // Line join\\n        if( (dx > line_start) && (dx < line_stop)) {\\n            if( (dx <= segment_start) && (dash_start <= segment_start)\\n                && (dash_stop >= segment_start) ) {\\n                d = d_join;\\n                // Antialias at outer border\\n                float angle = PI/2.+v_angles.x;\\n                float f = abs( (segment_start - dx)*cos(angle) - dy*sin(angle));\\n                d = max(f,d);\\n            }\\n            else if( (dx > segment_stop) && (dash_start <= segment_stop)\\n                     && (dash_stop >= segment_stop) ) {\\n                d = d_join;\\n                // Antialias at outer border\\n                float angle = PI/2.+v_angles.y;\\n                float f = abs((dx - segment_stop)*cos(angle) - dy*sin(angle));\\n                d = max(f,d);\\n            }\\n            else if( dx < (segment_start - v_linewidth/2.)) {\\n                discard;\\n            }\\n            else if( dx > (segment_stop + v_linewidth/2.)) {\\n                discard;\\n            }\\n        }\\n        else if( dx < (segment_start - v_linewidth/2.)) {\\n            discard;\\n        }\\n        else if( dx > (segment_stop + v_linewidth/2.)) {\\n            discard;\\n        }\\n    }\\n\\n    // Distance to border ------------------------------------------------------\\n    d = d - t;\\n    if( d < 0.0 ) {\\n        gl_FragColor = color;\\n    } else {\\n        d /= u_antialias;\\n        gl_FragColor = vec4(color.rgb, exp(-d*d)*color.a);\\n    }\\n}\\n\"},476:function(t,e,n){var a=t(408),s=t(482),i=t(473),r=t(477),o=t(475),l=t(30),_=function(){function t(t){this._atlas={},this._index=0,this._width=256,this._height=256,this.tex=new s.Texture2D(t),this.tex.set_wrapping(t.REPEAT,t.REPEAT),this.tex.set_interpolation(t.NEAREST,t.NEAREST),this.tex.set_size([this._height,this._width],t.RGBA),this.tex.set_data([0,0],[this._height,this._width],new Uint8Array(this._height*this._width*4)),this.get_atlas_data([1])}return t.prototype.get_atlas_data=function(t){var e=t.join(\"-\"),n=this._atlas[e];if(void 0===n){var a=this.make_pattern(t),s=a[0],i=a[1];this.tex.set_data([this._index,0],[1,this._width],new Uint8Array(s.map(function(t){return t+10}))),this._atlas[e]=[this._index/this._height,i],this._index+=1}return this._atlas[e]},t.prototype.make_pattern=function(t){t.length>1&&t.length%2&&(t=t.concat(t));for(var e=0,n=0,a=t;n<a.length;n++){var s=a[n];e+=s}for(var i=[],r=0,o=0,l=t.length+2;o<l;o+=2){var _=Math.max(1e-4,t[o%t.length]),h=Math.max(1e-4,t[(o+1)%t.length]);i.push(r,r+_),r+=_+h}for(var c=this._width,f=new Float32Array(4*c),o=0,l=c;o<l;o++){for(var d=void 0,u=void 0,g=void 0,p=e*o/(c-1),v=0,m=1e16,x=0,y=i.length;x<y;x++){var b=Math.abs(i[x]-p);b<m&&(v=x,m=b)}v%2==0?(g=p<=i[v]?1:0,u=i[v],d=i[v+1]):(g=p>i[v]?-1:0,u=i[v-1],d=i[v]),f[4*o+0]=i[v],f[4*o+1]=g,f[4*o+2]=u,f[4*o+3]=d}return[f,e]},t}(),h={miter:0,round:1,bevel:2},c={\"\":0,none:0,\".\":0,round:1,\")\":1,\"(\":1,o:1,\"triangle in\":2,\"<\":2,\"triangle out\":3,\">\":3,square:4,\"[\":4,\"]\":4,\"=\":4,butt:5,\"|\":5},f=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return a.__extends(e,t),e.prototype.init=function(){var t=this.gl;this._scale_aspect=0;var e=r.vertex_shader,n=o.fragment_shader;this.prog=new s.Program(t),this.prog.set_shaders(e,n),this.index_buffer=new s.IndexBuffer(t),this.vbo_position=new s.VertexBuffer(t),this.vbo_tangents=new s.VertexBuffer(t),this.vbo_segment=new s.VertexBuffer(t),this.vbo_angles=new s.VertexBuffer(t),this.vbo_texcoord=new s.VertexBuffer(t),this.dash_atlas=new _(t)},e.prototype.draw=function(t,e,n){var a=e.glglyph;if(a.data_changed){if(!isFinite(n.dx)||!isFinite(n.dy))return;a._baked_offset=[n.dx,n.dy],a._set_data(),a.data_changed=!1}this.visuals_changed&&(this._set_visuals(),this.visuals_changed=!1);var s=n.sx,i=n.sy,r=Math.sqrt(s*s+i*i);s/=r,i/=r,Math.abs(this._scale_aspect-i/s)>Math.abs(.001*this._scale_aspect)&&(a._update_scale(s,i),this._scale_aspect=i/s),this.prog.set_attribute(\"a_position\",\"vec2\",a.vbo_position),this.prog.set_attribute(\"a_tangents\",\"vec4\",a.vbo_tangents),this.prog.set_attribute(\"a_segment\",\"vec2\",a.vbo_segment),this.prog.set_attribute(\"a_angles\",\"vec2\",a.vbo_angles),this.prog.set_attribute(\"a_texcoord\",\"vec2\",a.vbo_texcoord),this.prog.set_uniform(\"u_length\",\"float\",[a.cumsum]),this.prog.set_texture(\"u_dash_atlas\",this.dash_atlas.tex);var o=a._baked_offset;if(this.prog.set_uniform(\"u_pixel_ratio\",\"float\",[n.pixel_ratio]),this.prog.set_uniform(\"u_canvas_size\",\"vec2\",[n.width,n.height]),this.prog.set_uniform(\"u_offset\",\"vec2\",[n.dx-o[0],n.dy-o[1]]),this.prog.set_uniform(\"u_scale_aspect\",\"vec2\",[s,i]),this.prog.set_uniform(\"u_scale_length\",\"float\",[r]),this.I_triangles=a.I_triangles,this.I_triangles.length<65535)this.index_buffer.set_size(2*this.I_triangles.length),this.index_buffer.set_data(0,new Uint16Array(this.I_triangles)),this.prog.draw(this.gl.TRIANGLES,this.index_buffer);else{t=Array.from(this.I_triangles);for(var l=this.I_triangles.length,_=[],h=0,c=Math.ceil(l/64008);h<c;h++)_.push([]);for(var h=0,c=t.length;h<c;h++){var f=t[h]%64008,d=Math.floor(t[h]/64008);_[d].push(f)}for(var d=0,c=_.length;d<c;d++){var u=new Uint16Array(_[d]),g=64008*d*4;0!==u.length&&(this.prog.set_attribute(\"a_position\",\"vec2\",a.vbo_position,0,2*g),this.prog.set_attribute(\"a_tangents\",\"vec4\",a.vbo_tangents,0,4*g),this.prog.set_attribute(\"a_segment\",\"vec2\",a.vbo_segment,0,2*g),this.prog.set_attribute(\"a_angles\",\"vec2\",a.vbo_angles,0,2*g),this.prog.set_attribute(\"a_texcoord\",\"vec2\",a.vbo_texcoord,0,2*g),this.index_buffer.set_size(2*u.length),this.index_buffer.set_data(0,u),this.prog.draw(this.gl.TRIANGLES,this.index_buffer))}}},e.prototype._set_data=function(){this._bake(),this.vbo_position.set_size(4*this.V_position.length),this.vbo_position.set_data(0,this.V_position),this.vbo_tangents.set_size(4*this.V_tangents.length),this.vbo_tangents.set_data(0,this.V_tangents),this.vbo_angles.set_size(4*this.V_angles.length),this.vbo_angles.set_data(0,this.V_angles),this.vbo_texcoord.set_size(4*this.V_texcoord.length),this.vbo_texcoord.set_data(0,this.V_texcoord)},e.prototype._set_visuals=function(){var t,e=l.color2rgba(this.glyph.visuals.line.line_color.value(),this.glyph.visuals.line.line_alpha.value()),n=c[this.glyph.visuals.line.line_cap.value()],a=h[this.glyph.visuals.line.line_join.value()];this.prog.set_uniform(\"u_color\",\"vec4\",e),this.prog.set_uniform(\"u_linewidth\",\"float\",[this.glyph.visuals.line.line_width.value()]),this.prog.set_uniform(\"u_antialias\",\"float\",[.9]),this.prog.set_uniform(\"u_linecaps\",\"vec2\",[n,n]),this.prog.set_uniform(\"u_linejoin\",\"float\",[a]),this.prog.set_uniform(\"u_miter_limit\",\"float\",[10]);var s=this.glyph.visuals.line.line_dash.value(),i=0,r=1;s.length&&(t=this.dash_atlas.get_atlas_data(s),i=t[0],r=t[1]),this.prog.set_uniform(\"u_dash_index\",\"float\",[i]),this.prog.set_uniform(\"u_dash_phase\",\"float\",[this.glyph.visuals.line.line_dash_offset.value()]),this.prog.set_uniform(\"u_dash_period\",\"float\",[r]),this.prog.set_uniform(\"u_dash_caps\",\"vec2\",[n,n]),this.prog.set_uniform(\"u_closed\",\"float\",[0])},e.prototype._bake=function(){for(var t,e,n,a,s,i,r,o,l=this.nvertices,_=new Float64Array(this.glyph._x),h=new Float64Array(this.glyph._y),c=r=new Float32Array(2*l),f=new Float32Array(2*l),d=o=new Float32Array(4*l),u=0,g=l;u<g;u++)c[2*u+0]=_[u]+this._baked_offset[0],c[2*u+1]=h[u]+this._baked_offset[1];this.tangents=e=new Float32Array(2*l-2);for(var u=0,g=l-1;u<g;u++)e[2*u+0]=r[2*(u+1)+0]-r[2*u+0],e[2*u+1]=r[2*(u+1)+1]-r[2*u+1];for(var u=0,g=l-1;u<g;u++)d[4*(u+1)+0]=e[2*u+0],d[4*(u+1)+1]=e[2*u+1],d[4*u+2]=e[2*u+0],d[4*u+3]=e[2*u+1];d[0]=e[0],d[1]=e[1],d[4*(l-1)+2]=e[2*(l-2)+0],d[4*(l-1)+3]=e[2*(l-2)+1];for(var p=new Float32Array(l),u=0,g=l;u<g;u++)p[u]=Math.atan2(o[4*u+0]*o[4*u+3]-o[4*u+1]*o[4*u+2],o[4*u+0]*o[4*u+2]+o[4*u+1]*o[4*u+3]);for(var u=0,g=l-1;u<g;u++)f[2*u+0]=p[u],f[2*u+1]=p[u+1];var v=4*l-4;this.V_position=a=new Float32Array(2*v),this.V_angles=n=new Float32Array(2*v),this.V_tangents=s=new Float32Array(4*v),this.V_texcoord=i=new Float32Array(2*v);for(var u=0,g=l;u<g;u++)for(var m=0;m<4;m++){for(var x=0;x<2;x++)a[2*(4*u+m-2)+x]=c[2*u+x],n[2*(4*u+m)+x]=f[2*u+x];for(var x=0;x<4;x++)s[4*(4*u+m-2)+x]=d[4*u+x]}for(var u=0,g=l;u<g;u++)i[2*(4*u+0)+0]=-1,i[2*(4*u+1)+0]=-1,i[2*(4*u+2)+0]=1,i[2*(4*u+3)+0]=1,i[2*(4*u+0)+1]=-1,i[2*(4*u+1)+1]=1,i[2*(4*u+2)+1]=-1,i[2*(4*u+3)+1]=1;var y=6*(l-1);this.I_triangles=t=new Uint32Array(y);for(var u=0,g=l;u<g;u++)t[6*u+0]=0+4*u,t[6*u+1]=1+4*u,t[6*u+2]=3+4*u,t[6*u+3]=2+4*u,t[6*u+4]=0+4*u,t[6*u+5]=3+4*u},e.prototype._update_scale=function(t,e){var n,a=this.nvertices,s=4*a-4,i=this.tangents,r=new Float32Array(a-1),o=new Float32Array(2*a);this.V_segment=n=new Float32Array(2*s);for(var l=0,_=a-1;l<_;l++)r[l]=Math.sqrt(Math.pow(i[2*l+0]*t,2)+Math.pow(i[2*l+1]*e,2));for(var h=0,l=0,_=a-1;l<_;l++)h+=r[l],o[2*(l+1)+0]=h,o[2*l+1]=h;for(var l=0,_=a;l<_;l++)for(var c=0;c<4;c++)for(var f=0;f<2;f++)n[2*(4*l+c)+f]=o[2*l+f];this.cumsum=h,this.vbo_segment.set_size(4*this.V_segment.length),this.vbo_segment.set_data(0,this.V_segment)},e}(i.BaseGLGlyph);n.LineGLGlyph=f},477:function(t,e,n){n.vertex_shader=\"\\nprecision mediump float;\\n\\nconst float PI = 3.14159265358979323846264;\\nconst float THETA = 15.0 * 3.14159265358979323846264/180.0;\\n\\nuniform float u_pixel_ratio;\\nuniform vec2 u_canvas_size, u_offset;\\nuniform vec2 u_scale_aspect;\\nuniform float u_scale_length;\\n\\nuniform vec4 u_color;\\nuniform float u_antialias;\\nuniform float u_length;\\nuniform float u_linewidth;\\nuniform float u_dash_index;\\nuniform float u_closed;\\n\\nattribute vec2 a_position;\\nattribute vec4 a_tangents;\\nattribute vec2 a_segment;\\nattribute vec2 a_angles;\\nattribute vec2 a_texcoord;\\n\\nvarying vec4  v_color;\\nvarying vec2  v_segment;\\nvarying vec2  v_angles;\\nvarying vec2  v_texcoord;\\nvarying vec2  v_miter;\\nvarying float v_length;\\nvarying float v_linewidth;\\n\\nfloat cross(in vec2 v1, in vec2 v2)\\n{\\n    return v1.x*v2.y - v1.y*v2.x;\\n}\\n\\nfloat signed_distance(in vec2 v1, in vec2 v2, in vec2 v3)\\n{\\n    return cross(v2-v1,v1-v3) / length(v2-v1);\\n}\\n\\nvoid rotate( in vec2 v, in float alpha, out vec2 result )\\n{\\n    float c = cos(alpha);\\n    float s = sin(alpha);\\n    result = vec2( c*v.x - s*v.y,\\n                   s*v.x + c*v.y );\\n}\\n\\nvoid main()\\n{\\n    bool closed = (u_closed > 0.0);\\n\\n    // Attributes and uniforms to varyings\\n    v_color = u_color;\\n    v_linewidth = u_linewidth;\\n    v_segment = a_segment * u_scale_length;\\n    v_length = u_length * u_scale_length;\\n\\n    // Scale to map to pixel coordinates. The original algorithm from the paper\\n    // assumed isotropic scale. We obviously do not have this.\\n    vec2 abs_scale_aspect = abs(u_scale_aspect);\\n    vec2 abs_scale = u_scale_length * abs_scale_aspect;\\n\\n    // Correct angles for aspect ratio\\n    vec2 av;\\n    av = vec2(1.0, tan(a_angles.x)) / abs_scale_aspect;\\n    v_angles.x = atan(av.y, av.x);\\n    av = vec2(1.0, tan(a_angles.y)) / abs_scale_aspect;\\n    v_angles.y = atan(av.y, av.x);\\n\\n    // Thickness below 1 pixel are represented using a 1 pixel thickness\\n    // and a modified alpha\\n    v_color.a = min(v_linewidth, v_color.a);\\n    v_linewidth = max(v_linewidth, 1.0);\\n\\n    // If color is fully transparent we just will discard the fragment anyway\\n    if( v_color.a <= 0.0 ) {\\n        gl_Position = vec4(0.0,0.0,0.0,1.0);\\n        return;\\n    }\\n\\n    // This is the actual half width of the line\\n    float w = ceil(u_antialias+v_linewidth)/2.0;\\n\\n    vec2 position = (a_position + u_offset) * abs_scale;\\n\\n    vec2 t1 = normalize(a_tangents.xy * abs_scale_aspect);  // note the scaling for aspect ratio here\\n    vec2 t2 = normalize(a_tangents.zw * abs_scale_aspect);\\n    float u = a_texcoord.x;\\n    float v = a_texcoord.y;\\n    vec2 o1 = vec2( +t1.y, -t1.x);\\n    vec2 o2 = vec2( +t2.y, -t2.x);\\n\\n    // This is a join\\n    // ----------------------------------------------------------------\\n    if( t1 != t2 ) {\\n        float angle = atan (t1.x*t2.y-t1.y*t2.x, t1.x*t2.x+t1.y*t2.y);  // Angle needs recalculation for some reason\\n        vec2 t  = normalize(t1+t2);\\n        vec2 o  = vec2( + t.y, - t.x);\\n\\n        if ( u_dash_index > 0.0 )\\n        {\\n            // Broken angle\\n            // ----------------------------------------------------------------\\n            if( (abs(angle) > THETA) ) {\\n                position += v * w * o / cos(angle/2.0);\\n                float s = sign(angle);\\n                if( angle < 0.0 ) {\\n                    if( u == +1.0 ) {\\n                        u = v_segment.y + v * w * tan(angle/2.0);\\n                        if( v == 1.0 ) {\\n                            position -= 2.0 * w * t1 / sin(angle);\\n                            u -= 2.0 * w / sin(angle);\\n                        }\\n                    } else {\\n                        u = v_segment.x - v * w * tan(angle/2.0);\\n                        if( v == 1.0 ) {\\n                            position += 2.0 * w * t2 / sin(angle);\\n                            u += 2.0*w / sin(angle);\\n                        }\\n                    }\\n                } else {\\n                    if( u == +1.0 ) {\\n                        u = v_segment.y + v * w * tan(angle/2.0);\\n                        if( v == -1.0 ) {\\n                            position += 2.0 * w * t1 / sin(angle);\\n                            u += 2.0 * w / sin(angle);\\n                        }\\n                    } else {\\n                        u = v_segment.x - v * w * tan(angle/2.0);\\n                        if( v == -1.0 ) {\\n                            position -= 2.0 * w * t2 / sin(angle);\\n                            u -= 2.0*w / sin(angle);\\n                        }\\n                    }\\n                }\\n                // Continuous angle\\n                // ------------------------------------------------------------\\n            } else {\\n                position += v * w * o / cos(angle/2.0);\\n                if( u == +1.0 ) u = v_segment.y;\\n                else            u = v_segment.x;\\n            }\\n        }\\n\\n        // Solid line\\n        // --------------------------------------------------------------------\\n        else\\n        {\\n            position.xy += v * w * o / cos(angle/2.0);\\n            if( angle < 0.0 ) {\\n                if( u == +1.0 ) {\\n                    u = v_segment.y + v * w * tan(angle/2.0);\\n                } else {\\n                    u = v_segment.x - v * w * tan(angle/2.0);\\n                }\\n            } else {\\n                if( u == +1.0 ) {\\n                    u = v_segment.y + v * w * tan(angle/2.0);\\n                } else {\\n                    u = v_segment.x - v * w * tan(angle/2.0);\\n                }\\n            }\\n        }\\n\\n    // This is a line start or end (t1 == t2)\\n    // ------------------------------------------------------------------------\\n    } else {\\n        position += v * w * o1;\\n        if( u == -1.0 ) {\\n            u = v_segment.x - w;\\n            position -= w * t1;\\n        } else {\\n            u = v_segment.y + w;\\n            position += w * t2;\\n        }\\n    }\\n\\n    // Miter distance\\n    // ------------------------------------------------------------------------\\n    vec2 t;\\n    vec2 curr = a_position * abs_scale;\\n    if( a_texcoord.x < 0.0 ) {\\n        vec2 next = curr + t2*(v_segment.y-v_segment.x);\\n\\n        rotate( t1, +v_angles.x/2.0, t);\\n        v_miter.x = signed_distance(curr, curr+t, position);\\n\\n        rotate( t2, +v_angles.y/2.0, t);\\n        v_miter.y = signed_distance(next, next+t, position);\\n    } else {\\n        vec2 prev = curr - t1*(v_segment.y-v_segment.x);\\n\\n        rotate( t1, -v_angles.x/2.0,t);\\n        v_miter.x = signed_distance(prev, prev+t, position);\\n\\n        rotate( t2, -v_angles.y/2.0,t);\\n        v_miter.y = signed_distance(curr, curr+t, position);\\n    }\\n\\n    if (!closed && v_segment.x <= 0.0) {\\n        v_miter.x = 1e10;\\n    }\\n    if (!closed && v_segment.y >= v_length)\\n    {\\n        v_miter.y = 1e10;\\n    }\\n\\n    v_texcoord = vec2( u, v*w );\\n\\n    // Calculate position in device coordinates. Note that we\\n    // already scaled with abs scale above.\\n    vec2 normpos = position * sign(u_scale_aspect);\\n    normpos += 0.5;  // make up for Bokeh's offset\\n    normpos /= u_canvas_size / u_pixel_ratio;  // in 0..1\\n    gl_Position = vec4(normpos*2.0-1.0, 0.0, 1.0);\\n    gl_Position.y *= -1.0;\\n}\\n\"},478:function(t,e,n){t(474)},479:function(t,e,n){n.fragment_shader=function(t){return\"\\nprecision mediump float;\\nconst float SQRT_2 = 1.4142135623730951;\\nconst float PI = 3.14159265358979323846264;\\n//\\nuniform float u_antialias;\\n//\\nvarying vec4  v_fg_color;\\nvarying vec4  v_bg_color;\\nvarying float v_linewidth;\\nvarying float v_size;\\nvarying vec2  v_rotation;\\n\\n\"+t+\"\\n\\nvec4 outline(float distance, float linewidth, float antialias, vec4 fg_color, vec4 bg_color)\\n{\\n    vec4 frag_color;\\n    float t = linewidth/2.0 - antialias;\\n    float signed_distance = distance;\\n    float border_distance = abs(signed_distance) - t;\\n    float alpha = border_distance/antialias;\\n    alpha = exp(-alpha*alpha);\\n\\n    // If fg alpha is zero, it probably means no outline. To avoid a dark outline\\n    // shining through due to aa, we set the fg color to the bg color. Avoid if (i.e. branching).\\n    float select = float(bool(fg_color.a));\\n    fg_color.rgb = select * fg_color.rgb + (1.0  - select) * bg_color.rgb;\\n    // Similarly, if we want a transparent bg\\n    select = float(bool(bg_color.a));\\n    bg_color.rgb = select * bg_color.rgb + (1.0  - select) * fg_color.rgb;\\n\\n    if( border_distance < 0.0)\\n        frag_color = fg_color;\\n    else if( signed_distance < 0.0 ) {\\n        frag_color = mix(bg_color, fg_color, sqrt(alpha));\\n    } else {\\n        if( abs(signed_distance) < (linewidth/2.0 + antialias) ) {\\n            frag_color = vec4(fg_color.rgb, fg_color.a * alpha);\\n        } else {\\n            discard;\\n        }\\n    }\\n    return frag_color;\\n}\\n\\nvoid main()\\n{\\n    vec2 P = gl_PointCoord.xy - vec2(0.5, 0.5);\\n    P = vec2(v_rotation.x*P.x - v_rotation.y*P.y,\\n             v_rotation.y*P.x + v_rotation.x*P.y);\\n    float point_size = SQRT_2*v_size  + 2.0 * (v_linewidth + 1.5*u_antialias);\\n    float distance = marker(P*point_size, v_size);\\n    gl_FragColor = outline(distance, v_linewidth, u_antialias, v_fg_color, v_bg_color);\\n    //gl_FragColor.rgb *= gl_FragColor.a;  // pre-multiply alpha\\n}\\n\"},n.circle=\"\\nfloat marker(vec2 P, float size)\\n{\\n    return length(P) - size/2.0;\\n}\\n\",n.square=\"\\nfloat marker(vec2 P, float size)\\n{\\n    return max(abs(P.x), abs(P.y)) - size/2.0;\\n}\\n\",n.diamond=\"\\nfloat marker(vec2 P, float size)\\n{\\n    float x = SQRT_2 / 2.0 * (P.x * 1.5 - P.y);\\n    float y = SQRT_2 / 2.0 * (P.x * 1.5 + P.y);\\n    float r1 = max(abs(x), abs(y)) - size / (2.0 * SQRT_2);\\n    return r1 / SQRT_2;\\n}\\n\",n.hex=\"\\nfloat marker(vec2 P, float size)\\n{\\n    vec2 q = abs(P);\\n    return max(q.y * 0.57735 + q.x - 1.0 * size/2.0, q.y - 0.866 * size/2.0);\\n}\\n\",n.triangle=\"\\nfloat marker(vec2 P, float size)\\n{\\n    P.y -= size * 0.3;\\n    float x = SQRT_2 / 2.0 * (P.x * 1.7 - P.y);\\n    float y = SQRT_2 / 2.0 * (P.x * 1.7 + P.y);\\n    float r1 = max(abs(x), abs(y)) - size / 1.6;\\n    float r2 = P.y;\\n    return max(r1 / SQRT_2, r2);  // Intersect diamond with rectangle\\n}\\n\",n.invertedtriangle=\"\\nfloat marker(vec2 P, float size)\\n{\\n    P.y += size * 0.3;\\n    float x = SQRT_2 / 2.0 * (P.x * 1.7 - P.y);\\n    float y = SQRT_2 / 2.0 * (P.x * 1.7 + P.y);\\n    float r1 = max(abs(x), abs(y)) - size / 1.6;\\n    float r2 = - P.y;\\n    return max(r1 / SQRT_2, r2);  // Intersect diamond with rectangle\\n}\\n\",n.cross='\\nfloat marker(vec2 P, float size)\\n{\\n    float square = max(abs(P.x), abs(P.y)) - size / 2.5;   // 2.5 is a tweak\\n    float cross = min(abs(P.x), abs(P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    return max(square, cross);\\n}\\n',n.circlecross=\"\\nfloat marker(vec2 P, float size)\\n{\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(P.x - qs), abs(P.y - qs)) - qs;\\n    float s2 = max(abs(P.x + qs), abs(P.y - qs)) - qs;\\n    float s3 = max(abs(P.x - qs), abs(P.y + qs)) - qs;\\n    float s4 = max(abs(P.x + qs), abs(P.y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float circle = length(P) - size/2.0;\\n    float c1 = max(circle, s1);\\n    float c2 = max(circle, s2);\\n    float c3 = max(circle, s3);\\n    float c4 = max(circle, s4);\\n    // Union\\n    return min(min(min(c1, c2), c3), c4);\\n}\\n\",n.squarecross=\"\\nfloat marker(vec2 P, float size)\\n{\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(P.x - qs), abs(P.y - qs)) - qs;\\n    float s2 = max(abs(P.x + qs), abs(P.y - qs)) - qs;\\n    float s3 = max(abs(P.x - qs), abs(P.y + qs)) - qs;\\n    float s4 = max(abs(P.x + qs), abs(P.y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float square = max(abs(P.x), abs(P.y)) - size/2.0;\\n    float c1 = max(square, s1);\\n    float c2 = max(square, s2);\\n    float c3 = max(square, s3);\\n    float c4 = max(square, s4);\\n    // Union\\n    return min(min(min(c1, c2), c3), c4);\\n}\\n\",n.diamondcross=\"\\nfloat marker(vec2 P, float size)\\n{\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(P.x - qs), abs(P.y - qs)) - qs;\\n    float s2 = max(abs(P.x + qs), abs(P.y - qs)) - qs;\\n    float s3 = max(abs(P.x - qs), abs(P.y + qs)) - qs;\\n    float s4 = max(abs(P.x + qs), abs(P.y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float x = SQRT_2 / 2.0 * (P.x * 1.5 - P.y);\\n    float y = SQRT_2 / 2.0 * (P.x * 1.5 + P.y);\\n    float diamond = max(abs(x), abs(y)) - size / (2.0 * SQRT_2);\\n    diamond /= SQRT_2;\\n    float c1 = max(diamond, s1);\\n    float c2 = max(diamond, s2);\\n    float c3 = max(diamond, s3);\\n    float c4 = max(diamond, s4);\\n    // Union\\n    return min(min(min(c1, c2), c3), c4);\\n}\\n\",n.x='\\nfloat marker(vec2 P, float size)\\n{\\n    float circle = length(P) - size / 1.6;\\n    float X = min(abs(P.x - P.y), abs(P.x + P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    return max(circle, X);\\n}\\n',n.circlex='\\nfloat marker(vec2 P, float size)\\n{\\n    float x = P.x - P.y;\\n    float y = P.x + P.y;\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(x - qs), abs(y - qs)) - qs;\\n    float s2 = max(abs(x + qs), abs(y - qs)) - qs;\\n    float s3 = max(abs(x - qs), abs(y + qs)) - qs;\\n    float s4 = max(abs(x + qs), abs(y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float circle = length(P) - size/2.0;\\n    float c1 = max(circle, s1);\\n    float c2 = max(circle, s2);\\n    float c3 = max(circle, s3);\\n    float c4 = max(circle, s4);\\n    // Union\\n    float almost = min(min(min(c1, c2), c3), c4);\\n    // In this case, the X is also outside of the main shape\\n    float Xmask = length(P) - size / 1.6;  // a circle\\n    float X = min(abs(P.x - P.y), abs(P.x + P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    return min(max(X, Xmask), almost);\\n}\\n',n.squarex=\"\\nfloat marker(vec2 P, float size)\\n{\\n    float x = P.x - P.y;\\n    float y = P.x + P.y;\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(x - qs), abs(y - qs)) - qs;\\n    float s2 = max(abs(x + qs), abs(y - qs)) - qs;\\n    float s3 = max(abs(x - qs), abs(y + qs)) - qs;\\n    float s4 = max(abs(x + qs), abs(y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float square = max(abs(P.x), abs(P.y)) - size/2.0;\\n    float c1 = max(square, s1);\\n    float c2 = max(square, s2);\\n    float c3 = max(square, s3);\\n    float c4 = max(square, s4);\\n    // Union\\n    return min(min(min(c1, c2), c3), c4);\\n}\\n\",n.asterisk='\\nfloat marker(vec2 P, float size)\\n{\\n    // Masks\\n    float diamond = max(abs(SQRT_2 / 2.0 * (P.x - P.y)), abs(SQRT_2 / 2.0 * (P.x + P.y))) - size / (2.0 * SQRT_2);\\n    float square = max(abs(P.x), abs(P.y)) - size / (2.0 * SQRT_2);\\n    // Shapes\\n    float X = min(abs(P.x - P.y), abs(P.x + P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    float cross = min(abs(P.x), abs(P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    // Result is union of masked shapes\\n    return min(max(X, diamond), max(cross, square));\\n}\\n'},480:function(t,e,n){var a=t(408),s=t(482),i=t(473),r=t(481),o=t(479),l=t(124),_=t(25),h=t(17),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return a.__extends(e,t),e.prototype.init=function(){var t=this.gl,e=r.vertex_shader,n=o.fragment_shader(this._marker_code);this.prog=new s.Program(t),this.prog.set_shaders(e,n),this.vbo_x=new s.VertexBuffer(t),this.prog.set_attribute(\"a_x\",\"float\",this.vbo_x),this.vbo_y=new s.VertexBuffer(t),this.prog.set_attribute(\"a_y\",\"float\",this.vbo_y),this.vbo_s=new s.VertexBuffer(t),this.prog.set_attribute(\"a_size\",\"float\",this.vbo_s),this.vbo_a=new s.VertexBuffer(t),this.prog.set_attribute(\"a_angle\",\"float\",this.vbo_a),this.vbo_linewidth=new s.VertexBuffer(t),this.vbo_fg_color=new s.VertexBuffer(t),this.vbo_bg_color=new s.VertexBuffer(t),this.index_buffer=new s.IndexBuffer(t)},e.prototype.draw=function(t,e,n){var a=e.glglyph,s=a.nvertices;if(a.data_changed){if(!isFinite(n.dx)||!isFinite(n.dy))return;a._baked_offset=[n.dx,n.dy],a._set_data(s),a.data_changed=!1}else this.glyph instanceof l.CircleView&&null!=this.glyph._radius&&(null==this.last_trans||n.sx!=this.last_trans.sx||n.sy!=this.last_trans.sy)&&(this.last_trans=n,this.vbo_s.set_data(0,new Float32Array(_.map(this.glyph.sradius,function(t){return 2*t}))));this.visuals_changed&&(this._set_visuals(s),this.visuals_changed=!1);var i=a._baked_offset;if(this.prog.set_uniform(\"u_pixel_ratio\",\"float\",[n.pixel_ratio]),this.prog.set_uniform(\"u_canvas_size\",\"vec2\",[n.width,n.height]),this.prog.set_uniform(\"u_offset\",\"vec2\",[n.dx-i[0],n.dy-i[1]]),this.prog.set_uniform(\"u_scale\",\"vec2\",[n.sx,n.sy]),this.prog.set_attribute(\"a_x\",\"float\",a.vbo_x),this.prog.set_attribute(\"a_y\",\"float\",a.vbo_y),this.prog.set_attribute(\"a_size\",\"float\",a.vbo_s),this.prog.set_attribute(\"a_angle\",\"float\",a.vbo_a),0!=t.length)if(t.length===s)this.prog.draw(this.gl.POINTS,[0,s]);else if(s<65535){var r=window.navigator.userAgent;r.indexOf(\"MSIE \")+r.indexOf(\"Trident/\")+r.indexOf(\"Edge/\")>0&&h.logger.warn(\"WebGL warning: IE is known to produce 1px sprites whith selections.\"),this.index_buffer.set_size(2*t.length),this.index_buffer.set_data(0,new Uint16Array(t)),this.prog.draw(this.gl.POINTS,this.index_buffer)}else{for(var o=[],c=0,f=Math.ceil(s/64e3);c<f;c++)o.push([]);for(var c=0,f=t.length;c<f;c++){var d=t[c]%64e3,u=Math.floor(t[c]/64e3);o[u].push(d)}for(var u=0,f=o.length;u<f;u++){var g=new Uint16Array(o[u]),p=64e3*u*4;0!==g.length&&(this.prog.set_attribute(\"a_x\",\"float\",a.vbo_x,0,p),this.prog.set_attribute(\"a_y\",\"float\",a.vbo_y,0,p),this.prog.set_attribute(\"a_size\",\"float\",a.vbo_s,0,p),this.prog.set_attribute(\"a_angle\",\"float\",a.vbo_a,0,p),this.vbo_linewidth.used&&this.prog.set_attribute(\"a_linewidth\",\"float\",this.vbo_linewidth,0,p),this.vbo_fg_color.used&&this.prog.set_attribute(\"a_fg_color\",\"vec4\",this.vbo_fg_color,0,4*p),this.vbo_bg_color.used&&this.prog.set_attribute(\"a_bg_color\",\"vec4\",this.vbo_bg_color,0,4*p),this.index_buffer.set_size(2*g.length),this.index_buffer.set_data(0,g),this.prog.draw(this.gl.POINTS,this.index_buffer))}}},e.prototype._set_data=function(t){var e=4*t;this.vbo_x.set_size(e),this.vbo_y.set_size(e),this.vbo_a.set_size(e),this.vbo_s.set_size(e);for(var n=new Float64Array(this.glyph._x),a=new Float64Array(this.glyph._y),s=0,i=t;s<i;s++)n[s]+=this._baked_offset[0],a[s]+=this._baked_offset[1];this.vbo_x.set_data(0,new Float32Array(n)),this.vbo_y.set_data(0,new Float32Array(a)),null!=this.glyph._angle&&this.vbo_a.set_data(0,new Float32Array(this.glyph._angle)),this.glyph instanceof l.CircleView&&null!=this.glyph._radius?this.vbo_s.set_data(0,new Float32Array(_.map(this.glyph.sradius,function(t){return 2*t}))):this.vbo_s.set_data(0,new Float32Array(this.glyph._size))},e.prototype._set_visuals=function(t){i.attach_float(this.prog,this.vbo_linewidth,\"a_linewidth\",t,this.glyph.visuals.line,\"line_width\"),i.attach_color(this.prog,this.vbo_fg_color,\"a_fg_color\",t,this.glyph.visuals.line,\"line\"),i.attach_color(this.prog,this.vbo_bg_color,\"a_bg_color\",t,this.glyph.visuals.fill,\"fill\"),this.prog.set_uniform(\"u_antialias\",\"float\",[.8])},e}(i.BaseGLGlyph);function f(t){return function(e){function n(){return null!==e&&e.apply(this,arguments)||this}return a.__extends(n,e),Object.defineProperty(n.prototype,\"_marker_code\",{get:function(){return t},enumerable:!0,configurable:!0}),n}(c)}n.MarkerGLGlyph=c;var d=t(479);n.CircleGLGlyph=f(d.circle),n.SquareGLGlyph=f(d.square),n.DiamondGLGlyph=f(d.diamond),n.TriangleGLGlyph=f(d.triangle),n.InvertedTriangleGLGlyph=f(d.invertedtriangle),n.HexGLGlyph=f(d.hex),n.CrossGLGlyph=f(d.cross),n.CircleCrossGLGlyph=f(d.circlecross),n.SquareCrossGLGlyph=f(d.squarecross),n.DiamondCrossGLGlyph=f(d.diamondcross),n.XGLGlyph=f(d.x),n.CircleXGLGlyph=f(d.circlex),n.SquareXGLGlyph=f(d.squarex),n.AsteriskGLGlyph=f(d.asterisk)},481:function(t,e,n){n.vertex_shader=\"\\nprecision mediump float;\\nconst float SQRT_2 = 1.4142135623730951;\\n//\\nuniform float u_pixel_ratio;\\nuniform vec2 u_canvas_size;\\nuniform vec2 u_offset;\\nuniform vec2 u_scale;\\nuniform float u_antialias;\\n//\\nattribute float a_x;\\nattribute float a_y;\\nattribute float a_size;\\nattribute float a_angle;  // in radians\\nattribute float a_linewidth;\\nattribute vec4  a_fg_color;\\nattribute vec4  a_bg_color;\\n//\\nvarying float v_linewidth;\\nvarying float v_size;\\nvarying vec4  v_fg_color;\\nvarying vec4  v_bg_color;\\nvarying vec2  v_rotation;\\n\\nvoid main (void)\\n{\\n    v_size = a_size * u_pixel_ratio;\\n    v_linewidth = a_linewidth * u_pixel_ratio;\\n    v_fg_color = a_fg_color;\\n    v_bg_color = a_bg_color;\\n    v_rotation = vec2(cos(-a_angle), sin(-a_angle));\\n    // Calculate position - the -0.5 is to correct for canvas origin\\n    vec2 pos = (vec2(a_x, a_y) + u_offset) * u_scale; // in pixels\\n    pos += 0.5;  // make up for Bokeh's offset\\n    pos /= u_canvas_size / u_pixel_ratio;  // in 0..1\\n    gl_Position = vec4(pos*2.0-1.0, 0.0, 1.0);\\n    gl_Position.y *= -1.0;\\n    gl_PointSize = SQRT_2 * v_size + 2.0 * (v_linewidth + 1.5*u_antialias);\\n}\\n\"},482:function(t,e,n){var a,s,i,r,o,l,_,h,c,f=function(t,e){return Array.isArray(t)&&Array.isArray(e)?t.concat(e):t+e},d=function(t,e){if(null==e);else{if(Array.isArray(e)){for(var n=0;n<e.length;n++)if(u(t,e[n]))return!0;return!1}if(e.constructor===Object){for(var a in e)if(t==a)return!0;return!1}if(e.constructor==String)return e.indexOf(t)>=0}var s=Error(\"Not a container: \"+e);throw s.name=\"TypeError\",s},u=function t(e,n){if(null==e||null==n);else{if(Array.isArray(e)&&Array.isArray(n)){for(var a=0,s=e.length==n.length;s&&a<e.length;)s=t(e[a],n[a]),a+=1;return s}if(e.constructor===Object&&n.constructor===Object){var i=Object.keys(e),r=Object.keys(n);i.sort(),r.sort();for(var o,a=0,s=t(i,r);s&&a<i.length;)o=i[a],s=t(e[o],n[o]),a+=1;return s}}return e==n},g=function(t,e){if(void 0===t||\"undefined\"!=typeof window&&window===t||\"undefined\"!=typeof global&&global===t)throw\"Class constructor is called as a function.\";for(var n in t)void 0!==Object[n]||\"function\"!=typeof t[n]||t[n].nobind||(t[n]=t[n].bind(t));t.__init__&&t.__init__.apply(t,e)},p=function(t,e){if((\"number\"==typeof t)+(\"number\"==typeof e)===1){if(t.constructor===String)return b.call(t,e);if(e.constructor===String)return b.call(e,t);if(Array.isArray(e)){var n=t;t=e,e=n}if(Array.isArray(t)){for(var a=[],s=0;s<e;s++)a=a.concat(t);return a}}return t*e},v=function(t){return null===t||\"object\"!=typeof t?t:void 0!==t.length?!!t.length&&t:void 0!==t.byteLength?!!t.byteLength&&t:t.constructor!==Object||!!Object.getOwnPropertyNames(t).length&&t},m=function(t){if(!Array.isArray(this))return this.append.apply(this,arguments);this.push(t)},x=function(t,e){return this.constructor!==Object?this.get.apply(this,arguments):void 0!==this[t]?this[t]:void 0!==e?e:null},y=function(t){if(!Array.isArray(this))return this.remove.apply(this,arguments);for(var e=0;e<this.length;e++)if(u(this[e],t))return void this.splice(e,1);var n=Error(t);throw n.name=\"ValueError\",n},b=function(t){if(this.repeat)return this.repeat(t);if(t<1)return\"\";for(var e=\"\",n=this.valueOf();t>1;)1&t&&(e+=n),t>>=1,n+=n;return e+n},w=function(t){return this.constructor!==String?this.startswith.apply(this,arguments):0==this.indexOf(t)};c=window.console,h=function(t,e){var n,a,s,i,r,o,l;for(e=void 0===e?\"periodic check\":e,i=[];a=t.getError(),!(u(a,t.NO_ERROR)||v(i)&&u(a,i[i.length-1]));)m.call(i,a);if(i.length){for(r=\"\",\"object\"!=typeof(o=i)||Array.isArray(o)||(o=Object.keys(o)),l=0;l<o.length;l+=1)n=o[l],r=f(r,n);throw(s=new Error(\"RuntimeError:OpenGL got errors (\"+e+\"): \"+r)).name=\"RuntimeError\",s}return null},(s=function(){g(this,arguments)}).prototype._base_class=Object,s.prototype._class_name=\"GlooObject\",s.prototype.__init__=function(t){if(this._gl=t,this.handle=null,this._create(),null===this.handle)throw\"AssertionError: this.handle !== null\";return null},s.prototype._create=function(){var t;throw(t=new Error(\"NotImplementedError:\")).name=\"NotImplementedError\",t},((r=function(){g(this,arguments)}).prototype=Object.create(s.prototype))._base_class=s.prototype,r.prototype._class_name=\"Program\",r.prototype.UTYPEMAP={float:\"uniform1fv\",vec2:\"uniform2fv\",vec3:\"uniform3fv\",vec4:\"uniform4fv\",int:\"uniform1iv\",ivec2:\"uniform2iv\",ivec3:\"uniform3iv\",ivec4:\"uniform4iv\",bool:\"uniform1iv\",bvec2:\"uniform2iv\",bvec3:\"uniform3iv\",bvec4:\"uniform4iv\",mat2:\"uniformMatrix2fv\",mat3:\"uniformMatrix3fv\",mat4:\"uniformMatrix4fv\",sampler1D:\"uniform1i\",sampler2D:\"uniform1i\",sampler3D:\"uniform1i\"},r.prototype.ATYPEMAP={float:\"vertexAttrib1f\",vec2:\"vertexAttrib2f\",vec3:\"vertexAttrib3f\",vec4:\"vertexAttrib4f\"},r.prototype.ATYPEINFO={float:[1,5126],vec2:[2,5126],vec3:[3,5126],vec4:[4,5126]},r.prototype._create=function(){return this.handle=this._gl.createProgram(),this.locations={},this._unset_variables=[],this._validated=!1,this._samplers={},this._attributes={},this._known_invalid=[],null},r.prototype.delete=function(){return this._gl.deleteProgram(this.handle),null},r.prototype.activate=function(){return this._gl.useProgram(this.handle),null},r.prototype.deactivate=function(){return this._gl.useProgram(0),null},r.prototype.set_shaders=function(t,e){var n,a,s,i,r,o,l,_,h,c,d,u,g;for(o=this._gl,this._linked=!1,g=o.createShader(o.VERTEX_SHADER),r=o.createShader(o.FRAGMENT_SHADER),d=[[t,g,\"vertex\"],[e,r,\"fragment\"]],_=0;_<2;_+=1)if(n=(c=d[_])[0],l=c[1],u=c[2],o.shaderSource(l,n),o.compileShader(l),h=o.getShaderParameter(l,o.COMPILE_STATUS),!v(h))throw i=o.getShaderInfoLog(l),(s=new Error(\"RuntimeError:\"+f(\"errors in \"+u+\" shader:\\n\",i))).name=\"RuntimeError\",s;if(o.attachShader(this.handle,g),o.attachShader(this.handle,r),o.linkProgram(this.handle),!v(o.getProgramParameter(this.handle,o.LINK_STATUS)))throw(a=new Error(\"RuntimeError:Program link error:\\n\"+o.getProgramInfoLog(this.handle))).name=\"RuntimeError\",a;return this._unset_variables=this._get_active_attributes_and_uniforms(),o.detachShader(this.handle,g),o.detachShader(this.handle,r),o.deleteShader(g),o.deleteShader(r),this._known_invalid=[],this._linked=!0,null},r.prototype._get_active_attributes_and_uniforms=function(){var t,e,n,a,s,i,r,o,l,_,h,c,d,u,g,p,x,y,b;for(o=this._gl,this.locations={},u=new window.RegExp(\"(\\\\w+)\\\\s*(\\\\[(\\\\d+)\\\\])\\\\s*\"),s=o.getProgramParameter(this.handle,o.ACTIVE_UNIFORMS),e=o.getProgramParameter(this.handle,o.ACTIVE_ATTRIBUTES),y=[],\"object\"!=typeof(p=[[t=[],e,o.getActiveAttrib,o.getAttribLocation],[y,s,o.getActiveUniform,o.getUniformLocation]])||Array.isArray(p)||(p=Object.keys(p)),x=0;x<p.length;x+=1)for(b=p[x],n=(g=b)[0],a=g[1],i=g[2],r=g[3],l=0;l<a;l+=1){if(_=i.call(o,this.handle,l),d=_.name,c=d.match(u),v(c))for(d=c[1],h=0;h<_.size;h+=1)m.call(n,[d+\"[\"+h+\"]\",_.type]);else m.call(n,[d,_.type]);this.locations[d]=r.call(o,this.handle,d)}return f(function(){var e,n,a,s=[];for(\"object\"!=typeof(n=t)||Array.isArray(n)||(n=Object.keys(n)),a=0;a<n.length;a++)e=n[a],s.push(e[0]);return s}.apply(this),function(){var t,e,n,a=[];for(\"object\"!=typeof(e=y)||Array.isArray(e)||(e=Object.keys(e)),n=0;n<e.length;n++)t=e[n],a.push(t[0]);return a}.apply(this))},r.prototype.set_texture=function(t,e){var n,a,s;if(!v(this._linked))throw(n=new Error(\"RuntimeError:Cannot set uniform when program has no code\")).name=\"RuntimeError\",n;return a=x.call(this.locations,t,-1),v(a<0)?(d(t,this._known_invalid)||(m.call(this._known_invalid,t),c.log(\"Variable \"+t+\" is not an active texture\")),null):(d(t,this._unset_variables)&&y.call(this._unset_variables,t),this.activate(),s=function(){return\"function\"==typeof this.keys?this.keys.apply(this,arguments):Object.keys(this)}.call(this._samplers).length,d(t,this._samplers)&&(s=this._samplers[t][this._samplers[t].length-1]),this._samplers[t]=[e._target,e.handle,s],this._gl.uniform1i(a,s),null)},r.prototype.set_uniform=function(t,e,n){var a,s,i,r,o,l,_;if(!v(this._linked))throw(i=new Error(\"RuntimeError:Cannot set uniform when program has no code\")).name=\"RuntimeError\",i;if(o=x.call(this.locations,t,-1),v(o<0))return d(t,this._known_invalid)||(m.call(this._known_invalid,t),c.log(\"Variable \"+t+\" is not an active uniform\")),null;if(d(t,this._unset_variables)&&y.call(this._unset_variables,t),s=1,w.call(e,\"mat\")||(a=x.call({int:\"float\",bool:\"float\"},e,function(t){if(this.constructor!==String)return this.lstrip.apply(this,arguments);t=void 0===t?\" \\t\\r\\n\":t;for(var e=0;e<this.length;e++)if(t.indexOf(this[e])<0)return this.slice(e);return\"\"}.call(e,\"ib\")),s=Math.floor(n.length/this.ATYPEINFO[a][0])),v(s>1))for(l=0;l<s;l+=1)d(t+\"[\"+l+\"]\",this._unset_variables)&&d(_=t+\"[\"+l+\"]\",this._unset_variables)&&y.call(this._unset_variables,_);return r=this.UTYPEMAP[e],this.activate(),w.call(e,\"mat\")?this._gl[r](o,!1,n):this._gl[r](o,n),null},r.prototype.set_attribute=function(t,e,n,a,s){var i,r,o,l,h,f,u,g;if(a=void 0===a?0:a,s=void 0===s?0:s,!v(this._linked))throw(r=new Error(\"RuntimeError:Cannot set attribute when program has no code\")).name=\"RuntimeError\",r;return f=n instanceof _,h=x.call(this.locations,t,-1),v(h<0)?(d(t,this._known_invalid)||(m.call(this._known_invalid,t),v(f)&&v(s>0)||c.log(\"Variable \"+t+\" is not an active attribute\")),null):(d(t,this._unset_variables)&&y.call(this._unset_variables,t),this.activate(),v(f)?(g=this.ATYPEINFO[e],u=g[0],l=g[1],o=\"vertexAttribPointer\",i=[u,l,this._gl.FALSE,a,s],this._attributes[t]=[n.handle,h,o,i]):(o=this.ATYPEMAP[e],this._attributes[t]=[0,h,o,n]),null)},r.prototype._pre_draw=function(){var t,e,n,a,s,i,r,o,l,_,h,c;for(c in this.activate(),r=this._samplers)r.hasOwnProperty(c)&&(c=r[c],l=(i=c)[0],o=i[1],_=i[2],this._gl.activeTexture(f(this._gl.TEXTURE0,_)),this._gl.bindTexture(l,o));for(c in s=this._attributes)s.hasOwnProperty(c)&&(c=s[c],h=(a=c)[0],e=a[1],n=a[2],t=a[3],v(h)?(this._gl.bindBuffer(this._gl.ARRAY_BUFFER,h),this._gl.enableVertexAttribArray(e),this._gl[n].apply(this._gl,[].concat([e],t))):(this._gl.bindBuffer(this._gl.ARRAY_BUFFER,null),this._gl.disableVertexAttribArray(e),this._gl[n].apply(this._gl,[].concat([e],t))));return v(this._validated)||(this._validated=!0,this._validate()),null},r.prototype._validate=function(){var t;if(this._unset_variables.length&&c.log(\"Program has unset variables: \"+this._unset_variables),this._gl.validateProgram(this.handle),!v(this._gl.getProgramParameter(this.handle,this._gl.VALIDATE_STATUS)))throw c.log(this._gl.getProgramInfoLog(this.handle)),(t=new Error(\"RuntimeError:Program validation error\")).name=\"RuntimeError\",t;return null},r.prototype.draw=function(t,e){var n,a,s,r,o;if(!v(this._linked))throw(a=new Error(\"RuntimeError:Cannot draw program if code has not been set\")).name=\"RuntimeError\",a;return h(this._gl,\"before draw\"),v(e instanceof i)?(this._pre_draw(),e.activate(),n=e._buffer_size/2,r=this._gl.UNSIGNED_SHORT,this._gl.drawElements(t,n,r,0),e.deactivate()):(s=(o=e)[0],n=o[1],v(n)&&(this._pre_draw(),this._gl.drawArrays(t,s,n))),h(this._gl,\"after draw\"),null},((a=function(){g(this,arguments)}).prototype=Object.create(s.prototype))._base_class=s.prototype,a.prototype._class_name=\"Buffer\",a.prototype._target=null,a.prototype._usage=35048,a.prototype._create=function(){return this.handle=this._gl.createBuffer(),this._buffer_size=0,null},a.prototype.delete=function(){return this._gl.deleteBuffer(this.handle),null},a.prototype.activate=function(){return this._gl.bindBuffer(this._target,this.handle),null},a.prototype.deactivate=function(){return this._gl.bindBuffer(this._target,null),null},a.prototype.set_size=function(t){return u(t,this._buffer_size)||(this.activate(),this._gl.bufferData(this._target,t,this._usage),this._buffer_size=t),null},a.prototype.set_data=function(t,e){return this.activate(),this._gl.bufferSubData(this._target,t,e),null},(_=function(){g(this,arguments)}).prototype=Object.create(a.prototype),_.prototype._base_class=a.prototype,_.prototype._class_name=\"VertexBuffer\",_.prototype._target=34962,(i=function(){g(this,arguments)}).prototype=Object.create(a.prototype),i.prototype._base_class=a.prototype,i.prototype._class_name=\"IndexBuffer\",i.prototype._target=34963,((o=function(){g(this,arguments)}).prototype=Object.create(s.prototype))._base_class=s.prototype,o.prototype._class_name=\"Texture2D\",o.prototype._target=3553,o.prototype._types={Int8Array:5120,Uint8Array:5121,Int16Array:5122,Uint16Array:5123,Int32Array:5124,Uint32Array:5125,Float32Array:5126},o.prototype._create=function(){return this.handle=this._gl.createTexture(),this._shape_format=null,null},o.prototype.delete=function(){return this._gl.deleteTexture(this.handle),null},o.prototype.activate=function(){return this._gl.bindTexture(this._target,this.handle),null},o.prototype.deactivate=function(){return this._gl.bindTexture(this._target,0),null},o.prototype._get_alignment=function(t){var e,n,a;for(\"object\"!=typeof(n=[4,8,2,1])||Array.isArray(n)||(n=Object.keys(n)),a=0;a<n.length;a+=1)if(e=n[a],u(t%e,0))return e;return null},o.prototype.set_wrapping=function(t,e){return this.activate(),this._gl.texParameterf(this._target,this._gl.TEXTURE_WRAP_S,t),this._gl.texParameterf(this._target,this._gl.TEXTURE_WRAP_T,e),null},o.prototype.set_interpolation=function(t,e){return this.activate(),this._gl.texParameterf(this._target,this._gl.TEXTURE_MIN_FILTER,t),this._gl.texParameterf(this._target,this._gl.TEXTURE_MAG_FILTER,e),null},o.prototype.set_size=function(t,e){var n,a,s;return n=(a=t)[0],s=a[1],u([n,s,e],this._shape_format)||(this._shape_format=[n,s,e],this.activate(),this._gl.texImage2D(this._target,0,e,s,n,0,e,this._gl.UNSIGNED_BYTE,null)),this.u_shape=[n,s],null},o.prototype.set_data=function(t,e,n){var a,s,i,r,o,l,_,h,c,f;if(u(e.length,2)&&(e=[e[0],e[1],1]),this.activate(),i=this._shape_format[2],o=(l=e)[0],h=l[1],l[2],f=(_=t)[0],c=_[1],null===(r=x.call(this._types,n.constructor.name,null)))throw(s=new Error(\"ValueError:Type \"+n.constructor.name+\" not allowed for texture\")).name=\"ValueError\",s;return a=this._get_alignment(p(e[e.length-2],e[e.length-1])),u(a,4)||this._gl.pixelStorei(this._gl.UNPACK_ALIGNMENT,a),this._gl.texSubImage2D(this._target,0,c,f,h,o,i,r,n),u(a,4)||this._gl.pixelStorei(this._gl.UNPACK_ALIGNMENT,4),null},((l=function(){g(this,arguments)}).prototype=Object.create(o.prototype))._base_class=o.prototype,l.prototype._class_name=\"Texture3DLike\",l.prototype.GLSL_SAMPLE_NEAREST=\"\\n        vec4 sample3D(sampler2D tex, vec3 texcoord, vec3 shape, vec2 tiles) {\\n            shape.xyz = shape.zyx;  // silly row-major convention\\n            float nrows = tiles.y, ncols = tiles.x;\\n            // Don't let adjacent frames be interpolated into this one\\n            texcoord.x = min(texcoord.x * shape.x, shape.x - 0.5);\\n            texcoord.x = max(0.5, texcoord.x) / shape.x;\\n            texcoord.y = min(texcoord.y * shape.y, shape.y - 0.5);\\n            texcoord.y = max(0.5, texcoord.y) / shape.y;\\n\\n            float zindex = floor(texcoord.z * shape.z);\\n\\n            // Do a lookup in the 2D texture\\n            float u = (mod(zindex, ncols) + texcoord.x) / ncols;\\n            float v = (floor(zindex / ncols) + texcoord.y) / nrows;\\n\\n            return texture2D(tex, vec2(u,v));\\n        }\\n    \",l.prototype.GLSL_SAMPLE_LINEAR=\"\\n        vec4 sample3D(sampler2D tex, vec3 texcoord, vec3 shape, vec2 tiles) {\\n            shape.xyz = shape.zyx;  // silly row-major convention\\n            float nrows = tiles.y, ncols = tiles.x;\\n            // Don't let adjacent frames be interpolated into this one\\n            texcoord.x = min(texcoord.x * shape.x, shape.x - 0.5);\\n            texcoord.x = max(0.5, texcoord.x) / shape.x;\\n            texcoord.y = min(texcoord.y * shape.y, shape.y - 0.5);\\n            texcoord.y = max(0.5, texcoord.y) / shape.y;\\n\\n            float z = texcoord.z * shape.z;\\n            float zindex1 = floor(z);\\n            float u1 = (mod(zindex1, ncols) + texcoord.x) / ncols;\\n            float v1 = (floor(zindex1 / ncols) + texcoord.y) / nrows;\\n\\n            float zindex2 = zindex1 + 1.0;\\n            float u2 = (mod(zindex2, ncols) + texcoord.x) / ncols;\\n            float v2 = (floor(zindex2 / ncols) + texcoord.y) / nrows;\\n\\n            vec4 s1 = texture2D(tex, vec2(u1, v1));\\n            vec4 s2 = texture2D(tex, vec2(u2, v2));\\n\\n            return s1 * (zindex2 - z) + s2 * (z - zindex1);\\n        }\\n    \",l.prototype._get_tile_info=function(t){var e,n,a,s;if(n=this._gl.getParameter(this._gl.MAX_TEXTURE_SIZE),s=Math.floor(n/t[1]),s=Math.min(s,t[0]),a=window.Math.ceil(t[0]/s),v(p(a,t[2])>n))throw(e=new Error(\"RuntimeError:Cannot fit 3D data with shape \"+t+\" onto simulated 2D texture.\")).name=\"RuntimeError\",e;return[s,a]},l.prototype.set_size=function(t,e){var n,a,s,i;return i=this._get_tile_info(t),a=i[0],n=i[1],s=[p(t[1],a),p(t[2],n)],l.prototype._base_class.set_size.call(this,s,e),this.u_shape=[t[0],t[1],t[2]],this.u_tiles=[n,a],null},l.prototype.set_data=function(t,e,n){var a,s,i,r,o,_,h,c,f,d,g,m,x;if(u(e.length,3)&&(e=[e[0],e[1],e[2],1]),!function(t){for(var e=0;e<t.length;e++)if(!v(t[e]))return!1;return!0}(function(){var e,n,a,s=[];for(\"object\"!=typeof(n=t)||Array.isArray(n)||(n=Object.keys(n)),a=0;a<n.length;a++)e=n[a],s.push(u(e,0));return s}.apply(this)))throw(r=new Error(\"ValueError:Texture3DLike does not support nonzero offset (for now)\")).name=\"ValueError\",r;if(f=this._get_tile_info(e),_=f[0],o=f[1],c=[p(e[1],_),p(e[2],o),e[3]],u(o,1))l.prototype._base_class.set_data.call(this,[0,0],c,n);else for(a=n.constructor,x=new a(p(p(c[0],c[1]),c[2])),l.prototype._base_class.set_data.call(this,[0,0],c,x),m=0;m<e[0];m+=1)d=[Math.floor(m/o),m%o],h=d[0],s=d[1],i=Math.floor(n.length/e[0]),g=n.slice(p(m,i),p(m+1,i)),l.prototype._base_class.set_data.call(this,[p(h,e[1]),p(s,e[2])],e.slice(1),g);return null},e.exports={Buffer:a,GlooObject:s,IndexBuffer:i,Program:r,Texture2D:o,Texture3DLike:l,VertexBuffer:_,check_error:h,console:c}}})}(this);\n",
+       "      //# sourceMappingURL=bokeh-gl.min.js.map\n",
+       "      /* END bokeh-gl.min.js */\n",
+       "    },\n",
+       "    \n",
+       "    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "    \n",
+       "    function(Bokeh) {\n",
+       "      \n",
+       "    },\n",
+       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    \n",
+       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
+       "      for (var i = 0; i < inline_js.length; i++) {\n",
+       "        inline_js[i].call(root, root.Bokeh);\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    } else if (force !== true) {\n",
+       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
+       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
+       "    }\n",
+       "\n",
+       "  }\n",
+       "\n",
+       "  if (root._bokeh_is_loading === 0) {\n",
+       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+       "    run_inline_js();\n",
+       "  } else {\n",
+       "    load_libs(css_urls, js_urls, function() {\n",
+       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "      run_inline_js();\n",
+       "    });\n",
+       "  }\n",
+       "}(window));"
+      ],
+      "application/vnd.holoviews_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [];\n  var css_urls = [];\n\n  var inline_js = [\n    function(Bokeh) {\n      inject_raw_css(\"/* BEGIN bokeh.min.css */\\n.bk-root{position:relative;width:auto;height:auto;z-index:0;box-sizing:border-box;font-family:Helvetica,Arial,sans-serif;font-size:10pt}.bk-root .bk,.bk-root .bk:before,.bk-root .bk:after{box-sizing:inherit;margin:0;border:0;padding:0;background-image:none;font-family:inherit;font-size:100%;line-height:1.42857143}.bk-root pre.bk{font-family:Courier,monospace}.bk-root .bk-clearfix:before,.bk-root .bk-clearfix:after{content:\\\"\\\";display:table}.bk-root .bk-clearfix:after{clear:both}.bk-root .bk-shading{position:absolute;display:block;border:1px dashed green}.bk-root .bk-tile-attribution a{color:black}.bk-root .bk-tool-icon-box-select{background-image:url(\\\"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAACAAAAAgCAYAAABzenr0AAAABmJLR0QA/wD/AP+gvaeTAAAACXBIWXMAAAsTAAALEwEAmpwYAAAAB3RJTUUH4gEMEg0kduFrowAAAIdJREFUWMPtVtEKwCAI9KL//4e9DPZ3+wP3KgOjNZouFYI4C8q7s7DtB1lGIeMoRMRinCLXg/ML3EcFqpjjloOyZxRntxpwQ8HsgHYARKFAtSFrCg3TCdMFCE1BuuALEXJLjC4qENsFVXCESZw38/kWLOkC/K4PcOc/Hj03WkoDT3EaWW9egQul6CUbq90JTwAAAABJRU5ErkJggg==\\\")}.bk-root .bk-tool-icon-box-zoom{background-image:url(\\\"data:image/png;base64,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\\\")}.bk-root 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.bk-btn-default.bk-active{background-color:#ebebeb;border-color:#adadad}.bk-root .bk-btn-default[disabled],.bk-root .bk-btn-default[disabled]:hover,.bk-root .bk-btn-default[disabled]:focus,.bk-root .bk-btn-default[disabled]:active,.bk-root .bk-btn-default[disabled].bk-active{background-color:#e6e6e6;border-color:#ccc}.bk-root .bk-btn-primary{color:#fff;background-color:#428bca;border-color:#357ebd}.bk-root .bk-btn-primary:hover{background-color:#3681c1;border-color:#2c699e}.bk-root .bk-btn-primary.bk-active{background-color:#3276b1;border-color:#285e8e}.bk-root .bk-btn-primary[disabled],.bk-root .bk-btn-primary[disabled]:hover,.bk-root .bk-btn-primary[disabled]:focus,.bk-root .bk-btn-primary[disabled]:active,.bk-root .bk-btn-primary[disabled].bk-active{background-color:#506f89;border-color:#357ebd}.bk-root .bk-btn-success{color:#fff;background-color:#5cb85c;border-color:#4cae4c}.bk-root .bk-btn-success:hover{background-color:#4eb24e;border-color:#409240}.bk-root .bk-btn-success.bk-active{background-color:#47a447;border-color:#398439}.bk-root .bk-btn-success[disabled],.bk-root .bk-btn-success[disabled]:hover,.bk-root .bk-btn-success[disabled]:focus,.bk-root .bk-btn-success[disabled]:active,.bk-root .bk-btn-success[disabled].bk-active{background-color:#667b66;border-color:#4cae4c}.bk-root .bk-btn-info{color:#fff;background-color:#5bc0de;border-color:#46b8da}.bk-root .bk-btn-info:hover{background-color:#4ab9db;border-color:#29a8cd}.bk-root .bk-btn-info.bk-active{background-color:#39b3d7;border-color:#269abc}.bk-root .bk-btn-info[disabled],.bk-root .bk-btn-info[disabled]:hover,.bk-root .bk-btn-info[disabled]:focus,.bk-root .bk-btn-info[disabled]:active,.bk-root .bk-btn-info[disabled].bk-active{background-color:#569cb0;border-color:#46b8da}.bk-root .bk-btn-warning{color:#fff;background-color:#f0ad4e;border-color:#eea236}.bk-root .bk-btn-warning:hover{background-color:#eea43b;border-color:#e89014}.bk-root .bk-btn-warning.bk-active{background-color:#ed9c28;border-color:#d58512}.bk-root .bk-btn-warning[disabled],.bk-root .bk-btn-warning[disabled]:hover,.bk-root .bk-btn-warning[disabled]:focus,.bk-root .bk-btn-warning[disabled]:active,.bk-root .bk-btn-warning[disabled].bk-active{background-color:#c89143;border-color:#eea236}.bk-root .bk-btn-danger{color:#fff;background-color:#d9534f;border-color:#d43f3a}.bk-root .bk-btn-danger:hover{background-color:#d5433e;border-color:#bd2d29}.bk-root .bk-btn-danger.bk-active{background-color:#d2322d;border-color:#ac2925}.bk-root .bk-btn-danger[disabled],.bk-root .bk-btn-danger[disabled]:hover,.bk-root .bk-btn-danger[disabled]:focus,.bk-root .bk-btn-danger[disabled]:active,.bk-root .bk-btn-danger[disabled].bk-active{background-color:#a55350;border-color:#d43f3a}.bk-root .bk-btn-group{height:100%;display:flex;display:-webkit-flex;flex-wrap:nowrap;-webkit-flex-wrap:nowrap;align-items:center;-webkit-align-items:center;flex-direction:row;-webkit-flex-direction:row}.bk-root .bk-btn-group>.bk-btn{flex-grow:1;-webkit-flex-grow:1}.bk-root .bk-btn-group>.bk-btn+.bk-btn{margin-left:-1px}.bk-root .bk-btn-group>.bk-btn:first-child:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0}.bk-root .bk-btn-group>.bk-btn:not(:first-child):last-child{border-bottom-left-radius:0;border-top-left-radius:0}.bk-root .bk-btn-group>.bk-btn:not(:first-child):not(:last-child){border-radius:0}.bk-root .bk-btn-group .bk-dropdown-toggle{flex:0 0 0;-webkit-flex:0 0 0;padding:6px 6px}.bk-root .bk-toolbar-hidden{visibility:hidden;opacity:0;transition:visibility .3s linear,opacity .3s linear}.bk-root .bk-toolbar,.bk-root .bk-button-bar{display:flex;display:-webkit-flex;flex-wrap:nowrap;-webkit-flex-wrap:nowrap;align-items:center;-webkit-align-items:center;user-select:none;-ms-user-select:none;-moz-user-select:none;-webkit-user-select:none}.bk-root .bk-toolbar .bk-logo{flex-shrink:0;-webkit-flex-shrink:0}.bk-root .bk-toolbar-above,.bk-root .bk-toolbar-below{flex-direction:row;-webkit-flex-direction:row;justify-content:flex-end;-webkit-justify-content:flex-end}.bk-root .bk-toolbar-above .bk-button-bar,.bk-root .bk-toolbar-below .bk-button-bar{display:flex;display:-webkit-flex;flex-direction:row;-webkit-flex-direction:row}.bk-root .bk-toolbar-above .bk-logo,.bk-root .bk-toolbar-below .bk-logo{order:1;-webkit-order:1;margin-left:5px;margin-right:0}.bk-root .bk-toolbar-left,.bk-root .bk-toolbar-right{flex-direction:column;-webkit-flex-direction:column;justify-content:flex-start;-webkit-justify-content:flex-start}.bk-root .bk-toolbar-left .bk-button-bar,.bk-root .bk-toolbar-right .bk-button-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column}.bk-root .bk-toolbar-left .bk-logo,.bk-root .bk-toolbar-right .bk-logo{order:0;-webkit-order:0;margin-bottom:5px;margin-top:0}.bk-root .bk-toolbar-button{width:30px;height:30px;background-size:60%;background-color:transparent;background-repeat:no-repeat;background-position:center center}.bk-root .bk-toolbar-button:hover{background-color:#f9f9f9}.bk-root .bk-toolbar-button:focus{outline:0}.bk-root .bk-toolbar-button::-moz-focus-inner{border:0}.bk-root .bk-toolbar-above .bk-toolbar-button{border-bottom:2px solid transparent}.bk-root .bk-toolbar-above .bk-toolbar-button.bk-active{border-bottom-color:#26aae1}.bk-root .bk-toolbar-below .bk-toolbar-button{border-top:2px solid transparent}.bk-root .bk-toolbar-below .bk-toolbar-button.bk-active{border-top-color:#26aae1}.bk-root .bk-toolbar-right .bk-toolbar-button{border-left:2px solid transparent}.bk-root .bk-toolbar-right .bk-toolbar-button.bk-active{border-left-color:#26aae1}.bk-root .bk-toolbar-left .bk-toolbar-button{border-right:2px solid transparent}.bk-root .bk-toolbar-left .bk-toolbar-button.bk-active{border-right-color:#26aae1}.bk-root .bk-button-bar+.bk-button-bar:before{content:\\\" \\\";display:inline-block;background-color:lightgray}.bk-root .bk-toolbar-above .bk-button-bar+.bk-button-bar:before,.bk-root .bk-toolbar-below .bk-button-bar+.bk-button-bar:before{height:10px;width:1px}.bk-root .bk-toolbar-left .bk-button-bar+.bk-button-bar:before,.bk-root .bk-toolbar-right .bk-button-bar+.bk-button-bar:before{height:1px;width:10px}.bk-root .bk-tooltip{font-weight:300;font-size:12px;position:absolute;padding:5px;border:1px solid #e5e5e5;color:#2f2f2f;background-color:white;pointer-events:none;opacity:.95;z-index:100}.bk-root .bk-tooltip>div:not(:first-child){margin-top:5px;border-top:#e5e5e5 1px dashed}.bk-root .bk-tooltip.bk-left.bk-tooltip-arrow::before{position:absolute;margin:-7px 0 0 0;top:50%;width:0;height:0;border-style:solid;border-width:7px 0 7px 0;border-color:transparent;content:\\\" \\\";display:block;left:-10px;border-right-width:10px;border-right-color:#909599}.bk-root .bk-tooltip.bk-left::before{left:-10px;border-right-width:10px;border-right-color:#909599}.bk-root .bk-tooltip.bk-right.bk-tooltip-arrow::after{position:absolute;margin:-7px 0 0 0;top:50%;width:0;height:0;border-style:solid;border-width:7px 0 7px 0;border-color:transparent;content:\\\" \\\";display:block;right:-10px;border-left-width:10px;border-left-color:#909599}.bk-root .bk-tooltip.bk-right::after{right:-10px;border-left-width:10px;border-left-color:#909599}.bk-root .bk-tooltip.bk-above::before{position:absolute;margin:0 0 0 -7px;left:50%;width:0;height:0;border-style:solid;border-width:0 7px 0 7px;border-color:transparent;content:\\\" \\\";display:block;top:-10px;border-bottom-width:10px;border-bottom-color:#909599}.bk-root .bk-tooltip.bk-below::after{position:absolute;margin:0 0 0 -7px;left:50%;width:0;height:0;border-style:solid;border-width:0 7px 0 7px;border-color:transparent;content:\\\" \\\";display:block;bottom:-10px;border-top-width:10px;border-top-color:#909599}.bk-root .bk-tooltip-row-label{text-align:right;color:#26aae1}.bk-root .bk-tooltip-row-value{color:default}.bk-root .bk-tooltip-color-block{width:12px;height:12px;margin-left:5px;margin-right:5px;outline:#ddd solid 1px;display:inline-block}.rendered_html .bk-root .bk-tooltip table,.rendered_html .bk-root .bk-tooltip tr,.rendered_html .bk-root .bk-tooltip th,.rendered_html .bk-root .bk-tooltip td{border:0;padding:1px}\\n/* END bokeh.min.css */\");\n    },\n    function(Bokeh) {\n      inject_raw_css(\"/* BEGIN bokeh-widgets.min.css */\\n@charset \\\"UTF-8\\\";.bk-root{/*!\\n * Pikaday\\n * Copyright \\u00a9 2014 David Bushell | BSD & MIT license | https://dbushell.com/\\n */}.bk-root .bk-input{display:inline-block;width:100%;flex-grow:1;-webkit-flex-grow:1;min-height:31px;padding:0 12px;background-color:#fff;border:1px solid #ccc;border-radius:4px}.bk-root .bk-input:focus{border-color:#66afe9;outline:0;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 8px rgba(102,175,233,0.6)}.bk-root .bk-input::placeholder,.bk-root .bk-input:-ms-input-placeholder,.bk-root .bk-input::-moz-placeholder,.bk-root .bk-input::-webkit-input-placeholder{color:#999;opacity:1}.bk-root .bk-input[disabled],.bk-root .bk-input[readonly]{cursor:not-allowed;background-color:#eee;opacity:1}.bk-root select[multiple].bk-input,.bk-root select[size].bk-input,.bk-root textarea.bk-input{height:auto}.bk-root .bk-input-group{width:100%;height:100%;display:inline-flex;display:-webkit-inline-flex;flex-wrap:nowrap;-webkit-flex-wrap:nowrap;align-items:start;-webkit-align-items:start;flex-direction:column;-webkit-flex-direction:column;white-space:nowrap}.bk-root .bk-input-group.bk-inline{flex-direction:row;-webkit-flex-direction:row}.bk-root .bk-input-group.bk-inline>*:not(:first-child){margin-left:5px}.bk-root .bk-input-group input[type=\\\"checkbox\\\"]+span,.bk-root .bk-input-group input[type=\\\"radio\\\"]+span{position:relative;top:-2px;margin-left:3px}.bk-root .bk-slider-title{white-space:nowrap}.bk-root .bk-slider-value{font-weight:600}.bk-root .bk-noUi-target,.bk-root .bk-noUi-target *{-webkit-touch-callout:none;-webkit-tap-highlight-color:rgba(0,0,0,0);-webkit-user-select:none;-ms-touch-action:none;touch-action:none;-ms-user-select:none;-moz-user-select:none;user-select:none;-moz-box-sizing:border-box;box-sizing:border-box}.bk-root .bk-noUi-target{position:relative;direction:ltr}.bk-root .bk-noUi-base{width:100%;height:100%;position:relative;z-index:1}.bk-root .bk-noUi-connect{position:absolute;right:0;top:0;left:0;bottom:0}.bk-root .bk-noUi-origin{position:absolute;height:0;width:0}.bk-root .bk-noUi-handle{position:relative;z-index:1}.bk-root .bk-noUi-state-tap .bk-noUi-connect,.bk-root .bk-noUi-state-tap .bk-noUi-origin{-webkit-transition:top .3s,right .3s,bottom .3s,left .3s;transition:top .3s,right .3s,bottom .3s,left .3s}.bk-root .bk-noUi-state-drag *{cursor:inherit !important}.bk-root .bk-noUi-base,.bk-root .bk-noUi-handle{-webkit-transform:translate3d(0,0,0);transform:translate3d(0,0,0)}.bk-root .bk-noUi-horizontal{height:18px}.bk-root .bk-noUi-horizontal .bk-noUi-handle{width:34px;height:28px;left:-17px;top:-6px}.bk-root .bk-noUi-vertical{width:18px}.bk-root .bk-noUi-vertical .bk-noUi-handle{width:28px;height:34px;left:-6px;top:-17px}.bk-root .bk-noUi-target{background:#fafafa;border-radius:4px;border:1px solid #d3d3d3;box-shadow:inset 0 1px 1px #f0f0f0,0 3px 6px -5px #BBB}.bk-root .bk-noUi-connect{background:#3fb8af;border-radius:4px;box-shadow:inset 0 0 3px rgba(51,51,51,0.45);-webkit-transition:background 450ms;transition:background 450ms}.bk-root .bk-noUi-draggable{cursor:ew-resize}.bk-root .bk-noUi-vertical .bk-noUi-draggable{cursor:ns-resize}.bk-root .bk-noUi-handle{border:1px solid #d9d9d9;border-radius:3px;background:#FFF;cursor:default;box-shadow:inset 0 0 1px #FFF,inset 0 1px 7px #ebebeb,0 3px 6px -3px #BBB}.bk-root .bk-noUi-active{box-shadow:inset 0 0 1px #FFF,inset 0 1px 7px #DDD,0 3px 6px -3px #BBB}.bk-root .bk-noUi-handle:before,.bk-root .bk-noUi-handle:after{content:\\\"\\\";display:block;position:absolute;height:14px;width:1px;background:#e8e7e6;left:14px;top:6px}.bk-root .bk-noUi-handle:after{left:17px}.bk-root .bk-noUi-vertical .bk-noUi-handle:before,.bk-root .bk-noUi-vertical .bk-noUi-handle:after{width:14px;height:1px;left:6px;top:14px}.bk-root .bk-noUi-vertical .bk-noUi-handle:after{top:17px}.bk-root [disabled] .bk-noUi-connect{background:#b8b8b8}.bk-root [disabled].bk-noUi-target,.bk-root [disabled].bk-noUi-handle,.bk-root [disabled] .bk-noUi-handle{cursor:not-allowed}.bk-root .bk-noUi-pips,.bk-root .bk-noUi-pips *{-moz-box-sizing:border-box;box-sizing:border-box}.bk-root .bk-noUi-pips{position:absolute;color:#999}.bk-root .bk-noUi-value{position:absolute;white-space:nowrap;text-align:center}.bk-root .bk-noUi-value-sub{color:#ccc;font-size:10px}.bk-root .bk-noUi-marker{position:absolute;background:#CCC}.bk-root .bk-noUi-marker-sub{background:#AAA}.bk-root .bk-noUi-marker-large{background:#AAA}.bk-root .bk-noUi-pips-horizontal{padding:10px 0;height:80px;top:100%;left:0;width:100%}.bk-root .bk-noUi-value-horizontal{-webkit-transform:translate3d(-50%,50%,0);transform:translate3d(-50%,50%,0)}.bk-root .bk-noUi-marker-horizontal.bk-noUi-marker{margin-left:-1px;width:2px;height:5px}.bk-root .bk-noUi-marker-horizontal.bk-noUi-marker-sub{height:10px}.bk-root .bk-noUi-marker-horizontal.bk-noUi-marker-large{height:15px}.bk-root .bk-noUi-pips-vertical{padding:0 10px;height:100%;top:0;left:100%}.bk-root .bk-noUi-value-vertical{-webkit-transform:translate3d(0,50%,0);transform:translate3d(0,50%,0);padding-left:25px}.bk-root .bk-noUi-marker-vertical.bk-noUi-marker{width:5px;height:2px;margin-top:-1px}.bk-root .bk-noUi-marker-vertical.bk-noUi-marker-sub{width:10px}.bk-root .bk-noUi-marker-vertical.bk-noUi-marker-large{width:15px}.bk-root .bk-noUi-tooltip{display:block;position:absolute;border:1px solid #d9d9d9;border-radius:3px;background:#fff;color:#000;padding:5px;text-align:center;white-space:nowrap}.bk-root .bk-noUi-horizontal .bk-noUi-tooltip{-webkit-transform:translate(-50%,0);transform:translate(-50%,0);left:50%;bottom:120%}.bk-root .bk-noUi-vertical .bk-noUi-tooltip{-webkit-transform:translate(0,-50%);transform:translate(0,-50%);top:50%;right:120%}.bk-root .bk-noUi-handle{cursor:grab;cursor:-webkit-grab}.bk-root .bk-noUi-handle.bk-noUi-active{cursor:grabbing;cursor:-webkit-grabbing}.bk-root .bk-noUi-tooltip{display:none;white-space:nowrap}.bk-root .bk-noUi-handle:hover .bk-noUi-tooltip{display:block}.bk-root .bk-noUi-horizontal{width:100%;height:10px}.bk-root .bk-noUi-horizontal.bk-noUi-target{margin:5px 0}.bk-root .bk-noUi-horizontal .bk-noUi-handle{width:14px;height:18px;left:-7px;top:-5px}.bk-root .bk-noUi-vertical{width:10px;height:100%}.bk-root .bk-noUi-vertical.bk-noUi-target{margin:0 5px}.bk-root .bk-noUi-vertical .bk-noUi-handle{width:18px;height:14px;left:-5px;top:-7px}.bk-root .bk-noUi-handle:after,.bk-root .bk-noUi-handle:before{display:none}.bk-root .bk-noUi-connect{box-shadow:none}.bk-root .pika-single{z-index:9999;display:block;position:relative;color:#333;background:#fff;border:1px solid #ccc;border-bottom-color:#bbb;font-family:\\\"Helvetica Neue\\\",Helvetica,Arial,sans-serif}.bk-root .pika-single:before,.bk-root .pika-single:after{content:\\\" \\\";display:table}.bk-root .pika-single:after{clear:both}.bk-root .pika-single.is-hidden{display:none}.bk-root .pika-single.is-bound{position:absolute;box-shadow:0 5px 15px -5px rgba(0,0,0,0.5)}.bk-root .pika-lendar{float:left;width:240px;margin:8px}.bk-root .pika-title{position:relative;text-align:center}.bk-root .pika-label{display:inline-block;position:relative;z-index:9999;overflow:hidden;margin:0;padding:5px 3px;font-size:14px;line-height:20px;font-weight:bold;background-color:#fff}.bk-root .pika-title select{cursor:pointer;position:absolute;z-index:9998;margin:0;left:0;top:5px;opacity:0}.bk-root .pika-prev,.bk-root .pika-next{display:block;cursor:pointer;position:relative;outline:0;border:0;padding:0;width:20px;height:30px;text-indent:20px;white-space:nowrap;overflow:hidden;background-color:transparent;background-position:center center;background-repeat:no-repeat;background-size:75% 75%;opacity:.5}.bk-root .pika-prev:hover,.bk-root .pika-next:hover{opacity:1}.bk-root .pika-prev,.bk-root .is-rtl .pika-next{float:left;background-image:url('data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAeCAYAAAAsEj5rAAAAUklEQVR42u3VMQoAIBADQf8Pgj+OD9hG2CtONJB2ymQkKe0HbwAP0xucDiQWARITIDEBEnMgMQ8S8+AqBIl6kKgHiXqQqAeJepBo/z38J/U0uAHlaBkBl9I4GwAAAABJRU5ErkJggg==')}.bk-root .pika-next,.bk-root .is-rtl .pika-prev{float:right;background-image:url('data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAeCAYAAAAsEj5rAAAAU0lEQVR42u3VOwoAMAgE0dwfAnNjU26bYkBCFGwfiL9VVWoO+BJ4Gf3gtsEKKoFBNTCoCAYVwaAiGNQGMUHMkjGbgjk2mIONuXo0nC8XnCf1JXgArVIZAQh5TKYAAAAASUVORK5CYII=')}.bk-root .pika-prev.is-disabled,.bk-root .pika-next.is-disabled{cursor:default;opacity:.2}.bk-root .pika-select{display:inline-block}.bk-root .pika-table{width:100%;border-collapse:collapse;border-spacing:0;border:0}.bk-root .pika-table th,.bk-root .pika-table td{width:14.28571429%;padding:0}.bk-root .pika-table th{color:#999;font-size:12px;line-height:25px;font-weight:bold;text-align:center}.bk-root .pika-button{cursor:pointer;display:block;box-sizing:border-box;-moz-box-sizing:border-box;outline:0;border:0;margin:0;width:100%;padding:5px;color:#666;font-size:12px;line-height:15px;text-align:right;background:#f5f5f5}.bk-root .pika-week{font-size:11px;color:#999}.bk-root .is-today .pika-button{color:#3af;font-weight:bold}.bk-root .is-selected .pika-button,.bk-root .has-event .pika-button{color:#fff;font-weight:bold;background:#3af;box-shadow:inset 0 1px 3px #178fe5;border-radius:3px}.bk-root .has-event .pika-button{background:#005da9;box-shadow:inset 0 1px 3px #0076c9}.bk-root .is-disabled .pika-button,.bk-root .is-inrange .pika-button{background:#d5e9f7}.bk-root .is-startrange .pika-button{color:#fff;background:#6cb31d;box-shadow:none;border-radius:3px}.bk-root .is-endrange .pika-button{color:#fff;background:#3af;box-shadow:none;border-radius:3px}.bk-root .is-disabled .pika-button{pointer-events:none;cursor:default;color:#999;opacity:.3}.bk-root .is-outside-current-month .pika-button{color:#999;opacity:.3}.bk-root .is-selection-disabled{pointer-events:none;cursor:default}.bk-root .pika-button:hover,.bk-root .pika-row.pick-whole-week:hover .pika-button{color:#fff;background:#ff8000;box-shadow:none;border-radius:3px}.bk-root .pika-table abbr{border-bottom:0;cursor:help}\\n/* END bokeh-widgets.min.css */\");\n    },\n    function(Bokeh) {\n      inject_raw_css(\"/* BEGIN bokeh-tables.min.css */\\n.bk-root .slick-header.ui-state-default,.bk-root .slick-headerrow.ui-state-default,.bk-root .slick-footerrow.ui-state-default,.bk-root .slick-top-panel-scroller.ui-state-default{width:100%;overflow:auto;position:relative;border-left:0 !important}.bk-root .slick-header.ui-state-default{overflow:inherit}.bk-root .slick-header::-webkit-scrollbar,.bk-root .slick-headerrow::-webkit-scrollbar,.bk-root .slick-footerrow::-webkit-scrollbar{display:none}.bk-root .slick-header-columns,.bk-root .slick-headerrow-columns,.bk-root .slick-footerrow-columns{position:relative;white-space:nowrap;cursor:default;overflow:hidden}.bk-root .slick-header-column.ui-state-default{position:relative;display:inline-block;box-sizing:content-box !important;overflow:hidden;-o-text-overflow:ellipsis;text-overflow:ellipsis;height:16px;line-height:16px;margin:0;padding:4px;border-right:1px solid silver;border-left:0 !important;border-top:0 !important;border-bottom:0 !important;float:left}.bk-root .slick-headerrow-column.ui-state-default,.bk-root .slick-footerrow-column.ui-state-default{padding:4px}.bk-root .slick-header-column-sorted{font-style:italic}.bk-root .slick-sort-indicator{display:inline-block;width:8px;height:5px;margin-left:4px;margin-top:6px;float:left}.bk-root .slick-sort-indicator-numbered{display:inline-block;width:8px;height:5px;margin-left:4px;margin-top:0;line-height:20px;float:left;font-family:Arial;font-style:normal;font-weight:bold;color:#6190cd}.bk-root .slick-sort-indicator-desc{background:url(images/sort-desc.gif)}.bk-root .slick-sort-indicator-asc{background:url(images/sort-asc.gif)}.bk-root .slick-resizable-handle{position:absolute;font-size:.1px;display:block;cursor:col-resize;width:9px;right:-5px;top:0;height:100%;z-index:1}.bk-root .slick-sortable-placeholder{background:silver}.bk-root .grid-canvas{position:relative;outline:0}.bk-root .slick-row.ui-widget-content,.bk-root .slick-row.ui-state-active{position:absolute;border:0;width:100%}.bk-root .slick-cell,.bk-root .slick-headerrow-column,.bk-root .slick-footerrow-column{position:absolute;border:1px solid transparent;border-right:1px dotted silver;border-bottom-color:silver;overflow:hidden;-o-text-overflow:ellipsis;text-overflow:ellipsis;vertical-align:middle;z-index:1;padding:1px 2px 2px 1px;margin:0;white-space:nowrap;cursor:default}.bk-root .slick-cell,.bk-root .slick-headerrow-column{border-bottom-color:silver}.bk-root 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input{padding-left:4px;padding-right:4px}.bk-root .bk-cell-editor-completion{font-size:11px}\\n/* END bokeh-tables.min.css */\");\n    },\n    function(Bokeh) {\n      /* BEGIN bokeh.min.js */\n      /*!\n       * Copyright (c) 2012 - 2018, Anaconda, Inc., and Bokeh Contributors\n       * All rights reserved.\n       * \n       * Redistribution and use in source and binary forms, with or without modification,\n       * are permitted provided that the following conditions are met:\n       * \n       * Redistributions of source code must retain the above copyright notice,\n       * this list of conditions and the following disclaimer.\n       * \n       * Redistributions in binary form must reproduce the above copyright notice,\n       * this list of conditions and the following disclaimer in the documentation\n       * and/or other materials provided with the distribution.\n       * \n       * Neither the name of Anaconda nor the names of any contributors\n       * may be used to endorse or promote products derived from this software\n       * without specific prior written permission.\n       * \n       * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n       * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n       * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE\n       * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE\n       * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR\n       * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF\n       * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS\n       * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN\n       * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)\n       * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF\n       * THE POSSIBILITY OF SUCH DAMAGE.\n       */\n      !function(t,e){var i,n,r,o,s;t.Bokeh=(i=[function(t,e,i){var n=t(160),r=t(35);i.overrides={};var o=r.clone(n);i.Models=function(t){var e=i.overrides[t]||o[t];if(null==e)throw new Error(\"Model '\"+t+\"' does not exist. This could be due to a widget\\n                     or a custom model not being registered before first usage.\");return e},i.Models.register=function(t,e){i.overrides[t]=e},i.Models.unregister=function(t){delete i.overrides[t]},i.Models.register_models=function(t,e,i){if(void 0===e&&(e=!1),null!=t)for(var n in t){var r=t[n];e||!o.hasOwnProperty(n)?o[n]=r:null!=i?i(n):console.warn(\"Model '\"+n+\"' was already registered\")}},i.register_models=i.Models.register_models,i.Models.registered_names=function(){return Object.keys(o)}},function(t,e,i){var n=t(17),r=t(54),o=t(300),s=t(301),a=t(2);i.DEFAULT_SERVER_WEBSOCKET_URL=\"ws://localhost:5006/ws\",i.DEFAULT_SESSION_ID=\"default\";var l=0,h=function(){function t(t,e,r,o,a){void 0===t&&(t=i.DEFAULT_SERVER_WEBSOCKET_URL),void 0===e&&(e=i.DEFAULT_SESSION_ID),void 0===r&&(r=null),void 0===o&&(o=null),void 0===a&&(a=null),this.url=t,this.id=e,this.args_string=r,this._on_have_session_hook=o,this._on_closed_permanently_hook=a,this._number=l++,this.socket=null,this.session=null,this.closed_permanently=!1,this._current_handler=null,this._pending_ack=null,this._pending_replies={},this._receiver=new s.Receiver,n.logger.debug(\"Creating websocket \"+this._number+\" to '\"+this.url+\"' session '\"+this.id+\"'\")}return t.prototype.connect=function(){var t=this;if(this.closed_permanently)return Promise.reject(new Error(\"Cannot connect() a closed ClientConnection\"));if(null!=this.socket)return Promise.reject(new Error(\"Already connected\"));this._pending_replies={},this._current_handler=null;try{var e=this.url+\"?bokeh-protocol-version=1.0&bokeh-session-id=\"+this.id;return null!=this.args_string&&this.args_string.length>0&&(e+=\"&\"+this.args_string),this.socket=new WebSocket(e),new Promise(function(e,i){t.socket.binaryType=\"arraybuffer\",t.socket.onopen=function(){return t._on_open(e,i)},t.socket.onmessage=function(e){return t._on_message(e)},t.socket.onclose=function(e){return t._on_close(e)},t.socket.onerror=function(){return t._on_error(i)}})}catch(t){return n.logger.error(\"websocket creation failed to url: \"+this.url),n.logger.error(\" - \"+t),Promise.reject(t)}},t.prototype.close=function(){this.closed_permanently||(n.logger.debug(\"Permanently closing websocket connection \"+this._number),this.closed_permanently=!0,null!=this.socket&&this.socket.close(1e3,\"close method called on ClientConnection \"+this._number),this.session._connection_closed(),null!=this._on_closed_permanently_hook&&(this._on_closed_permanently_hook(),this._on_closed_permanently_hook=null))},t.prototype._schedule_reconnect=function(t){var e=this;setTimeout(function(){e.closed_permanently||n.logger.info(\"Websocket connection \"+e._number+\" disconnected, will not attempt to reconnect\")},t)},t.prototype.send=function(t){if(null==this.socket)throw new Error(\"not connected so cannot send \"+t);t.send(this.socket)},t.prototype.send_with_reply=function(t){var e=this,i=new Promise(function(i,n){e._pending_replies[t.msgid()]=[i,n],e.send(t)});return i.then(function(t){if(\"ERROR\"===t.msgtype())throw new Error(\"Error reply \"+t.content.text);return t},function(t){throw t})},t.prototype._pull_doc_json=function(){var t=o.Message.create(\"PULL-DOC-REQ\",{}),e=this.send_with_reply(t);return e.then(function(t){if(!(\"doc\"in t.content))throw new Error(\"No 'doc' field in PULL-DOC-REPLY\");return t.content.doc},function(t){throw t})},t.prototype._repull_session_doc=function(){var t=this;null==this.session?n.logger.debug(\"Pulling session for first time\"):n.logger.debug(\"Repulling session\"),this._pull_doc_json().then(function(e){if(null==t.session)if(t.closed_permanently)n.logger.debug(\"Got new document after connection was already closed\");else{var i=r.Document.from_json(e),s=r.Document._compute_patch_since_json(e,i);if(s.events.length>0){n.logger.debug(\"Sending \"+s.events.length+\" changes from model construction back to server\");var l=o.Message.create(\"PATCH-DOC\",{},s);t.send(l)}t.session=new a.ClientSession(t,i,t.id),n.logger.debug(\"Created a new session from new pulled doc\"),null!=t._on_have_session_hook&&(t._on_have_session_hook(t.session),t._on_have_session_hook=null)}else t.session.document.replace_with_json(e),n.logger.debug(\"Updated existing session with new pulled doc\")},function(t){throw t}).catch(function(t){null!=console.trace&&console.trace(t),n.logger.error(\"Failed to repull session \"+t)})},t.prototype._on_open=function(t,e){var i=this;n.logger.info(\"Websocket connection \"+this._number+\" is now open\"),this._pending_ack=[t,e],this._current_handler=function(t){i._awaiting_ack_handler(t)}},t.prototype._on_message=function(t){null==this._current_handler&&n.logger.error(\"Got a message with no current 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0:c.isFunction(t)?t:c.isObject(t)?c.isArray(t)?function(){return h.copy(t)}:function(){return u.clone(t)}:function(){return t}},e.define=function(t){var e=function(e){var n=t[e];if(null!=i.prototype.props[e])throw new Error(\"attempted to redefine property '\"+i.prototype.type+\".\"+e+\"'\");if(null!=i.prototype[e])throw new Error(\"attempted to redefine attribute '\"+i.prototype.type+\".\"+e+\"'\");Object.defineProperty(i.prototype,e,{get:function(){var t=this.getv(e);return t},set:function(t){var i;return this.setv(((i={})[e]=t,i)),this},configurable:!1,enumerable:!0});var r=n,o=r[0],s=r[1],a=r[2],l={type:o,default_value:i._fix_default(s,e),internal:a||!1},h=u.clone(i.prototype.props);h[e]=l,i.prototype.props=h},i=this;for(var n in t)e(n)},e.internal=function(t){var e={};for(var i in t){var n=t[i],r=n[0],o=n[1];e[i]=[r,o,!0]}this.define(e)},e.mixin=function(){for(var t=[],e=0;e<arguments.length;e++)t[e]=arguments[e];this.define(o.create(t));var i=this.prototype.mixins.concat(t);this.prototype.mixins=i},e.mixins=function(t){this.mixin.apply(this,t)},e.override=function(t){for(var e in t){var i=this._fix_default(t[e],e),r=this.prototype.props[e];if(null==r)throw new Error(\"attempted to override nonexistent '\"+this.prototype.type+\".\"+e+\"'\");var o=u.clone(this.prototype.props);o[e]=n.__assign({},r,{default_value:i}),this.prototype.props=o}},e.prototype.toString=function(){return this.type+\"(\"+this.id+\")\"},e.prototype.finalize=function(){var t=this;for(var e in this.properties){var i=this.properties[e];i.update(),null!=i.spec.transform&&this.connect(i.spec.transform.change,function(){return t.transformchange.emit()})}this.initialize(),this.connect_signals()},e.prototype.initialize=function(){},e.prototype.connect_signals=function(){},e.prototype.disconnect_signals=function(){r.Signal.disconnectReceiver(this)},e.prototype.destroy=function(){this.disconnect_signals(),this.destroyed.emit()},e.prototype.clone=function(){return new this.constructor(this.attributes)},e.prototype._setv=function(t,e){var i=e.check_eq,n=e.silent,r=[],o=this._changing;this._changing=!0;var s=this.attributes;for(var a in t){var l=t[a];!1!==i&&_.isEqual(s[a],l)||r.push(a),s[a]=l}if(!n){r.length>0&&(this._pending=!0);for(var h=0;h<r.length;h++)this.properties[r[h]].change.emit()}if(!o){if(!n&&!e.no_change)for(;this._pending;)this._pending=!1,this.change.emit();this._pending=!1,this._changing=!1}},e.prototype.setv=function(t,e){for(var i in void 0===e&&(e={}),t)if(t.hasOwnProperty(i)){var n=i;if(null==this.props[n])throw new Error(\"property \"+this.type+\".\"+n+\" wasn't declared\");null!=e&&e.defaults||(this._set_after_defaults[i]=!0)}if(!u.isEmpty(t)){var r={};for(var i in t)r[i]=this.getv(i);this._setv(t,e);var o=e.silent;if(null==o||!o)for(var i in t)this._tell_document_about_change(i,r[i],this.getv(i),e)}},e.prototype.getv=function(t){if(null==this.props[t])throw new Error(\"property \"+this.type+\".\"+t+\" wasn't declared\");return this.attributes[t]},e.prototype.ref=function(){return s.create_ref(this)},e.prototype.set_subtype=function(t){this._subtype=t},e.prototype.attribute_is_serializable=function(t){var e=this.props[t];if(null==e)throw new Error(this.type+\".attribute_is_serializable('\"+t+\"'): \"+t+\" wasn't declared\");return!e.internal},e.prototype.serializable_attributes=function(){var t={};for(var e in this.attributes){var i=this.attributes[e];this.attribute_is_serializable(e)&&(t[e]=i)}return t},e._value_to_json=function(t,i,n){if(i instanceof e)return i.ref();if(c.isArray(i)){for(var r=[],o=0;o<i.length;o++){var s=i[o];r.push(e._value_to_json(o.toString(),s,i))}return r}if(c.isPlainObject(i)){var a={};for(var l in i)i.hasOwnProperty(l)&&(a[l]=e._value_to_json(l,i[l],i));return a}return i},e.prototype.attributes_as_json=function(t,i){void 0===t&&(t=!0),void 0===i&&(i=e._value_to_json);var n=this.serializable_attributes(),r={};for(var o in n)if(n.hasOwnProperty(o)){var s=n[o];t?r[o]=s:o in this._set_after_defaults&&(r[o]=s)}return i(\"attributes\",r,this)},e._json_record_references=function(t,i,n,r){if(null==i);else if(s.is_ref(i)){if(!(i.id in n)){var o=t.get_model_by_id(i.id);e._value_record_references(o,n,r)}}else if(c.isArray(i))for(var a=0,l=i;a<l.length;a++){var h=l[a];e._json_record_references(t,h,n,r)}else if(c.isPlainObject(i))for(var u in i)if(i.hasOwnProperty(u)){var h=i[u];e._json_record_references(t,h,n,r)}},e._value_record_references=function(t,i,n){if(null==t);else if(t instanceof e){if(!(t.id in i)&&(i[t.id]=t,n))for(var r=t._immediate_references(),o=0,s=r;o<s.length;o++){var 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o={};e._value_record_references(n,o,!1);var s={};e._value_record_references(i,s,!1);var a=!1;for(var l in o)if(!(l in s)){a=!0;break}if(!a)for(var h in s)if(!(h in o)){a=!0;break}a&&this.document._invalidate_all_models(),this.document._notify_change(this,t,i,n,r)}},e.prototype.materialize_dataspecs=function(t){var e={};for(var i in this.properties){var n=this.properties[i];if(n instanceof a.VectorSpec&&(!n.optional||null!=n.spec.value||i in this._set_after_defaults)){var r=n.array(t);e[\"_\"+i]=r,null!=n.spec.field&&n.spec.field in t._shapes&&(e[\"_\"+i+\"_shape\"]=t._shapes[n.spec.field]),n instanceof a.DistanceSpec&&(e[\"max_\"+i]=h.max(r))}}return e},e}(r.Signalable());i.HasProps=p,p.initClass()},function(t,e,i){var n=t(24),r=t(209);function o(t){return t*t}function s(t,e){return o(t.x-e.x)+o(t.y-e.y)}function a(t,e,i){var n=s(e,i);if(0==n)return s(t,e);var r=((t.x-e.x)*(i.x-e.x)+(t.y-e.y)*(i.y-e.y))/n;if(r<0)return s(t,e);if(r>1)return s(t,i);var o={x:e.x+r*(i.x-e.x),y:e.y+r*(i.y-e.y)};return s(t,o)}i.point_in_poly=function(t,e,i,n){for(var r=!1,o=i[i.length-1],s=n[n.length-1],a=0;a<i.length;a++){var l=i[a],h=n[a];s<e!=h<e&&o+(e-s)/(h-s)*(l-o)<t&&(r=!r),o=l,s=h}return r},i.point_in_ellipse=function(t,e,i,n,r,o,s){var a=Math.pow(Math.cos(i)/r,2)+Math.pow(Math.sin(i)/n,2),l=2*Math.cos(i)*Math.sin(i)*(Math.pow(1/r,2)-Math.pow(1/n,2)),h=Math.pow(Math.cos(i)/n,2)+Math.pow(Math.sin(i)/r,2);return a*Math.pow(t-o,2)+l*(t-o)*(e-s)+h*Math.pow(e-s,2)<=1},i.create_empty_hit_test_result=function(){return new r.Selection},i.create_hit_test_result_from_hits=function(t){var e=new r.Selection;return e.indices=n.sort_by(t,function(t){return t[0],t[1]}).map(function(t){var e=t[0];return t[1],e}),e},i.validate_bbox_coords=function(t,e){var i,n,r=t[0],o=t[1],s=e[0],a=e[1];return r>o&&(r=(i=[o,r])[0],o=i[1]),s>a&&(s=(n=[a,s])[0],a=n[1]),{minX:r,minY:s,maxX:o,maxY:a}},i.dist_2_pts=s,i.dist_to_segment_squared=a,i.dist_to_segment=function(t,e,i){return Math.sqrt(a(t,e,i))},i.check_2_segments_intersect=function(t,e,i,n,r,o,s,a){var l=(a-o)*(i-t)-(s-r)*(n-e);if(0==l)return{hit:!1,x:null,y:null};var h=e-o,u=t-r,c=(s-r)*h-(a-o)*u,_=(i-t)*h-(n-e)*u;u=_/l;var p=t+(h=c/l)*(i-t),d=e+h*(n-e);return{hit:h>0&&h<1&&u>0&&u<1,x:p,y:d}}},function(t,e,i){var n=t(408),r=t(14),o=t(27),s=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.children=[],e}return n.__extends(e,t),e}(r.Layoutable);i.Stack=s;var a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._measure=function(t){for(var e=0,i=0,n=0,r=this.children;n<r.length;n++){var o=r[n],s=o.measure({width:0,height:0});e+=s.width,i=Math.max(i,s.height)}return{width:e,height:i}},e.prototype._set_geometry=function(e,i){t.prototype._set_geometry.call(this,e,i);for(var n=e.top,r=e.bottom,s=e.left,a=0,l=this.children;a<l.length;a++){var h=l[a],u=h.measure({width:0,height:0}).width;h.set_geometry(new o.BBox({left:s,width:u,top:n,bottom:r})),s+=u}},e}(s);i.HStack=a;var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._measure=function(t){for(var e=0,i=0,n=0,r=this.children;n<r.length;n++){var o=r[n],s=o.measure({width:0,height:0});e=Math.max(e,s.width),i+=s.height}return{width:e,height:i}},e.prototype._set_geometry=function(e,i){t.prototype._set_geometry.call(this,e,i);for(var n=e.left,r=e.right,s=e.top,a=0,l=this.children;a<l.length;a++){var h=l[a],u=h.measure({width:0,height:0}).height;h.set_geometry(new o.BBox({top:s,height:u,left:n,right:r})),s+=u}},e}(s);i.VStack=l;var h=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.children=[],e}return n.__extends(e,t),e.prototype._measure=function(t){for(var e=0,i=0,n=0,r=this.children;n<r.length;n++){var o=r[n].layout,s=o.measure(t);e=Math.max(e,s.width),i=Math.max(i,s.height)}return{width:e,height:i}},e.prototype._set_geometry=function(e,i){t.prototype._set_geometry.call(this,e,i);for(var n=0,r=this.children;n<r.length;n++){var s=r[n],a=s.layout,l=s.anchor,h=s.margin,u=e.left,c=e.right,_=e.top,p=e.bottom,d=e.hcenter,f=e.vcenter,v=a.measure(e),m=v.width,g=v.height,y=void 0;switch(l){case\"top_left\":y=new o.BBox({left:u+h,top:_+h,width:m,height:g});break;case\"top_center\":y=new o.BBox({hcenter:d,top:_+h,width:m,height:g});break;case\"top_right\":y=new o.BBox({right:c-h,top:_+h,width:m,height:g});break;case\"bottom_right\":y=new o.BBox({right:c-h,bottom:p-h,width:m,height:g});break;case\"bottom_center\":y=new o.BBox({hcenter:d,bottom:p-h,width:m,height:g});break;case\"bottom_left\":y=new o.BBox({left:u+h,bottom:p-h,width:m,height:g});break;case\"center_left\":y=new o.BBox({left:u+h,vcenter:f,width:m,height:g});break;case\"center\":y=new o.BBox({hcenter:d,vcenter:f,width:m,height:g});break;case\"center_right\":y=new o.BBox({right:c-h,vcenter:f,width:m,height:g});break;default:throw new Error(\"unreachable\")}a.set_geometry(y)}},e}(r.Layoutable);i.AnchorLayout=h},function(t,e,i){var n=t(408),r=t(16),o=t(14),s=t(46),a=t(27),l=t(24),h=Math.max,u=Math.round,c=function(){function t(t){this.def=t,this._map=new Map}return t.prototype.get=function(t){var e=this._map.get(t);return void 0===e&&(e=this.def(),this._map.set(t,e)),e},t.prototype.apply=function(t,e){var i=this.get(t);this._map.set(t,e(i))},t}(),_=function(){function t(){this._items=[],this._nrows=0,this._ncols=0}return Object.defineProperty(t.prototype,\"nrows\",{get:function(){return this._nrows},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"ncols\",{get:function(){return this._ncols},enumerable:!0,configurable:!0}),t.prototype.add=function(t,e){var i=t.r1,n=t.c1;this._nrows=h(this._nrows,i+1),this._ncols=h(this._ncols,n+1),this._items.push({span:t,data:e})},t.prototype.at=function(t,e){var i=this._items.filter(function(i){var n=i.span;return n.r0<=t&&t<=n.r1&&n.c0<=e&&e<=n.c1});return i.map(function(t){var e=t.data;return e})},t.prototype.row=function(t){var e=this._items.filter(function(e){var i=e.span;return i.r0<=t&&t<=i.r1});return e.map(function(t){var e=t.data;return e})},t.prototype.col=function(t){var e=this._items.filter(function(e){var i=e.span;return i.c0<=t&&t<=i.c1});return e.map(function(t){var e=t.data;return e})},t.prototype.foreach=function(t){for(var e=0,i=this._items;e<i.length;e++){var n=i[e],r=n.span,o=n.data;t(r,o)}},t.prototype.map=function(e){for(var i=new t,n=0,r=this._items;n<r.length;n++){var o=r[n],s=o.span,a=o.data;i.add(s,e(s,a))}return i},t}(),p=function(t){function e(e){void 0===e&&(e=[]);var i=t.call(this)||this;return i.items=e,i.rows=\"auto\",i.cols=\"auto\",i.spacing=0,i.absolute=!1,i}return n.__extends(e,t),e.prototype.is_width_expanding=function(){if(t.prototype.is_width_expanding.call(this))return!0;if(\"fixed\"==this.sizing.width_policy)return!1;var e=this._state.cols;return l.some(e,function(t){return\"max\"==t.policy})},e.prototype.is_height_expanding=function(){if(t.prototype.is_height_expanding.call(this))return!0;if(\"fixed\"==this.sizing.height_policy)return!1;var e=this._state.rows;return l.some(e,function(t){return\"max\"==t.policy})},e.prototype._init=function(){var e=this;t.prototype._init.call(this);for(var i=new _,n=0,r=this.items;n<r.length;n++){var o=r[n],a=o.layout,h=o.row,u=o.col,c=o.row_span,p=o.col_span;if(a.sizing.visible){var d=h,f=u,v=h+(null!=c?c:1)-1,m=u+(null!=p?p:1)-1;i.add({r0:d,c0:f,r1:v,c1:m},a)}}for(var g=i.nrows,y=i.ncols,b=new Array(g),x=function(t){var n,r=null==(n=s.isPlainObject(e.rows)?e.rows[t]||e.rows[\"*\"]:e.rows)?{policy:\"auto\"}:s.isNumber(n)?{policy:\"fixed\",height:n}:s.isString(n)?{policy:n}:n,o=r.align||\"auto\";if(\"fixed\"==r.policy)b[t]={policy:\"fixed\",height:r.height,align:o};else if(\"min\"==r.policy)b[t]={policy:\"min\",align:o};else if(\"fit\"==r.policy||\"max\"==r.policy)b[t]={policy:r.policy,flex:r.flex||1,align:o};else{if(\"auto\"!=r.policy)throw new Error(\"unrechable\");l.some(i.row(t),function(t){return t.is_height_expanding()})?b[t]={policy:\"max\",flex:1,align:o}:b[t]={policy:\"min\",align:o}}},w=0;w<g;w++)x(w);for(var k=new Array(y),T=function(t){var n,r=null==(n=s.isPlainObject(e.cols)?e.cols[t]||e.cols[\"*\"]:e.cols)?{policy:\"auto\"}:s.isNumber(n)?{policy:\"fixed\",width:n}:s.isString(n)?{policy:n}:n,o=r.align||\"auto\";if(\"fixed\"==r.policy)k[t]={policy:\"fixed\",width:r.width,align:o};else if(\"min\"==r.policy)k[t]={policy:\"min\",align:o};else if(\"fit\"==r.policy||\"max\"==r.policy)k[t]={policy:r.policy,flex:r.flex||1,align:o};else{if(\"auto\"!=r.policy)throw new Error(\"unrechable\");l.some(i.col(t),function(t){return t.is_width_expanding()})?k[t]={policy:\"max\",flex:1,align:o}:k[t]={policy:\"min\",align:o}}},C=0;C<y;C++)T(C);var S=s.isNumber(this.spacing)?[this.spacing,this.spacing]:this.spacing,A=S[0],M=S[1];this._state={items:i,nrows:g,ncols:y,rows:b,cols:k,rspacing:A,cspacing:M}},e.prototype._measure_totals=function(t,e){var i=this._state,n=i.nrows,r=i.ncols,o=i.rspacing,s=i.cspacing;return{height:l.sum(t)+(n-1)*o,width:l.sum(e)+(r-1)*s}},e.prototype._measure_cells=function(t){for(var e=this._state,i=e.items,n=e.nrows,o=e.ncols,s=e.rows,a=e.cols,l=e.rspacing,c=e.cspacing,p=new Array(n),d=0;d<n;d++){var f=s[d];p[d]=\"fixed\"==f.policy?f.height:0}for(var v=new Array(o),m=0;m<o;m++){var g=a[m];v[m]=\"fixed\"==g.policy?g.width:0}var y=new _;i.foreach(function(e,i){for(var n=e.r0,o=e.c0,_=e.r1,d=e.c1,f=(_-n)*l,m=(d-o)*c,g=0,b=n;b<=_;b++)g+=t(b,o).height;g+=f;for(var x=0,w=o;w<=d;w++)x+=t(n,w).width;x+=m;var k=i.measure({width:x,height:g});y.add(e,{layout:i,size_hint:k});var T=new r.Sizeable(k).grow_by(i.sizing.margin);T.height-=f,T.width-=m;for(var C=[],b=n;b<=_;b++){var S=s[b];\"fixed\"==S.policy?T.height-=S.height:C.push(b)}if(T.height>0)for(var A=u(T.height/C.length),M=0,E=C;M<E.length;M++){var b=E[M];p[b]=h(p[b],A)}for(var z=[],w=o;w<=d;w++){var O=a[w];\"fixed\"==O.policy?T.width-=O.width:z.push(w)}if(T.width>0)for(var P=u(T.width/z.length),j=0,N=z;j<N.length;j++){var w=N[j];v[w]=h(v[w],P)}});var b=this._measure_totals(p,v);return{size:b,row_heights:p,col_widths:v,size_hints:y}},e.prototype._measure_grid=function(t){var e,i=this._state,n=i.nrows,r=i.ncols,o=i.rows,s=i.cols,a=i.rspacing,l=i.cspacing,c=this._measure_cells(function(t,e){var i=o[t],n=s[e];return{width:\"fixed\"==n.policy?n.width:1/0,height:\"fixed\"==i.policy?i.height:1/0}});e=\"fixed\"==this.sizing.height_policy&&null!=this.sizing.height?this.sizing.height:t.height!=1/0&&this.is_height_expanding()?t.height:c.size.height;for(var _,p=0,d=0;d<n;d++){var f=o[d];\"fit\"==f.policy||\"max\"==f.policy?p+=f.flex:e-=c.row_heights[d]}if(e-=(n-1)*a,0!=p&&e>0)for(var d=0;d<n;d++){var f=o[d];if(\"fit\"==f.policy||\"max\"==f.policy){var v=u(e*(f.flex/p));e-=v,c.row_heights[d]=v,p-=f.flex}}else if(e<0){for(var m=0,d=0;d<n;d++){var f=o[d];\"fixed\"!=f.policy&&m++}for(var g=-e,d=0;d<n;d++){var f=o[d];if(\"fixed\"!=f.policy){var v=c.row_heights[d],y=u(g/m);c.row_heights[d]=h(v-y,0),g-=y>v?v:y,m--}}}_=\"fixed\"==this.sizing.width_policy&&null!=this.sizing.width?this.sizing.width:t.width!=1/0&&this.is_width_expanding()?t.width:c.size.width;for(var b=0,x=0;x<r;x++){var w=s[x];\"fit\"==w.policy||\"max\"==w.policy?b+=w.flex:_-=c.col_widths[x]}if(_-=(r-1)*l,0!=b&&_>0)for(var x=0;x<r;x++){var w=s[x];if(\"fit\"==w.policy||\"max\"==w.policy){var k=u(_*(w.flex/b));_-=k,c.col_widths[x]=k,b-=w.flex}}else if(_<0){for(var m=0,x=0;x<r;x++){var w=s[x];\"fixed\"!=w.policy&&m++}for(var T=-_,x=0;x<r;x++){var w=s[x];if(\"fixed\"!=w.policy){var k=c.col_widths[x],y=u(T/m);c.col_widths[x]=h(k-y,0),T-=y>k?k:y,m--}}}var C=this._measure_cells(function(t,e){return{width:c.col_widths[e],height:c.row_heights[t]}}),S=C.row_heights,A=C.col_widths,M=C.size_hints,E=this._measure_totals(S,A);return{size:E,row_heights:S,col_widths:A,size_hints:M}},e.prototype._measure=function(t){var e=this._measure_grid(t).size;return e},e.prototype._set_geometry=function(e,i){t.prototype._set_geometry.call(this,e,i);for(var r=this._state,o=r.nrows,s=r.ncols,l=r.rspacing,_=r.cspacing,p=this._measure_grid(e),d=p.row_heights,f=p.col_widths,v=p.size_hints,m=this._state.rows.map(function(t,e){return n.__assign({},t,{top:0,height:d[e],get bottom(){return this.top+this.height}})}),g=this._state.cols.map(function(t,e){return n.__assign({},t,{left:0,width:f[e],get right(){return this.left+this.width}})}),y=v.map(function(t,e){return n.__assign({},e,{outer:new a.BBox,inner:new a.BBox})}),b=0,x=this.absolute?e.top:0;b<o;b++){var w=m[b];w.top=x,x+=w.height+l}for(var k=0,T=this.absolute?e.left:0;k<s;k++){var C=g[k];C.left=T,T+=C.width+_}function S(t,e){for(var i=(e-t)*_,n=t;n<=e;n++)i+=g[n].width;return i}function A(t,e){for(var i=(e-t)*l,n=t;n<=e;n++)i+=m[n].height;return i}y.foreach(function(t,e){var i=t.r0,n=t.c0,r=t.r1,o=t.c1,s=e.layout,l=e.size_hint,h=s.sizing,c=l.width,_=l.height,p={width:S(n,o),height:A(i,r)},d=n==o&&\"auto\"!=g[n].align?g[n].align:h.halign,f=i==r&&\"auto\"!=m[i].align?m[i].align:h.valign,v=g[n].left;\"start\"==d?v+=h.margin.left:\"center\"==d?v+=u((p.width-c)/2):\"end\"==d&&(v+=p.width-h.margin.right-c);var y=m[i].top;\"start\"==f?y+=h.margin.top:\"center\"==f?y+=u((p.height-_)/2):\"end\"==f&&(y+=p.height-h.margin.bottom-_),e.outer=new a.BBox({left:v,top:y,width:c,height:_})});var M=m.map(function(){return{start:new c(function(){return 0}),end:new c(function(){return 0})}}),E=g.map(function(){return{start:new c(function(){return 0}),end:new c(function(){return 0})}});y.foreach(function(t,e){var i=t.r0,n=t.c0,r=t.r1,o=t.c1,s=e.size_hint,a=e.outer,l=s.inner;null!=l&&(M[i].start.apply(a.top,function(t){return h(t,l.top)}),M[r].end.apply(m[r].bottom-a.bottom,function(t){return h(t,l.bottom)}),E[n].start.apply(a.left,function(t){return h(t,l.left)}),E[o].end.apply(g[o].right-a.right,function(t){return h(t,l.right)}))}),y.foreach(function(t,e){var i=t.r0,n=t.c0,r=t.r1,o=t.c1,s=e.size_hint,l=e.outer;function h(t){var e=t.left,i=t.right,n=t.top,r=t.bottom,o=l.width-e-i,s=l.height-n-r;return new a.BBox({left:e,top:n,width:o,height:s})}if(null!=s.inner){var u=h(s.inner);if(!1!==s.align){var c=M[i].start.get(l.top),_=M[r].end.get(m[r].bottom-l.bottom),p=E[n].start.get(l.left),d=E[o].end.get(g[o].right-l.right);try{u=h({top:c,bottom:_,left:p,right:d})}catch(t){}}e.inner=u}else e.inner=l}),y.foreach(function(t,e){var i=e.layout,n=e.outer,r=e.inner;i.set_geometry(n,r)})},e}(o.Layoutable);i.Grid=p;var d=function(t){function e(e){var i=t.call(this)||this;return i.items=e.map(function(t,e){return{layout:t,row:0,col:e}}),i.rows=\"fit\",i}return n.__extends(e,t),e}(p);i.Row=d;var f=function(t){function e(e){var i=t.call(this)||this;return i.items=e.map(function(t,e){return{layout:t,row:e,col:0}}),i.cols=\"fit\",i}return n.__extends(e,t),e}(p);i.Column=f},function(t,e,i){var n=t(408),r=t(14),o=t(16),s=t(5),a=function(t){function e(e){var i=t.call(this)||this;return i.content_size=s.unsized(e,function(){return new o.Sizeable(s.size(e))}),i}return n.__extends(e,t),e.prototype._content_size=function(){return this.content_size},e}(r.ContentLayoutable);i.ContentBox=a;var l=function(t){function e(e){var i=t.call(this)||this;return i.el=e,i}return n.__extends(e,t),e.prototype._measure=function(t){var e=this,i=new o.Sizeable(t).bounded_to(this.sizing.size);return s.sized(this.el,i,function(){var t=new o.Sizeable(s.content_size(e.el)),i=s.extents(e.el),n=i.border,r=i.padding;return t.grow_by(n).grow_by(r).map(Math.ceil)})},e}(r.Layoutable);i.VariadicBox=l},function(t,e,i){var n=t(16);i.Sizeable=n.Sizeable;var r=t(14);i.Layoutable=r.Layoutable,i.LayoutItem=r.LayoutItem;var o=t(10);i.HStack=o.HStack,i.VStack=o.VStack,i.AnchorLayout=o.AnchorLayout;var s=t(11);i.Grid=s.Grid,i.Row=s.Row,i.Column=s.Column;var a=t(12);i.ContentBox=a.ContentBox,i.VariadicBox=a.VariadicBox},function(t,e,i){var n=t(408),r=t(16),o=t(27),s=Math.min,a=Math.max,l=Math.round,h=function(){function t(){this._bbox=new o.BBox,this._inner_bbox=new o.BBox;var t=this;this._top={get value(){return t.bbox.top}},this._left={get value(){return t.bbox.left}},this._width={get value(){return t.bbox.width}},this._height={get value(){return t.bbox.height}},this._right={get value(){return t.bbox.right}},this._bottom={get value(){return t.bbox.bottom}},this._hcenter={get value(){return t.bbox.hcenter}},this._vcenter={get value(){return t.bbox.vcenter}}}return Object.defineProperty(t.prototype,\"bbox\",{get:function(){return this._bbox},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"inner_bbox\",{get:function(){return this._inner_bbox},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"sizing\",{get:function(){return this._sizing},enumerable:!0,configurable:!0}),t.prototype.set_sizing=function(t){var e=t.width_policy||\"fit\",i=t.width,n=null!=t.min_width?t.min_width:0,r=null!=t.max_width?t.max_width:1/0,o=t.height_policy||\"fit\",s=t.height,a=null!=t.min_height?t.min_height:0,l=null!=t.max_height?t.max_height:1/0,h=t.aspect,u=t.margin||{top:0,right:0,bottom:0,left:0},c=!1!==t.visible,_=t.halign||\"start\",p=t.valign||\"start\";this._sizing={width_policy:e,min_width:n,width:i,max_width:r,height_policy:o,min_height:a,height:s,max_height:l,aspect:h,margin:u,visible:c,halign:_,valign:p,size:{width:i,height:s},min_size:{width:n,height:a},max_size:{width:r,height:l}},this._init()},t.prototype._init=function(){},t.prototype._set_geometry=function(t,e){this._bbox=t,this._inner_bbox=e},t.prototype.set_geometry=function(t,e){this._set_geometry(t,e||t)},t.prototype.is_width_expanding=function(){return\"max\"==this.sizing.width_policy},t.prototype.is_height_expanding=function(){return\"max\"==this.sizing.height_policy},t.prototype.apply_aspect=function(t,e){var i=e.width,n=e.height,r=this.sizing.aspect;if(null!=r){var o=this.sizing,s=o.width_policy,a=o.height_policy;if(\"fixed\"!=s&&\"fixed\"!=a)if(s==a){var h=i,u=l(i/r),c=l(n*r),_=n,p=Math.abs(t.width-h)+Math.abs(t.height-u),d=Math.abs(t.width-c)+Math.abs(t.height-_);p<=d?(i=h,n=u):(i=c,n=_)}else!function(t,e){var i={max:4,fit:3,min:2,fixed:1};return i[t]>i[e]}(s,a)?i=l(n*r):n=l(i/r);else\"fixed\"==s?n=l(i/r):\"fixed\"==a&&(i=l(n*r))}return{width:i,height:n}},t.prototype.measure=function(t){var e=this;if(!this.sizing.visible)return{width:0,height:0};var i=function(t){return\"fixed\"==e.sizing.width_policy&&null!=e.sizing.width?e.sizing.width:t},o=function(t){return\"fixed\"==e.sizing.height_policy&&null!=e.sizing.height?e.sizing.height:t},s=new r.Sizeable(t).shrink_by(this.sizing.margin).map(i,o),a=this._measure(s),l=this.clip_size(a),h=i(l.width),u=o(l.height),c=this.apply_aspect(s,{width:h,height:u});return n.__assign({},a,c)},t.prototype.compute=function(t){void 0===t&&(t={});var e=this.measure({width:null!=t.width&&this.is_width_expanding()?t.width:1/0,height:null!=t.height&&this.is_height_expanding()?t.height:1/0}),i=e.width,n=e.height,r=new o.BBox({left:0,top:0,width:i,height:n}),s=void 0;if(null!=e.inner){var a=e.inner,l=a.left,h=a.top,u=a.right,c=a.bottom;s=new o.BBox({left:l,top:h,right:i-u,bottom:n-c})}this.set_geometry(r,s)},Object.defineProperty(t.prototype,\"xview\",{get:function(){return this.bbox.xview},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"yview\",{get:function(){return this.bbox.yview},enumerable:!0,configurable:!0}),t.prototype.clip_width=function(t){return a(this.sizing.min_width,s(t,this.sizing.max_width))},t.prototype.clip_height=function(t){return a(this.sizing.min_height,s(t,this.sizing.max_height))},t.prototype.clip_size=function(t){var e=t.width,i=t.height;return{width:this.clip_width(e),height:this.clip_height(i)}},t}();i.Layoutable=h;var u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._measure=function(t){var e,i,n=this.sizing,r=n.width_policy,o=n.height_policy;if(t.width==1/0)e=null!=this.sizing.width?this.sizing.width:0;else if(\"fixed\"==r)e=null!=this.sizing.width?this.sizing.width:0;else if(\"min\"==r)e=null!=this.sizing.width?s(t.width,this.sizing.width):0;else if(\"fit\"==r)e=null!=this.sizing.width?s(t.width,this.sizing.width):t.width;else{if(\"max\"!=r)throw new Error(\"unrechable\");e=null!=this.sizing.width?a(t.width,this.sizing.width):t.width}if(t.height==1/0)i=null!=this.sizing.height?this.sizing.height:0;else if(\"fixed\"==o)i=null!=this.sizing.height?this.sizing.height:0;else if(\"min\"==o)i=null!=this.sizing.height?s(t.height,this.sizing.height):0;else if(\"fit\"==o)i=null!=this.sizing.height?s(t.height,this.sizing.height):t.height;else{if(\"max\"!=o)throw new Error(\"unrechable\");i=null!=this.sizing.height?a(t.height,this.sizing.height):t.height}return{width:e,height:i}},e}(h);i.LayoutItem=u;var c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._measure=function(t){var e=this,i=this._content_size(),n=t.bounded_to(this.sizing.size).bounded_to(i),r=function(){switch(e.sizing.width_policy){case\"fixed\":return null!=e.sizing.width?e.sizing.width:i.width;case\"min\":return i.width;case\"fit\":return n.width;case\"max\":return Math.max(i.width,n.width);default:throw new Error(\"unexpected\")}}(),o=function(){switch(e.sizing.height_policy){case\"fixed\":return null!=e.sizing.height?e.sizing.height:i.height;case\"min\":return i.height;case\"fit\":return n.height;case\"max\":return Math.max(i.height,n.height);default:throw new Error(\"unexpected\")}}();return{width:r,height:o}},e}(h);i.ContentLayoutable=c},function(t,e,i){var n=t(408),r=t(16),o=t(14),s=t(46),a=Math.PI/2,l=\"left\",h=\"center\",u={above:{parallel:0,normal:-a,horizontal:0,vertical:-a},below:{parallel:0,normal:a,horizontal:0,vertical:a},left:{parallel:-a,normal:0,horizontal:0,vertical:-a},right:{parallel:a,normal:0,horizontal:0,vertical:a}},c={above:{justified:\"top\",parallel:\"alphabetic\",normal:\"middle\",horizontal:\"alphabetic\",vertical:\"middle\"},below:{justified:\"bottom\",parallel:\"hanging\",normal:\"middle\",horizontal:\"hanging\",vertical:\"middle\"},left:{justified:\"top\",parallel:\"alphabetic\",normal:\"middle\",horizontal:\"middle\",vertical:\"alphabetic\"},right:{justified:\"top\",parallel:\"alphabetic\",normal:\"middle\",horizontal:\"middle\",vertical:\"alphabetic\"}},_={above:{justified:h,parallel:h,normal:l,horizontal:h,vertical:l},below:{justified:h,parallel:h,normal:l,horizontal:h,vertical:l},left:{justified:h,parallel:h,normal:\"right\",horizontal:\"right\",vertical:h},right:{justified:h,parallel:h,normal:l,horizontal:l,vertical:h}},p={above:\"right\",below:l,left:\"right\",right:l},d={above:l,below:\"right\",left:\"right\",right:l},f=function(t){function e(e,i){var n=t.call(this)||this;switch(n.side=e,n.obj=i,n.side){case\"above\":n._dim=0,n._normals=[0,-1];break;case\"below\":n._dim=0,n._normals=[0,1];break;case\"left\":n._dim=1,n._normals=[-1,0];break;case\"right\":n._dim=1,n._normals=[1,0];break;default:throw new Error(\"unreachable\")}return n.is_horizontal?n.set_sizing({width_policy:\"max\",height_policy:\"fixed\"}):n.set_sizing({width_policy:\"fixed\",height_policy:\"max\"}),n}return n.__extends(e,t),e.prototype._content_size=function(){return new r.Sizeable(this.get_oriented_size())},e.prototype.get_oriented_size=function(){var t=this.obj.get_size(),e=t.width,i=t.height;return!this.obj.rotate||this.is_horizontal?{width:e,height:i}:{width:i,height:e}},e.prototype.has_size_changed=function(){var t=this.get_oriented_size(),e=t.width,i=t.height;return this.is_horizontal?this.bbox.height!=i:this.bbox.width!=e},Object.defineProperty(e.prototype,\"dimension\",{get:function(){return this._dim},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"normals\",{get:function(){return this._normals},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"is_horizontal\",{get:function(){return 0==this._dim},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"is_vertical\",{get:function(){return 1==this._dim},enumerable:!0,configurable:!0}),e.prototype.apply_label_text_heuristics=function(t,e){var i,n,r=this.side;s.isString(e)?(i=c[r][e],n=_[r][e]):0===e?(i=\"whatever\",n=\"whatever\"):e<0?(i=\"middle\",n=p[r]):(i=\"middle\",n=d[r]),t.textBaseline=i,t.textAlign=n},e.prototype.get_label_angle_heuristic=function(t){return u[this.side][t]},e}(o.ContentLayoutable);i.SidePanel=f},function(t,e,i){var n=Math.min,r=Math.max,o=function(){function t(t){void 0===t&&(t={}),this.width=null!=t.width?t.width:0,this.height=null!=t.height?t.height:0}return t.prototype.bounded_to=function(e){var i=e.width,n=e.height;return new t({width:this.width==1/0&&null!=i?i:this.width,height:this.height==1/0&&null!=n?n:this.height})},t.prototype.expanded_to=function(e){var i=e.width,n=e.height;return new t({width:i!=1/0?r(this.width,i):this.width,height:n!=1/0?r(this.height,n):this.height})},t.prototype.expand_to=function(t){var e=t.width,i=t.height;this.width=r(this.width,e),this.height=r(this.height,i)},t.prototype.narrowed_to=function(e){var i=e.width,r=e.height;return new t({width:n(this.width,i),height:n(this.height,r)})},t.prototype.narrow_to=function(t){var e=t.width,i=t.height;this.width=n(this.width,e),this.height=n(this.height,i)},t.prototype.grow_by=function(e){var i=e.left,n=e.right,r=e.top,o=e.bottom,s=this.width+i+n,a=this.height+r+o;return new t({width:s,height:a})},t.prototype.shrink_by=function(e){var i=e.left,n=e.right,o=e.top,s=e.bottom,a=r(this.width-i-n,0),l=r(this.height-o-s,0);return new t({width:a,height:l})},t.prototype.map=function(e,i){return new 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n=t(408),r=t(8),o=t(209),s=t(197),a=t(198),l=t(18),h=function(t){function e(e){var i=t.call(this,e)||this;return i.inspectors={},i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"SelectionManager\",this.internal({source:[l.Any]})},e.prototype.select=function(t,e,i,n){void 0===n&&(n=!1);for(var r=[],o=[],l=0,h=t;l<h.length;l++){var u=h[l];u instanceof s.GlyphRendererView?r.push(u):u instanceof a.GraphRendererView&&o.push(u)}for(var c=!1,_=0,p=o;_<p.length;_++){var u=p[_],d=u.model.selection_policy.hit_test(e,u);c=c||u.model.selection_policy.do_selection(d,u.model,i,n)}if(r.length>0){var d=this.source.selection_policy.hit_test(e,r);c=c||this.source.selection_policy.do_selection(d,this.source,i,n)}return c},e.prototype.inspect=function(t,e){var i=!1;if(t instanceof s.GlyphRendererView){var n=t.hit_test(e);if(null!=n){i=!n.is_empty();var 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o.Signal(this,\"pan:end\"),this.pinch_start=new o.Signal(this,\"pinch:start\"),this.pinch=new o.Signal(this,\"pinch\"),this.pinch_end=new o.Signal(this,\"pinch:end\"),this.rotate_start=new o.Signal(this,\"rotate:start\"),this.rotate=new o.Signal(this,\"rotate\"),this.rotate_end=new o.Signal(this,\"rotate:end\"),this.tap=new o.Signal(this,\"tap\"),this.doubletap=new o.Signal(this,\"doubletap\"),this.press=new o.Signal(this,\"press\"),this.move_enter=new o.Signal(this,\"move:enter\"),this.move=new o.Signal(this,\"move\"),this.move_exit=new o.Signal(this,\"move:exit\"),this.scroll=new o.Signal(this,\"scroll\"),this.keydown=new o.Signal(this,\"keydown\"),this.keyup=new o.Signal(this,\"keyup\"),this.hammer=new r(this.hit_area,{touchAction:\"auto\"}),this._configure_hammerjs(),this.hit_area.addEventListener(\"mousemove\",function(t){return n._mouse_move(t)}),this.hit_area.addEventListener(\"mouseenter\",function(t){return n._mouse_enter(t)}),this.hit_area.addEventListener(\"mouseleave\",function(t){return n._mouse_exit(t)}),this.hit_area.addEventListener(\"wheel\",function(t){return n._mouse_wheel(t)}),document.addEventListener(\"keydown\",this),document.addEventListener(\"keyup\",this)}return t.prototype.destroy=function(){this.hammer.destroy(),document.removeEventListener(\"keydown\",this),document.removeEventListener(\"keyup\",this)},t.prototype.handleEvent=function(t){\"keydown\"==t.type?this._key_down(t):\"keyup\"==t.type&&this._key_up(t)},t.prototype._configure_hammerjs=function(){var t=this;this.hammer.get(\"doubletap\").recognizeWith(\"tap\"),this.hammer.get(\"tap\").requireFailure(\"doubletap\"),this.hammer.get(\"doubletap\").dropRequireFailure(\"tap\"),this.hammer.on(\"doubletap\",function(e){return t._doubletap(e)}),this.hammer.on(\"tap\",function(e){return t._tap(e)}),this.hammer.on(\"press\",function(e){return t._press(e)}),this.hammer.get(\"pan\").set({direction:r.DIRECTION_ALL}),this.hammer.on(\"panstart\",function(e){return t._pan_start(e)}),this.hammer.on(\"pan\",function(e){return t._pan(e)}),this.hammer.on(\"panend\",function(e){return t._pan_end(e)}),this.hammer.get(\"pinch\").set({enable:!0}),this.hammer.on(\"pinchstart\",function(e){return t._pinch_start(e)}),this.hammer.on(\"pinch\",function(e){return t._pinch(e)}),this.hammer.on(\"pinchend\",function(e){return t._pinch_end(e)}),this.hammer.get(\"rotate\").set({enable:!0}),this.hammer.on(\"rotatestart\",function(e){return t._rotate_start(e)}),this.hammer.on(\"rotate\",function(e){return t._rotate(e)}),this.hammer.on(\"rotateend\",function(e){return t._rotate_end(e)})},t.prototype.register_tool=function(t){var e=this,i=t.model.event_type;null!=i&&(c.isString(i)?this._register_tool(t,i):i.forEach(function(i,n){return e._register_tool(t,i,n<1)}))},t.prototype._register_tool=function(t,e,i){void 0===i&&(i=!0);var n=t,r=n.model.id,o=function(t){return function(e){e.id==r&&t(e.e)}},a=function(t){return function(e){t(e.e)}};switch(e){case\"pan\":null!=n._pan_start&&n.connect(this.pan_start,o(n._pan_start.bind(n))),null!=n._pan&&n.connect(this.pan,o(n._pan.bind(n))),null!=n._pan_end&&n.connect(this.pan_end,o(n._pan_end.bind(n)));break;case\"pinch\":null!=n._pinch_start&&n.connect(this.pinch_start,o(n._pinch_start.bind(n))),null!=n._pinch&&n.connect(this.pinch,o(n._pinch.bind(n))),null!=n._pinch_end&&n.connect(this.pinch_end,o(n._pinch_end.bind(n)));break;case\"rotate\":null!=n._rotate_start&&n.connect(this.rotate_start,o(n._rotate_start.bind(n))),null!=n._rotate&&n.connect(this.rotate,o(n._rotate.bind(n))),null!=n._rotate_end&&n.connect(this.rotate_end,o(n._rotate_end.bind(n)));break;case\"move\":null!=n._move_enter&&n.connect(this.move_enter,o(n._move_enter.bind(n))),null!=n._move&&n.connect(this.move,o(n._move.bind(n))),null!=n._move_exit&&n.connect(this.move_exit,o(n._move_exit.bind(n)));break;case\"tap\":null!=n._tap&&n.connect(this.tap,o(n._tap.bind(n)));break;case\"press\":null!=n._press&&n.connect(this.press,o(n._press.bind(n)));break;case\"scroll\":null!=n._scroll&&n.connect(this.scroll,o(n._scroll.bind(n)));break;default:throw new Error(\"unsupported event_type: \"+e)}i&&(null!=n._doubletap&&n.connect(this.doubletap,a(n._doubletap.bind(n))),null!=n._keydown&&n.connect(this.keydown,a(n._keydown.bind(n))),null!=n._keyup&&n.connect(this.keyup,a(n._keyup.bind(n))),_.is_mobile&&null!=n._scroll&&\"pinch\"==e&&(s.logger.debug(\"Registering scroll on touch screen\"),n.connect(this.scroll,o(n._scroll.bind(n)))))},t.prototype._hit_test_renderers=function(t,e){for(var i=this.plot_view.get_renderer_views(),n=0,r=h.reversed(i);n<r.length;n++){var o=r[n],s=o.model.level;if((\"annotation\"==s||\"overlay\"==s)&&null!=o.interactive_hit&&o.interactive_hit(t,e))return o}return null},t.prototype._hit_test_frame=function(t,e){return this.plot_view.frame.bbox.contains(t,e)},t.prototype._hit_test_canvas=function(t,e){return this.plot_view.layout.bbox.contains(t,e)},t.prototype._trigger=function(t,e,i){var n=this,r=this.toolbar.gestures,o=t.name,s=o.split(\":\")[0],a=this._hit_test_renderers(e.sx,e.sy),l=this._hit_test_canvas(e.sx,e.sy);switch(s){case\"move\":var h=r[s].active;null!=h&&this.trigger(t,e,h.id);var c=this.toolbar.inspectors.filter(function(t){return t.active}),p=\"default\";null!=a?(p=a.cursor(e.sx,e.sy)||p,u.isEmpty(c)||(t=this.move_exit,o=t.name)):this._hit_test_frame(e.sx,e.sy)&&(u.isEmpty(c)||(p=\"crosshair\")),this.plot_view.set_cursor(p),this.plot_view.set_toolbar_visibility(l),c.map(function(i){return n.trigger(t,e,i.id)});break;case\"tap\":var d=i.target;if(null!=d&&d!=this.hit_area)return;null!=a&&null!=a.on_hit&&a.on_hit(e.sx,e.sy);var h=r[s].active;null!=h&&this.trigger(t,e,h.id);break;case\"scroll\":var f=_.is_mobile?\"pinch\":\"scroll\",h=r[f].active;null!=h&&(i.preventDefault(),i.stopPropagation(),this.trigger(t,e,h.id));break;case\"pan\":var h=r[s].active;null!=h&&(i.preventDefault(),this.trigger(t,e,h.id));break;default:var h=r[s].active;null!=h&&this.trigger(t,e,h.id)}this._trigger_bokeh_event(e)},t.prototype.trigger=function(t,e,i){void 0===i&&(i=null),t.emit({id:i,e:e})},t.prototype._trigger_bokeh_event=function(t){var e=this,i=function(){var i=e.plot_view.frame.xscales.default,n=e.plot_view.frame.yscales.default,r=t.sx,o=t.sy,s=i.invert(r),a=n.invert(o);switch(t.type){case\"wheel\":return new p.MouseWheel(r,o,s,a,t.delta);case\"mousemove\":return new p.MouseMove(r,o,s,a);case\"mouseenter\":return new p.MouseEnter(r,o,s,a);case\"mouseleave\":return new p.MouseLeave(r,o,s,a);case\"tap\":return new p.Tap(r,o,s,a);case\"doubletap\":return new p.DoubleTap(r,o,s,a);case\"press\":return new p.Press(r,o,s,a);case\"pan\":return new p.Pan(r,o,s,a,t.deltaX,t.deltaY);case\"panstart\":return new p.PanStart(r,o,s,a);case\"panend\":return new p.PanEnd(r,o,s,a);case\"pinch\":return new p.Pinch(r,o,s,a,t.scale);case\"pinchstart\":return new p.PinchStart(r,o,s,a);case\"pinchend\":return new p.PinchEnd(r,o,s,a);default:throw new Error(\"unreachable\")}}();this.plot_view.model.trigger_event(i)},t.prototype._get_sxy=function(t){var e=function(t){return\"undefined\"!=typeof TouchEvent&&t instanceof TouchEvent}(t)?(0!=t.touches.length?t.touches:t.changedTouches)[0]:t,i=e.pageX,n=e.pageY,r=a.offset(this.hit_area),o=r.left,s=r.top;return{sx:i-o,sy:n-s}},t.prototype._gesture_event=function(t){return n.__assign({type:t.type},this._get_sxy(t.srcEvent),{deltaX:t.deltaX,deltaY:t.deltaY,scale:t.scale,shiftKey:t.srcEvent.shiftKey})},t.prototype._tap_event=function(t){return n.__assign({type:t.type},this._get_sxy(t.srcEvent),{shiftKey:t.srcEvent.shiftKey})},t.prototype._move_event=function(t){return n.__assign({type:t.type},this._get_sxy(t))},t.prototype._scroll_event=function(t){return n.__assign({type:t.type},this._get_sxy(t),{delta:l.getDeltaY(t)})},t.prototype._key_event=function(t){return{type:t.type,keyCode:t.keyCode}},t.prototype._pan_start=function(t){var e=this._gesture_event(t);e.sx-=t.deltaX,e.sy-=t.deltaY,this._trigger(this.pan_start,e,t.srcEvent)},t.prototype._pan=function(t){this._trigger(this.pan,this._gesture_event(t),t.srcEvent)},t.prototype._pan_end=function(t){this._trigger(this.pan_end,this._gesture_event(t),t.srcEvent)},t.prototype._pinch_start=function(t){this._trigger(this.pinch_start,this._gesture_event(t),t.srcEvent)},t.prototype._pinch=function(t){this._trigger(this.pinch,this._gesture_event(t),t.srcEvent)},t.prototype._pinch_end=function(t){this._trigger(this.pinch_end,this._gesture_event(t),t.srcEvent)},t.prototype._rotate_start=function(t){this._trigger(this.rotate_start,this._gesture_event(t),t.srcEvent)},t.prototype._rotate=function(t){this._trigger(this.rotate,this._gesture_event(t),t.srcEvent)},t.prototype._rotate_end=function(t){this._trigger(this.rotate_end,this._gesture_event(t),t.srcEvent)},t.prototype._tap=function(t){this._trigger(this.tap,this._tap_event(t),t.srcEvent)},t.prototype._doubletap=function(t){var e=this._tap_event(t);this._trigger_bokeh_event(e),this.trigger(this.doubletap,e)},t.prototype._press=function(t){this._trigger(this.press,this._tap_event(t),t.srcEvent)},t.prototype._mouse_enter=function(t){this._trigger(this.move_enter,this._move_event(t),t)},t.prototype._mouse_move=function(t){this._trigger(this.move,this._move_event(t),t)},t.prototype._mouse_exit=function(t){this._trigger(this.move_exit,this._move_event(t),t)},t.prototype._mouse_wheel=function(t){this._trigger(this.scroll,this._scroll_event(t),t)},t.prototype._key_down=function(t){this.trigger(this.keydown,this._key_event(t))},t.prototype._key_up=function(t){this.trigger(this.keyup,this._key_event(t))},t}();i.UIEvents=d},function(t,e,i){var 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i.model=e.model,i._parent=e.parent,i.id=e.id||s.uniqueId(),i.initialize(),!1!==e.connect_signals&&i.connect_signals(),i}return n.__extends(e,t),e.prototype.initialize=function(){},e.prototype.remove=function(){this._parent=void 0,this.disconnect_signals(),this.removed.emit()},e.prototype.toString=function(){return this.model.type+\"View(\"+this.id+\")\"},e.prototype.serializable_state=function(){return{type:this.model.type}},Object.defineProperty(e.prototype,\"parent\",{get:function(){if(void 0!==this._parent)return this._parent;throw new Error(\"parent of a view wasn't configured\")},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"is_root\",{get:function(){return null===this.parent},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"root\",{get:function(){return this.is_root?this:this.parent.root},enumerable:!0,configurable:!0}),e.prototype.assert_root=function(){if(!this.is_root)throw new Error(this.toString()+\" is not a root 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t(t,e){void 0===e&&(e=\"\"),this.obj=t,this.prefix=e,this.cache={};for(var i=0,n=this.attrs;i<n.length;i++){var r=n[i];this[r]=t.properties[e+r]}}return t.prototype.warm_cache=function(t){for(var e=0,i=this.attrs;e<i.length;e++){var n=i[e],r=this.obj.properties[this.prefix+n];if(void 0!==r.spec.value)this.cache[n]=r.spec.value;else{if(null==t)throw new Error(\"source is required with a vectorized visual property\");this.cache[n+\"_array\"]=r.array(t)}}},t.prototype.cache_select=function(t,e){var i,n=this.obj.properties[this.prefix+t];return void 0!==n.spec.value?this.cache[t]=i=n.spec.value:this.cache[t]=i=this.cache[t+\"_array\"][e],i},t.prototype.set_vectorize=function(t,e){null!=this.all_indices?this._set_vectorize(t,this.all_indices[e]):this._set_vectorize(t,e)},t}();i.ContextProperties=u;var c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.set_value=function(t){t.strokeStyle=this.line_color.value(),t.globalAlpha=this.line_alpha.value(),t.lineWidth=this.line_width.value(),t.lineJoin=this.line_join.value(),t.lineCap=this.line_cap.value(),t.setLineDash(this.line_dash.value()),t.setLineDashOffset(this.line_dash_offset.value())},Object.defineProperty(e.prototype,\"doit\",{get:function(){return!(null===this.line_color.spec.value||0==this.line_alpha.spec.value||0==this.line_width.spec.value)},enumerable:!0,configurable:!0}),e.prototype._set_vectorize=function(t,e){this.cache_select(\"line_color\",e),t.strokeStyle!==this.cache.line_color&&(t.strokeStyle=this.cache.line_color),this.cache_select(\"line_alpha\",e),t.globalAlpha!==this.cache.line_alpha&&(t.globalAlpha=this.cache.line_alpha),this.cache_select(\"line_width\",e),t.lineWidth!==this.cache.line_width&&(t.lineWidth=this.cache.line_width),this.cache_select(\"line_join\",e),t.lineJoin!==this.cache.line_join&&(t.lineJoin=this.cache.line_join),this.cache_select(\"line_cap\",e),t.lineCap!==this.cache.line_cap&&(t.lineCap=this.cache.line_cap),this.cache_select(\"line_dash\",e),t.getLineDash()!==this.cache.line_dash&&t.setLineDash(this.cache.line_dash),this.cache_select(\"line_dash_offset\",e),t.getLineDashOffset()!==this.cache.line_dash_offset&&t.setLineDashOffset(this.cache.line_dash_offset)},e.prototype.color_value=function(){var t=o.color2rgba(this.line_color.value(),this.line_alpha.value()),e=t[0],i=t[1],n=t[2],r=t[3];return\"rgba(\"+255*e+\",\"+255*i+\",\"+255*n+\",\"+r+\")\"},e}(u);i.Line=c,c.prototype.attrs=Object.keys(r.line());var _=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.set_value=function(t){t.fillStyle=this.fill_color.value(),t.globalAlpha=this.fill_alpha.value()},Object.defineProperty(e.prototype,\"doit\",{get:function(){return!(null===this.fill_color.spec.value||0==this.fill_alpha.spec.value)},enumerable:!0,configurable:!0}),e.prototype._set_vectorize=function(t,e){this.cache_select(\"fill_color\",e),t.fillStyle!==this.cache.fill_color&&(t.fillStyle=this.cache.fill_color),this.cache_select(\"fill_alpha\",e),t.globalAlpha!==this.cache.fill_alpha&&(t.globalAlpha=this.cache.fill_alpha)},e.prototype.color_value=function(){var t=o.color2rgba(this.fill_color.value(),this.fill_alpha.value()),e=t[0],i=t[1],n=t[2],r=t[3];return\"rgba(\"+255*e+\",\"+255*i+\",\"+255*n+\",\"+r+\")\"},e}(u);i.Fill=_,_.prototype.attrs=Object.keys(r.fill());var p=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.cache_select=function(e,i){var n;if(\"pattern\"==e){this.cache_select(\"hatch_color\",i),this.cache_select(\"hatch_scale\",i),this.cache_select(\"hatch_pattern\",i),this.cache_select(\"hatch_weight\",i);var r=this.cache,o=r.hatch_color,s=r.hatch_scale,a=r.hatch_pattern,l=r.hatch_weight,u=r.hatch_extra;if(null!=u&&u.hasOwnProperty(a)){var c=u[a];this.cache.pattern=c.get_pattern(o,s,l)}else this.cache.pattern=function(t){var e=h(a,o,s,l);return t.createPattern(e,\"repeat\")}}else n=t.prototype.cache_select.call(this,e,i);return n},e.prototype._try_defer=function(t){var e=this.cache,i=e.hatch_pattern,n=e.hatch_extra;if(null!=n&&n.hasOwnProperty(i)){var r=n[i];r.onload(t)}},Object.defineProperty(e.prototype,\"doit\",{get:function(){return!(null===this.hatch_color.spec.value||0==this.hatch_alpha.spec.value||\" \"==this.hatch_pattern.spec.value||\"blank\"==this.hatch_pattern.spec.value||null===this.hatch_pattern.spec.value)},enumerable:!0,configurable:!0}),e.prototype.doit2=function(t,e,i,n){if(this.doit){this.cache_select(\"pattern\",e);var r=this.cache.pattern(t);null==r?this._try_defer(n):(this.set_vectorize(t,e),i())}},e.prototype._set_vectorize=function(t,e){this.cache_select(\"pattern\",e),t.fillStyle=this.cache.pattern(t),this.cache_select(\"hatch_alpha\",e),t.globalAlpha!==this.cache.hatch_alpha&&(t.globalAlpha=this.cache.hatch_alpha)},e.prototype.color_value=function(){var t=o.color2rgba(this.hatch_color.value(),this.hatch_alpha.value()),e=t[0],i=t[1],n=t[2],r=t[3];return\"rgba(\"+255*e+\",\"+255*i+\",\"+255*n+\",\"+r+\")\"},e}(u);i.Hatch=p,p.prototype.attrs=Object.keys(r.hatch());var d=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.cache_select=function(e,i){var n;if(\"font\"==e){t.prototype.cache_select.call(this,\"text_font_style\",i),t.prototype.cache_select.call(this,\"text_font_size\",i),t.prototype.cache_select.call(this,\"text_font\",i);var r=this.cache,o=r.text_font_style,s=r.text_font_size,a=r.text_font;this.cache.font=n=o+\" \"+s+\" \"+a}else n=t.prototype.cache_select.call(this,e,i);return n},e.prototype.font_value=function(){var t=this.text_font.value(),e=this.text_font_size.value(),i=this.text_font_style.value();return i+\" \"+e+\" \"+t},e.prototype.color_value=function(){var t=o.color2rgba(this.text_color.value(),this.text_alpha.value()),e=t[0],i=t[1],n=t[2],r=t[3];return\"rgba(\"+255*e+\",\"+255*i+\",\"+255*n+\",\"+r+\")\"},e.prototype.set_value=function(t){t.font=this.font_value(),t.fillStyle=this.text_color.value(),t.globalAlpha=this.text_alpha.value(),t.textAlign=this.text_align.value(),t.textBaseline=this.text_baseline.value()},Object.defineProperty(e.prototype,\"doit\",{get:function(){return!(null===this.text_color.spec.value||0==this.text_alpha.spec.value)},enumerable:!0,configurable:!0}),e.prototype._set_vectorize=function(t,e){this.cache_select(\"font\",e),t.font!==this.cache.font&&(t.font=this.cache.font),this.cache_select(\"text_color\",e),t.fillStyle!==this.cache.text_color&&(t.fillStyle=this.cache.text_color),this.cache_select(\"text_alpha\",e),t.globalAlpha!==this.cache.text_alpha&&(t.globalAlpha=this.cache.text_alpha),this.cache_select(\"text_align\",e),t.textAlign!==this.cache.text_align&&(t.textAlign=this.cache.text_align),this.cache_select(\"text_baseline\",e),t.textBaseline!==this.cache.text_baseline&&(t.textBaseline=this.cache.text_baseline)},e}(u);i.Text=d,d.prototype.attrs=Object.keys(r.text());var f=function(){function t(t){for(var e=0,i=t.mixins;e<i.length;e++){var n=i[e],r=n.split(\":\"),o=r[0],s=r[1],a=void 0===s?\"\":s,l=void 0;switch(o){case\"line\":l=c;break;case\"fill\":l=_;break;case\"hatch\":l=p;break;case\"text\":l=d;break;default:throw new Error(\"unknown visual: \"+o)}this[a+o]=new l(t,a)}}return t.prototype.warm_cache=function(t){for(var e in this)if(this.hasOwnProperty(e)){var i=this[e];i instanceof u&&i.warm_cache(t)}},t.prototype.set_all_indices=function(t){for(var e in this)if(this.hasOwnProperty(e)){var i=this[e];i instanceof u&&(i.all_indices=t)}},t}();i.Visuals=f},function(t,e,i){var n=t(408),r=t(0),o=t(304),s=t(17),a=t(3),l=t(8),h=t(22),u=t(37),c=t(38),_=t(32),p=t(24),d=t(35),f=t(33),v=t(46),m=t(166),g=t(212),y=t(62),b=t(53),x=function(){function t(t){this.document=t,this.session=null,this.subscribed_models=new _.Set}return t.prototype.send_event=function(t){null!=this.session&&this.session.send_event(t)},t.prototype.trigger=function(t){for(var e=0,i=this.subscribed_models.values;e<i.length;e++){var n=i[e];if(null==t.origin||t.origin.id===n){var r=this.document._all_models[n];null!=r&&r instanceof y.Model&&r._process_event(t)}}},t}();i.EventManager=x,i.documents=[],i.DEFAULT_TITLE=\"Bokeh Application\";var w=function(){function t(){i.documents.push(this),this._init_timestamp=Date.now(),this._title=i.DEFAULT_TITLE,this._roots=[],this._all_models={},this._all_models_by_name=new _.MultiDict,this._all_models_freeze_count=0,this._callbacks=[],this.event_manager=new x(this),this.idle=new h.Signal0(this,\"idle\"),this._idle_roots=new WeakMap,this._interactive_timestamp=null,this._interactive_plot=null}return Object.defineProperty(t.prototype,\"layoutables\",{get:function(){return this._roots.filter(function(t){return t instanceof m.LayoutDOM})},enumerable:!0,configurable:!0}),Object.defineProperty(t.prototype,\"is_idle\",{get:function(){for(var t=0,e=this.layoutables;t<e.length;t++){var i=e[t];if(!this._idle_roots.has(i))return!1}return!0},enumerable:!0,configurable:!0}),t.prototype.notify_idle=function(t){this._idle_roots.set(t,!0),this.is_idle&&(s.logger.info(\"document idle at \"+(Date.now()-this._init_timestamp)+\" ms\"),this.idle.emit())},t.prototype.clear=function(){this._push_all_models_freeze();try{for(;this._roots.length>0;)this.remove_root(this._roots[0])}finally{this._pop_all_models_freeze()}},t.prototype.interactive_start=function(t){null==this._interactive_plot&&(this._interactive_plot=t,this._interactive_plot.trigger_event(new a.LODStart)),this._interactive_timestamp=Date.now()},t.prototype.interactive_stop=function(t){null!=this._interactive_plot&&this._interactive_plot.id===t.id&&this._interactive_plot.trigger_event(new a.LODEnd),this._interactive_plot=null,this._interactive_timestamp=null},t.prototype.interactive_duration=function(){return null==this._interactive_timestamp?-1:Date.now()-this._interactive_timestamp},t.prototype.destructively_move=function(t){if(t===this)throw new Error(\"Attempted to overwrite a document with itself\");t.clear();var e=p.copy(this._roots);this.clear();for(var i=0,n=e;i<n.length;i++){var r=n[i];if(null!=r.document)throw new Error(\"Somehow we didn't detach \"+r)}if(0!==Object.keys(this._all_models).length)throw new Error(\"this._all_models still had stuff in it: \"+this._all_models);for(var o=0,s=e;o<s.length;o++){var r=s[o];t.add_root(r)}t.set_title(this._title)},t.prototype._push_all_models_freeze=function(){this._all_models_freeze_count+=1},t.prototype._pop_all_models_freeze=function(){this._all_models_freeze_count-=1,0===this._all_models_freeze_count&&this._recompute_all_models()},t.prototype._invalidate_all_models=function(){s.logger.debug(\"invalidating document models\"),0===this._all_models_freeze_count&&this._recompute_all_models()},t.prototype._recompute_all_models=function(){for(var t=new _.Set,e=0,i=this._roots;e<i.length;e++){var n=i[e];t=t.union(n.references())}for(var r=new _.Set(d.values(this._all_models)),o=r.diff(t),s=t.diff(r),a={},l=0,h=t.values;l<h.length;l++){var u=h[l];a[u.id]=u}for(var c=0,p=o.values;c<p.length;c++){var f=p[c];f.detach_document(),f instanceof y.Model&&null!=f.name&&this._all_models_by_name.remove_value(f.name,f)}for(var v=0,m=s.values;v<m.length;v++){var g=m[v];g.attach_document(this),g instanceof y.Model&&null!=g.name&&this._all_models_by_name.add_value(g.name,g)}this._all_models=a},t.prototype.roots=function(){return this._roots},t.prototype.add_root=function(t,e){if(s.logger.debug(\"Adding root: \"+t),!p.includes(this._roots,t)){this._push_all_models_freeze();try{this._roots.push(t)}finally{this._pop_all_models_freeze()}this._trigger_on_change(new b.RootAddedEvent(this,t,e))}},t.prototype.remove_root=function(t,e){var i=this._roots.indexOf(t);if(!(i<0)){this._push_all_models_freeze();try{this._roots.splice(i,1)}finally{this._pop_all_models_freeze()}this._trigger_on_change(new b.RootRemovedEvent(this,t,e))}},t.prototype.title=function(){return this._title},t.prototype.set_title=function(t,e){t!==this._title&&(this._title=t,this._trigger_on_change(new b.TitleChangedEvent(this,t,e)))},t.prototype.get_model_by_id=function(t){return t in this._all_models?this._all_models[t]:null},t.prototype.get_model_by_name=function(t){return this._all_models_by_name.get_one(t,\"Multiple models are named '\"+t+\"'\")},t.prototype.on_change=function(t){p.includes(this._callbacks,t)||this._callbacks.push(t)},t.prototype.remove_on_change=function(t){var e=this._callbacks.indexOf(t);e>=0&&this._callbacks.splice(e,1)},t.prototype._trigger_on_change=function(t){for(var e=0,i=this._callbacks;e<i.length;e++){var n=i[e];n(t)}},t.prototype._notify_change=function(t,e,i,n,r){\"name\"===e&&(this._all_models_by_name.remove_value(i,t),null!=n&&this._all_models_by_name.add_value(n,t));var o=null!=r?r.setter_id:void 0,s=null!=r?r.hint:void 0;this._trigger_on_change(new b.ModelChangedEvent(this,t,e,i,n,o,s))},t._references_json=function(t,e){void 0===e&&(e=!0);for(var i=[],n=0,r=t;n<r.length;n++){var o=r[n],s=o.ref();s.attributes=o.attributes_as_json(e),delete s.attributes.id,i.push(s)}return i},t._instantiate_object=function(t,e,i){var o=n.__assign({},i,{id:t,__deferred__:!0}),s=r.Models(e);return new s(o)},t._instantiate_references_json=function(e,i){for(var n={},r=0,o=e;r<o.length;r++){var s=o[r],a=s.id,l=s.type,h=s.attributes||{},u=void 0;a in i?u=i[a]:(u=t._instantiate_object(a,l,h),null!=s.subtype&&u.set_subtype(s.subtype)),n[u.id]=u}return n},t._resolve_refs=function(t,e,i){function n(t){if(u.is_ref(t)){if(t.id in e)return e[t.id];if(t.id in i)return i[t.id];throw new Error(\"reference 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e={},i=0,n=t.roots.references;i<n.length;i++){var r=n[i];e[r.id]=r}return e}for(var o=r(e),s={},a=[],l=0,h=e.roots.root_ids;l<h.length;l++){var u=h[l];s[u]=o[u],a.push(u)}for(var c=r(n),_={},f=[],v=0,m=n.roots.root_ids;v<m.length;v++){var u=m[v];_[u]=c[u],f.push(u)}if(a.sort(),f.sort(),p.difference(a,f).length>0||p.difference(f,a).length>0)throw new Error(\"Not implemented: computing add/remove of document roots\");var g={},y=[];for(var b in i._all_models)if(b in o){var x=t._events_to_sync_objects(o[b],c[b],i,g);y=y.concat(x)}return{references:t._references_json(d.values(g),!1),events:y}},t.prototype.to_json_string=function(t){return void 0===t&&(t=!0),JSON.stringify(this.to_json(t))},t.prototype.to_json=function(e){void 0===e&&(e=!0);var i=this._roots.map(function(t){return t.id}),n=d.values(this._all_models);return{version:o.version,title:this._title,roots:{root_ids:i,references:t._references_json(n,e)}}},t.from_json_string=function(e){var i=JSON.parse(e);return t.from_json(i)},t.from_json=function(e){s.logger.debug(\"Creating Document from JSON\");var i=e.version,n=-1!==i.indexOf(\"+\")||-1!==i.indexOf(\"-\"),r=\"Library versions: JS (\"+o.version+\") / Python (\"+i+\")\";n||o.version===i?s.logger.debug(r):(s.logger.warn(\"JS/Python version mismatch\"),s.logger.warn(r));var a=e.roots,l=a.root_ids,h=a.references,u=t._instantiate_references_json(h,{});t._initialize_references_json(h,{},u);for(var c=new t,_=0,p=l;_<p.length;_++){var d=p[_];c.add_root(u[d])}return c.set_title(e.title),c},t.prototype.replace_with_json=function(e){var i=t.from_json(e);i.destructively_move(this)},t.prototype.create_json_patch_string=function(t){return JSON.stringify(this.create_json_patch(t))},t.prototype.create_json_patch=function(e){for(var i={},n=[],r=0,o=e;r<o.length;r++){var a=o[r];if(a.document!==this)throw s.logger.warn(\"Cannot create a patch using events from a different document, event had \",a.document,\" we are \",this),new Error(\"Cannot create a patch 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C=c.decode_column_data(_.new,i),S=C[0],A=C[1];w.setv({_shapes:A,data:S},{setter_id:n})}else{var m=t._resolve_refs(_.new,d,f);w.setv(((r={})[k]=m,r),{setter_id:n})}break;case\"ColumnDataChanged\":var M=_.column_source.id;if(!(M in this._all_models))throw new Error(\"Cannot stream to \"+M+\" which is not in the document\");var E=this._all_models[M],z=c.decode_column_data(_.new,i),S=z[0],A=z[1];if(null!=_.cols){for(var O in E.data)O in S||(S[O]=E.data[O]);for(var O in E._shapes)O in A||(A[O]=E._shapes[O])}E.setv({_shapes:A,data:S},{setter_id:n,check_eq:!1});break;case\"ColumnsStreamed\":var M=_.column_source.id;if(!(M in this._all_models))throw new Error(\"Cannot stream to \"+M+\" which is not in the document\");var E=this._all_models[M];if(!(E instanceof g.ColumnDataSource))throw new Error(\"Cannot stream to non-ColumnDataSource\");var S=_.data,P=_.rollover;E.stream(S,P,n);break;case\"ColumnsPatched\":var M=_.column_source.id;if(!(M in this._all_models))throw new Error(\"Cannot patch \"+M+\" which is not in the document\");var E=this._all_models[M];if(!(E instanceof g.ColumnDataSource))throw new Error(\"Cannot patch non-ColumnDataSource\");var j=_.patches;E.patch(j,n);break;case\"RootAdded\":var N=_.model.id,D=l[N];this.add_root(D,n);break;case\"RootRemoved\":var N=_.model.id,D=l[N];this.remove_root(D,n);break;case\"TitleChanged\":this.set_title(_.title,n);break;default:throw new Error(\"Unknown patch event \"+JSON.stringify(_))}}},t}();i.Document=w},function(t,e,i){var n=t(408),r=t(8),o=function(t){this.document=t};i.DocumentChangedEvent=o;var s=function(t){function e(e,i,n,r,o,s,a){var l=t.call(this,e)||this;return l.model=i,l.attr=n,l.old=r,l.new_=o,l.setter_id=s,l.hint=a,l}return n.__extends(e,t),e.prototype.json=function(t){if(\"id\"===this.attr)throw new Error(\"'id' field should never change, whatever code just set it is wrong\");if(null!=this.hint)return this.hint.json(t);var e=this.new_,i=r.HasProps._value_to_json(this.attr,e,this.model),n={};for(var o in 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n=t(304);i.version=n.version;var r=t(56);i.embed=r;var o=t(56);i.index=o.index;var s=t(299);i.protocol=s;var a=t(303);i._testing=a;var l=t(17);i.logger=l.logger,i.set_log_level=l.set_log_level;var h=t(21);i.settings=h.settings;var u=t(0);i.Models=u.Models;var c=t(54);i.documents=c.documents;var _=t(302);i.safely=_.safely},function(t,e,i){var n=t(408);n.__exportStar(t(60),i)},function(t,e,i){var n=t(408),r=t(8),o=t(18),s=t(46),a=t(35),l=t(17),h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Model\",this.define({tags:[o.Array,[]],name:[o.String],js_property_callbacks:[o.Any,{}],js_event_callbacks:[o.Any,{}],subscribed_events:[o.Array,[]]})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this._update_property_callbacks(),this.connect(this.properties.js_property_callbacks.change,function(){return 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null!=o?t.properties[o][n]:t[n]};for(var i in this._js_callbacks)for(var n=this._js_callbacks[i],r=e(i),o=0,s=n;o<s.length;o++){var a=s[o];this.disconnect(r,a)}for(var l in this._js_callbacks={},this.js_property_callbacks){var n=this.js_property_callbacks[l],h=n.map(function(e){return function(){return e.execute(t)}});this._js_callbacks[l]=h;for(var r=e(l),u=0,c=h;u<c.length;u++){var a=c[u];this.connect(r,a)}}},e.prototype._doc_attached=function(){a.isEmpty(this.js_event_callbacks)&&a.isEmpty(this.subscribed_events)||this._update_event_callbacks()},e.prototype.select=function(t){if(s.isString(t))return this.references().filter(function(i){return i instanceof e&&i.name===t});if(t.prototype instanceof r.HasProps)return this.references().filter(function(e){return e instanceof t});throw new Error(\"invalid selector\")},e.prototype.select_one=function(t){var e=this.select(t);switch(e.length){case 0:return null;case 1:return e[0];default:throw new Error(\"found more than one object matching given selector\")}},e}(r.HasProps);i.Model=h,h.initClass()},function(t,e,i){var n=t(408),r=t(36),o=t(35),s=t(201),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"panel\",{get:function(){return this.layout},enumerable:!0,configurable:!0}),e.prototype.get_size=function(){if(this.model.visible){var t=this._get_size(),e=t.width,i=t.height;return{width:Math.round(e),height:Math.round(i)}}return{width:0,height:0}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this);var i=this.model.properties;this.on_change(i.visible,function(){return e.plot_view.request_layout()})},e.prototype._get_size=function(){throw new Error(\"not implemented\")},Object.defineProperty(e.prototype,\"ctx\",{get:function(){return this.plot_view.canvas_view.ctx},enumerable:!0,configurable:!0}),e.prototype.set_data=function(t){var e,i,n=this.model.materialize_dataspecs(t);o.extend(this,n),this.plot_model.use_map&&(null!=this._x&&(e=r.project_xy(this._x,this._y),this._x=e[0],this._y=e[1]),null!=this._xs&&(i=r.project_xsys(this._xs,this._ys),this._xs=i[0],this._ys=i[1]))},Object.defineProperty(e.prototype,\"needs_clip\",{get:function(){return null==this.layout},enumerable:!0,configurable:!0}),e.prototype.serializable_state=function(){var e=t.prototype.serializable_state.call(this);return null==this.layout?e:n.__assign({},e,{bbox:this.layout.bbox.rect})},e}(s.RendererView);i.AnnotationView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Annotation\",this.override({level:\"annotation\"})},e}(s.Renderer);i.Annotation=l,l.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(65),s=t(212),a=t(18),l=t(34),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),null==this.model.source&&(this.model.source=new s.ColumnDataSource),this.set_data(this.model.source)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.streaming,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.patching,function(){return e.set_data(e.model.source)})},e.prototype.set_data=function(e){t.prototype.set_data.call(this,e),this.visuals.warm_cache(e),this.plot_view.request_render()},e.prototype._map_data=function(){var t,e,i,n,r=this.plot_view.frame;return\"data\"==this.model.start_units?(t=r.xscales[this.model.x_range_name].v_compute(this._x_start),e=r.yscales[this.model.y_range_name].v_compute(this._y_start)):(t=r.xview.v_compute(this._x_start),e=r.yview.v_compute(this._y_start)),\"data\"==this.model.end_units?(i=r.xscales[this.model.x_range_name].v_compute(this._x_end),n=r.yscales[this.model.y_range_name].v_compute(this._y_end)):(i=r.xview.v_compute(this._x_end),n=r.yview.v_compute(this._y_end)),[[t,e],[i,n]]},e.prototype.render=function(){if(this.model.visible){var t=this.plot_view.canvas_view.ctx;t.save();var e=this._map_data(),i=e[0],n=e[1];null!=this.model.end&&this._arrow_head(t,\"render\",this.model.end,i,n),null!=this.model.start&&this._arrow_head(t,\"render\",this.model.start,n,i),t.beginPath();var r=this.plot_view.layout.bbox.rect,o=r.left,s=r.top,a=r.width,l=r.height;t.rect(o,s,a,l),null!=this.model.end&&this._arrow_head(t,\"clip\",this.model.end,i,n),null!=this.model.start&&this._arrow_head(t,\"clip\",this.model.start,n,i),t.closePath(),t.clip(),this._arrow_body(t,i,n),t.restore()}},e.prototype._arrow_head=function(t,e,i,n,r){for(var o=0,s=this._x_start.length;o<s;o++){var a=Math.PI/2+l.atan2([n[0][o],n[1][o]],[r[0][o],r[1][o]]);t.save(),t.translate(r[0][o],r[1][o]),t.rotate(a),\"render\"==e?i.render(t,o):\"clip\"==e&&i.clip(t,o),t.restore()}},e.prototype._arrow_body=function(t,e,i){if(this.visuals.line.doit)for(var n=0,r=this._x_start.length;n<r;n++)this.visuals.line.set_vectorize(t,n),t.beginPath(),t.moveTo(e[0][n],e[1][n]),t.lineTo(i[0][n],i[1][n]),t.stroke()},e}(r.AnnotationView);i.ArrowView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Arrow\",this.prototype.default_view=h,this.mixins([\"line\"]),this.define({x_start:[a.NumberSpec],y_start:[a.NumberSpec],start_units:[a.SpatialUnits,\"data\"],start:[a.Instance,null],x_end:[a.NumberSpec],y_end:[a.NumberSpec],end_units:[a.SpatialUnits,\"data\"],end:[a.Instance,function(){return new o.OpenHead({})}],source:[a.Instance],x_range_name:[a.String,\"default\"],y_range_name:[a.String,\"default\"]})},e}(r.Annotation);i.Arrow=u,u.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(51),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ArrowHead\",this.define({size:[s.Number,25]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.visuals=new o.Visuals(this)},e}(r.Annotation);i.ArrowHead=a,a.initClass();var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"OpenHead\",this.mixins([\"line\"])},e.prototype.clip=function(t,e){this.visuals.line.set_vectorize(t,e),t.moveTo(.5*this.size,this.size),t.lineTo(.5*this.size,-2),t.lineTo(-.5*this.size,-2),t.lineTo(-.5*this.size,this.size),t.lineTo(0,0),t.lineTo(.5*this.size,this.size)},e.prototype.render=function(t,e){this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,e),t.beginPath(),t.moveTo(.5*this.size,this.size),t.lineTo(0,0),t.lineTo(-.5*this.size,this.size),t.stroke())},e}(a);i.OpenHead=l,l.initClass();var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"NormalHead\",this.mixins([\"line\",\"fill\"]),this.override({fill_color:\"black\"})},e.prototype.clip=function(t,e){this.visuals.line.set_vectorize(t,e),t.moveTo(.5*this.size,this.size),t.lineTo(.5*this.size,-2),t.lineTo(-.5*this.size,-2),t.lineTo(-.5*this.size,this.size),t.lineTo(.5*this.size,this.size)},e.prototype.render=function(t,e){this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,e),this._normal(t,e),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,e),this._normal(t,e),t.stroke())},e.prototype._normal=function(t,e){t.beginPath(),t.moveTo(.5*this.size,this.size),t.lineTo(0,0),t.lineTo(-.5*this.size,this.size),t.closePath()},e}(a);i.NormalHead=h,h.initClass();var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"VeeHead\",this.mixins([\"line\",\"fill\"]),this.override({fill_color:\"black\"})},e.prototype.clip=function(t,e){this.visuals.line.set_vectorize(t,e),t.moveTo(.5*this.size,this.size),t.lineTo(.5*this.size,-2),t.lineTo(-.5*this.size,-2),t.lineTo(-.5*this.size,this.size),t.lineTo(0,.5*this.size),t.lineTo(.5*this.size,this.size)},e.prototype.render=function(t,e){this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,e),this._vee(t,e),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,e),this._vee(t,e),t.stroke())},e.prototype._vee=function(t,e){t.beginPath(),t.moveTo(.5*this.size,this.size),t.lineTo(0,0),t.lineTo(-.5*this.size,this.size),t.lineTo(0,.5*this.size),t.closePath()},e}(a);i.VeeHead=u,u.initClass();var c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TeeHead\",this.mixins([\"line\"])},e.prototype.render=function(t,e){this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,e),t.beginPath(),t.moveTo(.5*this.size,0),t.lineTo(-.5*this.size,0),t.stroke())},e.prototype.clip=function(t,e){},e}(a);i.TeeHead=c,c.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(212),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.set_data(this.model.source)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.source.streaming,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.patching,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.change,function(){return e.set_data(e.model.source)})},e.prototype.set_data=function(e){t.prototype.set_data.call(this,e),this.visuals.warm_cache(e),this.plot_view.request_render()},e.prototype._map_data=function(){var t,e,i,n=this.plot_view.frame,r=this.model.dimension,o=n.xscales[this.model.x_range_name],s=n.yscales[this.model.y_range_name],a=\"height\"==r?s:o,l=\"height\"==r?o:s,h=\"height\"==r?n.yview:n.xview,u=\"height\"==r?n.xview:n.yview;t=\"data\"==this.model.properties.lower.units?a.v_compute(this._lower):h.v_compute(this._lower),e=\"data\"==this.model.properties.upper.units?a.v_compute(this._upper):h.v_compute(this._upper),i=\"data\"==this.model.properties.base.units?l.v_compute(this._base):u.v_compute(this._base);var c=\"height\"==r?[1,0]:[0,1],_=c[0],p=c[1],d=[t,i],f=[e,i];this._lower_sx=d[_],this._lower_sy=d[p],this._upper_sx=f[_],this._upper_sy=f[p]},e.prototype.render=function(){if(this.model.visible){this._map_data();var t=this.plot_view.canvas_view.ctx;t.beginPath(),t.moveTo(this._lower_sx[0],this._lower_sy[0]);for(var e=0,i=this._lower_sx.length;e<i;e++)t.lineTo(this._lower_sx[e],this._lower_sy[e]);for(var n=this._upper_sx.length-1,e=n;e>=0;e--)t.lineTo(this._upper_sx[e],this._upper_sy[e]);t.closePath(),this.visuals.fill.doit&&(this.visuals.fill.set_value(t),t.fill()),t.beginPath(),t.moveTo(this._lower_sx[0],this._lower_sy[0]);for(var e=0,i=this._lower_sx.length;e<i;e++)t.lineTo(this._lower_sx[e],this._lower_sy[e]);this.visuals.line.doit&&(this.visuals.line.set_value(t),t.stroke()),t.beginPath(),t.moveTo(this._upper_sx[0],this._upper_sy[0]);for(var e=0,i=this._upper_sx.length;e<i;e++)t.lineTo(this._upper_sx[e],this._upper_sy[e]);this.visuals.line.doit&&(this.visuals.line.set_value(t),t.stroke())}},e}(r.AnnotationView);i.BandView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Band\",this.prototype.default_view=a,this.mixins([\"line\",\"fill\"]),this.define({lower:[s.DistanceSpec],upper:[s.DistanceSpec],base:[s.DistanceSpec],dimension:[s.Dimension,\"height\"],source:[s.Instance,function(){return new o.ColumnDataSource}],x_range_name:[s.String,\"default\"],y_range_name:[s.String,\"default\"]}),this.override({fill_color:\"#fff9ba\",fill_alpha:.4,line_color:\"#cccccc\",line_alpha:.3})},e}(r.Annotation);i.Band=l,l.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(22),s=t(5),a=t(18),l=t(27);i.EDGE_TOLERANCE=2.5;var h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.plot_view.canvas_overlays.appendChild(this.el),this.el.classList.add(\"bk-shading\"),s.undisplay(this.el)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),\"css\"==this.model.render_mode?(this.connect(this.model.change,function(){return e.render()}),this.connect(this.model.data_update,function(){return e.render()})):(this.connect(this.model.change,function(){return e.plot_view.request_render()}),this.connect(this.model.data_update,function(){return e.plot_view.request_render()}))},e.prototype.render=function(){var t=this;if(this.model.visible||\"css\"!=this.model.render_mode||s.undisplay(this.el),this.model.visible)if(null!=this.model.left||null!=this.model.right||null!=this.model.top||null!=this.model.bottom){var e=this.plot_view.frame,i=e.xscales[this.model.x_range_name],n=e.yscales[this.model.y_range_name],r=function(e,i,n,r,o){return null!=e?t.model.screen?e:\"data\"==i?n.compute(e):r.compute(e):o};this.sleft=r(this.model.left,this.model.left_units,i,e.xview,e._left.value),this.sright=r(this.model.right,this.model.right_units,i,e.xview,e._right.value),this.stop=r(this.model.top,this.model.top_units,n,e.yview,e._top.value),this.sbottom=r(this.model.bottom,this.model.bottom_units,n,e.yview,e._bottom.value);var o=\"css\"==this.model.render_mode?this._css_box.bind(this):this._canvas_box.bind(this);o(this.sleft,this.sright,this.sbottom,this.stop)}else s.undisplay(this.el)},e.prototype._css_box=function(t,e,i,n){var r=this.model.properties.line_width.value(),o=Math.floor(e-t)-r,a=Math.floor(i-n)-r;this.el.style.left=t+\"px\",this.el.style.width=o+\"px\",this.el.style.top=n+\"px\",this.el.style.height=a+\"px\",this.el.style.borderWidth=r+\"px\",this.el.style.borderColor=this.model.properties.line_color.value(),this.el.style.backgroundColor=this.model.properties.fill_color.value(),this.el.style.opacity=this.model.properties.fill_alpha.value();var l=this.model.properties.line_dash.value().length<2?\"solid\":\"dashed\";this.el.style.borderStyle=l,s.display(this.el)},e.prototype._canvas_box=function(t,e,i,n){var r=this.plot_view.canvas_view.ctx;r.save(),r.beginPath(),r.rect(t,n,e-t,i-n),this.visuals.fill.set_value(r),r.fill(),this.visuals.line.set_value(r),r.stroke(),r.restore()},e.prototype.interactive_bbox=function(){var t=this.model.properties.line_width.value()+i.EDGE_TOLERANCE;return new l.BBox({x0:this.sleft-t,y0:this.stop-t,x1:this.sright+t,y1:this.sbottom+t})},e.prototype.interactive_hit=function(t,e){if(null==this.model.in_cursor)return!1;var i=this.interactive_bbox();return i.contains(t,e)},e.prototype.cursor=function(t,e){return Math.abs(t-this.sleft)<3||Math.abs(t-this.sright)<3?this.model.ew_cursor:Math.abs(e-this.sbottom)<3||Math.abs(e-this.stop)<3?this.model.ns_cursor:t>this.sleft&&t<this.sright&&e>this.stop&&e<this.sbottom?this.model.in_cursor:null},e}(r.AnnotationView);i.BoxAnnotationView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BoxAnnotation\",this.prototype.default_view=h,this.mixins([\"line\",\"fill\"]),this.define({render_mode:[a.RenderMode,\"canvas\"],x_range_name:[a.String,\"default\"],y_range_name:[a.String,\"default\"],top:[a.Number,null],top_units:[a.SpatialUnits,\"data\"],bottom:[a.Number,null],bottom_units:[a.SpatialUnits,\"data\"],left:[a.Number,null],left_units:[a.SpatialUnits,\"data\"],right:[a.Number,null],right_units:[a.SpatialUnits,\"data\"]}),this.internal({screen:[a.Boolean,!1],ew_cursor:[a.String,null],ns_cursor:[a.String,null],in_cursor:[a.String,null]}),this.override({fill_color:\"#fff9ba\",fill_alpha:.4,line_color:\"#cccccc\",line_alpha:.3})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.data_update=new o.Signal0(this,\"data_update\")},e.prototype.update=function(t){var e=t.left,i=t.right,n=t.top,r=t.bottom;this.setv({left:e,right:i,top:n,bottom:r,screen:!0},{silent:!0}),this.data_update.emit()},e}(r.Annotation);i.BoxAnnotation=u,u.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(225),s=t(107),a=t(178),l=t(204),h=t(205),u=t(195),c=t(18),_=t(43),p=t(24),d=t(25),f=t(35),v=t(46),m=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this._set_canvas_image()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.visible.change,function(){return e.plot_view.request_render()}),this.connect(this.model.ticker.change,function(){return e.plot_view.request_render()}),this.connect(this.model.formatter.change,function(){return e.plot_view.request_render()}),null!=this.model.color_mapper&&this.connect(this.model.color_mapper.change,function(){e._set_canvas_image(),e.plot_view.request_render()})},e.prototype._get_size=function(){if(null==this.model.color_mapper)return{width:0,height:0};var t=this.compute_legend_dimensions(),e=t.width,i=t.height;return{width:e,height:i}},e.prototype._set_canvas_image=function(){var t,e;if(null!=this.model.color_mapper){var i,n,r=this.model.color_mapper.palette;switch(\"vertical\"==this.model.orientation&&(r=p.reversed(r)),this.model.orientation){case\"vertical\":t=[1,r.length],i=t[0],n=t[1];break;case\"horizontal\":e=[r.length,1],i=e[0],n=e[1];break;default:throw new Error(\"unreachable code\")}var o=document.createElement(\"canvas\");o.width=i,o.height=n;var s=o.getContext(\"2d\"),l=s.getImageData(0,0,i,n),h=new a.LinearColorMapper({palette:r}).rgba_mapper,u=h.v_compute(p.range(0,r.length));l.data.set(u),s.putImageData(l,0,0),this.image=o}},e.prototype.compute_legend_dimensions=function(){var t,e,i=this._computed_image_dimensions(),n=[i.height,i.width],r=n[0],o=n[1],s=this._get_label_extent(),a=this._title_extent(),l=this._tick_extent(),h=this.model.padding;switch(this.model.orientation){case\"vertical\":t=r+a+2*h,e=o+l+s+2*h;break;case\"horizontal\":t=r+a+l+s+2*h,e=o+2*h;break;default:throw new Error(\"unreachable code\")}return{width:e,height:t}},e.prototype.compute_legend_location=function(){var t,e,i=this.compute_legend_dimensions(),n=[i.height,i.width],r=n[0],o=n[1],s=this.model.margin,a=null!=this.panel?this.panel:this.plot_view.frame,l=a.bbox.ranges,h=l[0],u=l[1],c=this.model.location;if(v.isString(c))switch(c){case\"top_left\":t=h.start+s,e=u.start+s;break;case\"top_center\":t=(h.end+h.start)/2-o/2,e=u.start+s;break;case\"top_right\":t=h.end-s-o,e=u.start+s;break;case\"bottom_right\":t=h.end-s-o,e=u.end-s-r;break;case\"bottom_center\":t=(h.end+h.start)/2-o/2,e=u.end-s-r;break;case\"bottom_left\":t=h.start+s,e=u.end-s-r;break;case\"center_left\":t=h.start+s,e=(u.end+u.start)/2-r/2;break;case\"center\":t=(h.end+h.start)/2-o/2,e=(u.end+u.start)/2-r/2;break;case\"center_right\":t=h.end-s-o,e=(u.end+u.start)/2-r/2;break;default:throw new Error(\"unreachable code\")}else{if(!v.isArray(c)||2!=c.length)throw new Error(\"unreachable code\");var _=c[0],p=c[1];t=a.xview.compute(_),e=a.yview.compute(p)-r}return{sx:t,sy:e}},e.prototype.render=function(){if(this.model.visible&&null!=this.model.color_mapper){var t=this.plot_view.canvas_view.ctx;t.save();var e=this.compute_legend_location(),i=e.sx,n=e.sy;t.translate(i,n),this._draw_bbox(t);var r=this._get_image_offset();if(t.translate(r.x,r.y),this._draw_image(t),null!=this.model.color_mapper.low&&null!=this.model.color_mapper.high){var o=this.tick_info();this._draw_major_ticks(t,o),this._draw_minor_ticks(t,o),this._draw_major_labels(t,o)}this.model.title&&this._draw_title(t),t.restore()}},e.prototype._draw_bbox=function(t){var e=this.compute_legend_dimensions();t.save(),this.visuals.background_fill.doit&&(this.visuals.background_fill.set_value(t),t.fillRect(0,0,e.width,e.height)),this.visuals.border_line.doit&&(this.visuals.border_line.set_value(t),t.strokeRect(0,0,e.width,e.height)),t.restore()},e.prototype._draw_image=function(t){var e=this._computed_image_dimensions();t.save(),t.setImageSmoothingEnabled(!1),t.globalAlpha=this.model.scale_alpha,t.drawImage(this.image,0,0,e.width,e.height),this.visuals.bar_line.doit&&(this.visuals.bar_line.set_value(t),t.strokeRect(0,0,e.width,e.height)),t.restore()},e.prototype._draw_major_ticks=function(t,e){if(this.visuals.major_tick_line.doit){var i=this._normals(),n=i[0],r=i[1],o=this._computed_image_dimensions(),s=[o.width*n,o.height*r],a=s[0],l=s[1],h=e.coords.major,u=h[0],c=h[1],_=this.model.major_tick_in,p=this.model.major_tick_out;t.save(),t.translate(a,l),this.visuals.major_tick_line.set_value(t);for(var d=0,f=u.length;d<f;d++)t.beginPath(),t.moveTo(Math.round(u[d]+n*p),Math.round(c[d]+r*p)),t.lineTo(Math.round(u[d]-n*_),Math.round(c[d]-r*_)),t.stroke();t.restore()}},e.prototype._draw_minor_ticks=function(t,e){if(this.visuals.minor_tick_line.doit){var i=this._normals(),n=i[0],r=i[1],o=this._computed_image_dimensions(),s=[o.width*n,o.height*r],a=s[0],l=s[1],h=e.coords.minor,u=h[0],c=h[1],_=this.model.minor_tick_in,p=this.model.minor_tick_out;t.save(),t.translate(a,l),this.visuals.minor_tick_line.set_value(t);for(var d=0,f=u.length;d<f;d++)t.beginPath(),t.moveTo(Math.round(u[d]+n*p),Math.round(c[d]+r*p)),t.lineTo(Math.round(u[d]-n*_),Math.round(c[d]-r*_)),t.stroke();t.restore()}},e.prototype._draw_major_labels=function(t,e){if(this.visuals.major_label_text.doit){var i=this._normals(),n=i[0],r=i[1],o=this._computed_image_dimensions(),s=[o.width*n,o.height*r],a=s[0],l=s[1],h=this.model.label_standoff+this._tick_extent(),u=[h*n,h*r],c=u[0],_=u[1],p=e.coords.major,d=p[0],f=p[1],v=e.labels.major;this.visuals.major_label_text.set_value(t),t.save(),t.translate(a+c,l+_);for(var m=0,g=d.length;m<g;m++)t.fillText(v[m],Math.round(d[m]+n*this.model.label_standoff),Math.round(f[m]+r*this.model.label_standoff));t.restore()}},e.prototype._draw_title=function(t){this.visuals.title_text.doit&&(t.save(),this.visuals.title_text.set_value(t),t.fillText(this.model.title,0,-this.model.title_standoff),t.restore())},e.prototype._get_label_extent=function(){var t,e=this.tick_info().labels.major;if(null==this.model.color_mapper.low||null==this.model.color_mapper.high||f.isEmpty(e))t=0;else{var i=this.plot_view.canvas_view.ctx;switch(i.save(),this.visuals.major_label_text.set_value(i),this.model.orientation){case\"vertical\":t=p.max(e.map(function(t){return i.measureText(t.toString()).width}));break;case\"horizontal\":t=_.measure_font(this.visuals.major_label_text.font_value()).height;break;default:throw new Error(\"unreachable code\")}t+=this.model.label_standoff,i.restore()}return t},e.prototype._get_image_offset=function(){var t=this.model.padding,e=this.model.padding+this._title_extent();return{x:t,y:e}},e.prototype._normals=function(){return\"vertical\"==this.model.orientation?[1,0]:[0,1]},e.prototype._title_extent=function(){var t=this.model.title_text_font+\" \"+this.model.title_text_font_size+\" \"+this.model.title_text_font_style,e=this.model.title?_.measure_font(t).height+this.model.title_standoff:0;return e},e.prototype._tick_extent=function(){return null!=this.model.color_mapper.low&&null!=this.model.color_mapper.high?p.max([this.model.major_tick_out,this.model.minor_tick_out]):0},e.prototype._computed_image_dimensions=function(){var t,e,i=this.plot_view.frame._height.value,n=this.plot_view.frame._width.value,r=this._title_extent();switch(this.model.orientation){case\"vertical\":\"auto\"==this.model.height?null!=this.panel?t=i-2*this.model.padding-r:(t=p.max([25*this.model.color_mapper.palette.length,.3*i]),t=p.min([t,.8*i-2*this.model.padding-r])):t=this.model.height,e=\"auto\"==this.model.width?25:this.model.width;break;case\"horizontal\":t=\"auto\"==this.model.height?25:this.model.height,\"auto\"==this.model.width?null!=this.panel?e=n-2*this.model.padding:(e=p.max([25*this.model.color_mapper.palette.length,.3*n]),e=p.min([e,.8*n-2*this.model.padding])):e=this.model.width;break;default:throw new Error(\"unreachable code\")}return{width:e,height:t}},e.prototype._tick_coordinate_scale=function(t){var e={source_range:new u.Range1d({start:this.model.color_mapper.low,end:this.model.color_mapper.high}),target_range:new u.Range1d({start:0,end:t})};switch(this.model.color_mapper.type){case\"LinearColorMapper\":return new l.LinearScale(e);case\"LogColorMapper\":return new h.LogScale(e);default:throw new Error(\"unreachable code\")}},e.prototype._format_major_labels=function(t,e){for(var i=this.model.formatter.doFormat(t,null),n=0,r=e.length;n<r;n++)e[n]in this.model.major_label_overrides&&(i[n]=this.model.major_label_overrides[e[n]]);return i},e.prototype.tick_info=function(){var t,e=this._computed_image_dimensions();switch(this.model.orientation){case\"vertical\":t=e.height;break;case\"horizontal\":t=e.width;break;default:throw new Error(\"unreachable code\")}for(var i=this._tick_coordinate_scale(t),n=this._normals(),r=n[0],o=n[1],s=[this.model.color_mapper.low,this.model.color_mapper.high],a=s[0],l=s[1],h=this.model.ticker.get_ticks(a,l,null,null,this.model.ticker.desired_num_ticks),u=h.major,c=h.minor,_=[[],[]],p=[[],[]],f=0,v=u.length;f<v;f++)u[f]<a||u[f]>l||(_[r].push(u[f]),_[o].push(0));for(var f=0,v=c.length;f<v;f++)c[f]<a||c[f]>l||(p[r].push(c[f]),p[o].push(0));var m={major:this._format_major_labels(_[r],u)},g={major:[[],[]],minor:[[],[]]};return g.major[r]=i.v_compute(_[r]),g.minor[r]=i.v_compute(p[r]),g.major[o]=_[o],g.minor[o]=p[o],\"vertical\"==this.model.orientation&&(g.major[r]=d.map(g.major[r],function(e){return t-e}),g.minor[r]=d.map(g.minor[r],function(e){return t-e})),{coords:g,labels:m}},e}(r.AnnotationView);i.ColorBarView=m;var g=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ColorBar\",this.prototype.default_view=m,this.mixins([\"text:major_label_\",\"text:title_\",\"line:major_tick_\",\"line:minor_tick_\",\"line:border_\",\"line:bar_\",\"fill:background_\"]),this.define({location:[c.Any,\"top_right\"],orientation:[c.Orientation,\"vertical\"],title:[c.String],title_standoff:[c.Number,2],width:[c.Any,\"auto\"],height:[c.Any,\"auto\"],scale_alpha:[c.Number,1],ticker:[c.Instance,function(){return new o.BasicTicker}],formatter:[c.Instance,function(){return new s.BasicTickFormatter}],major_label_overrides:[c.Any,{}],color_mapper:[c.Instance],label_standoff:[c.Number,5],margin:[c.Number,30],padding:[c.Number,10],major_tick_in:[c.Number,5],major_tick_out:[c.Number,0],minor_tick_in:[c.Number,0],minor_tick_out:[c.Number,0]}),this.override({background_fill_color:\"#ffffff\",background_fill_alpha:.95,bar_line_color:null,border_line_color:null,major_label_text_align:\"center\",major_label_text_baseline:\"middle\",major_label_text_font_size:\"8pt\",major_tick_line_color:\"#ffffff\",minor_tick_line_color:null,title_text_font_size:\"10pt\",title_text_font_style:\"italic\"})},e}(r.Annotation);i.ColorBar=g,g.initClass()},function(t,e,i){var n=t(63);i.Annotation=n.Annotation;var r=t(64);i.Arrow=r.Arrow;var o=t(65);i.ArrowHead=o.ArrowHead;var s=t(65);i.OpenHead=s.OpenHead;var a=t(65);i.NormalHead=a.NormalHead;var l=t(65);i.TeeHead=l.TeeHead;var h=t(65);i.VeeHead=h.VeeHead;var u=t(66);i.Band=u.Band;var c=t(67);i.BoxAnnotation=c.BoxAnnotation;var _=t(68);i.ColorBar=_.ColorBar;var p=t(70);i.Label=p.Label;var d=t(71);i.LabelSet=d.LabelSet;var f=t(72);i.Legend=f.Legend;var v=t(73);i.LegendItem=v.LegendItem;var m=t(74);i.PolyAnnotation=m.PolyAnnotation;var g=t(75);i.Slope=g.Slope;var y=t(76);i.Span=y.Span;var b=t(77);i.TextAnnotation=b.TextAnnotation;var x=t(78);i.Title=x.Title;var w=t(79);i.ToolbarPanel=w.ToolbarPanel;var k=t(80);i.Tooltip=k.Tooltip;var T=t(81);i.Whisker=T.Whisker},function(t,e,i){var n=t(408),r=t(77),o=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.visuals.warm_cache()},e.prototype._get_size=function(){var t=this.plot_view.canvas_view.ctx;this.visuals.text.set_value(t);var e=t.measureText(this.model.text),i=e.width,n=e.ascent;return{width:i,height:n}},e.prototype.render=function(){if(this.model.visible||\"css\"!=this.model.render_mode||o.undisplay(this.el),this.model.visible){var t;switch(this.model.angle_units){case\"rad\":t=-this.model.angle;break;case\"deg\":t=-this.model.angle*Math.PI/180;break;default:throw new Error(\"unreachable code\")}var e=null!=this.panel?this.panel:this.plot_view.frame,i=this.plot_view.frame.xscales[this.model.x_range_name],n=this.plot_view.frame.yscales[this.model.y_range_name],r=\"data\"==this.model.x_units?i.compute(this.model.x):e.xview.compute(this.model.x),s=\"data\"==this.model.y_units?n.compute(this.model.y):e.yview.compute(this.model.y);r+=this.model.x_offset,s-=this.model.y_offset;var a=\"canvas\"==this.model.render_mode?this._canvas_text.bind(this):this._css_text.bind(this);a(this.plot_view.canvas_view.ctx,this.model.text,r,s,t)}},e}(r.TextAnnotationView);i.LabelView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Label\",this.prototype.default_view=a,this.mixins([\"text\",\"line:border_\",\"fill:background_\"]),this.define({x:[s.Number],x_units:[s.SpatialUnits,\"data\"],y:[s.Number],y_units:[s.SpatialUnits,\"data\"],text:[s.String],angle:[s.Angle,0],angle_units:[s.AngleUnits,\"rad\"],x_offset:[s.Number,0],y_offset:[s.Number,0],x_range_name:[s.String,\"default\"],y_range_name:[s.String,\"default\"]}),this.override({background_fill_color:null,border_line_color:null})},e}(r.TextAnnotation);i.Label=l,l.initClass()},function(t,e,i){var n=t(408),r=t(77),o=t(212),s=t(5),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){if(t.prototype.initialize.call(this),this.set_data(this.model.source),\"css\"==this.model.render_mode)for(var e=0,i=this._text.length;e<i;e++){var n=s.div({class:\"bk-annotation-child\",style:{display:\"none\"}});this.el.appendChild(n)}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),\"css\"==this.model.render_mode?(this.connect(this.model.change,function(){e.set_data(e.model.source),e.render()}),this.connect(this.model.source.streaming,function(){e.set_data(e.model.source),e.render()}),this.connect(this.model.source.patching,function(){e.set_data(e.model.source),e.render()}),this.connect(this.model.source.change,function(){e.set_data(e.model.source),e.render()})):(this.connect(this.model.change,function(){e.set_data(e.model.source),e.plot_view.request_render()}),this.connect(this.model.source.streaming,function(){e.set_data(e.model.source),e.plot_view.request_render()}),this.connect(this.model.source.patching,function(){e.set_data(e.model.source),e.plot_view.request_render()}),this.connect(this.model.source.change,function(){e.set_data(e.model.source),e.plot_view.request_render()}))},e.prototype.set_data=function(e){t.prototype.set_data.call(this,e),this.visuals.warm_cache(e)},e.prototype._map_data=function(){var t=this.plot_view.frame.xscales[this.model.x_range_name],e=this.plot_view.frame.yscales[this.model.y_range_name],i=null!=this.panel?this.panel:this.plot_view.frame,n=\"data\"==this.model.x_units?t.v_compute(this._x):i.xview.v_compute(this._x),r=\"data\"==this.model.y_units?e.v_compute(this._y):i.yview.v_compute(this._y);return[n,r]},e.prototype.render=function(){if(this.model.visible||\"css\"!=this.model.render_mode||s.undisplay(this.el),this.model.visible)for(var t=\"canvas\"==this.model.render_mode?this._v_canvas_text.bind(this):this._v_css_text.bind(this),e=this.plot_view.canvas_view.ctx,i=this._map_data(),n=i[0],r=i[1],o=0,a=this._text.length;o<a;o++)t(e,o,this._text[o],n[o]+this._x_offset[o],r[o]-this._y_offset[o],this._angle[o])},e.prototype._get_size=function(){var t=this.plot_view.canvas_view.ctx;this.visuals.text.set_value(t);var e=t.measureText(this._text[0]),i=e.width,n=e.ascent;return{width:i,height:n}},e.prototype._v_canvas_text=function(t,e,i,n,r,o){this.visuals.text.set_vectorize(t,e);var s=this._calculate_bounding_box_dimensions(t,i);t.save(),t.beginPath(),t.translate(n,r),t.rotate(o),t.rect(s[0],s[1],s[2],s[3]),this.visuals.background_fill.doit&&(this.visuals.background_fill.set_vectorize(t,e),t.fill()),this.visuals.border_line.doit&&(this.visuals.border_line.set_vectorize(t,e),t.stroke()),this.visuals.text.doit&&(this.visuals.text.set_vectorize(t,e),t.fillText(i,0,0)),t.restore()},e.prototype._v_css_text=function(t,e,i,n,r,o){var a=this.el.children[e];a.textContent=i,this.visuals.text.set_vectorize(t,e);var l=this._calculate_bounding_box_dimensions(t,i),h=this.visuals.border_line.line_dash.value(),u=h.length<2?\"solid\":\"dashed\";this.visuals.border_line.set_vectorize(t,e),this.visuals.background_fill.set_vectorize(t,e),a.style.position=\"absolute\",a.style.left=n+l[0]+\"px\",a.style.top=r+l[1]+\"px\",a.style.color=\"\"+this.visuals.text.text_color.value(),a.style.opacity=\"\"+this.visuals.text.text_alpha.value(),a.style.font=\"\"+this.visuals.text.font_value(),a.style.lineHeight=\"normal\",o&&(a.style.transform=\"rotate(\"+o+\"rad)\"),this.visuals.background_fill.doit&&(a.style.backgroundColor=\"\"+this.visuals.background_fill.color_value()),this.visuals.border_line.doit&&(a.style.borderStyle=\"\"+u,a.style.borderWidth=this.visuals.border_line.line_width.value()+\"px\",a.style.borderColor=\"\"+this.visuals.border_line.color_value()),s.display(a)},e}(r.TextAnnotationView);i.LabelSetView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LabelSet\",this.prototype.default_view=l,this.mixins([\"text\",\"line:border_\",\"fill:background_\"]),this.define({x:[a.NumberSpec],y:[a.NumberSpec],x_units:[a.SpatialUnits,\"data\"],y_units:[a.SpatialUnits,\"data\"],text:[a.StringSpec,{field:\"text\"}],angle:[a.AngleSpec,0],x_offset:[a.NumberSpec,{value:0}],y_offset:[a.NumberSpec,{value:0}],source:[a.Instance,function(){return new o.ColumnDataSource}],x_range_name:[a.String,\"default\"],y_range_name:[a.String,\"default\"]}),this.override({background_fill_color:null,border_line_color:null})},e}(r.TextAnnotation);i.LabelSet=h,h.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(18),s=t(22),a=t(43),l=t(27),h=t(24),u=t(35),c=t(46),_=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.cursor=function(t,e){return\"none\"==this.model.click_policy?null:\"pointer\"},Object.defineProperty(e.prototype,\"legend_padding\",{get:function(){return null!=this.visuals.border_line.line_color.value()?this.model.padding:0},enumerable:!0,configurable:!0}),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.plot_view.request_render()}),this.connect(this.model.item_change,function(){return e.plot_view.request_render()})},e.prototype.compute_legend_bbox=function(){var t=this.model.get_legend_names(),e=this.model,i=e.glyph_height,n=e.glyph_width,r=this.model,o=r.label_height,s=r.label_width;this.max_label_height=h.max([a.measure_font(this.visuals.label_text.font_value()).height,o,i]);var _=this.plot_view.canvas_view.ctx;_.save(),this.visuals.label_text.set_value(_),this.text_widths={};for(var p=0,d=t;p<d.length;p++){var f=d[p];this.text_widths[f]=h.max([_.measureText(f).width,s])}this.visuals.title_text.set_value(_),this.title_height=this.model.title?a.measure_font(this.visuals.title_text.font_value()).height+this.model.title_standoff:0,this.title_width=this.model.title?_.measureText(this.model.title).width:0,_.restore();var v,m,g=Math.max(h.max(u.values(this.text_widths)),0),y=this.model.margin,b=this.legend_padding,x=this.model.spacing,w=this.model.label_standoff;if(\"vertical\"==this.model.orientation)v=t.length*this.max_label_height+Math.max(t.length-1,0)*x+2*b+this.title_height,m=h.max([g+n+w+2*b,this.title_width+2*b]);else{var k=2*b+Math.max(t.length-1,0)*x;for(var T in this.text_widths){var C=this.text_widths[T];k+=h.max([C,s])+n+w}m=h.max([this.title_width+2*b,k]),v=this.max_label_height+this.title_height+2*b}var S,A,M=null!=this.panel?this.panel:this.plot_view.frame,E=M.bbox.ranges,z=E[0],O=E[1],P=this.model.location;if(c.isString(P))switch(P){case\"top_left\":S=z.start+y,A=O.start+y;break;case\"top_center\":S=(z.end+z.start)/2-m/2,A=O.start+y;break;case\"top_right\":S=z.end-y-m,A=O.start+y;break;case\"bottom_right\":S=z.end-y-m,A=O.end-y-v;break;case\"bottom_center\":S=(z.end+z.start)/2-m/2,A=O.end-y-v;break;case\"bottom_left\":S=z.start+y,A=O.end-y-v;break;case\"center_left\":S=z.start+y,A=(O.end+O.start)/2-v/2;break;case\"center\":S=(z.end+z.start)/2-m/2,A=(O.end+O.start)/2-v/2;break;case\"center_right\":S=z.end-y-m,A=(O.end+O.start)/2-v/2;break;default:throw new Error(\"unreachable code\")}else{if(!c.isArray(P)||2!=P.length)throw new Error(\"unreachable code\");var j=P[0],N=P[1];S=M.xview.compute(j),A=M.yview.compute(N)-v}return new l.BBox({left:S,top:A,width:m,height:v})},e.prototype.interactive_bbox=function(){return this.compute_legend_bbox()},e.prototype.interactive_hit=function(t,e){var i=this.interactive_bbox();return i.contains(t,e)},e.prototype.on_hit=function(t,e){for(var i,n,r,o=this.model.glyph_width,s=this.legend_padding,a=this.model.spacing,h=this.model.label_standoff,u=r=s,c=this.compute_legend_bbox(),_=\"vertical\"==this.model.orientation,p=0,d=this.model.items;p<d.length;p++)for(var f=d[p],v=f.get_labels_list_from_label_prop(),m=0,g=v;m<g.length;m++){var y=g[m],b=c.x+u,x=c.y+r+this.title_height,w=void 0,k=void 0;_?(i=[c.width-2*s,this.max_label_height],w=i[0],k=i[1]):(n=[this.text_widths[y]+o+h,this.max_label_height],w=n[0],k=n[1]);var T=new l.BBox({left:b,top:x,width:w,height:k});if(T.contains(t,e)){switch(this.model.click_policy){case\"hide\":for(var C=0,S=f.renderers;C<S.length;C++){var A=S[C];A.visible=!A.visible}break;case\"mute\":for(var M=0,E=f.renderers;M<E.length;M++){var A=E[M];A.muted=!A.muted}}return!0}_?r+=this.max_label_height+a:u+=this.text_widths[y]+o+h+a}return!1},e.prototype.render=function(){if(this.model.visible&&0!=this.model.items.length){for(var t=0,e=this.model.items;t<e.length;t++){var i=e[t];i.legend=this.model}var n=this.plot_view.canvas_view.ctx,r=this.compute_legend_bbox();n.save(),this._draw_legend_box(n,r),this._draw_legend_items(n,r),this.model.title&&this._draw_title(n,r),n.restore()}},e.prototype._draw_legend_box=function(t,e){t.beginPath(),t.rect(e.x,e.y,e.width,e.height),this.visuals.background_fill.set_value(t),t.fill(),this.visuals.border_line.doit&&(this.visuals.border_line.set_value(t),t.stroke())},e.prototype._draw_legend_items=function(t,e){for(var i=this,n=this.model,r=n.glyph_width,o=n.glyph_height,s=this.legend_padding,a=this.model.spacing,l=this.model.label_standoff,u=s,c=s,_=\"vertical\"==this.model.orientation,p=function(n){var p,f,v=n.get_labels_list_from_label_prop(),m=n.get_field_from_label_prop();if(0==v.length)return\"continue\";for(var g=function(){switch(i.model.click_policy){case\"none\":return!0;case\"hide\":return h.every(n.renderers,function(t){return t.visible});case\"mute\":return h.every(n.renderers,function(t){return!t.muted})}}(),y=0,b=v;y<b.length;y++){var x=b[y],w=e.x+u,k=e.y+c+d.title_height,T=w+r,C=k+o;_?c+=d.max_label_height+a:u+=d.text_widths[x]+r+l+a,d.visuals.label_text.set_value(t),t.fillText(x,T+l,k+d.max_label_height/2);for(var S=0,A=n.renderers;S<A.length;S++){var M=A[S],E=d.plot_view.renderer_views[M.id];E.draw_legend(t,w,T,k,C,m,x,n.index)}if(!g){var z=void 0,O=void 0;_?(p=[e.width-2*s,d.max_label_height],z=p[0],O=p[1]):(f=[d.text_widths[x]+r+l,d.max_label_height],z=f[0],O=f[1]),t.beginPath(),t.rect(w,k,z,O),d.visuals.inactive_fill.set_value(t),t.fill()}}},d=this,f=0,v=this.model.items;f<v.length;f++){var m=v[f];p(m)}},e.prototype._draw_title=function(t,e){this.visuals.title_text.doit&&(t.save(),t.translate(e.x0,e.y0+this.title_height),this.visuals.title_text.set_value(t),t.fillText(this.model.title,this.legend_padding,this.legend_padding-this.model.title_standoff),t.restore())},e.prototype._get_size=function(){var t=this.compute_legend_bbox(),e=t.width,i=t.height;return{width:e+2*this.model.margin,height:i+2*this.model.margin}},e}(r.AnnotationView);i.LegendView=_;var p=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.item_change=new s.Signal0(this,\"item_change\")},e.initClass=function(){this.prototype.type=\"Legend\",this.prototype.default_view=_,this.mixins([\"text:label_\",\"text:title_\",\"fill:inactive_\",\"line:border_\",\"fill:background_\"]),this.define({orientation:[o.Orientation,\"vertical\"],location:[o.Any,\"top_right\"],title:[o.String],title_standoff:[o.Number,5],label_standoff:[o.Number,5],glyph_height:[o.Number,20],glyph_width:[o.Number,20],label_height:[o.Number,20],label_width:[o.Number,20],margin:[o.Number,10],padding:[o.Number,10],spacing:[o.Number,3],items:[o.Array,[]],click_policy:[o.Any,\"none\"]}),this.override({border_line_color:\"#e5e5e5\",border_line_alpha:.5,border_line_width:1,background_fill_color:\"#ffffff\",background_fill_alpha:.95,inactive_fill_color:\"white\",inactive_fill_alpha:.7,label_text_font_size:\"10pt\",label_text_baseline:\"middle\",title_text_font_size:\"10pt\",title_text_font_style:\"italic\"})},e.prototype.get_legend_names=function(){for(var t=[],e=0,i=this.items;e<i.length;e++){var n=i[e],r=n.get_labels_list_from_label_prop();t.push.apply(t,r)}return t},e}(r.Annotation);i.Legend=p,p.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(213),s=t(49),a=t(18),l=t(17),h=t(24),u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LegendItem\",this.define({label:[a.StringSpec,null],renderers:[a.Array,[]],index:[a.Number,null]})},e.prototype._check_data_sources_on_renderers=function(){var t=this.get_field_from_label_prop();if(null!=t){if(this.renderers.length<1)return!1;var e=this.renderers[0].data_source;if(null!=e)for(var i=0,n=this.renderers;i<n.length;i++){var r=n[i];if(r.data_source!=e)return!1}}return!0},e.prototype._check_field_label_on_data_source=function(){var t=this.get_field_from_label_prop();if(null!=t){if(this.renderers.length<1)return!1;var e=this.renderers[0].data_source;if(null!=e&&!h.includes(e.columns(),t))return!1}return!0},e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.legend=null,this.connect(this.change,function(){null!=e.legend&&e.legend.item_change.emit()});var i=this._check_data_sources_on_renderers();i||l.logger.error(\"Non matching data sources on legend item renderers\");var n=this._check_field_label_on_data_source();n||l.logger.error(\"Bad column name on label: \"+this.label)},e.prototype.get_field_from_label_prop=function(){var t=this.label;return s.isField(t)?t.field:null},e.prototype.get_labels_list_from_label_prop=function(){if(s.isValue(this.label)){var t=this.label.value;return null!=t?[t]:[]}var e=this.get_field_from_label_prop();if(null!=e){var i=void 0;if(!this.renderers[0]||null==this.renderers[0].data_source)return[\"No source found\"];if((i=this.renderers[0].data_source)instanceof o.ColumnarDataSource){var n=i.get_column(e);return null!=n?h.uniq(Array.from(n)):[\"Invalid field\"]}}return[]},e}(r.Model);i.LegendItem=u,u.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(22),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.plot_view.request_render()}),this.connect(this.model.data_update,function(){return e.plot_view.request_render()})},e.prototype.render=function(){if(this.model.visible){var t=this.model,e=t.xs,i=t.ys;if(e.length==i.length&&!(e.length<3||i.length<3)){for(var n=this.plot_view.frame,r=this.plot_view.canvas_view.ctx,o=0,s=e.length;o<s;o++){var a=void 0;if(\"screen\"!=this.model.xs_units)throw new Error(\"not implemented\");a=this.model.screen?e[o]:n.xview.compute(e[o]);var l=void 0;if(\"screen\"!=this.model.ys_units)throw new Error(\"not implemented\");l=this.model.screen?i[o]:n.yview.compute(i[o]),0==o?(r.beginPath(),r.moveTo(a,l)):r.lineTo(a,l)}r.closePath(),this.visuals.line.doit&&(this.visuals.line.set_value(r),r.stroke()),this.visuals.fill.doit&&(this.visuals.fill.set_value(r),r.fill())}}},e}(r.AnnotationView);i.PolyAnnotationView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolyAnnotation\",this.prototype.default_view=a,this.mixins([\"line\",\"fill\"]),this.define({xs:[s.Array,[]],xs_units:[s.SpatialUnits,\"data\"],ys:[s.Array,[]],ys_units:[s.SpatialUnits,\"data\"],x_range_name:[s.String,\"default\"],y_range_name:[s.String,\"default\"]}),this.internal({screen:[s.Boolean,!1]}),this.override({fill_color:\"#fff9ba\",fill_alpha:.4,line_color:\"#cccccc\",line_alpha:.3})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.data_update=new o.Signal0(this,\"data_update\")},e.prototype.update=function(t){var e=t.xs,i=t.ys;this.setv({xs:e,ys:i,screen:!0},{silent:!0}),this.data_update.emit()},e}(r.Annotation);i.PolyAnnotation=l,l.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.plot_view.request_render()})},e.prototype.render=function(){this.model.visible&&this._draw_slope()},e.prototype._draw_slope=function(){var t=this.model.gradient,e=this.model.y_intercept;if(null!=t&&null!=e){var i=this.plot_view.frame,n=i.xscales[this.model.x_range_name],r=i.yscales[this.model.y_range_name],o=i._top.value,s=o+i._height.value,a=r.invert(o),l=r.invert(s),h=(a-e)/t,u=(l-e)/t,c=n.compute(h),_=n.compute(u),p=this.plot_view.canvas_view.ctx;p.save(),p.beginPath(),this.visuals.line.set_value(p),p.moveTo(c,o),p.lineTo(_,s),p.stroke(),p.restore()}},e}(r.AnnotationView);i.SlopeView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Slope\",this.prototype.default_view=s,this.mixins([\"line\"]),this.define({gradient:[o.Number,null],y_intercept:[o.Number,null],x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]}),this.override({line_color:\"black\"})},e}(r.Annotation);i.Slope=a,a.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.plot_view.canvas_overlays.appendChild(this.el),this.el.style.position=\"absolute\",o.undisplay(this.el)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.model.for_hover?this.connect(this.model.properties.computed_location.change,function(){return e._draw_span()}):\"canvas\"==this.model.render_mode?(this.connect(this.model.change,function(){return e.plot_view.request_render()}),this.connect(this.model.properties.location.change,function(){return e.plot_view.request_render()})):(this.connect(this.model.change,function(){return e.render()}),this.connect(this.model.properties.location.change,function(){return e._draw_span()}))},e.prototype.render=function(){this.model.visible||\"css\"!=this.model.render_mode||o.undisplay(this.el),this.model.visible&&this._draw_span()},e.prototype._draw_span=function(){var t=this,e=this.model.for_hover?this.model.computed_location:this.model.location;if(null!=e){var i,n,r,s,a=this.plot_view.frame,l=a.xscales[this.model.x_range_name],h=a.yscales[this.model.y_range_name],u=function(i,n){return t.model.for_hover?t.model.computed_location:\"data\"==t.model.location_units?i.compute(e):n.compute(e)};if(\"width\"==this.model.dimension?(r=u(h,a.yview),n=a._left.value,s=a._width.value,i=this.model.properties.line_width.value()):(r=a._top.value,n=u(l,a.xview),s=this.model.properties.line_width.value(),i=a._height.value),\"css\"==this.model.render_mode)this.el.style.top=r+\"px\",this.el.style.left=n+\"px\",this.el.style.width=s+\"px\",this.el.style.height=i+\"px\",this.el.style.backgroundColor=this.model.properties.line_color.value(),this.el.style.opacity=this.model.properties.line_alpha.value(),o.display(this.el);else if(\"canvas\"==this.model.render_mode){var c=this.plot_view.canvas_view.ctx;c.save(),c.beginPath(),this.visuals.line.set_value(c),c.moveTo(n,r),\"width\"==this.model.dimension?c.lineTo(n+s,r):c.lineTo(n,r+i),c.stroke(),c.restore()}}else o.undisplay(this.el)},e}(r.AnnotationView);i.SpanView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Span\",this.prototype.default_view=a,this.mixins([\"line\"]),this.define({render_mode:[s.RenderMode,\"canvas\"],x_range_name:[s.String,\"default\"],y_range_name:[s.String,\"default\"],location:[s.Number,null],location_units:[s.SpatialUnits,\"data\"],dimension:[s.Dimension,\"width\"]}),this.override({line_color:\"black\"}),this.internal({for_hover:[s.Boolean,!1],computed_location:[s.Number,null]})},e}(r.Annotation);i.Span=l,l.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(5),s=t(18),a=t(43),l=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.rotate=!0,e}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),\"css\"==this.model.render_mode&&(this.el.classList.add(\"bk-annotation\"),this.plot_view.canvas_overlays.appendChild(this.el))},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),\"css\"==this.model.render_mode?this.connect(this.model.change,function(){return e.render()}):this.connect(this.model.change,function(){return e.plot_view.request_render()})},e.prototype._calculate_text_dimensions=function(t,e){var i=t.measureText(e).width,n=a.measure_font(this.visuals.text.font_value()).height;return[i,n]},e.prototype._calculate_bounding_box_dimensions=function(t,e){var i,n,r=this._calculate_text_dimensions(t,e),o=r[0],s=r[1];switch(t.textAlign){case\"left\":i=0;break;case\"center\":i=-o/2;break;case\"right\":i=-o;break;default:throw new Error(\"unreachable code\")}switch(t.textBaseline){case\"top\":n=0;break;case\"middle\":n=-.5*s;break;case\"bottom\":n=-1*s;break;case\"alphabetic\":n=-.8*s;break;case\"hanging\":n=-.17*s;break;case\"ideographic\":n=-.83*s;break;default:throw new Error(\"unreachable code\")}return[i,n,o,s]},e.prototype._canvas_text=function(t,e,i,n,r){this.visuals.text.set_value(t);var o=this._calculate_bounding_box_dimensions(t,e);t.save(),t.beginPath(),t.translate(i,n),r&&t.rotate(r),t.rect(o[0],o[1],o[2],o[3]),this.visuals.background_fill.doit&&(this.visuals.background_fill.set_value(t),t.fill()),this.visuals.border_line.doit&&(this.visuals.border_line.set_value(t),t.stroke()),this.visuals.text.doit&&(this.visuals.text.set_value(t),t.fillText(e,0,0)),t.restore()},e.prototype._css_text=function(t,e,i,n,r){o.undisplay(this.el),this.visuals.text.set_value(t);var s=this._calculate_bounding_box_dimensions(t,e),a=this.visuals.border_line.line_dash.value(),l=a.length<2?\"solid\":\"dashed\";this.visuals.border_line.set_value(t),this.visuals.background_fill.set_value(t),this.el.style.position=\"absolute\",this.el.style.left=i+s[0]+\"px\",this.el.style.top=n+s[1]+\"px\",this.el.style.color=\"\"+this.visuals.text.text_color.value(),this.el.style.opacity=\"\"+this.visuals.text.text_alpha.value(),this.el.style.font=\"\"+this.visuals.text.font_value(),this.el.style.lineHeight=\"normal\",r&&(this.el.style.transform=\"rotate(\"+r+\"rad)\"),this.visuals.background_fill.doit&&(this.el.style.backgroundColor=\"\"+this.visuals.background_fill.color_value()),this.visuals.border_line.doit&&(this.el.style.borderStyle=\"\"+l,this.el.style.borderWidth=this.visuals.border_line.line_width.value()+\"px\",this.el.style.borderColor=\"\"+this.visuals.border_line.color_value()),this.el.textContent=e,o.display(this.el)},e}(r.AnnotationView);i.TextAnnotationView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TextAnnotation\",this.define({render_mode:[s.RenderMode,\"canvas\"]})},e}(r.Annotation);i.TextAnnotation=h,h.initClass()},function(t,e,i){var n=t(408),r=t(77),o=t(5),s=t(51),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.visuals.text=new s.Text(this.model)},e.prototype._get_location=function(){var t,e,i=this.panel,n=this.model.offset;switch(i.side){case\"above\":case\"below\":switch(this.model.vertical_align){case\"top\":e=i._top.value+5;break;case\"middle\":e=i._vcenter.value;break;case\"bottom\":e=i._bottom.value-5;break;default:throw new Error(\"unreachable code\")}switch(this.model.align){case\"left\":t=i._left.value+n;break;case\"center\":t=i._hcenter.value;break;case\"right\":t=i._right.value-n;break;default:throw new Error(\"unreachable code\")}break;case\"left\":switch(this.model.vertical_align){case\"top\":t=i._left.value-5;break;case\"middle\":t=i._hcenter.value;break;case\"bottom\":t=i._right.value+5;break;default:throw new Error(\"unreachable code\")}switch(this.model.align){case\"left\":e=i._bottom.value-n;break;case\"center\":e=i._vcenter.value;break;case\"right\":e=i._top.value+n;break;default:throw new Error(\"unreachable code\")}break;case\"right\":switch(this.model.vertical_align){case\"top\":t=i._right.value-5;break;case\"middle\":t=i._hcenter.value;break;case\"bottom\":t=i._left.value+5;break;default:throw new Error(\"unreachable code\")}switch(this.model.align){case\"left\":e=i._top.value+n;break;case\"center\":e=i._vcenter.value;break;case\"right\":e=i._bottom.value-n;break;default:throw new Error(\"unreachable code\")}break;default:throw new Error(\"unreachable code\")}return[t,e]},e.prototype.render=function(){if(this.model.visible){var t=this.model.text;if(null!=t&&0!=t.length){this.model.text_baseline=this.model.vertical_align,this.model.text_align=this.model.align;var e=this._get_location(),i=e[0],n=e[1],r=this.panel.get_label_angle_heuristic(\"parallel\"),s=\"canvas\"==this.model.render_mode?this._canvas_text.bind(this):this._css_text.bind(this);s(this.plot_view.canvas_view.ctx,t,i,n,r)}}else\"css\"==this.model.render_mode&&o.undisplay(this.el)},e.prototype._get_size=function(){var t=this.model.text;if(null==t||0==t.length)return{width:0,height:0};this.visuals.text.set_value(this.ctx);var e=this.ctx.measureText(t),i=e.width,n=e.ascent;return{width:i,height:n+10}},e}(r.TextAnnotationView);i.TitleView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Title\",this.prototype.default_view=l,this.mixins([\"line:border_\",\"fill:background_\"]),this.define({text:[a.String],text_font:[a.Font,\"helvetica\"],text_font_size:[a.FontSizeSpec,\"10pt\"],text_font_style:[a.FontStyle,\"bold\"],text_color:[a.ColorSpec,\"#444444\"],text_alpha:[a.NumberSpec,1],vertical_align:[a.VerticalAlign,\"bottom\"],align:[a.TextAlign,\"left\"],offset:[a.Number,0]}),this.override({background_fill_color:null,border_line_color:null}),this.internal({text_align:[a.TextAlign,\"left\"],text_baseline:[a.TextBaseline,\"bottom\"]})},e}(r.TextAnnotation);i.Title=h,h.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(4),s=t(5),a=t(18),l=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.rotate=!0,e}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.plot_view.canvas_events.appendChild(this.el),this._toolbar_views={},o.build_views(this._toolbar_views,[this.model.toolbar],{parent:this});var e=this._toolbar_views[this.model.toolbar.id];this.plot_view.visibility_callbacks.push(function(t){return e.set_visibility(t)})},e.prototype.remove=function(){o.remove_views(this._toolbar_views),t.prototype.remove.call(this)},e.prototype.render=function(){if(t.prototype.render.call(this),this.model.visible){this.el.style.position=\"absolute\",this.el.style.overflow=\"hidden\",s.position(this.el,this.panel.bbox);var e=this._toolbar_views[this.model.toolbar.id];e.render(),s.empty(this.el),this.el.appendChild(e.el),s.display(this.el)}else s.undisplay(this.el)},e.prototype._get_size=function(){var t=this.model.toolbar,e=t.tools,i=t.logo;return{width:30*e.length+(null!=i?25:0),height:30}},e}(r.AnnotationView);i.ToolbarPanelView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolbarPanel\",this.prototype.default_view=l,this.define({toolbar:[a.Instance]})},e}(r.Annotation);i.ToolbarPanel=h,h.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(5),s=t(18);function a(t,e,i,n,r){var o;switch(t){case\"horizontal\":o=e<n?\"right\":\"left\";break;case\"vertical\":o=i<r?\"below\":\"above\";break;default:o=t}return o}i.compute_side=a;var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.plot_view.canvas_overlays.appendChild(this.el),o.undisplay(this.el)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.data.change,function(){return e._draw_tips()})},e.prototype.css_classes=function(){return t.prototype.css_classes.call(this).concat(\"bk-tooltip\")},e.prototype.render=function(){this.model.visible&&this._draw_tips()},e.prototype._draw_tips=function(){var t=this.model.data;if(o.empty(this.el),o.undisplay(this.el),this.model.custom?this.el.classList.add(\"bk-tooltip-custom\"):this.el.classList.remove(\"bk-tooltip-custom\"),0!=t.length){for(var e=this.plot_view.frame,i=0,n=t;i<n.length;i++){var r=n[i],s=r[0],l=r[1],h=r[2];if(!this.model.inner_only||e.bbox.contains(s,l)){var u=o.div({},h);this.el.appendChild(u)}}var c,_,p=t[t.length-1],d=p[0],f=p[1],v=a(this.model.attachment,d,f,e._hcenter.value,e._vcenter.value);switch(this.el.classList.remove(\"bk-right\"),this.el.classList.remove(\"bk-left\"),this.el.classList.remove(\"bk-above\"),this.el.classList.remove(\"bk-below\"),o.display(this.el),v){case\"right\":this.el.classList.add(\"bk-left\"),c=d+(this.el.offsetWidth-this.el.clientWidth)+10,_=f-this.el.offsetHeight/2;break;case\"left\":this.el.classList.add(\"bk-right\"),c=d-this.el.offsetWidth-10,_=f-this.el.offsetHeight/2;break;case\"below\":this.el.classList.add(\"bk-above\"),_=f+(this.el.offsetHeight-this.el.clientHeight)+10,c=Math.round(d-this.el.offsetWidth/2);break;case\"above\":this.el.classList.add(\"bk-below\"),_=f-this.el.offsetHeight-10,c=Math.round(d-this.el.offsetWidth/2);break;default:throw new Error(\"unreachable code\")}this.model.show_arrow&&this.el.classList.add(\"bk-tooltip-arrow\"),this.el.childNodes.length>0?(this.el.style.top=_+\"px\",this.el.style.left=c+\"px\"):o.undisplay(this.el)}},e}(r.AnnotationView);i.TooltipView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Tooltip\",this.prototype.default_view=l,this.define({attachment:[s.TooltipAttachment,\"horizontal\"],inner_only:[s.Boolean,!0],show_arrow:[s.Boolean,!0]}),this.override({level:\"overlay\"}),this.internal({data:[s.Any,[]],custom:[s.Any]})},e.prototype.clear=function(){this.data=[]},e.prototype.add=function(t,e,i){this.data=this.data.concat([[t,e,i]])},e}(r.Annotation);i.Tooltip=h,h.initClass()},function(t,e,i){var n=t(408),r=t(63),o=t(212),s=t(65),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.set_data(this.model.source)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.source.streaming,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.patching,function(){return e.set_data(e.model.source)}),this.connect(this.model.source.change,function(){return e.set_data(e.model.source)})},e.prototype.set_data=function(e){t.prototype.set_data.call(this,e),this.visuals.warm_cache(e),this.plot_view.request_render()},e.prototype._map_data=function(){var t,e,i,n=this.plot_view.frame,r=this.model.dimension,o=n.xscales[this.model.x_range_name],s=n.yscales[this.model.y_range_name],a=\"height\"==r?s:o,l=\"height\"==r?o:s,h=\"height\"==r?n.yview:n.xview,u=\"height\"==r?n.xview:n.yview;t=\"data\"==this.model.properties.lower.units?a.v_compute(this._lower):h.v_compute(this._lower),e=\"data\"==this.model.properties.upper.units?a.v_compute(this._upper):h.v_compute(this._upper),i=\"data\"==this.model.properties.base.units?l.v_compute(this._base):u.v_compute(this._base);var c=\"height\"==r?[1,0]:[0,1],_=c[0],p=c[1],d=[t,i],f=[e,i];this._lower_sx=d[_],this._lower_sy=d[p],this._upper_sx=f[_],this._upper_sy=f[p]},e.prototype.render=function(){if(this.model.visible){this._map_data();var t=this.plot_view.canvas_view.ctx;if(this.visuals.line.doit)for(var e=0,i=this._lower_sx.length;e<i;e++)this.visuals.line.set_vectorize(t,e),t.beginPath(),t.moveTo(this._lower_sx[e],this._lower_sy[e]),t.lineTo(this._upper_sx[e],this._upper_sy[e]),t.stroke();var n=\"height\"==this.model.dimension?0:Math.PI/2;if(null!=this.model.lower_head)for(var e=0,i=this._lower_sx.length;e<i;e++)t.save(),t.translate(this._lower_sx[e],this._lower_sy[e]),t.rotate(n+Math.PI),this.model.lower_head.render(t,e),t.restore();if(null!=this.model.upper_head)for(var e=0,i=this._upper_sx.length;e<i;e++)t.save(),t.translate(this._upper_sx[e],this._upper_sy[e]),t.rotate(n),this.model.upper_head.render(t,e),t.restore()}},e}(r.AnnotationView);i.WhiskerView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Whisker\",this.prototype.default_view=l,this.mixins([\"line\"]),this.define({lower:[a.DistanceSpec],lower_head:[a.Instance,function(){return new s.TeeHead({level:\"underlay\",size:10})}],upper:[a.DistanceSpec],upper_head:[a.Instance,function(){return new s.TeeHead({level:\"underlay\",size:10})}],base:[a.DistanceSpec],dimension:[a.Dimension,\"height\"],source:[a.Instance,function(){return new o.ColumnDataSource}],x_range_name:[a.String,\"default\"],y_range_name:[a.String,\"default\"]}),this.override({level:\"underlay\"})},e}(r.Annotation);i.Whisker=h,h.initClass()},function(t,e,i){var n=t(408),r=t(199),o=t(18),s=t(24),a=t(46),l=t(192),h=Math.abs,u=Math.min,c=Math.max,_=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.rotate=!0,e}return n.__extends(e,t),Object.defineProperty(e.prototype,\"panel\",{get:function(){return this.layout},enumerable:!0,configurable:!0}),e.prototype.render=function(){if(this.model.visible){var t={tick:this._tick_extent(),tick_label:this._tick_label_extents(),axis_label:this._axis_label_extent()},e=this.tick_coords,i=this.plot_view.canvas_view.ctx;i.save(),this._draw_rule(i,t),this._draw_major_ticks(i,t,e),this._draw_minor_ticks(i,t,e),this._draw_major_labels(i,t,e),this._draw_axis_label(i,t,e),null!=this._render&&this._render(i,t,e),i.restore()}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.plot_view.request_paint()});var i=this.model.properties;this.on_change(i.visible,function(){return e.plot_view.request_layout()})},e.prototype.get_size=function(){if(this.model.visible&&null==this.model.fixed_location){var t=this._get_size();return{width:0,height:Math.round(t)}}return{width:0,height:0}},e.prototype._get_size=function(){return this._tick_extent()+this._tick_label_extent()+this._axis_label_extent()},Object.defineProperty(e.prototype,\"needs_clip\",{get:function(){return null!=this.model.fixed_location},enumerable:!0,configurable:!0}),e.prototype._draw_rule=function(t,e){if(this.visuals.axis_line.doit){var i=this.rule_coords,n=i[0],r=i[1],o=this.plot_view.map_to_screen(n,r,this.model.x_range_name,this.model.y_range_name),s=o[0],a=o[1],l=this.normals,h=l[0],u=l[1],c=this.offsets,_=c[0],p=c[1];this.visuals.axis_line.set_value(t),t.beginPath(),t.moveTo(Math.round(s[0]+h*_),Math.round(a[0]+u*p));for(var d=1;d<s.length;d++){var f=Math.round(s[d]+h*_),v=Math.round(a[d]+u*p);t.lineTo(f,v)}t.stroke()}},e.prototype._draw_major_ticks=function(t,e,i){var n=this.model.major_tick_in,r=this.model.major_tick_out,o=this.visuals.major_tick_line;this._draw_ticks(t,i.major,n,r,o)},e.prototype._draw_minor_ticks=function(t,e,i){var n=this.model.minor_tick_in,r=this.model.minor_tick_out,o=this.visuals.minor_tick_line;this._draw_ticks(t,i.minor,n,r,o)},e.prototype._draw_major_labels=function(t,e,i){var n=i.major,r=this.compute_labels(n[this.dimension]),o=this.model.major_label_orientation,s=e.tick+this.model.major_label_standoff,a=this.visuals.major_label_text;this._draw_oriented_labels(t,r,n,o,this.panel.side,s,a)},e.prototype._draw_axis_label=function(t,e,i){if(null!=this.model.axis_label&&0!=this.model.axis_label.length&&null==this.model.fixed_location){var n,r;switch(this.panel.side){case\"above\":n=this.panel._hcenter.value,r=this.panel._bottom.value;break;case\"below\":n=this.panel._hcenter.value,r=this.panel._top.value;break;case\"left\":n=this.panel._right.value,r=this.panel._vcenter.value;break;case\"right\":n=this.panel._left.value,r=this.panel._vcenter.value;break;default:throw new Error(\"unknown side: \"+this.panel.side)}var o=[[n],[r]],a=e.tick+s.sum(e.tick_label)+this.model.axis_label_standoff,l=this.visuals.axis_label_text;this._draw_oriented_labels(t,[this.model.axis_label],o,\"parallel\",this.panel.side,a,l,\"screen\")}},e.prototype._draw_ticks=function(t,e,i,n,r){if(r.doit){var o=e[0],s=e[1],a=this.plot_view.map_to_screen(o,s,this.model.x_range_name,this.model.y_range_name),l=a[0],h=a[1],u=this.normals,c=u[0],_=u[1],p=this.offsets,d=p[0],f=p[1],v=[c*(d-i),_*(f-i)],m=v[0],g=v[1],y=[c*(d+n),_*(f+n)],b=y[0],x=y[1];r.set_value(t);for(var w=0;w<l.length;w++){var k=Math.round(l[w]+b),T=Math.round(h[w]+x),C=Math.round(l[w]+m),S=Math.round(h[w]+g);t.beginPath(),t.moveTo(k,T),t.lineTo(C,S),t.stroke()}}},e.prototype._draw_oriented_labels=function(t,e,i,n,r,o,s,l){var h,u,c;if(void 0===l&&(l=\"data\"),s.doit&&0!=e.length){var _,p,d,f;if(\"screen\"==l)_=i[0],p=i[1],d=(h=[0,0])[0],f=h[1];else{var v=i[0],m=i[1];u=this.plot_view.map_to_screen(v,m,this.model.x_range_name,this.model.y_range_name),_=u[0],p=u[1],c=this.offsets,d=c[0],f=c[1]}var g,y=this.normals,b=y[0],x=y[1],w=b*(d+o),k=x*(f+o);s.set_value(t),this.panel.apply_label_text_heuristics(t,n),g=a.isString(n)?this.panel.get_label_angle_heuristic(n):-n;for(var T=0;T<_.length;T++){var C=Math.round(_[T]+w),S=Math.round(p[T]+k);t.translate(C,S),t.rotate(g),t.fillText(e[T],0,0),t.rotate(-g),t.translate(-C,-S)}}},e.prototype._axis_label_extent=function(){if(null==this.model.axis_label||\"\"==this.model.axis_label)return 0;var t=this.model.axis_label_standoff,e=this.visuals.axis_label_text;return this._oriented_labels_extent([this.model.axis_label],\"parallel\",this.panel.side,t,e)},e.prototype._tick_extent=function(){return this.model.major_tick_out},e.prototype._tick_label_extent=function(){return s.sum(this._tick_label_extents())},e.prototype._tick_label_extents=function(){var t=this.tick_coords.major,e=this.compute_labels(t[this.dimension]),i=this.model.major_label_orientation,n=this.model.major_label_standoff,r=this.visuals.major_label_text;return[this._oriented_labels_extent(e,i,this.panel.side,n,r)]},e.prototype._oriented_labels_extent=function(t,e,i,n,r){if(0==t.length)return 0;var o,s,l=this.plot_view.canvas_view.ctx;r.set_value(l),a.isString(e)?(o=1,s=this.panel.get_label_angle_heuristic(e)):(o=2,s=-e),s=Math.abs(s);for(var h=Math.cos(s),u=Math.sin(s),c=0,_=0;_<t.length;_++){var p=1.1*l.measureText(t[_]).width,d=.9*l.measureText(t[_]).ascent,f=void 0;(f=\"above\"==i||\"below\"==i?p*u+d/o*h:p*h+d/o*u)>c&&(c=f)}return c>0&&(c+=n),c},Object.defineProperty(e.prototype,\"normals\",{get:function(){return this.panel.normals},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"dimension\",{get:function(){return this.panel.dimension},enumerable:!0,configurable:!0}),e.prototype.compute_labels=function(t){for(var e=this.model.formatter.doFormat(t,this),i=0;i<t.length;i++)t[i]in this.model.major_label_overrides&&(e[i]=this.model.major_label_overrides[t[i]]);return e},Object.defineProperty(e.prototype,\"offsets\",{get:function(){if(null!=this.model.fixed_location)return[0,0];var t=this.plot_view.frame,e=[0,0],i=e[0],n=e[1];switch(this.panel.side){case\"below\":n=h(this.panel._top.value-t._bottom.value);break;case\"above\":n=h(this.panel._bottom.value-t._top.value);break;case\"right\":i=h(this.panel._left.value-t._right.value);break;case\"left\":i=h(this.panel._right.value-t._left.value)}return[i,n]},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"ranges\",{get:function(){var t=this.dimension,e=(t+1)%2,i=this.plot_view.frame,n=[i.x_ranges[this.model.x_range_name],i.y_ranges[this.model.y_range_name]];return[n[t],n[e]]},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"computed_bounds\",{get:function(){var t=this.ranges[0],e=this.model.bounds,i=[t.min,t.max];if(\"auto\"==e)return[t.min,t.max];if(a.isArray(e)){var n=void 0,r=void 0,o=e[0],s=e[1],l=i[0],_=i[1];return h(o-s)>h(l-_)?(n=c(u(o,s),l),r=u(c(o,s),_)):(n=u(o,s),r=c(o,s)),[n,r]}throw new Error(\"user bounds '\"+e+\"' not understood\")},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"rule_coords\",{get:function(){var t=this.dimension,e=(t+1)%2,i=this.ranges[0],n=this.computed_bounds,r=n[0],o=n[1],s=new Array(2),a=new Array(2),l=[s,a];return l[t][0]=Math.max(r,i.min),l[t][1]=Math.min(o,i.max),l[t][0]>l[t][1]&&(l[t][0]=l[t][1]=NaN),l[e][0]=this.loc,l[e][1]=this.loc,l},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"tick_coords\",{get:function(){for(var t=this.dimension,e=(t+1)%2,i=this.ranges[0],n=this.computed_bounds,r=n[0],o=n[1],s=this.model.ticker.get_ticks(r,o,i,this.loc,{}),a=s.major,l=s.minor,h=[[],[]],u=[[],[]],c=[i.min,i.max],_=c[0],p=c[1],d=0;d<a.length;d++)a[d]<_||a[d]>p||(h[t].push(a[d]),h[e].push(this.loc));for(var d=0;d<l.length;d++)l[d]<_||l[d]>p||(u[t].push(l[d]),u[e].push(this.loc));return{major:h,minor:u}},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"loc\",{get:function(){var t=this.model.fixed_location;if(null!=t){if(a.isNumber(t))return t;var e=this.ranges,i=e[1];if(i instanceof l.FactorRange)return i.synthetic(t);throw new Error(\"unexpected\")}var n=this.ranges,r=n[1];switch(this.panel.side){case\"left\":case\"below\":return r.start;case\"right\":case\"above\":return r.end}},enumerable:!0,configurable:!0}),e.prototype.serializable_state=function(){return n.__assign({},t.prototype.serializable_state.call(this),{bbox:this.layout.bbox.rect})},e}(r.GuideRendererView);i.AxisView=_;var p=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Axis\",this.prototype.default_view=_,this.mixins([\"line:axis_\",\"line:major_tick_\",\"line:minor_tick_\",\"text:major_label_\",\"text:axis_label_\"]),this.define({bounds:[o.Any,\"auto\"],ticker:[o.Instance],formatter:[o.Instance],x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"],axis_label:[o.String,\"\"],axis_label_standoff:[o.Int,5],major_label_standoff:[o.Int,5],major_label_orientation:[o.Any,\"horizontal\"],major_label_overrides:[o.Any,{}],major_tick_in:[o.Number,2],major_tick_out:[o.Number,6],minor_tick_in:[o.Number,0],minor_tick_out:[o.Number,4],fixed_location:[o.Any,null]}),this.override({axis_line_color:\"black\",major_tick_line_color:\"black\",minor_tick_line_color:\"black\",major_label_text_font_size:\"8pt\",major_label_text_align:\"center\",major_label_text_baseline:\"alphabetic\",axis_label_text_font_size:\"10pt\",axis_label_text_font_style:\"italic\"})},e}(r.GuideRenderer);i.Axis=p,p.initClass()},function(t,e,i){var n=t(408),r=t(82),o=t(226),s=t(108),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){this._draw_group_separators(t,e,i)},e.prototype._draw_group_separators=function(t,e,i){var n,r=this.ranges[0],o=this.computed_bounds,s=o[0],a=o[1];if(r.tops&&!(r.tops.length<2)&&this.visuals.separator_line.doit){for(var l=this.dimension,h=(l+1)%2,u=[[],[]],c=0,_=0;_<r.tops.length-1;_++){for(var p=void 0,d=void 0,f=c;f<r.factors.length;f++)if(r.factors[f][0]==r.tops[_+1]){n=[r.factors[f-1],r.factors[f]],p=n[0],d=n[1],c=f;break}var v=(r.synthetic(p)+r.synthetic(d))/2;v>s&&v<a&&(u[l].push(v),u[h].push(this.loc))}var m=this._tick_label_extent();this._draw_ticks(t,u,-3,m-6,this.visuals.separator_line)}},e.prototype._draw_major_labels=function(t,e,i){for(var n=this._get_factor_info(),r=e.tick+this.model.major_label_standoff,o=0;o<n.length;o++){var s=n[o],a=s[0],l=s[1],h=s[2],u=s[3];this._draw_oriented_labels(t,a,l,h,this.panel.side,r,u),r+=e.tick_label[o]}},e.prototype._tick_label_extents=function(){for(var t=this._get_factor_info(),e=[],i=0,n=t;i<n.length;i++){var r=n[i],o=r[0],s=r[2],a=r[3],l=this._oriented_labels_extent(o,s,this.panel.side,this.model.major_label_standoff,a);e.push(l)}return e},e.prototype._get_factor_info=function(){var t=this.ranges[0],e=this.computed_bounds,i=e[0],n=e[1],r=this.loc,o=this.model.ticker.get_ticks(i,n,t,r,{}),s=this.tick_coords,a=[];if(1==t.levels){var l=o.major,h=this.model.formatter.doFormat(l,this);a.push([h,s.major,this.model.major_label_orientation,this.visuals.major_label_text])}else if(2==t.levels){var l=o.major.map(function(t){return t[1]}),h=this.model.formatter.doFormat(l,this);a.push([h,s.major,this.model.major_label_orientation,this.visuals.major_label_text]),a.push([o.tops,s.tops,this.model.group_label_orientation,this.visuals.group_text])}else if(3==t.levels){var l=o.major.map(function(t){return t[2]}),h=this.model.formatter.doFormat(l,this),u=o.mids.map(function(t){return t[1]});a.push([h,s.major,this.model.major_label_orientation,this.visuals.major_label_text]),a.push([u,s.mids,this.model.subgroup_label_orientation,this.visuals.subgroup_text]),a.push([o.tops,s.tops,this.model.group_label_orientation,this.visuals.group_text])}return a},Object.defineProperty(e.prototype,\"tick_coords\",{get:function(){var t=this,e=this.dimension,i=(e+1)%2,n=this.ranges[0],r=this.computed_bounds,o=r[0],s=r[1],a=this.model.ticker.get_ticks(o,s,n,this.loc,{}),l={major:[[],[]],mids:[[],[]],tops:[[],[]],minor:[[],[]]};return l.major[e]=a.major,l.major[i]=a.major.map(function(e){return t.loc}),3==n.levels&&(l.mids[e]=a.mids),l.mids[i]=a.mids.map(function(e){return t.loc}),n.levels>1&&(l.tops[e]=a.tops),l.tops[i]=a.tops.map(function(e){return t.loc}),l},enumerable:!0,configurable:!0}),e}(r.AxisView);i.CategoricalAxisView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalAxis\",this.prototype.default_view=l,this.mixins([\"line:separator_\",\"text:group_\",\"text:subgroup_\"]),this.define({group_label_orientation:[a.Any,\"parallel\"],subgroup_label_orientation:[a.Any,\"parallel\"]}),this.override({ticker:function(){return new o.CategoricalTicker},formatter:function(){return new s.CategoricalTickFormatter},separator_line_color:\"lightgrey\",separator_line_width:2,group_text_font_style:\"bold\",group_text_font_size:\"8pt\",group_text_color:\"grey\",subgroup_text_font_style:\"bold\",subgroup_text_font_size:\"8pt\"})},e}(r.Axis);i.CategoricalAxis=h,h.initClass()},function(t,e,i){var n=t(408),r=t(82),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ContinuousAxis\"},e}(r.Axis);i.ContinuousAxis=o,o.initClass()},function(t,e,i){var n=t(408),r=t(87),o=t(109),s=t(229),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.LinearAxisView);i.DatetimeAxisView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DatetimeAxis\",this.prototype.default_view=a,this.override({ticker:function(){return new s.DatetimeTicker},formatter:function(){return new o.DatetimeTickFormatter}})},e}(r.LinearAxis);i.DatetimeAxis=l,l.initClass()},function(t,e,i){var n=t(82);i.Axis=n.Axis;var r=t(83);i.CategoricalAxis=r.CategoricalAxis;var o=t(84);i.ContinuousAxis=o.ContinuousAxis;var s=t(85);i.DatetimeAxis=s.DatetimeAxis;var a=t(87);i.LinearAxis=a.LinearAxis;var l=t(88);i.LogAxis=l.LogAxis;var h=t(89);i.MercatorAxis=h.MercatorAxis},function(t,e,i){var n=t(408),r=t(82),o=t(84),s=t(107),a=t(225),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.AxisView);i.LinearAxisView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LinearAxis\",this.prototype.default_view=l,this.override({ticker:function(){return new a.BasicTicker},formatter:function(){return new s.BasicTickFormatter}})},e}(o.ContinuousAxis);i.LinearAxis=h,h.initClass()},function(t,e,i){var n=t(408),r=t(82),o=t(84),s=t(112),a=t(233),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.AxisView);i.LogAxisView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LogAxis\",this.prototype.default_view=l,this.override({ticker:function(){return new a.LogTicker},formatter:function(){return new s.LogTickFormatter}})},e}(o.ContinuousAxis);i.LogAxis=h,h.initClass()},function(t,e,i){var n=t(408),r=t(82),o=t(87),s=t(113),a=t(234),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.AxisView);i.MercatorAxisView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MercatorAxis\",this.prototype.default_view=l,this.override({ticker:function(){return new a.MercatorTicker({dimension:\"lat\"})},formatter:function(){return new s.MercatorTickFormatter({dimension:\"lat\"})}})},e}(o.LinearAxis);i.MercatorAxis=h,h.initClass()},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Callback\"},e}(r.Model);i.Callback=o,o.initClass()},function(t,e,i){var n=t(408),r=t(90),o=t(18),s=t(35),a=t(40),l=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"CustomJS\",this.define({args:[o.Any,{}],code:[o.String,\"\"],use_strict:[o.Boolean,!1]})},Object.defineProperty(i.prototype,\"names\",{get:function(){return s.keys(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"func\",{get:function(){var t=this.use_strict?a.use_strict(this.code):this.code;return new(Function.bind.apply(Function,[void 0].concat(this.names,[\"cb_obj\",\"cb_data\",\"require\",\"exports\",t])))},enumerable:!0,configurable:!0}),i.prototype.execute=function(e,i){return void 0===i&&(i={}),this.func.apply(e,this.values.concat(e,i,t,{}))},i}(r.Callback);i.CustomJS=l,l.initClass()},function(t,e,i){var n=t(91);i.CustomJS=n.CustomJS;var r=t(93);i.OpenURL=r.OpenURL},function(t,e,i){var n=t(408),r=t(90),o=t(42),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"OpenURL\",this.define({url:[s.String,\"http://\"],same_tab:[s.Boolean,!1]})},e.prototype.execute=function(t,e){for(var i=this,n=e.source,r=function(t){var e=o.replace_placeholders(i.url,n,t);i.same_tab?window.location.href=e:window.open(e)},s=n.selected,a=0,l=s.indices;a<l.length;a++){var h=l[a];r(h)}for(var u=0,c=s.line_indices;u<c.length;u++){var h=c[u];r(h)}},e}(r.Callback);i.OpenURL=a,a.initClass()},function(t,e,i){var n=t(408),r=t(8),o=t(6),s=t(17),a=t(18),l=t(5),h=t(27),u=t(31),c=t(29);u.is_ie&&\"undefined\"!=typeof CanvasPixelArray&&(CanvasPixelArray.prototype.set=function(t){for(var e=0;e<this.length;e++)this[e]=t[e]});var _=t(305),p=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"ctx\",{get:function(){return this._ctx},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.map_el=this.model.map?this.el.appendChild(l.div({class:\"bk-canvas-map\"})):null;var e={position:\"absolute\",top:\"0\",left:\"0\",width:\"100%\",height:\"100%\"};switch(this.model.output_backend){case\"canvas\":case\"webgl\":this.canvas_el=this.el.appendChild(l.canvas({class:\"bk-canvas\",style:e}));var i=this.canvas_el.getContext(\"2d\");if(null==i)throw new Error(\"unable to obtain 2D rendering context\");this._ctx=i;break;case\"svg\":var i=new _;this._ctx=i,this.canvas_el=this.el.appendChild(i.getSvg())}this.overlays_el=this.el.appendChild(l.div({class:\"bk-canvas-overlays\",style:e})),this.events_el=this.el.appendChild(l.div({class:\"bk-canvas-events\",style:e})),c.fixup_ctx(this._ctx),s.logger.debug(\"CanvasView initialized\")},e.prototype.get_canvas_element=function(){return this.canvas_el},e.prototype.prepare_canvas=function(t,e){this.bbox=new h.BBox({left:0,top:0,width:t,height:e}),this.el.style.width=t+\"px\",this.el.style.height=e+\"px\";var i=c.get_scale_ratio(this.ctx,this.model.use_hidpi,this.model.output_backend);this.model.pixel_ratio=i,this.canvas_el.style.width=t+\"px\",this.canvas_el.style.height=e+\"px\",this.canvas_el.setAttribute(\"width\",\"\"+t*i),this.canvas_el.setAttribute(\"height\",\"\"+e*i),s.logger.debug(\"Rendering CanvasView with width: \"+t+\", height: \"+e+\", pixel ratio: \"+i)},e}(o.DOMView);i.CanvasView=p;var d=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Canvas\",this.prototype.default_view=p,this.internal({map:[a.Boolean,!1],use_hidpi:[a.Boolean,!0],pixel_ratio:[a.Number,1],output_backend:[a.OutputBackend,\"canvas\"]})},e}(r.HasProps);i.Canvas=d,d.initClass()},function(t,e,i){var n=t(408),r=t(202),o=t(204),s=t(205),a=t(195),l=t(191),h=t(192),u=t(13),c=function(t){function e(e,i,n,r,o,s){void 0===o&&(o={}),void 0===s&&(s={});var a=t.call(this)||this;return a.x_scale=e,a.y_scale=i,a.x_range=n,a.y_range=r,a.extra_x_ranges=o,a.extra_y_ranges=s,a._configure_scales(),a}return n.__extends(e,t),e.prototype.map_to_screen=function(t,e,i,n){void 0===i&&(i=\"default\"),void 0===n&&(n=\"default\");var r=this.xscales[i].v_compute(t),o=this.yscales[n].v_compute(e);return[r,o]},e.prototype._get_ranges=function(t,e){var i={};if(i.default=t,null!=e)for(var n in e)i[n]=e[n];return i},e.prototype._get_scales=function(t,e,i){var n={};for(var u in e){var c=e[u];if(c instanceof l.DataRange1d||c instanceof a.Range1d){if(!(t instanceof s.LogScale||t instanceof o.LinearScale))throw new Error(\"Range \"+c.type+\" is incompatible is Scale \"+t.type);if(t instanceof r.CategoricalScale)throw new Error(\"Range \"+c.type+\" is incompatible is Scale \"+t.type)}if(c instanceof h.FactorRange&&!(t instanceof r.CategoricalScale))throw new Error(\"Range \"+c.type+\" is incompatible is Scale \"+t.type);t instanceof s.LogScale&&c instanceof l.DataRange1d&&(c.scale_hint=\"log\");var _=t.clone();_.setv({source_range:c,target_range:i}),n[u]=_}return n},e.prototype._configure_frame_ranges=function(){this._h_target=new a.Range1d({start:this._left.value,end:this._right.value}),this._v_target=new a.Range1d({start:this._bottom.value,end:this._top.value})},e.prototype._configure_scales=function(){this._configure_frame_ranges(),this._x_ranges=this._get_ranges(this.x_range,this.extra_x_ranges),this._y_ranges=this._get_ranges(this.y_range,this.extra_y_ranges),this._xscales=this._get_scales(this.x_scale,this._x_ranges,this._h_target),this._yscales=this._get_scales(this.y_scale,this._y_ranges,this._v_target)},e.prototype._update_scales=function(){for(var t in this._configure_frame_ranges(),this._xscales){var e=this._xscales[t];e.target_range=this._h_target}for(var i in this._yscales){var e=this._yscales[i];e.target_range=this._v_target}},e.prototype._set_geometry=function(e,i){t.prototype._set_geometry.call(this,e,i),this._update_scales()},Object.defineProperty(e.prototype,\"x_ranges\",{get:function(){return this._x_ranges},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"y_ranges\",{get:function(){return this._y_ranges},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"xscales\",{get:function(){return this._xscales},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"yscales\",{get:function(){return this._yscales},enumerable:!0,configurable:!0}),e}(u.LayoutItem);i.CartesianFrame=c},function(t,e,i){var n=t(94);i.Canvas=n.Canvas;var r=t(95);i.CartesianFrame=r.CartesianFrame},function(t,e,i){var n=t(408),r=t(98),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CumSum\",this.define({field:[o.String],include_zero:[o.Boolean,!1]})},e.prototype._v_compute=function(t){var e=new Float64Array(t.get_length()||0),i=t.data[this.field],n=this.include_zero?1:0;e[0]=this.include_zero?0:i[0];for(var r=1;r<e.length;r++)e[r]=e[r-1]+i[r-n];return e},e}(r.Expression);i.CumSum=s,s.initClass()},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(e){var i=t.call(this,e)||this;return i._connected={},i._result={},i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Expression\"},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._connected={},this._result={}},e.prototype.v_compute=function(t){var e=this;null==this._connected[t.id]&&(this.connect(t.change,function(){return delete e._result[t.id]}),this.connect(t.patching,function(){return delete e._result[t.id]}),this.connect(t.streaming,function(){return delete e._result[t.id]}),this._connected[t.id]=!0);var i=this._result[t.id];return null==i&&(this._result[t.id]=i=this._v_compute(t)),i},e}(r.Model);i.Expression=o,o.initClass()},function(t,e,i){var n=t(98);i.Expression=n.Expression;var r=t(100);i.Stack=r.Stack;var o=t(97);i.CumSum=o.CumSum},function(t,e,i){var n=t(408),r=t(98),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Stack\",this.define({fields:[o.Array,[]]})},e.prototype._v_compute=function(t){for(var e=new Float64Array(t.get_length()||0),i=0,n=this.fields;i<n.length;i++)for(var r=n[i],o=0;o<t.data[r].length;o++){var s=t.data[r][o];e[o]+=s}return e},e}(r.Expression);i.Stack=s,s.initClass()},function(t,e,i){var n=t(408),r=t(103),o=t(18),s=t(17),a=t(24),l=t(46),h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BooleanFilter\",this.define({booleans:[o.Array,null]})},e.prototype.compute_indices=function(t){var e=this.booleans;return null!=e&&e.length>0?a.every(e,l.isBoolean)?(e.length!==t.get_length()&&s.logger.warn(\"BooleanFilter \"+this.id+\": length of booleans doesn't match data source\"),a.range(0,e.length).filter(function(t){return!0===e[t]})):(s.logger.warn(\"BooleanFilter \"+this.id+\": booleans should be array of booleans, defaulting to no filtering\"),null):(null!=e&&0==e.length?s.logger.warn(\"BooleanFilter \"+this.id+\": booleans is empty, defaulting to no filtering\"):s.logger.warn(\"BooleanFilter \"+this.id+\": booleans was not set, defaulting to no filtering\"),null)},e}(r.Filter);i.BooleanFilter=h,h.initClass()},function(t,e,i){var n=t(408),r=t(103),o=t(18),s=t(35),a=t(40),l=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"CustomJSFilter\",this.define({args:[o.Any,{}],code:[o.String,\"\"],use_strict:[o.Boolean,!1]})},Object.defineProperty(i.prototype,\"names\",{get:function(){return s.keys(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"func\",{get:function(){var t=this.use_strict?a.use_strict(this.code):this.code;return new(Function.bind.apply(Function,[void 0].concat(this.names,[\"source\",\"require\",\"exports\",t])))},enumerable:!0,configurable:!0}),i.prototype.compute_indices=function(i){return this.filter=this.func.apply(this,this.values.concat([i,t,{}])),e.prototype.compute_indices.call(this,i)},i}(r.Filter);i.CustomJSFilter=l,l.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(18),s=t(46),a=t(24),l=t(17),h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Filter\",this.define({filter:[o.Array,null]})},e.prototype.compute_indices=function(t){var e=this.filter;return null!=e&&e.length>=0?s.isArrayOf(e,s.isBoolean)?a.range(0,e.length).filter(function(t){return!0===e[t]}):s.isArrayOf(e,s.isInteger)?e:(l.logger.warn(\"Filter \"+this.id+\": filter should either be array of only booleans or only integers, defaulting to no filtering\"),null):(l.logger.warn(\"Filter \"+this.id+\": filter was not set to be an array, defaulting to no filtering\"),null)},e}(r.Model);i.Filter=h,h.initClass()},function(t,e,i){var n=t(408),r=t(103),o=t(18),s=t(17),a=t(24),l=function(t){function e(e){var i=t.call(this,e)||this;return i.indices=null,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GroupFilter\",this.define({column_name:[o.String],group:[o.String]})},e.prototype.compute_indices=function(t){var e=this,i=t.get_column(this.column_name);return null==i?(s.logger.warn(\"group filter: groupby column not found in data source\"),null):(this.indices=a.range(0,t.get_length()||0).filter(function(t){return i[t]===e.group}),0===this.indices.length&&s.logger.warn(\"group filter: group '\"+this.group+\"' did not match any values in column '\"+this.column_name+\"'\"),this.indices)},e}(r.Filter);i.GroupFilter=l,l.initClass()},function(t,e,i){var n=t(101);i.BooleanFilter=n.BooleanFilter;var r=t(102);i.CustomJSFilter=r.CustomJSFilter;var o=t(103);i.Filter=o.Filter;var s=t(104);i.GroupFilter=s.GroupFilter;var a=t(106);i.IndexFilter=a.IndexFilter},function(t,e,i){var n=t(408),r=t(103),o=t(18),s=t(17),a=t(46),l=t(24),h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"IndexFilter\",this.define({indices:[o.Array,null]})},e.prototype.compute_indices=function(t){return null!=this.indices&&this.indices.length>=0?l.every(this.indices,a.isInteger)?this.indices:(s.logger.warn(\"IndexFilter \"+this.id+\": indices should be array of integers, defaulting to no filtering\"),null):(s.logger.warn(\"IndexFilter \"+this.id+\": indices was not set, defaulting to no filtering\"),null)},e}(r.Filter);i.IndexFilter=h,h.initClass()},function(t,e,i){var n=t(408),r=t(116),o=t(18),s=t(46),a=function(t){function e(e){var i=t.call(this,e)||this;return i.last_precision=3,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BasicTickFormatter\",this.define({precision:[o.Any,\"auto\"],use_scientific:[o.Boolean,!0],power_limit_high:[o.Number,5],power_limit_low:[o.Number,-3]})},Object.defineProperty(e.prototype,\"scientific_limit_low\",{get:function(){return Math.pow(10,this.power_limit_low)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"scientific_limit_high\",{get:function(){return Math.pow(10,this.power_limit_high)},enumerable:!0,configurable:!0}),e.prototype.doFormat=function(t,e){if(0==t.length)return[];var i=0;t.length>=2&&(i=Math.abs(t[1]-t[0])/1e4);var n=!1;if(this.use_scientific)for(var r=0,o=t;r<o.length;r++){var a=o[r],l=Math.abs(a);if(l>i&&(l>=this.scientific_limit_high||l<=this.scientific_limit_low)){n=!0;break}}var h=new Array(t.length),u=this.precision;if(null==u||s.isNumber(u))if(n)for(var c=0,_=t.length;c<_;c++)h[c]=t[c].toExponential(u||void 0);else for(var c=0,_=t.length;c<_;c++)h[c]=t[c].toFixed(u||void 0).replace(/(\\.[0-9]*?)0+$/,\"$1\").replace(/\\.$/,\"\");else for(var p=this.last_precision,d=this.last_precision<=15;d?p<=15:p>=15;d?p++:p--){var f=!0;if(n){for(var c=0,_=t.length;c<_;c++)if(h[c]=t[c].toExponential(p),c>0&&h[c]===h[c-1]){f=!1;break}if(f)break}else{for(var c=0,_=t.length;c<_;c++)if(h[c]=t[c].toFixed(p).replace(/(\\.[0-9]*?)0+$/,\"$1\").replace(/\\.$/,\"\"),c>0&&h[c]==h[c-1]){f=!1;break}if(f)break}if(f){this.last_precision=p;break}}return h},e}(r.TickFormatter);i.BasicTickFormatter=a,a.initClass()},function(t,e,i){var n=t(408),r=t(116),o=t(24),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalTickFormatter\"},e.prototype.doFormat=function(t,e){return o.copy(t)},e}(r.TickFormatter);i.CategoricalTickFormatter=s,s.initClass()},function(t,e,i){var n=t(408),r=t(407),o=t(116),s=t(17),a=t(18),l=t(42),h=t(24),u=t(46);function c(t){return r(t,\"%Y %m %d %H %M %S\").split(/\\s+/).map(function(t){return parseInt(t,10)})}function _(t,e){if(u.isFunction(e))return e(t);var i=l.sprintf(\"$1%06d\",function(t){return Math.round(t/1e3%1*1e6)}(t));return-1==(e=e.replace(/((^|[^%])(%%)*)%f/,i)).indexOf(\"%\")?e:r(t,e)}var p=[\"microseconds\",\"milliseconds\",\"seconds\",\"minsec\",\"minutes\",\"hourmin\",\"hours\",\"days\",\"months\",\"years\"],d=function(t){function e(e){var i=t.call(this,e)||this;return i.strip_leading_zeros=!0,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DatetimeTickFormatter\",this.define({microseconds:[a.Array,[\"%fus\"]],milliseconds:[a.Array,[\"%3Nms\",\"%S.%3Ns\"]],seconds:[a.Array,[\"%Ss\"]],minsec:[a.Array,[\":%M:%S\"]],minutes:[a.Array,[\":%M\",\"%Mm\"]],hourmin:[a.Array,[\"%H:%M\"]],hours:[a.Array,[\"%Hh\",\"%H:%M\"]],days:[a.Array,[\"%m/%d\",\"%a%d\"]],months:[a.Array,[\"%m/%Y\",\"%b %Y\"]],years:[a.Array,[\"%Y\"]]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._update_width_formats()},e.prototype._update_width_formats=function(){var t=+r(new Date),e=function(e){var i=e.map(function(e){return _(t,e).length}),n=h.sort_by(h.zip(i,e),function(t){var e=t[0];return e});return h.unzip(n)};this._width_formats={microseconds:e(this.microseconds),milliseconds:e(this.milliseconds),seconds:e(this.seconds),minsec:e(this.minsec),minutes:e(this.minutes),hourmin:e(this.hourmin),hours:e(this.hours),days:e(this.days),months:e(this.months),years:e(this.years)}},e.prototype._get_resolution_str=function(t,e){var i=1.1*t;switch(!1){case!(i<.001):return\"microseconds\";case!(i<1):return\"milliseconds\";case!(i<60):return e>=60?\"minsec\":\"seconds\";case!(i<3600):return e>=3600?\"hourmin\":\"minutes\";case!(i<86400):return\"hours\";case!(i<2678400):return\"days\";case!(i<31536e3):return\"months\";default:return\"years\"}},e.prototype.doFormat=function(t,e){if(0==t.length)return[];for(var i=Math.abs(t[t.length-1]-t[0])/1e3,n=i/(t.length-1),r=this._get_resolution_str(n,i),o=this._width_formats[r],a=o[1][0],l=[],h=p.indexOf(r),u={},d=0,f=p;d<f.length;d++){var v=f[d];u[v]=0}u.seconds=5,u.minsec=4,u.minutes=4,u.hourmin=3,u.hours=3;for(var m=0,g=t;m<g.length;m++){var y=g[m],b=void 0,x=void 0;try{x=c(y),b=_(y,a)}catch(t){s.logger.warn(\"unable to format tick for timestamp value \"+y),s.logger.warn(\" - \"+t),l.push(\"ERR\");continue}for(var w=!1,k=h;0==x[u[p[k]]];){var T=void 0;if((k+=1)==p.length)break;if((\"minsec\"==r||\"hourmin\"==r)&&!w){if(\"minsec\"==r&&0==x[4]&&0!=x[5]||\"hourmin\"==r&&0==x[3]&&0!=x[4]){T=this._width_formats[p[h-1]][1][0],b=_(y,T);break}w=!0}T=this._width_formats[p[k]][1][0],b=_(y,T)}if(this.strip_leading_zeros){var C=b.replace(/^0+/g,\"\");C!=b&&isNaN(parseInt(C))&&(C=\"0\"+C),l.push(C)}else l.push(b)}return l},e}(o.TickFormatter);i.DatetimeTickFormatter=d,d.initClass()},function(t,e,i){var n=t(408),r=t(116),o=t(18),s=t(35),a=t(40),l=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"FuncTickFormatter\",this.define({args:[o.Any,{}],code:[o.String,\"\"],use_strict:[o.Boolean,!1]})},Object.defineProperty(i.prototype,\"names\",{get:function(){return s.keys(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),i.prototype._make_func=function(){var t=this.use_strict?a.use_strict(this.code):this.code;return new(Function.bind.apply(Function,[void 0,\"tick\",\"index\",\"ticks\"].concat(this.names,[\"require\",\"exports\",t])))},i.prototype.doFormat=function(e,i){var n=this,r=this._make_func().bind({});return e.map(function(e,i,o){return r.apply(void 0,[e,i,o].concat(n.values,[t,{}]))})},i}(r.TickFormatter);i.FuncTickFormatter=l,l.initClass()},function(t,e,i){var n=t(107);i.BasicTickFormatter=n.BasicTickFormatter;var r=t(108);i.CategoricalTickFormatter=r.CategoricalTickFormatter;var o=t(109);i.DatetimeTickFormatter=o.DatetimeTickFormatter;var s=t(110);i.FuncTickFormatter=s.FuncTickFormatter;var a=t(112);i.LogTickFormatter=a.LogTickFormatter;var l=t(113);i.MercatorTickFormatter=l.MercatorTickFormatter;var h=t(114);i.NumeralTickFormatter=h.NumeralTickFormatter;var u=t(115);i.PrintfTickFormatter=u.PrintfTickFormatter;var c=t(116);i.TickFormatter=c.TickFormatter},function(t,e,i){var n=t(408),r=t(116),o=t(107),s=t(17),a=t(18),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LogTickFormatter\",this.define({ticker:[a.Instance,null]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.basic_formatter=new o.BasicTickFormatter,null==this.ticker&&s.logger.warn(\"LogTickFormatter not configured with a ticker, using default base of 10 (labels will be incorrect if ticker base is not 10)\")},e.prototype.doFormat=function(t,e){if(0==t.length)return[];for(var i=null!=this.ticker?this.ticker.base:10,n=!1,r=new Array(t.length),o=0,s=t.length;o<s;o++)if(r[o]=i+\"^\"+Math.round(Math.log(t[o])/Math.log(i)),o>0&&r[o]==r[o-1]){n=!0;break}return n?this.basic_formatter.doFormat(t,e):r},e}(r.TickFormatter);i.LogTickFormatter=l,l.initClass()},function(t,e,i){var n=t(408),r=t(107),o=t(18),s=t(36),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MercatorTickFormatter\",this.define({dimension:[o.LatLon]})},e.prototype.doFormat=function(e,i){if(null==this.dimension)throw new Error(\"MercatorTickFormatter.dimension not configured\");if(0==e.length)return[];var n=e.length,r=new Array(n);if(\"lon\"==this.dimension)for(var o=0;o<n;o++){var a=s.wgs84_mercator.inverse([e[o],i.loc])[0];r[o]=a}else for(var o=0;o<n;o++){var l=s.wgs84_mercator.inverse([i.loc,e[o]]),h=l[1];r[o]=h}return t.prototype.doFormat.call(this,r,i)},e}(r.BasicTickFormatter);i.MercatorTickFormatter=a,a.initClass()},function(t,e,i){var n=t(408),r=t(378),o=t(116),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"NumeralTickFormatter\",this.define({format:[s.String,\"0,0\"],language:[s.String,\"en\"],rounding:[s.RoundingFunction,\"round\"]})},Object.defineProperty(e.prototype,\"_rounding_fn\",{get:function(){switch(this.rounding){case\"round\":case\"nearest\":return Math.round;case\"floor\":case\"rounddown\":return Math.floor;case\"ceil\":case\"roundup\":return Math.ceil}},enumerable:!0,configurable:!0}),e.prototype.doFormat=function(t,e){var i=this.format,n=this.language,o=this._rounding_fn;return t.map(function(t){return r.format(t,i,n,o)})},e}(o.TickFormatter);i.NumeralTickFormatter=a,a.initClass()},function(t,e,i){var n=t(408),r=t(116),o=t(42),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PrintfTickFormatter\",this.define({format:[s.String,\"%s\"]})},e.prototype.doFormat=function(t,e){var i=this;return t.map(function(t){return o.sprintf(i.format,t)})},e}(r.TickFormatter);i.PrintfTickFormatter=a,a.initClass()},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TickFormatter\"},e}(r.Model);i.TickFormatter=o,o.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(9),a=t(18),l=t(34),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.inner_radius.units?this.sinner_radius=this.sdist(this.renderer.xscale,this._x,this._inner_radius):this.sinner_radius=this._inner_radius,\"data\"==this.model.properties.outer_radius.units?this.souter_radius=this.sdist(this.renderer.xscale,this._x,this._outer_radius):this.souter_radius=this._outer_radius,this._angle=new Float32Array(this._start_angle.length);for(var t=0,e=this._start_angle.length;t<e;t++)this._angle[t]=this._end_angle[t]-this._start_angle[t]},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i._start_angle,s=i._angle,a=i.sinner_radius,l=i.souter_radius,h=this.model.properties.direction.value(),u=0,c=e;u<c.length;u++){var _=c[u];isNaN(n[_]+r[_]+a[_]+l[_]+o[_]+s[_])||(t.translate(n[_],r[_]),t.rotate(o[_]),t.moveTo(l[_],0),t.beginPath(),t.arc(0,0,l[_],0,s[_],h),t.rotate(s[_]),t.lineTo(a[_],0),t.arc(0,0,a[_],0,-s[_],!h),t.closePath(),t.rotate(-s[_]-o[_]),t.translate(-n[_],-r[_]),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,_),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,_),t.stroke()))}},e.prototype._hit_point=function(t){var e,i,n,r,o,a,h=t.sx,u=t.sy,c=this.renderer.xscale.invert(h),_=this.renderer.yscale.invert(u);if(\"data\"==this.model.properties.outer_radius.units)n=c-this.max_outer_radius,o=c+this.max_outer_radius,r=_-this.max_outer_radius,a=_+this.max_outer_radius;else{var p=h-this.max_outer_radius,d=h+this.max_outer_radius;e=this.renderer.xscale.r_invert(p,d),n=e[0],o=e[1];var f=u-this.max_outer_radius,v=u+this.max_outer_radius;i=this.renderer.yscale.r_invert(f,v),r=i[0],a=i[1]}for(var m=[],g=s.validate_bbox_coords([n,o],[r,a]),y=0,b=this.index.indices(g);y<b.length;y++){var x=b[y],w=Math.pow(this.souter_radius[x],2),k=Math.pow(this.sinner_radius[x],2),T=this.renderer.xscale.r_compute(c,this._x[x]),p=T[0],d=T[1],C=this.renderer.yscale.r_compute(_,this._y[x]),f=C[0],v=C[1],S=Math.pow(p-d,2)+Math.pow(f-v,2);S<=w&&S>=k&&m.push([x,S])}for(var A=this.model.properties.direction.value(),M=[],E=0,z=m;E<z.length;E++){var O=z[E],x=O[0],S=O[1],P=Math.atan2(u-this.sy[x],h-this.sx[x]);l.angle_between(-P,-this._start_angle[x],-this._end_angle[x],A)&&M.push([x,S])}return s.create_hit_test_result_from_hits(M)},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e.prototype._scenterxy=function(t){var e=(this.sinner_radius[t]+this.souter_radius[t])/2,i=(this._start_angle[t]+this._end_angle[t])/2;return{x:this.sx[t]+e*Math.cos(i),y:this.sy[t]+e*Math.sin(i)}},e.prototype.scenterx=function(t){return this._scenterxy(t).x},e.prototype.scentery=function(t){return this._scenterxy(t).y},e}(r.XYGlyphView);i.AnnularWedgeView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"AnnularWedge\",this.prototype.default_view=h,this.mixins([\"line\",\"fill\"]),this.define({direction:[a.Direction,\"anticlock\"],inner_radius:[a.DistanceSpec],outer_radius:[a.DistanceSpec],start_angle:[a.AngleSpec],end_angle:[a.AngleSpec]})},e}(r.XYGlyph);i.AnnularWedge=u,u.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(9),s=t(18),a=t(31),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.inner_radius.units?this.sinner_radius=this.sdist(this.renderer.xscale,this._x,this._inner_radius):this.sinner_radius=this._inner_radius,\"data\"==this.model.properties.outer_radius.units?this.souter_radius=this.sdist(this.renderer.xscale,this._x,this._outer_radius):this.souter_radius=this._outer_radius},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.sinner_radius,s=i.souter_radius,l=0,h=e;l<h.length;l++){var u=h[l];if(!isNaN(n[u]+r[u]+o[u]+s[u])){if(this.visuals.fill.doit){if(this.visuals.fill.set_vectorize(t,u),t.beginPath(),a.is_ie)for(var c=0,_=[!1,!0];c<_.length;c++){var p=_[c];t.arc(n[u],r[u],o[u],0,Math.PI,p),t.arc(n[u],r[u],s[u],Math.PI,0,!p)}else t.arc(n[u],r[u],o[u],0,2*Math.PI,!0),t.arc(n[u],r[u],s[u],2*Math.PI,0,!1);t.fill()}this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,u),t.beginPath(),t.arc(n[u],r[u],o[u],0,2*Math.PI),t.moveTo(n[u]+s[u],r[u]),t.arc(n[u],r[u],s[u],0,2*Math.PI),t.stroke())}}},e.prototype._hit_point=function(t){var e,i,n,r,s,a,l=t.sx,h=t.sy,u=this.renderer.xscale.invert(l),c=this.renderer.yscale.invert(h);if(\"data\"==this.model.properties.outer_radius.units)n=u-this.max_outer_radius,s=u+this.max_outer_radius,r=c-this.max_outer_radius,a=c+this.max_outer_radius;else{var _=l-this.max_outer_radius,p=l+this.max_outer_radius;e=this.renderer.xscale.r_invert(_,p),n=e[0],s=e[1];var d=h-this.max_outer_radius,f=h+this.max_outer_radius;i=this.renderer.yscale.r_invert(d,f),r=i[0],a=i[1]}for(var v=[],m=o.validate_bbox_coords([n,s],[r,a]),g=0,y=this.index.indices(m);g<y.length;g++){var b=y[g],x=Math.pow(this.souter_radius[b],2),w=Math.pow(this.sinner_radius[b],2),k=this.renderer.xscale.r_compute(u,this._x[b]),_=k[0],p=k[1],T=this.renderer.yscale.r_compute(c,this._y[b]),d=T[0],f=T[1],C=Math.pow(_-p,2)+Math.pow(d-f,2);C<=x&&C>=w&&v.push([b,C])}return o.create_hit_test_result_from_hits(v)},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.y0,o=e.x1,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+o)/2;var h=new Array(a);h[i]=(r+s)/2;var u=.5*Math.min(Math.abs(o-n),Math.abs(s-r)),c=new Array(a);c[i]=.4*u;var _=new Array(a);_[i]=.8*u,this._render(t,[i],{sx:l,sy:h,sinner_radius:c,souter_radius:_})},e}(r.XYGlyphView);i.AnnulusView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Annulus\",this.prototype.default_view=l,this.mixins([\"line\",\"fill\"]),this.define({inner_radius:[s.DistanceSpec],outer_radius:[s.DistanceSpec]})},e}(r.XYGlyph);i.Annulus=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.radius.units?this.sradius=this.sdist(this.renderer.xscale,this._x,this._radius):this.sradius=this._radius},e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=i.sradius,s=i._start_angle,a=i._end_angle;if(this.visuals.line.doit)for(var l=this.model.properties.direction.value(),h=0,u=e;h<u.length;h++){var c=u[h];isNaN(n[c]+r[c]+o[c]+s[c]+a[c])||(t.beginPath(),t.arc(n[c],r[c],o[c],s[c],a[c],l),this.visuals.line.set_vectorize(t,c),t.stroke())}},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_line_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.ArcView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Arc\",this.prototype.default_view=a,this.mixins([\"line\"]),this.define({direction:[s.Direction,\"anticlock\"],radius:[s.DistanceSpec],start_angle:[s.AngleSpec],end_angle:[s.AngleSpec]})},e}(r.XYGlyph);i.Arc=l,l.initClass()},function(t,e,i){var n=t(408),r=t(127),o=t(149),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e}(r.GlyphView);i.AreaView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Area\",this.mixins([\"fill\",\"hatch\"])},e}(r.Glyph);i.Area=a,a.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149);function a(t,e,i,n,r,o,s,a){for(var l=[],h=[[],[]],u=0;u<=2;u++){var c=void 0,_=void 0,p=void 0;if(0===u?(_=6*t-12*i+6*r,c=-3*t+9*i-9*r+3*s,p=3*i-3*t):(_=6*e-12*n+6*o,c=-3*e+9*n-9*o+3*a,p=3*n-3*e),Math.abs(c)<1e-12){if(Math.abs(_)<1e-12)continue;var d=-p/_;0<d&&d<1&&l.push(d)}else{var f=_*_-4*p*c,v=Math.sqrt(f);if(!(f<0)){var m=(-_+v)/(2*c);0<m&&m<1&&l.push(m);var g=(-_-v)/(2*c);0<g&&g<1&&l.push(g)}}}for(var y=l.length,b=y;y--;){var d=l[y],x=1-d,w=x*x*x*t+3*x*x*d*i+3*x*d*d*r+d*d*d*s;h[0][y]=w;var k=x*x*x*e+3*x*x*d*n+3*x*d*d*o+d*d*d*a;h[1][y]=k}return h[0][b]=t,h[1][b]=e,h[0][b+1]=s,h[1][b+1]=a,[Math.min.apply(Math,h[0]),Math.max.apply(Math,h[1]),Math.max.apply(Math,h[0]),Math.min.apply(Math,h[1])]}var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x0.length;e<i;e++)if(!isNaN(this._x0[e]+this._x1[e]+this._y0[e]+this._y1[e]+this._cx0[e]+this._cy0[e]+this._cx1[e]+this._cy1[e])){var n=a(this._x0[e],this._y0[e],this._x1[e],this._y1[e],this._cx0[e],this._cy0[e],this._cx1[e],this._cy1[e]),o=n[0],s=n[1],l=n[2],h=n[3];t.push({minX:o,minY:s,maxX:l,maxY:h,i:e})}return new r.SpatialIndex(t)},e.prototype._render=function(t,e,i){var n=i.sx0,r=i.sy0,o=i.sx1,s=i.sy1,a=i.scx0,l=i.scy0,h=i.scx1,u=i.scy1;if(this.visuals.line.doit)for(var c=0,_=e;c<_.length;c++){var p=_[c];isNaN(n[p]+r[p]+o[p]+s[p]+a[p]+l[p]+h[p]+u[p])||(t.beginPath(),t.moveTo(n[p],r[p]),t.bezierCurveTo(a[p],l[p],h[p],u[p],o[p],s[p]),this.visuals.line.set_vectorize(t,p),t.stroke())}},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_line_legend(this.visuals,t,e,i)},e.prototype.scenterx=function(){throw new Error(\"not implemented\")},e.prototype.scentery=function(){throw new Error(\"not implemented\")},e}(o.GlyphView);i.BezierView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Bezier\",this.prototype.default_view=l,this.coords([[\"x0\",\"y0\"],[\"x1\",\"y1\"],[\"cx0\",\"cy0\"],[\"cx1\",\"cy1\"]]),this.mixins([\"line\"])},e}(o.Glyph);i.Bezier=h,h.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149),a=t(9),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_box=function(t){for(var e=[],i=0;i<t;i++){var n=this._lrtb(i),o=n[0],s=n[1],a=n[2],l=n[3];!isNaN(o+s+a+l)&&isFinite(o+s+a+l)&&e.push({minX:Math.min(o,s),minY:Math.min(a,l),maxX:Math.max(s,o),maxY:Math.max(a,l),i:i})}return new r.SpatialIndex(e)},e.prototype._render=function(t,e,i){for(var n=this,r=i.sleft,o=i.sright,s=i.stop,a=i.sbottom,l=function(e){if(isNaN(r[e]+s[e]+o[e]+a[e]))return\"continue\";t.rect(r[e],s[e],o[e]-r[e],a[e]-s[e]),h.visuals.fill.doit&&(h.visuals.fill.set_vectorize(t,e),t.beginPath(),t.rect(r[e],s[e],o[e]-r[e],a[e]-s[e]),t.fill()),h.visuals.hatch.doit2(t,e,function(){t.beginPath(),t.rect(r[e],s[e],o[e]-r[e],a[e]-s[e]),t.fill()},function(){return n.renderer.request_render()}),h.visuals.line.doit&&(h.visuals.line.set_vectorize(t,e),t.beginPath(),t.rect(r[e],s[e],o[e]-r[e],a[e]-s[e]),t.stroke())},h=this,u=0,c=e;u<c.length;u++){var _=c[u];l(_)}},e.prototype._clamp_viewport=function(){for(var t=this.renderer.plot_view.frame.bbox.h_range,e=this.renderer.plot_view.frame.bbox.v_range,i=this.stop.length,n=0;n<i;n++)this.stop[n]=Math.max(this.stop[n],e.start),this.sbottom[n]=Math.min(this.sbottom[n],e.end),this.sleft[n]=Math.max(this.sleft[n],t.start),this.sright[n]=Math.min(this.sright[n],t.end)},e.prototype._hit_rect=function(t){return this._hit_rect_against_index(t)},e.prototype._hit_point=function(t){var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=this.index.indices({minX:n,minY:r,maxX:n,maxY:r}),s=a.create_empty_hit_test_result();return s.indices=o,s},e.prototype._hit_span=function(t){var e,i=t.sx,n=t.sy;if(\"v\"==t.direction){var r=this.renderer.yscale.invert(n),o=this.renderer.plot_view.frame.bbox.h_range,s=this.renderer.xscale.r_invert(o.start,o.end),l=s[0],h=s[1];e=this.index.indices({minX:l,minY:r,maxX:h,maxY:r})}else{var u=this.renderer.xscale.invert(i),c=this.renderer.plot_view.frame.bbox.v_range,_=this.renderer.yscale.r_invert(c.start,c.end),p=_[0],d=_[1];e=this.index.indices({minX:u,minY:p,maxX:u,maxY:d})}var f=a.create_empty_hit_test_result();return f.indices=e,f},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_area_legend(this.visuals,t,e,i)},e}(o.GlyphView);i.BoxView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Box\",this.mixins([\"line\",\"fill\",\"hatch\"])},e}(o.Glyph);i.Box=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.XYGlyphView);i.CenterRotatableView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CenterRotatable\",this.mixins([\"line\",\"fill\"]),this.define({angle:[o.AngleSpec,0],width:[o.DistanceSpec],height:[o.DistanceSpec]})},e}(r.XYGlyph);i.CenterRotatable=a,a.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(9),s=t(18),a=t(24),l=t(25),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){if(null!=this._radius)if(\"data\"==this.model.properties.radius.spec.units){var t=this.model.properties.radius_dimension.spec.value;switch(t){case\"x\":this.sradius=this.sdist(this.renderer.xscale,this._x,this._radius);break;case\"y\":this.sradius=this.sdist(this.renderer.yscale,this._y,this._radius);break;case\"max\":var e=this.sdist(this.renderer.xscale,this._x,this._radius),i=this.sdist(this.renderer.yscale,this._y,this._radius);this.sradius=l.map(e,function(t,e){return Math.max(t,i[e])});break;case\"min\":var e=this.sdist(this.renderer.xscale,this._x,this._radius),n=this.sdist(this.renderer.yscale,this._y,this._radius);this.sradius=l.map(e,function(t,e){return Math.min(t,n[e])})}}else this.sradius=this._radius,this.max_size=2*this.max_radius;else this.sradius=l.map(this._size,function(t){return t/2})},e.prototype._mask_data=function(){var t,e,i,n,r,s,a,l,h=this.renderer.plot_view.frame.bbox.ranges,u=h[0],c=h[1];if(null!=this._radius&&\"data\"==this.model.properties.radius.units){var _=u.start,p=u.end;t=this.renderer.xscale.r_invert(_,p),r=t[0],a=t[1],r-=this.max_radius,a+=this.max_radius;var d=c.start,f=c.end;e=this.renderer.yscale.r_invert(d,f),s=e[0],l=e[1],s-=this.max_radius,l+=this.max_radius}else{var _=u.start-this.max_size,p=u.end+this.max_size;i=this.renderer.xscale.r_invert(_,p),r=i[0],a=i[1];var d=c.start-this.max_size,f=c.end+this.max_size;n=this.renderer.yscale.r_invert(d,f),s=n[0],l=n[1]}var v=o.validate_bbox_coords([r,a],[s,l]);return this.index.indices(v)},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.sradius,s=0,a=e;s<a.length;s++){var l=a[s];isNaN(n[l]+r[l]+o[l])||(t.beginPath(),t.arc(n[l],r[l],o[l],0,2*Math.PI,!1),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,l),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,l),t.stroke()))}},e.prototype._hit_point=function(t){var e,i,n,r,s,a,l,h,u,c,_,p,d,f,v,m,g=t.sx,y=t.sy,b=this.renderer.xscale.invert(g),x=this.renderer.yscale.invert(y);null!=this._radius&&\"data\"==this.model.properties.radius.units?(d=b-this.max_radius,f=b+this.max_radius,v=x-this.max_radius,m=x+this.max_radius):(u=g-this.max_size,c=g+this.max_size,e=this.renderer.xscale.r_invert(u,c),d=e[0],f=e[1],i=[Math.min(d,f),Math.max(d,f)],d=i[0],f=i[1],_=y-this.max_size,p=y+this.max_size,n=this.renderer.yscale.r_invert(_,p),v=n[0],m=n[1],r=[Math.min(v,m),Math.max(v,m)],v=r[0],m=r[1]);var w=o.validate_bbox_coords([d,f],[v,m]),k=this.index.indices(w),T=[];if(null!=this._radius&&\"data\"==this.model.properties.radius.units)for(var C=0,S=k;C<S.length;C++){var A=S[C];h=Math.pow(this.sradius[A],2),s=this.renderer.xscale.r_compute(b,this._x[A]),u=s[0],c=s[1],a=this.renderer.yscale.r_compute(x,this._y[A]),_=a[0],p=a[1],(l=Math.pow(u-c,2)+Math.pow(_-p,2))<=h&&T.push([A,l])}else for(var M=0,E=k;M<E.length;M++){var A=E[M];h=Math.pow(this.sradius[A],2),(l=Math.pow(this.sx[A]-g,2)+Math.pow(this.sy[A]-y,2))<=h&&T.push([A,l])}return o.create_hit_test_result_from_hits(T)},e.prototype._hit_span=function(t){var e,i,n,r,s,a,l,h,u,c=t.sx,_=t.sy,p=this.bounds(),d=p.minX,f=p.minY,v=p.maxX,m=p.maxY,g=o.create_empty_hit_test_result();if(\"h\"==t.direction){var y=void 0,b=void 0;h=f,u=m,null!=this._radius&&\"data\"==this.model.properties.radius.units?(y=c-this.max_radius,b=c+this.max_radius,e=this.renderer.xscale.r_invert(y,b),a=e[0],l=e[1]):(s=this.max_size/2,y=c-s,b=c+s,i=this.renderer.xscale.r_invert(y,b),a=i[0],l=i[1])}else{var x=void 0,w=void 0;a=d,l=v,null!=this._radius&&\"data\"==this.model.properties.radius.units?(x=_-this.max_radius,w=_+this.max_radius,n=this.renderer.yscale.r_invert(x,w),h=n[0],u=n[1]):(s=this.max_size/2,x=_-s,w=_+s,r=this.renderer.yscale.r_invert(x,w),h=r[0],u=r[1])}var k=o.validate_bbox_coords([a,l],[h,u]),T=this.index.indices(k);return g.indices=T,g},e.prototype._hit_rect=function(t){var e=t.sx0,i=t.sx1,n=t.sy0,r=t.sy1,s=this.renderer.xscale.r_invert(e,i),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(n,r),u=h[0],c=h[1],_=o.validate_bbox_coords([a,l],[u,c]),p=o.create_empty_hit_test_result();return p.indices=this.index.indices(_),p},e.prototype._hit_poly=function(t){for(var e=t.sx,i=t.sy,n=a.range(0,this.sx.length),r=[],s=0,l=n.length;s<l;s++){var h=n[s];o.point_in_poly(this.sx[s],this.sy[s],e,i)&&r.push(h)}var u=o.create_empty_hit_test_result();return u.indices=r,u},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.y0,o=e.x1,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+o)/2;var h=new Array(a);h[i]=(r+s)/2;var u=new Array(a);u[i]=.2*Math.min(Math.abs(o-n),Math.abs(s-r)),this._render(t,[i],{sx:l,sy:h,sradius:u})},e}(r.XYGlyphView);i.CircleView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Circle\",this.prototype.default_view=h,this.mixins([\"line\",\"fill\"]),this.define({angle:[s.AngleSpec,0],size:[s.DistanceSpec,{units:\"screen\",value:4}],radius:[s.DistanceSpec],radius_dimension:[s.RadiusDimension,\"x\"]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.properties.radius.optional=!0},e}(r.XYGlyph);i.Circle=u,u.initClass()},function(t,e,i){var n=t(408),r=t(126),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.EllipseOvalView);i.EllipseView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Ellipse\",this.prototype.default_view=o},e}(r.EllipseOval);i.Ellipse=s,s.initClass()},function(t,e,i){var n=t(408),r=t(123),o=t(9),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._set_data=function(){this.max_w2=0,\"data\"==this.model.properties.width.units&&(this.max_w2=this.max_width/2),this.max_h2=0,\"data\"==this.model.properties.height.units&&(this.max_h2=this.max_height/2)},e.prototype._map_data=function(){\"data\"==this.model.properties.width.units?this.sw=this.sdist(this.renderer.xscale,this._x,this._width,\"center\"):this.sw=this._width,\"data\"==this.model.properties.height.units?this.sh=this.sdist(this.renderer.yscale,this._y,this._height,\"center\"):this.sh=this._height},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.sw,s=i.sh,a=i._angle,l=0,h=e;l<h.length;l++){var u=h[l];isNaN(n[u]+r[u]+o[u]+s[u]+a[u])||(t.beginPath(),t.ellipse(n[u],r[u],o[u]/2,s[u]/2,a[u],0,2*Math.PI),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,u),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,u),t.stroke()))}},e.prototype._hit_point=function(t){var e,i,n,r,s,a,l,h,u,c,_,p,d,f=t.sx,v=t.sy,m=this.renderer.xscale.invert(f),g=this.renderer.yscale.invert(v);\"data\"==this.model.properties.width.units?(s=m-this.max_width,a=m+this.max_width):(c=f-this.max_width,_=f+this.max_width,e=this.renderer.xscale.r_invert(c,_),s=e[0],a=e[1]),\"data\"==this.model.properties.height.units?(l=g-this.max_height,h=g+this.max_height):(p=v-this.max_height,d=v+this.max_height,i=this.renderer.yscale.r_invert(p,d),l=i[0],h=i[1]);for(var y=o.validate_bbox_coords([s,a],[l,h]),b=this.index.indices(y),x=[],w=0,k=b;w<k.length;w++){var T=k[w];o.point_in_ellipse(f,v,this._angle[T],this.sh[T]/2,this.sw[T]/2,this.sx[T],this.sy[T])&&(n=this.renderer.xscale.r_compute(m,this._x[T]),c=n[0],_=n[1],r=this.renderer.yscale.r_compute(g,this._y[T]),p=r[0],d=r[1],u=Math.pow(c-_,2)+Math.pow(p-d,2),x.push([T,u]))}return o.create_hit_test_result_from_hits(x)},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.y0,o=e.x1,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+o)/2;var h=new Array(a);h[i]=(r+s)/2;var u=this.sw[i]/this.sh[i],c=.8*Math.min(Math.abs(o-n),Math.abs(s-r)),_=new Array(a),p=new Array(a);u>1?(_[i]=c,p[i]=c/u):(_[i]=c*u,p[i]=c),this._render(t,[i],{sx:l,sy:h,sw:_,sh:p,_angle:[0]})},e.prototype._bounds=function(t){var e=t.minX,i=t.maxX,n=t.minY,r=t.maxY;return{minX:e-this.max_w2,maxX:i+this.max_w2,minY:n-this.max_h2,maxY:r+this.max_h2}},e}(r.CenterRotatableView);i.EllipseOvalView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"EllipseOval\"},e}(r.CenterRotatable);i.EllipseOval=a,a.initClass()},function(t,e,i){var n=t(408),r=t(9),o=t(18),s=t(27),a=t(36),l=t(51),h=t(50),u=t(62),c=t(17),_=t(25),p=t(35),d=t(46),f=t(136),v=t(192),m=function(e){function i(){var t=null!==e&&e.apply(this,arguments)||this;return t._nohit_warned={},t}return n.__extends(i,e),Object.defineProperty(i.prototype,\"renderer\",{get:function(){return this.parent},enumerable:!0,configurable:!0}),i.prototype.initialize=function(){e.prototype.initialize.call(this),this._nohit_warned={},this.visuals=new l.Visuals(this.model);var i=this.renderer.plot_view.gl;if(null!=i){var n=null;try{n=t(474)}catch(t){if(\"MODULE_NOT_FOUND\"!==t.code)throw t;c.logger.warn(\"WebGL was requested and is supported, but bokeh-gl(.min).js is not available, falling back to 2D rendering.\")}if(null!=n){var r=n[this.model.type+\"GLGlyph\"];null!=r&&(this.glglyph=new r(i.ctx,this))}}},i.prototype.set_visuals=function(t){this.visuals.warm_cache(t),null!=this.glglyph&&this.glglyph.set_visuals_changed()},i.prototype.render=function(t,e,i){t.beginPath(),null!=this.glglyph&&this.glglyph.render(t,e,i)||this._render(t,e,i)},i.prototype.has_finished=function(){return!0},i.prototype.notify_finished=function(){this.renderer.notify_finished()},i.prototype._bounds=function(t){return t},i.prototype.bounds=function(){return this._bounds(this.index.bbox)},i.prototype.log_bounds=function(){for(var t=s.empty(),e=this.index.search(s.positive_x()),i=0,n=e;i<n.length;i++){var r=n[i];r.minX<t.minX&&(t.minX=r.minX),r.maxX>t.maxX&&(t.maxX=r.maxX)}for(var o=this.index.search(s.positive_y()),a=0,l=o;a<l.length;a++){var h=l[a];h.minY<t.minY&&(t.minY=h.minY),h.maxY>t.maxY&&(t.maxY=h.maxY)}return this._bounds(t)},i.prototype.get_anchor_point=function(t,e,i){var n=i[0],r=i[1];switch(t){case\"center\":return{x:this.scenterx(e,n,r),y:this.scentery(e,n,r)};default:return null}},i.prototype.sdist=function(t,e,i,n,r){var o,s;void 0===n&&(n=\"edge\"),void 0===r&&(r=!1);var a=e.length;if(\"center\"==n){var l=_.map(i,function(t){return t/2});o=new Float64Array(a);for(var h=0;h<a;h++)o[h]=e[h]-l[h];s=new Float64Array(a);for(var h=0;h<a;h++)s[h]=e[h]+l[h]}else{o=e,s=new Float64Array(a);for(var h=0;h<a;h++)s[h]=o[h]+i[h]}var u=t.v_compute(o),c=t.v_compute(s);return r?_.map(u,function(t,e){return Math.ceil(Math.abs(c[e]-u[e]))}):_.map(u,function(t,e){return Math.abs(c[e]-u[e])})},i.prototype.draw_legend_for_index=function(t,e,i){},i.prototype.hit_test=function(t){var e=null,i=\"_hit_\"+t.type;return null!=this[i]?e=this[i](t):null==this._nohit_warned[t.type]&&(c.logger.debug(\"'\"+t.type+\"' selection not available for \"+this.model.type),this._nohit_warned[t.type]=!0),e},i.prototype._hit_rect_against_index=function(t){var e=t.sx0,i=t.sx1,n=t.sy0,o=t.sy1,s=this.renderer.xscale.r_invert(e,i),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(n,o),u=h[0],c=h[1],_=r.validate_bbox_coords([a,l],[u,c]),p=r.create_empty_hit_test_result();return p.indices=this.index.indices(_),p},i.prototype.set_data=function(t,e,i){var n,r,o,s,l=this.model.materialize_dataspecs(t);if(this.visuals.set_all_indices(e),e&&!(this instanceof f.LineView)){var h={},u=function(t){var i=l[t];\"_\"===t.charAt(0)?h[t]=e.map(function(t){return i[t]}):h[t]=i};for(var c in l)u(c);l=h}if(p.extend(this,l),this.renderer.plot_view.model.use_map&&(null!=this._x&&(n=a.project_xy(this._x,this._y),this._x=n[0],this._y=n[1]),null!=this._xs&&(r=a.project_xsys(this._xs,this._ys),this._xs=r[0],this._ys=r[1]),null!=this._x0&&(o=a.project_xy(this._x0,this._y0),this._x0=o[0],this._y0=o[1]),null!=this._x1&&(s=a.project_xy(this._x1,this._y1),this._x1=s[0],this._y1=s[1])),null!=this.renderer.plot_view.frame.x_ranges)for(var d=this.renderer.plot_view.frame.x_ranges[this.model.x_range_name],m=this.renderer.plot_view.frame.y_ranges[this.model.y_range_name],g=0,y=this.model._coords;g<y.length;g++){var b=y[g],x=b[0],w=b[1];x=\"_\"+x,w=\"_\"+w,null!=this._xs?(d instanceof v.FactorRange&&(this[x]=_.map(this[x],function(t){return d.v_synthetic(t)})),m instanceof v.FactorRange&&(this[w]=_.map(this[w],function(t){return m.v_synthetic(t)}))):(d instanceof v.FactorRange&&(this[x]=d.v_synthetic(this[x])),m instanceof v.FactorRange&&(this[w]=m.v_synthetic(this[w])))}null!=this.glglyph&&this.glglyph.set_data_changed(this._x.length),this._set_data(i),this.index_data()},i.prototype._set_data=function(t){},i.prototype.index_data=function(){this.index=this._index_data()},i.prototype.mask_data=function(t){return null!=this.glglyph||null==this._mask_data?t:this._mask_data()},i.prototype.map_data=function(){for(var t,e=0,i=this.model._coords;e<i.length;e++){var n=i[e],r=n[0],o=n[1],s=\"s\"+r,a=\"s\"+o;if(o=\"_\"+o,null!=this[r=\"_\"+r]&&(d.isArray(this[r][0])||d.isTypedArray(this[r][0]))){var l=this[r].length;this[s]=new Array(l),this[a]=new Array(l);for(var h=0;h<l;h++){var u=this.map_to_screen(this[r][h],this[o][h]),c=u[0],_=u[1];this[s][h]=c,this[a][h]=_}}else t=this.map_to_screen(this[r],this[o]),this[s]=t[0],this[a]=t[1]}this._map_data()},i.prototype._map_data=function(){},i.prototype.map_to_screen=function(t,e){return this.renderer.plot_view.map_to_screen(t,e,this.model.x_range_name,this.model.y_range_name)},i}(h.View);i.GlyphView=m;var g=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Glyph\",this.prototype._coords=[],this.internal({x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]})},e.coords=function(t){var e=this.prototype._coords.concat(t);this.prototype._coords=e;for(var i={},n=0,r=t;n<r.length;n++){var s=r[n],a=s[0],l=s[1];i[a]=[o.CoordinateSpec],i[l]=[o.CoordinateSpec]}this.define(i)},e}(u.Model);i.Glyph=g,g.initClass()},function(t,e,i){var n=t(408),r=t(120),o=t(39),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x1.length;e<i;e++){var n=this._x1[e],r=this._x2[e],s=this._y[e];!isNaN(n+r+s)&&isFinite(n+r+s)&&t.push({minX:Math.min(n,r),minY:s,maxX:Math.max(n,r),maxY:s,i:e})}return new o.SpatialIndex(t)},e.prototype._inner=function(t,e,i,n,r){t.beginPath();for(var o=0,s=e.length;o<s;o++)t.lineTo(e[o],n[o]);for(var a=i.length-1,o=a;o>=0;o--)t.lineTo(i[o],n[o]);t.closePath(),r.call(t)},e.prototype._render=function(t,e,i){var n=this,r=i.sx1,o=i.sx2,s=i.sy;this.visuals.fill.doit&&(this.visuals.fill.set_value(t),this._inner(t,r,o,s,t.fill)),this.visuals.hatch.doit2(t,0,function(){return n._inner(t,r,o,s,t.fill)},function(){return n.renderer.request_render()})},e.prototype.scenterx=function(t){return(this.sx1[t]+this.sx2[t])/2},e.prototype.scentery=function(t){return this.sy[t]},e.prototype._map_data=function(){this.sx1=this.renderer.xscale.v_compute(this._x1),this.sx2=this.renderer.xscale.v_compute(this._x2),this.sy=this.renderer.yscale.v_compute(this._y)},e}(r.AreaView);i.HAreaView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HArea\",this.prototype.default_view=a,this.define({x1:[s.CoordinateSpec],x2:[s.CoordinateSpec],y:[s.CoordinateSpec]})},e}(r.Area);i.HArea=l,l.initClass()},function(t,e,i){var n=t(408),r=t(122),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.scenterx=function(t){return(this.sleft[t]+this.sright[t])/2},e.prototype.scentery=function(t){return this.sy[t]},e.prototype._index_data=function(){return this._index_box(this._y.length)},e.prototype._lrtb=function(t){var e=Math.min(this._left[t],this._right[t]),i=Math.max(this._left[t],this._right[t]),n=this._y[t]+.5*this._height[t],r=this._y[t]-.5*this._height[t];return[e,i,n,r]},e.prototype._map_data=function(){this.sy=this.renderer.yscale.v_compute(this._y),this.sh=this.sdist(this.renderer.yscale,this._y,this._height,\"center\"),this.sleft=this.renderer.xscale.v_compute(this._left),this.sright=this.renderer.xscale.v_compute(this._right);var t=this.sy.length;this.stop=new Float64Array(t),this.sbottom=new Float64Array(t);for(var e=0;e<t;e++)this.stop[e]=this.sy[e]-this.sh[e]/2,this.sbottom[e]=this.sy[e]+this.sh[e]/2;this._clamp_viewport()},e}(r.BoxView);i.HBarView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HBar\",this.prototype.default_view=s,this.coords([[\"left\",\"y\"]]),this.define({height:[o.DistanceSpec],right:[o.CoordinateSpec]}),this.override({left:0})},e}(r.Box);i.HBar=a,a.initClass()},function(t,e,i){var n=t(408),r=t(127),o=t(9),s=t(18),a=t(39),l=t(149),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.scenterx=function(t){return this.sx[t]},e.prototype.scentery=function(t){return this.sy[t]},e.prototype._set_data=function(){var t=this._q.length,e=this.model.size,i=this.model.aspect_scale;if(this._x=new Float64Array(t),this._y=new Float64Array(t),\"pointytop\"==this.model.orientation)for(var n=0;n<t;n++)this._x[n]=e*Math.sqrt(3)*(this._q[n]+this._r[n]/2)/i,this._y[n]=3*-e/2*this._r[n];else for(var n=0;n<t;n++)this._x[n]=3*e/2*this._q[n],this._y[n]=-e*Math.sqrt(3)*(this._r[n]+this._q[n]/2)*i},e.prototype._index_data=function(){var t,e=this.model.size,i=Math.sqrt(3)*e/2;\"flattop\"==this.model.orientation?(i=(t=[e,i])[0],e=t[1],e*=this.model.aspect_scale):i/=this.model.aspect_scale;for(var n=[],r=0;r<this._x.length;r++){var o=this._x[r],s=this._y[r];!isNaN(o+s)&&isFinite(o+s)&&n.push({minX:o-i,minY:s-e,maxX:o+i,maxY:s+e,i:r})}return new a.SpatialIndex(n)},e.prototype.map_data=function(){var t,e;t=this.map_to_screen(this._x,this._y),this.sx=t[0],this.sy=t[1],e=this._get_unscaled_vertices(),this.svx=e[0],this.svy=e[1]},e.prototype._get_unscaled_vertices=function(){var t=this.model.size,e=this.model.aspect_scale;if(\"pointytop\"==this.model.orientation){var i=this.renderer.yscale,n=this.renderer.xscale,r=Math.abs(i.compute(0)-i.compute(t)),o=Math.sqrt(3)/2*Math.abs(n.compute(0)-n.compute(t))/e,s=r/2,a=[0,-o,-o,0,o,o],l=[r,s,-s,-r,-s,s];return[a,l]}var i=this.renderer.xscale,n=this.renderer.yscale,r=Math.abs(i.compute(0)-i.compute(t)),o=Math.sqrt(3)/2*Math.abs(n.compute(0)-n.compute(t))*e,s=r/2,a=[r,s,-s,-r,-s,s],l=[0,-o,-o,0,o,o];return[a,l]},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.svx,s=i.svy,a=i._scale,l=0,h=e;l<h.length;l++){var u=h[l];if(!isNaN(n[u]+r[u]+a[u])){t.translate(n[u],r[u]),t.beginPath();for(var c=0;c<6;c++)t.lineTo(o[c]*a[u],s[c]*a[u]);t.closePath(),t.translate(-n[u],-r[u]),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,u),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,u),t.stroke())}}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),s=this.index.indices({minX:n,minY:r,maxX:n,maxY:r}),a=[],l=0,h=s;l<h.length;l++){var u=h[l];o.point_in_poly(e-this.sx[u],i-this.sy[u],this.svx,this.svy)&&a.push(u)}var c=o.create_empty_hit_test_result();return c.indices=a,c},e.prototype._hit_span=function(t){var e,i=t.sx,n=t.sy;if(\"v\"==t.direction){var r=this.renderer.yscale.invert(n),s=this.renderer.plot_view.frame.bbox.h_range,a=this.renderer.xscale.r_invert(s.start,s.end),l=a[0],h=a[1];e=this.index.indices({minX:l,minY:r,maxX:h,maxY:r})}else{var u=this.renderer.xscale.invert(i),c=this.renderer.plot_view.frame.bbox.v_range,_=this.renderer.yscale.r_invert(c.start,c.end),p=_[0],d=_[1];e=this.index.indices({minX:u,minY:p,maxX:u,maxY:d})}var f=o.create_empty_hit_test_result();return f.indices=e,f},e.prototype._hit_rect=function(t){var e=t.sx0,i=t.sx1,n=t.sy0,r=t.sy1,s=this.renderer.xscale.r_invert(e,i),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(n,r),u=h[0],c=h[1],_=o.validate_bbox_coords([a,l],[u,c]),p=o.create_empty_hit_test_result();return p.indices=this.index.indices(_),p},e.prototype.draw_legend_for_index=function(t,e,i){l.generic_area_legend(this.visuals,t,e,i)},e}(r.GlyphView);i.HexTileView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HexTile\",this.prototype.default_view=h,this.coords([[\"r\",\"q\"]]),this.mixins([\"line\",\"fill\"]),this.define({size:[s.Number,1],aspect_scale:[s.Number,1],scale:[s.NumberSpec,1],orientation:[s.HexTileOrientation,\"pointytop\"]}),this.override({line_color:null})},e}(r.Glyph);i.HexTile=u,u.initClass()},function(t,e,i){var n=t(408),r=t(132),o=t(178),s=t(18),a=t(24),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.connect(this.model.color_mapper.change,function(){return e._update_image()}),this.connect(this.model.properties.global_alpha.change,function(){return e.renderer.request_render()})},e.prototype._update_image=function(){null!=this.image_data&&(this._set_data(),this.renderer.plot_view.request_render())},e.prototype._set_data=function(){this._set_width_heigh_data();for(var t=this.model.color_mapper.rgba_mapper,e=0,i=this._image.length;e<i;e++){var n=void 0;if(null!=this._image_shape&&this._image_shape[e].length>0){n=this._image[e];var r=this._image_shape[e];this._height[e]=r[0],this._width[e]=r[1]}else{var o=this._image[e];n=a.concat(o),this._height[e]=o.length,this._width[e]=o[0].length}var s=t.v_compute(n);this._set_image_data_from_buffer(e,s)}},e.prototype._render=function(t,e,i){var n=i.image_data,r=i.sx,o=i.sy,s=i.sw,a=i.sh,l=t.getImageSmoothingEnabled();t.setImageSmoothingEnabled(!1),t.globalAlpha=this.model.global_alpha;for(var h=0,u=e;h<u.length;h++){var c=u[h];if(null!=n[c]&&!isNaN(r[c]+o[c]+s[c]+a[c])){var _=o[c];t.translate(0,_),t.scale(1,-1),t.translate(0,-_),t.drawImage(n[c],0|r[c],0|o[c],s[c],a[c]),t.translate(0,_),t.scale(1,-1),t.translate(0,-_)}}t.setImageSmoothingEnabled(l)},e}(r.ImageBaseView);i.ImageView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Image\",this.prototype.default_view=l,this.define({color_mapper:[s.Instance,function(){return new o.LinearColorMapper({palette:[\"#000000\",\"#252525\",\"#525252\",\"#737373\",\"#969696\",\"#bdbdbd\",\"#d9d9d9\",\"#f0f0f0\",\"#ffffff\"]})}]})},e}(r.ImageBase);i.Image=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(18),s=t(9),a=t(39),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){},e.prototype._index_data=function(){for(var t=[],e=0,i=this._x.length;e<i;e++){var n=this._lrtb(e),r=n[0],o=n[1],s=n[2],l=n[3];!isNaN(r+o+s+l)&&isFinite(r+o+s+l)&&t.push({minX:r,minY:l,maxX:o,maxY:s,i:e})}return new a.SpatialIndex(t)},e.prototype._lrtb=function(t){var e=this.renderer.xscale.source_range,i=this._x[t],n=e.is_reversed?i-this._dw[t]:i+this._dw[t],r=this.renderer.yscale.source_range,o=this._y[t],s=r.is_reversed?o-this._dh[t]:o+this._dh[t],a=i<n?[i,n]:[n,i],l=a[0],h=a[1],u=o<s?[o,s]:[s,o],c=u[0],_=u[1];return[l,h,_,c]},e.prototype._set_width_heigh_data=function(){null!=this.image_data&&this.image_data.length==this._image.length||(this.image_data=new Array(this._image.length)),null!=this._width&&this._width.length==this._image.length||(this._width=new Array(this._image.length)),null!=this._height&&this._height.length==this._image.length||(this._height=new Array(this._image.length))},e.prototype._get_or_create_canvas=function(t){var e=this.image_data[t];if(null!=e&&e.width==this._width[t]&&e.height==this._height[t])return e;var i=document.createElement(\"canvas\");return i.width=this._width[t],i.height=this._height[t],i},e.prototype._set_image_data_from_buffer=function(t,e){var i=this._get_or_create_canvas(t),n=i.getContext(\"2d\"),r=n.getImageData(0,0,this._width[t],this._height[t]);r.data.set(e),n.putImageData(r,0,0),this.image_data[t]=i},e.prototype._map_data=function(){switch(this.model.properties.dw.units){case\"data\":this.sw=this.sdist(this.renderer.xscale,this._x,this._dw,\"edge\",this.model.dilate);break;case\"screen\":this.sw=this._dw}switch(this.model.properties.dh.units){case\"data\":this.sh=this.sdist(this.renderer.yscale,this._y,this._dh,\"edge\",this.model.dilate);break;case\"screen\":this.sh=this._dh}},e.prototype._image_index=function(t,e,i){var n=this._lrtb(t),r=n[0],o=n[1],s=n[2],a=n[3],l=this._width[t],h=this._height[t],u=(o-r)/l,c=(s-a)/h,_=Math.floor((e-r)/u),p=Math.floor((i-a)/c);return{index:t,dim1:_,dim2:p,flat_index:p*l+_}},e.prototype._hit_point=function(t){var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=s.validate_bbox_coords([n,n],[r,r]),a=this.index.indices(o),l=s.create_empty_hit_test_result();l.image_indices=[];for(var h=0,u=a;h<u.length;h++){var c=u[h];e!=1/0&&i!=1/0&&l.image_indices.push(this._image_index(c,n,r))}return l},e}(r.XYGlyphView);i.ImageBaseView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ImageBase\",this.prototype.default_view=l,this.define({image:[o.NumberSpec],dw:[o.DistanceSpec],dh:[o.DistanceSpec],dilate:[o.Boolean,!1],global_alpha:[o.Number,1]})},e}(r.XYGlyph);i.ImageBase=h,h.initClass()},function(t,e,i){var n=t(408),r=t(132),o=t(24),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.connect(this.model.properties.global_alpha.change,function(){return e.renderer.request_render()})},e.prototype._set_data=function(t){this._set_width_heigh_data();for(var e=0,i=this._image.length;e<i;e++)if(!(null!=t&&t.indexOf(e)<0)){var n=void 0;if(null!=this._image_shape&&this._image_shape[e].length>0){n=this._image[e].buffer;var r=this._image_shape[e];this._height[e]=r[0],this._width[e]=r[1]}else{var s=this._image[e],a=o.concat(s);n=new ArrayBuffer(4*a.length);for(var l=new Uint32Array(n),h=0,u=a.length;h<u;h++)l[h]=a[h];this._height[e]=s.length,this._width[e]=s[0].length}var c=new Uint8Array(n);this._set_image_data_from_buffer(e,c)}},e.prototype._render=function(t,e,i){var n=i.image_data,r=i.sx,o=i.sy,s=i.sw,a=i.sh,l=t.getImageSmoothingEnabled();t.setImageSmoothingEnabled(!1),t.globalAlpha=this.model.global_alpha;for(var h=0,u=e;h<u.length;h++){var c=u[h];if(!isNaN(r[c]+o[c]+s[c]+a[c])){var _=o[c];t.translate(0,_),t.scale(1,-1),t.translate(0,-_),t.drawImage(n[c],0|r[c],0|o[c],s[c],a[c]),t.translate(0,_),t.scale(1,-1),t.translate(0,-_)}}t.setImageSmoothingEnabled(l)},e}(r.ImageBaseView);i.ImageRGBAView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ImageRGBA\",this.prototype.default_view=s},e}(r.ImageBase);i.ImageRGBA=a,a.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(17),s=t(18),a=t(25),l=t(39),h=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._images_rendered=!1,e}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.connect(this.model.properties.global_alpha.change,function(){return e.renderer.request_render()})},e.prototype._index_data=function(){return new l.SpatialIndex([])},e.prototype._set_data=function(){var t=this;null!=this.image&&this.image.length==this._url.length||(this.image=a.map(this._url,function(){return null}));var e=this.model,i=e.retry_attempts,n=e.retry_timeout;this.retries=a.map(this._url,function(){return i});for(var r=function(e,r){var a=s._url[e];if(null==a||\"\"==a)return\"continue\";var l=new Image;l.onerror=function(){t.retries[e]>0?(o.logger.trace(\"ImageURL failed to load \"+a+\" image, retrying in \"+n+\" ms\"),setTimeout(function(){return l.src=a},n)):o.logger.warn(\"ImageURL unable to load \"+a+\" image after \"+i+\" retries\"),t.retries[e]-=1},l.onload=function(){t.image[e]=l,t.renderer.request_render()},l.src=a},s=this,l=0,h=this._url.length;l<h;l++)r(l,h);for(var u=\"data\"==this.model.properties.w.units,c=\"data\"==this.model.properties.h.units,_=this._x.length,p=new Array(u?2*_:_),d=new Array(c?2*_:_),l=0;l<_;l++)p[l]=this._x[l],d[l]=this._y[l];if(u)for(var l=0;l<_;l++)p[_+l]=this._x[l]+this._w[l];if(c)for(var l=0;l<_;l++)d[_+l]=this._y[l]+this._h[l];var f=a.min(p),v=a.max(p),m=a.min(d),g=a.max(d);this._bounds_rect={minX:f,maxX:v,minY:m,maxY:g}},e.prototype.has_finished=function(){return t.prototype.has_finished.call(this)&&1==this._images_rendered},e.prototype._map_data=function(){var t=null!=this.model.w?this._w:a.map(this._x,function(){return NaN}),e=null!=this.model.h?this._h:a.map(this._x,function(){return NaN});switch(this.model.properties.w.units){case\"data\":this.sw=this.sdist(this.renderer.xscale,this._x,t,\"edge\",this.model.dilate);break;case\"screen\":this.sw=t}switch(this.model.properties.h.units){case\"data\":this.sh=this.sdist(this.renderer.yscale,this._y,e,\"edge\",this.model.dilate);break;case\"screen\":this.sh=e}},e.prototype._render=function(t,e,i){var n=i.image,r=i.sx,o=i.sy,s=i.sw,a=i.sh,l=i._angle,h=this.renderer.plot_view.frame;t.rect(h._left.value+1,h._top.value+1,h._width.value-2,h._height.value-2),t.clip();for(var u=!0,c=0,_=e;c<_.length;c++){var p=_[c];if(!isNaN(r[p]+o[p]+l[p])){var d=n[p];null!=d?this._render_image(t,p,d,r,o,s,a,l):u=!1}}u&&!this._images_rendered&&(this._images_rendered=!0,this.notify_finished())},e.prototype._final_sx_sy=function(t,e,i,n,r){switch(t){case\"top_left\":return[e,i];case\"top_center\":return[e-n/2,i];case\"top_right\":return[e-n,i];case\"center_right\":return[e-n,i-r/2];case\"bottom_right\":return[e-n,i-r];case\"bottom_center\":return[e-n/2,i-r];case\"bottom_left\":return[e,i-r];case\"center_left\":return[e,i-r/2];case\"center\":return[e-n/2,i-r/2]}},e.prototype._render_image=function(t,e,i,n,r,o,s,a){isNaN(o[e])&&(o[e]=i.width),isNaN(s[e])&&(s[e]=i.height);var l=this.model.anchor,h=this._final_sx_sy(l,n[e],r[e],o[e],s[e]),u=h[0],c=h[1];t.save(),t.globalAlpha=this.model.global_alpha,a[e]?(t.translate(u,c),t.rotate(a[e]),t.drawImage(i,0,0,o[e],s[e]),t.rotate(-a[e]),t.translate(-u,-c)):t.drawImage(i,u,c,o[e],s[e]),t.restore()},e.prototype.bounds=function(){return this._bounds_rect},e}(r.XYGlyphView);i.ImageURLView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ImageURL\",this.prototype.default_view=h,this.define({url:[s.StringSpec],anchor:[s.Anchor,\"top_left\"],global_alpha:[s.Number,1],angle:[s.AngleSpec,0],w:[s.DistanceSpec],h:[s.DistanceSpec],dilate:[s.Boolean,!1],retry_attempts:[s.Number,0],retry_timeout:[s.Number,0]})},e}(r.XYGlyph);i.ImageURL=u,u.initClass()},function(t,e,i){var n=t(117);i.AnnularWedge=n.AnnularWedge;var r=t(118);i.Annulus=r.Annulus;var o=t(119);i.Arc=o.Arc;var s=t(121);i.Bezier=s.Bezier;var a=t(124);i.Circle=a.Circle;var l=t(123);i.CenterRotatable=l.CenterRotatable;var h=t(125);i.Ellipse=h.Ellipse;var u=t(126);i.EllipseOval=u.EllipseOval;var c=t(127);i.Glyph=c.Glyph;var _=t(128);i.HArea=_.HArea;var p=t(129);i.HBar=p.HBar;var d=t(130);i.HexTile=d.HexTile;var f=t(131);i.Image=f.Image;var v=t(133);i.ImageRGBA=v.ImageRGBA;var m=t(134);i.ImageURL=m.ImageURL;var g=t(136);i.Line=g.Line;var y=t(137);i.MultiLine=y.MultiLine;var b=t(138);i.MultiPolygons=b.MultiPolygons;var x=t(139);i.Oval=x.Oval;var w=t(140);i.Patch=w.Patch;var k=t(141);i.Patches=k.Patches;var T=t(142);i.Quad=T.Quad;var C=t(143);i.Quadratic=C.Quadratic;var S=t(144);i.Ray=S.Ray;var A=t(145);i.Rect=A.Rect;var M=t(146);i.Segment=M.Segment;var E=t(147);i.Step=E.Step;var z=t(148);i.Text=z.Text;var O=t(150);i.VArea=O.VArea;var P=t(151);i.VBar=P.VBar;var j=t(152);i.Wedge=j.Wedge;var N=t(153);i.XYGlyph=N.XYGlyph},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(9),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=!1,s=null;this.visuals.line.set_value(t);for(var a=0,l=e;a<l.length;a++){var h=l[a];if(o){if(!isFinite(n[h]+r[h])){t.stroke(),t.beginPath(),o=!1,s=h;continue}null!=s&&h-s>1&&(t.stroke(),o=!1)}o?t.lineTo(n[h],r[h]):(t.beginPath(),t.moveTo(n[h],r[h]),o=!0),s=h}o&&t.stroke()},e.prototype._hit_point=function(t){for(var e=this,i=s.create_empty_hit_test_result(),n={x:t.sx,y:t.sy},r=9999,o=Math.max(2,this.visuals.line.line_width.value()/2),a=0,l=this.sx.length-1;a<l;a++){var h={x:this.sx[a],y:this.sy[a]},u={x:this.sx[a+1],y:this.sy[a+1]},c=s.dist_to_segment(n,h,u);c<o&&c<r&&(r=c,i.add_to_selected_glyphs(this.model),i.get_view=function(){return e},i.line_indices=[a])}return i},e.prototype._hit_span=function(t){var e,i,n=this,r=t.sx,o=t.sy,a=s.create_empty_hit_test_result();\"v\"==t.direction?(e=this.renderer.yscale.invert(o),i=this._y):(e=this.renderer.xscale.invert(r),i=this._x);for(var l=0,h=i.length-1;l<h;l++)(i[l]<=e&&e<=i[l+1]||i[l+1]<=e&&e<=i[l])&&(a.add_to_selected_glyphs(this.model),a.get_view=function(){return n},a.line_indices.push(l));return a},e.prototype.get_interpolation_hit=function(t,e){var i=[this._x[t],this._y[t],this._x[t+1],this._y[t+1]],n=i[0],r=i[1],s=i[2],a=i[3];return o.line_interpolation(this.renderer,e,n,r,s,a)},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_line_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.LineView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Line\",this.prototype.default_view=a,this.mixins([\"line\"])},e}(r.XYGlyph);i.Line=l,l.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(9),s=t(35),a=t(24),l=t(46),h=t(127),u=t(149),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._xs.length;e<i;e++)if(null!=this._xs[e]&&0!==this._xs[e].length){for(var n=this._xs[e],o=[],s=0,h=n.length;s<h;s++){var u=n[s];l.isStrictNaN(u)||o.push(u)}for(var c=this._ys[e],_=[],s=0,h=c.length;s<h;s++){var p=c[s];l.isStrictNaN(p)||_.push(p)}var d=[a.min(o),a.max(o)],f=d[0],v=d[1],m=[a.min(_),a.max(_)],g=m[0],y=m[1];t.push({minX:f,minY:g,maxX:v,maxY:y,i:e})}return new r.SpatialIndex(t)},e.prototype._render=function(t,e,i){for(var n=i.sxs,r=i.sys,o=0,s=e;o<s.length;o++){var a=s[o],l=[n[a],r[a]],h=l[0],u=l[1];this.visuals.line.set_vectorize(t,a);for(var c=0,_=h.length;c<_;c++)0!=c?isNaN(h[c])||isNaN(u[c])?(t.stroke(),t.beginPath()):t.lineTo(h[c],u[c]):(t.beginPath(),t.moveTo(h[c],u[c]));t.stroke()}},e.prototype._hit_point=function(t){for(var e=o.create_empty_hit_test_result(),i={x:t.sx,y:t.sy},n=9999,r={},a=0,l=this.sxs.length;a<l;a++){for(var h=Math.max(2,this.visuals.line.cache_select(\"line_width\",a)/2),u=null,c=0,_=this.sxs[a].length-1;c<_;c++){var p={x:this.sxs[a][c],y:this.sys[a][c]},d={x:this.sxs[a][c+1],y:this.sys[a][c+1]},f=o.dist_to_segment(i,p,d);f<h&&f<n&&(n=f,u=[c])}u&&(r[a]=u)}return e.indices=s.keys(r).map(function(t){return parseInt(t,10)}),e.multiline_indices=r,e},e.prototype._hit_span=function(t){var e,i,n=t.sx,r=t.sy,a=o.create_empty_hit_test_result();\"v\"===t.direction?(e=this.renderer.yscale.invert(r),i=this._ys):(e=this.renderer.xscale.invert(n),i=this._xs);for(var l={},h=0,u=i.length;h<u;h++){for(var c=[],_=0,p=i[h].length-1;_<p;_++)i[h][_]<=e&&e<=i[h][_+1]&&c.push(_);c.length>0&&(l[h]=c)}return a.indices=s.keys(l).map(function(t){return parseInt(t,10)}),a.multiline_indices=l,a},e.prototype.get_interpolation_hit=function(t,e,i){var n=[this._xs[t][e],this._ys[t][e],this._xs[t][e+1],this._ys[t][e+1]],r=n[0],o=n[1],s=n[2],a=n[3];return u.line_interpolation(this.renderer,i,r,o,s,a)},e.prototype.draw_legend_for_index=function(t,e,i){u.generic_line_legend(this.visuals,t,e,i)},e.prototype.scenterx=function(){throw new Error(\"not implemented\")},e.prototype.scentery=function(){throw new Error(\"not implemented\")},e}(h.GlyphView);i.MultiLineView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MultiLine\",this.prototype.default_view=c,this.coords([[\"xs\",\"ys\"]]),this.mixins([\"line\"])},e}(h.Glyph);i.MultiLine=_,_.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149),a=t(24),l=t(25),h=t(9),u=t(46),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._xs.length;e<i;e++)for(var n=0,o=this._xs[e].length;n<o;n++){var s=this._xs[e][n][0],l=this._ys[e][n][0];0!=s.length&&t.push({minX:a.min(s),minY:a.min(l),maxX:a.max(s),maxY:a.max(l),i:e})}return this.hole_index=this._index_hole_data(),new r.SpatialIndex(t)},e.prototype._index_hole_data=function(){for(var t=[],e=0,i=this._xs.length;e<i;e++)for(var n=0,o=this._xs[e].length;n<o;n++)if(this._xs[e][n].length>1)for(var s=1,l=this._xs[e][n].length;s<l;s++){var h=this._xs[e][n][s],u=this._ys[e][n][s];0!=h.length&&t.push({minX:a.min(h),minY:a.min(u),maxX:a.max(h),maxY:a.max(u),i:e})}return new r.SpatialIndex(t)},e.prototype._mask_data=function(){var t=this.renderer.plot_view.frame.x_ranges.default,e=[t.min,t.max],i=e[0],n=e[1],r=this.renderer.plot_view.frame.y_ranges.default,o=[r.min,r.max],s=o[0],a=o[1],l=h.validate_bbox_coords([i,n],[s,a]),u=this.index.indices(l);return u.sort(function(t,e){return t-e}).filter(function(t,e,i){return 0===e||t!==i[e-1]})},e.prototype._inner_loop=function(t,e,i){t.beginPath();for(var n=0,r=e.length;n<r;n++)for(var o=0,s=e[n].length;o<s;o++){for(var a=e[n][o],l=i[n][o],h=0,u=a.length;h<u;h++)0!=h?t.lineTo(a[h],l[h]):t.moveTo(a[h],l[h]);t.closePath()}},e.prototype._render=function(t,e,i){var n=this,r=i.sxs,o=i.sys;if(this.visuals.fill.doit||this.visuals.line.doit)for(var s=function(e){var i=[r[e],o[e]],s=i[0],l=i[1];a.visuals.fill.doit&&(a.visuals.fill.set_vectorize(t,e),a._inner_loop(t,s,l),t.fill(\"evenodd\")),a.visuals.hatch.doit2(t,e,function(){n._inner_loop(t,s,l),t.fill(\"evenodd\")},function(){return n.renderer.request_render()}),a.visuals.line.doit&&(a.visuals.line.set_vectorize(t,e),a._inner_loop(t,s,l),t.stroke())},a=this,l=0,h=e;l<h.length;l++){var u=h[l];s(u)}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=this.index.indices({minX:n,minY:r,maxX:n,maxY:r}),s=this.hole_index.indices({minX:n,minY:r,maxX:n,maxY:r}),a=[],l=0,u=o.length;l<u;l++)for(var c=o[l],_=this.sxs[c],p=this.sys[c],d=0,f=_.length;d<f;d++){var v=_[d].length;if(h.point_in_poly(e,i,_[d][0],p[d][0]))if(1==v)a.push(c);else if(-1==s.indexOf(c))a.push(c);else if(v>1){for(var m=!1,g=1;g<v;g++){var y=_[d][g],b=p[d][g];if(h.point_in_poly(e,i,y,b)){m=!0;break}}m||a.push(c)}}var x=h.create_empty_hit_test_result();return x.indices=a,x},e.prototype._get_snap_coord=function(t){return l.sum(t)/t.length},e.prototype.scenterx=function(t,e,i){if(1==this.sxs[t].length)return this._get_snap_coord(this.sxs[t][0][0]);for(var n=this.sxs[t],r=this.sys[t],o=0,s=n.length;o<s;o++)if(h.point_in_poly(e,i,n[o][0],r[o][0]))return this._get_snap_coord(n[o][0]);throw new Error(\"unreachable code\")},e.prototype.scentery=function(t,e,i){if(1==this.sys[t].length)return this._get_snap_coord(this.sys[t][0][0]);for(var n=this.sxs[t],r=this.sys[t],o=0,s=n.length;o<s;o++)if(h.point_in_poly(e,i,n[o][0],r[o][0]))return this._get_snap_coord(r[o][0]);throw new Error(\"unreachable code\")},e.prototype.map_data=function(){for(var t=0,e=this.model._coords;t<e.length;t++){var i=e[t],n=i[0],r=i[1],o=\"s\"+n,s=\"s\"+r;if(r=\"_\"+r,null!=this[n=\"_\"+n]&&(u.isArray(this[n][0])||u.isTypedArray(this[n][0]))){var a=this[n].length;this[o]=new Array(a),this[s]=new Array(a);for(var l=0;l<a;l++){var h=this[n][l].length;this[o][l]=new Array(h),this[s][l]=new Array(h);for(var c=0;c<h;c++){var _=this[n][l][c].length;this[o][l][c]=new Array(_),this[s][l][c]=new Array(_);for(var p=0;p<_;p++){var d=this.map_to_screen(this[n][l][c][p],this[r][l][c][p]),f=d[0],v=d[1];this[o][l][c][p]=f,this[s][l][c][p]=v}}}}}},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_area_legend(this.visuals,t,e,i)},e}(o.GlyphView);i.MultiPolygonsView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MultiPolygons\",this.prototype.default_view=c,this.coords([[\"xs\",\"ys\"]]),this.mixins([\"line\",\"fill\",\"hatch\"])},e}(o.Glyph);i.MultiPolygons=_,_.initClass()},function(t,e,i){var n=t(408),r=t(126),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){var t,e=this._x.length;this.sw=new Float64Array(e),t=\"data\"==this.model.properties.width.units?this.sdist(this.renderer.xscale,this._x,this._width,\"center\"):this._width;for(var i=0;i<e;i++)this.sw[i]=.75*t[i];\"data\"==this.model.properties.height.units?this.sh=this.sdist(this.renderer.yscale,this._y,this._height,\"center\"):this.sh=this._height},e}(r.EllipseOvalView);i.OvalView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Oval\",this.prototype.default_view=o},e}(r.EllipseOval);i.Oval=s,s.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._inner_loop=function(t,e,i,n,r){for(var o=0,s=e;o<s.length;o++){var a=s[o];0!=a?isNaN(i[a]+n[a])?(t.closePath(),r.apply(t),t.beginPath()):t.lineTo(i[a],n[a]):(t.beginPath(),t.moveTo(i[a],n[a]))}t.closePath(),r.call(t)},e.prototype._render=function(t,e,i){var n=this,r=i.sx,o=i.sy;this.visuals.fill.doit&&(this.visuals.fill.set_value(t),this._inner_loop(t,e,r,o,t.fill)),this.visuals.hatch.doit2(t,0,function(){return n._inner_loop(t,e,r,o,t.fill)},function(){return n.renderer.request_render()}),this.visuals.line.doit&&(this.visuals.line.set_value(t),this._inner_loop(t,e,r,o,t.stroke))},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.PatchView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Patch\",this.prototype.default_view=s,this.mixins([\"line\",\"fill\",\"hatch\"])},e}(r.XYGlyph);i.Patch=a,a.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149),a=t(24),l=t(25),h=t(46),u=t(9),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._build_discontinuous_object=function(t){for(var e=[],i=0,n=t.length;i<n;i++){e[i]=[];for(var r=a.copy(t[i]);r.length>0;){var o=a.find_last_index(r,function(t){return h.isStrictNaN(t)}),s=void 0;o>=0?s=r.splice(o):(s=r,r=[]);var l=s.filter(function(t){return!h.isStrictNaN(t)});e[i].push(l)}}return e},e.prototype._index_data=function(){for(var t=this._build_discontinuous_object(this._xs),e=this._build_discontinuous_object(this._ys),i=[],n=0,o=this._xs.length;n<o;n++)for(var s=0,l=t[n].length;s<l;s++){var h=t[n][s],u=e[n][s];0!=h.length&&i.push({minX:a.min(h),minY:a.min(u),maxX:a.max(h),maxY:a.max(u),i:n})}return new r.SpatialIndex(i)},e.prototype._mask_data=function(){var t=this.renderer.plot_view.frame.x_ranges.default,e=[t.min,t.max],i=e[0],n=e[1],r=this.renderer.plot_view.frame.y_ranges.default,o=[r.min,r.max],s=o[0],a=o[1],l=u.validate_bbox_coords([i,n],[s,a]),h=this.index.indices(l);return h.sort(function(t,e){return t-e})},e.prototype._inner_loop=function(t,e,i,n){for(var r=0,o=e.length;r<o;r++)0!=r?isNaN(e[r]+i[r])?(t.closePath(),n.apply(t),t.beginPath()):t.lineTo(e[r],i[r]):(t.beginPath(),t.moveTo(e[r],i[r]));t.closePath(),n.call(t)},e.prototype._render=function(t,e,i){var n=this,r=i.sxs,o=i.sys;this.sxss=this._build_discontinuous_object(r),this.syss=this._build_discontinuous_object(o);for(var s=function(e){var i=[r[e],o[e]],s=i[0],l=i[1];a.visuals.fill.doit&&(a.visuals.fill.set_vectorize(t,e),a._inner_loop(t,s,l,t.fill)),a.visuals.hatch.doit2(t,e,function(){return n._inner_loop(t,s,l,t.fill)},function(){return n.renderer.request_render()}),a.visuals.line.doit&&(a.visuals.line.set_vectorize(t,e),a._inner_loop(t,s,l,t.stroke))},a=this,l=0,h=e;l<h.length;l++){var u=h[l];s(u)}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=this.index.indices({minX:n,minY:r,maxX:n,maxY:r}),s=[],a=0,l=o.length;a<l;a++)for(var h=o[a],c=this.sxss[h],_=this.syss[h],p=0,d=c.length;p<d;p++)u.point_in_poly(e,i,c[p],_[p])&&s.push(h);var f=u.create_empty_hit_test_result();return f.indices=s,f},e.prototype._get_snap_coord=function(t){return l.sum(t)/t.length},e.prototype.scenterx=function(t,e,i){if(1==this.sxss[t].length)return this._get_snap_coord(this.sxs[t]);for(var n=this.sxss[t],r=this.syss[t],o=0,s=n.length;o<s;o++)if(u.point_in_poly(e,i,n[o],r[o]))return this._get_snap_coord(n[o]);throw new Error(\"unreachable code\")},e.prototype.scentery=function(t,e,i){if(1==this.syss[t].length)return this._get_snap_coord(this.sys[t]);for(var n=this.sxss[t],r=this.syss[t],o=0,s=n.length;o<s;o++)if(u.point_in_poly(e,i,n[o],r[o]))return this._get_snap_coord(r[o]);throw new Error(\"unreachable code\")},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_area_legend(this.visuals,t,e,i)},e}(o.GlyphView);i.PatchesView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Patches\",this.prototype.default_view=c,this.coords([[\"xs\",\"ys\"]]),this.mixins([\"line\",\"fill\",\"hatch\"])},e}(o.Glyph);i.Patches=_,_.initClass()},function(t,e,i){var n=t(408),r=t(122),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.get_anchor_point=function(t,e,i){var n=Math.min(this.sleft[e],this.sright[e]),r=Math.max(this.sright[e],this.sleft[e]),o=Math.min(this.stop[e],this.sbottom[e]),s=Math.max(this.sbottom[e],this.stop[e]);switch(t){case\"top_left\":return{x:n,y:o};case\"top_center\":return{x:(n+r)/2,y:o};case\"top_right\":return{x:r,y:o};case\"center_right\":return{x:r,y:(o+s)/2};case\"bottom_right\":return{x:r,y:s};case\"bottom_center\":return{x:(n+r)/2,y:s};case\"bottom_left\":return{x:n,y:s};case\"center_left\":return{x:n,y:(o+s)/2};case\"center\":return{x:(n+r)/2,y:(o+s)/2};default:return null}},e.prototype.scenterx=function(t){return(this.sleft[t]+this.sright[t])/2},e.prototype.scentery=function(t){return(this.stop[t]+this.sbottom[t])/2},e.prototype._index_data=function(){return this._index_box(this._right.length)},e.prototype._lrtb=function(t){var e=this._left[t],i=this._right[t],n=this._top[t],r=this._bottom[t];return[e,i,n,r]},e}(r.BoxView);i.QuadView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Quad\",this.prototype.default_view=o,this.coords([[\"right\",\"bottom\"],[\"left\",\"top\"]])},e}(r.Box);i.Quad=s,s.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=t(149);function a(t,e,i){if(e==(t+i)/2)return[t,i];var n=(t-e)/(t-2*e+i),r=t*Math.pow(1-n,2)+2*e*(1-n)*n+i*Math.pow(n,2);return[Math.min(t,i,r),Math.max(t,i,r)]}var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x0.length;e<i;e++)if(!isNaN(this._x0[e]+this._x1[e]+this._y0[e]+this._y1[e]+this._cx[e]+this._cy[e])){var n=a(this._x0[e],this._cx[e],this._x1[e]),o=n[0],s=n[1],l=a(this._y0[e],this._cy[e],this._y1[e]),h=l[0],u=l[1];t.push({minX:o,minY:h,maxX:s,maxY:u,i:e})}return new r.SpatialIndex(t)},e.prototype._render=function(t,e,i){var n=i.sx0,r=i.sy0,o=i.sx1,s=i.sy1,a=i.scx,l=i.scy;if(this.visuals.line.doit)for(var h=0,u=e;h<u.length;h++){var c=u[h];isNaN(n[c]+r[c]+o[c]+s[c]+a[c]+l[c])||(t.beginPath(),t.moveTo(n[c],r[c]),t.quadraticCurveTo(a[c],l[c],o[c],s[c]),this.visuals.line.set_vectorize(t,c),t.stroke())}},e.prototype.draw_legend_for_index=function(t,e,i){s.generic_line_legend(this.visuals,t,e,i)},e.prototype.scenterx=function(){throw new Error(\"not implemented\")},e.prototype.scentery=function(){throw new Error(\"not implemented\")},e}(o.GlyphView);i.QuadraticView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Quadratic\",this.prototype.default_view=l,this.coords([[\"x0\",\"y0\"],[\"x1\",\"y1\"],[\"cx\",\"cy\"]]),this.mixins([\"line\"])},e}(o.Glyph);i.Quadratic=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.length.units?this.slength=this.sdist(this.renderer.xscale,this._x,this._length):this.slength=this._length},e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=i.slength,s=i._angle;if(this.visuals.line.doit){for(var a=this.renderer.plot_view.frame._width.value,l=this.renderer.plot_view.frame._height.value,h=2*(a+l),u=0,c=o.length;u<c;u++)0==o[u]&&(o[u]=h);for(var _=0,p=e;_<p.length;_++){var u=p[_];isNaN(n[u]+r[u]+s[u]+o[u])||(t.translate(n[u],r[u]),t.rotate(s[u]),t.beginPath(),t.moveTo(0,0),t.lineTo(o[u],0),this.visuals.line.set_vectorize(t,u),t.stroke(),t.rotate(-s[u]),t.translate(-n[u],-r[u]))}}},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_line_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.RayView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Ray\",this.prototype.default_view=a,this.mixins([\"line\"]),this.define({length:[s.DistanceSpec],angle:[s.AngleSpec]})},e}(r.XYGlyph);i.Ray=l,l.initClass()},function(t,e,i){var n=t(408),r=t(123),o=t(149),s=t(9),a=t(18),l=t(25),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._set_data=function(){this.max_w2=0,\"data\"==this.model.properties.width.units&&(this.max_w2=this.max_width/2),this.max_h2=0,\"data\"==this.model.properties.height.units&&(this.max_h2=this.max_height/2)},e.prototype._map_data=function(){var t,e;if(\"data\"==this.model.properties.width.units)t=this._map_dist_corner_for_data_side_length(this._x,this._width,this.renderer.xscale),this.sw=t[0],this.sx0=t[1];else{this.sw=this._width;var i=this.sx.length;this.sx0=new Float64Array(i);for(var n=0;n<i;n++)this.sx0[n]=this.sx[n]-this.sw[n]/2}if(\"data\"==this.model.properties.height.units)e=this._map_dist_corner_for_data_side_length(this._y,this._height,this.renderer.yscale),this.sh=e[0],this.sy1=e[1];else{this.sh=this._height;var r=this.sy.length;this.sy1=new Float64Array(r);for(var n=0;n<r;n++)this.sy1[n]=this.sy[n]-this.sh[n]/2}var o=this.sw.length;this.ssemi_diag=new Float64Array(o);for(var n=0;n<o;n++)this.ssemi_diag[n]=Math.sqrt(this.sw[n]/2*this.sw[n]/2+this.sh[n]/2*this.sh[n]/2)},e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=i.sx0,s=i.sy1,a=i.sw,l=i.sh,h=i._angle;if(this.visuals.fill.doit)for(var u=0,c=e;u<c.length;u++){var _=c[u];isNaN(n[_]+r[_]+o[_]+s[_]+a[_]+l[_]+h[_])||(this.visuals.fill.set_vectorize(t,_),h[_]?(t.translate(n[_],r[_]),t.rotate(h[_]),t.fillRect(-a[_]/2,-l[_]/2,a[_],l[_]),t.rotate(-h[_]),t.translate(-n[_],-r[_])):t.fillRect(o[_],s[_],a[_],l[_]))}if(this.visuals.line.doit){t.beginPath();for(var p=0,d=e;p<d.length;p++){var _=d[p];isNaN(n[_]+r[_]+o[_]+s[_]+a[_]+l[_]+h[_])||0!=a[_]&&0!=l[_]&&(h[_]?(t.translate(n[_],r[_]),t.rotate(h[_]),t.rect(-a[_]/2,-l[_]/2,a[_],l[_]),t.rotate(-h[_]),t.translate(-n[_],-r[_])):t.rect(o[_],s[_],a[_],l[_]),this.visuals.line.set_vectorize(t,_),t.stroke(),t.beginPath())}t.stroke()}},e.prototype._hit_rect=function(t){return this._hit_rect_against_index(t)},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=this.renderer.xscale.invert(e),r=this.renderer.yscale.invert(i),o=[],a=0,h=this.sx0.length;a<h;a++)o.push(this.sx0[a]+this.sw[a]/2);for(var u=[],a=0,h=this.sy1.length;a<h;a++)u.push(this.sy1[a]+this.sh[a]/2);for(var c=l.max(this._ddist(0,o,this.ssemi_diag)),_=l.max(this._ddist(1,u,this.ssemi_diag)),p=n-c,d=n+c,f=r-_,v=r+_,m=[],g=s.validate_bbox_coords([p,d],[f,v]),y=0,b=this.index.indices(g);y<b.length;y++){var a=b[y],x=void 0,w=void 0;if(this._angle[a]){var k=Math.sin(-this._angle[a]),T=Math.cos(-this._angle[a]),C=T*(e-this.sx[a])-k*(i-this.sy[a])+this.sx[a],S=k*(e-this.sx[a])+T*(i-this.sy[a])+this.sy[a];e=C,i=S,w=Math.abs(this.sx[a]-e)<=this.sw[a]/2,x=Math.abs(this.sy[a]-i)<=this.sh[a]/2}else w=e-this.sx0[a]<=this.sw[a]&&e-this.sx0[a]>=0,x=i-this.sy1[a]<=this.sh[a]&&i-this.sy1[a]>=0;x&&w&&m.push(a)}var A=s.create_empty_hit_test_result();return A.indices=m,A},e.prototype._map_dist_corner_for_data_side_length=function(t,e,i){for(var n=t.length,r=new Float64Array(n),o=new Float64Array(n),s=0;s<n;s++)r[s]=Number(t[s])-e[s]/2,o[s]=Number(t[s])+e[s]/2;for(var a=i.v_compute(r),l=i.v_compute(o),h=this.sdist(i,r,e,\"edge\",this.model.dilate),u=a,s=0,c=a.length;s<c;s++)if(a[s]!=l[s]){u=a[s]<l[s]?a:l;break}return[h,u]},e.prototype._ddist=function(t,e,i){for(var n=0==t?this.renderer.xscale:this.renderer.yscale,r=e,o=r.length,s=new Float64Array(o),a=0;a<o;a++)s[a]=r[a]+i[a];for(var l=n.v_invert(r),h=n.v_invert(s),u=l.length,c=new Float64Array(u),a=0;a<u;a++)c[a]=Math.abs(h[a]-l[a]);return c},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e.prototype._bounds=function(t){var e=t.minX,i=t.maxX,n=t.minY,r=t.maxY;return{minX:e-this.max_w2,maxX:i+this.max_w2,minY:n-this.max_h2,maxY:r+this.max_h2}},e}(r.CenterRotatableView);i.RectView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Rect\",this.prototype.default_view=h,this.define({dilate:[a.Boolean,!1]})},e}(r.CenterRotatable);i.Rect=u,u.initClass()},function(t,e,i){var n=t(408),r=t(9),o=t(39),s=t(127),a=t(149),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x0.length;e<i;e++){var n=this._x0[e],r=this._x1[e],s=this._y0[e],a=this._y1[e];isNaN(n+r+s+a)||t.push({minX:Math.min(n,r),minY:Math.min(s,a),maxX:Math.max(n,r),maxY:Math.max(s,a),i:e})}return new o.SpatialIndex(t)},e.prototype._render=function(t,e,i){var n=i.sx0,r=i.sy0,o=i.sx1,s=i.sy1;if(this.visuals.line.doit)for(var a=0,l=e;a<l.length;a++){var h=l[a];isNaN(n[h]+r[h]+o[h]+s[h])||(t.beginPath(),t.moveTo(n[h],r[h]),t.lineTo(o[h],s[h]),this.visuals.line.set_vectorize(t,h),t.stroke())}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n={x:e,y:i},o=[],s=this.renderer.xscale.r_invert(e-2,e+2),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(i-2,i+2),u=h[0],c=h[1],_=this.index.indices({minX:a,minY:u,maxX:l,maxY:c}),p=0,d=_;p<d.length;p++){var f=d[p],v=Math.pow(Math.max(2,this.visuals.line.cache_select(\"line_width\",f)/2),2),m={x:this.sx0[f],y:this.sy0[f]},g={x:this.sx1[f],y:this.sy1[f]},y=r.dist_to_segment_squared(n,m,g);y<v&&o.push(f)}var b=r.create_empty_hit_test_result();return b.indices=o,b},e.prototype._hit_span=function(t){var e,i,n,o,s,a=this.renderer.plot_view.frame.bbox.ranges,l=a[0],h=a[1],u=t.sx,c=t.sy;\"v\"==t.direction?(s=this.renderer.yscale.invert(c),e=[this._y0,this._y1],n=e[0],o=e[1]):(s=this.renderer.xscale.invert(u),i=[this._x0,this._x1],n=i[0],o=i[1]);for(var _=[],p=this.renderer.xscale.r_invert(l.start,l.end),d=p[0],f=p[1],v=this.renderer.yscale.r_invert(h.start,h.end),m=v[0],g=v[1],y=this.index.indices({minX:d,minY:m,maxX:f,maxY:g}),b=0,x=y;b<x.length;b++){var w=x[b];(n[w]<=s&&s<=o[w]||o[w]<=s&&s<=n[w])&&_.push(w)}var k=r.create_empty_hit_test_result();return k.indices=_,k},e.prototype.scenterx=function(t){return(this.sx0[t]+this.sx1[t])/2},e.prototype.scentery=function(t){return(this.sy0[t]+this.sy1[t])/2},e.prototype.draw_legend_for_index=function(t,e,i){a.generic_line_legend(this.visuals,t,e,i)},e}(s.GlyphView);i.SegmentView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Segment\",this.prototype.default_view=l,this.coords([[\"x0\",\"y0\"],[\"x1\",\"y1\"]]),this.mixins([\"line\"])},e}(s.Glyph);i.Segment=h,h.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){var n,r,o,s,a,l,h=i.sx,u=i.sy,c=!1,_=null;this.visuals.line.set_value(t);var p=e.length;if(!(p<2)){t.beginPath(),t.moveTo(h[0],u[0]);for(var d=0,f=e;d<f.length;d++){var v=f[d],m=void 0,g=void 0,y=void 0,b=void 0;switch(this.model.mode){case\"before\":n=[h[v-1],u[v]],m=n[0],y=n[1],r=[h[v],u[v]],g=r[0],b=r[1];break;case\"after\":o=[h[v],u[v-1]],m=o[0],y=o[1],s=[h[v],u[v]],g=s[0],b=s[1];break;case\"center\":var x=(h[v-1]+h[v])/2;a=[x,u[v-1]],m=a[0],y=a[1],l=[x,u[v]],g=l[0],b=l[1];break;default:throw new Error(\"unexpected\")}if(c){if(!isFinite(h[v]+u[v])){t.stroke(),t.beginPath(),c=!1,_=v;continue}null!=_&&v-_>1&&(t.stroke(),c=!1)}c?(t.lineTo(m,y),t.lineTo(g,b)):(t.beginPath(),t.moveTo(h[v],u[v]),c=!0),_=v}t.lineTo(h[p-1],u[p-1]),t.stroke()}},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_line_legend(this.visuals,t,e,i)},e}(r.XYGlyphView);i.StepView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Step\",this.prototype.default_view=a,this.mixins([\"line\"]),this.define({mode:[s.StepMode,\"before\"]})},e}(r.XYGlyph);i.Step=l,l.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(9),s=t(18),a=t(43),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._rotate_point=function(t,e,i,n,r){var o=(t-i)*Math.cos(r)-(e-n)*Math.sin(r)+i,s=(t-i)*Math.sin(r)+(e-n)*Math.cos(r)+n;return[o,s]},e.prototype._text_bounds=function(t,e,i,n){var r=[t,t+i,t+i,t,t],o=[e,e,e-n,e-n,e];return[r,o]},e.prototype._render=function(t,e,i){var n=i.sx,r=i.sy,o=i._x_offset,s=i._y_offset,l=i._angle,h=i._text;this._sys=[],this._sxs=[];for(var u=0,c=e;u<c.length;u++){var _=c[u];if(!isNaN(n[_]+r[_]+o[_]+s[_]+l[_])&&null!=h[_]&&(this._sxs[_]=[],this._sys[_]=[],this.visuals.text.doit)){var p=\"\"+h[_];t.save(),t.translate(n[_]+o[_],r[_]+s[_]),t.rotate(l[_]),this.visuals.text.set_vectorize(t,_);var d=this.visuals.text.cache_select(\"font\",_),f=a.measure_font(d).height,v=this.visuals.text.text_line_height.value()*f;if(-1==p.indexOf(\"\\n\")){t.fillText(p,0,0);var m=n[_]+o[_],g=r[_]+s[_],y=t.measureText(p).width,b=this._text_bounds(m,g,y,v),x=b[0],w=b[1];this._sxs[_].push(x),this._sys[_].push(w)}else{var k=p.split(\"\\n\"),T=v*k.length,C=this.visuals.text.cache_select(\"text_baseline\",_),S=void 0;switch(C){case\"top\":S=0;break;case\"middle\":S=-T/2+v/2;break;case\"bottom\":S=-T+v;break;default:S=0,console.warn(\"'\"+C+\"' baseline not supported with multi line text\")}for(var A=0,M=k;A<M.length;A++){var E=M[A];t.fillText(E,0,S);var m=n[_]+o[_],g=S+r[_]+s[_],y=t.measureText(E).width,z=this._text_bounds(m,g,y,v),x=z[0],w=z[1];this._sxs[_].push(x),this._sys[_].push(w),S+=v}}t.restore()}}},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=[],r=0;r<this._sxs.length;r++)for(var s=this._sxs[r],a=this._sys[r],l=s.length,h=0,u=l;h<u;h++){var c=this._rotate_point(e,i,s[l-1][0],a[l-1][0],-this._angle[r]),_=c[0],p=c[1];o.point_in_poly(_,p,s[h],a[h])&&n.push(r)}var d=o.create_empty_hit_test_result();return d.indices=n,d},e.prototype._scenterxy=function(t){var e=this._sxs[t][0][0],i=this._sys[t][0][0],n=(this._sxs[t][0][2]+e)/2,r=(this._sys[t][0][2]+i)/2,o=this._rotate_point(n,r,e,i,this._angle[t]),s=o[0],a=o[1];return{x:s,y:a}},e.prototype.scenterx=function(t){return this._scenterxy(t).x},e.prototype.scentery=function(t){return this._scenterxy(t).y},e}(r.XYGlyphView);i.TextView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Text\",this.prototype.default_view=l,this.mixins([\"text\"]),this.define({text:[s.NullStringSpec,{field:\"text\"}],angle:[s.AngleSpec,0],x_offset:[s.NumberSpec,0],y_offset:[s.NumberSpec,0]})},e}(r.XYGlyph);i.Text=h,h.initClass()},function(t,e,i){var n=t(9);i.generic_line_legend=function(t,e,i,n){var r=i.x0,o=i.x1,s=i.y0,a=i.y1;e.save(),e.beginPath(),e.moveTo(r,(s+a)/2),e.lineTo(o,(s+a)/2),t.line.doit&&(t.line.set_vectorize(e,n),e.stroke()),e.restore()},i.generic_area_legend=function(t,e,i,n){var r=i.x0,o=i.x1,s=i.y0,a=i.y1,l=.1*Math.abs(o-r),h=.1*Math.abs(a-s),u=r+l,c=o-l,_=s+h,p=a-h;t.fill.doit&&(t.fill.set_vectorize(e,n),e.fillRect(u,_,c-u,p-_)),null!=t.hatch&&t.hatch.doit&&(t.hatch.set_vectorize(e,n),e.fillRect(u,_,c-u,p-_)),t.line&&t.line.doit&&(e.beginPath(),e.rect(u,_,c-u,p-_),t.line.set_vectorize(e,n),e.stroke())},i.line_interpolation=function(t,e,i,r,o,s){var a,l,h,u,c,_,p,d,f,v,m=e.sx,g=e.sy;\"point\"==e.type?(a=t.yscale.r_invert(g-1,g+1),f=a[0],v=a[1],l=t.xscale.r_invert(m-1,m+1),p=l[0],d=l[1]):\"v\"==e.direction?(h=t.yscale.r_invert(g,g),f=h[0],v=h[1],u=[Math.min(i-1,o-1),Math.max(i+1,o+1)],p=u[0],d=u[1]):(c=t.xscale.r_invert(m,m),p=c[0],d=c[1],_=[Math.min(r-1,s-1),Math.max(r+1,s+1)],f=_[0],v=_[1]);var y=n.check_2_segments_intersect(p,f,d,v,i,r,o,s),b=y.x,x=y.y;return[b,x]}},function(t,e,i){var n=t(408),r=t(120),o=t(39),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x.length;e<i;e++){var n=this._x[e],r=this._y1[e],s=this._y2[e];!isNaN(n+r+s)&&isFinite(n+r+s)&&t.push({minX:n,minY:Math.min(r,s),maxX:n,maxY:Math.max(r,s),i:e})}return new o.SpatialIndex(t)},e.prototype._inner=function(t,e,i,n,r){t.beginPath();for(var o=0,s=i.length;o<s;o++)t.lineTo(e[o],i[o]);for(var a=n.length-1,o=a;o>=0;o--)t.lineTo(e[o],n[o]);t.closePath(),r.call(t)},e.prototype._render=function(t,e,i){var n=this,r=i.sx,o=i.sy1,s=i.sy2;this.visuals.fill.doit&&(this.visuals.fill.set_value(t),this._inner(t,r,o,s,t.fill)),this.visuals.hatch.doit2(t,0,function(){return n._inner(t,r,o,s,t.fill)},function(){return n.renderer.request_render()})},e.prototype.scenterx=function(t){return this.sx[t]},e.prototype.scentery=function(t){return(this.sy1[t]+this.sy2[t])/2},e.prototype._map_data=function(){this.sx=this.renderer.xscale.v_compute(this._x),this.sy1=this.renderer.yscale.v_compute(this._y1),this.sy2=this.renderer.yscale.v_compute(this._y2)},e}(r.AreaView);i.VAreaView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"VArea\",this.prototype.default_view=a,this.define({x:[s.CoordinateSpec],y1:[s.CoordinateSpec],y2:[s.CoordinateSpec]})},e}(r.Area);i.VArea=l,l.initClass()},function(t,e,i){var n=t(408),r=t(122),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.scenterx=function(t){return this.sx[t]},e.prototype.scentery=function(t){return(this.stop[t]+this.sbottom[t])/2},e.prototype._index_data=function(){return this._index_box(this._x.length)},e.prototype._lrtb=function(t){var e=this._x[t]-this._width[t]/2,i=this._x[t]+this._width[t]/2,n=Math.max(this._top[t],this._bottom[t]),r=Math.min(this._top[t],this._bottom[t]);return[e,i,n,r]},e.prototype._map_data=function(){this.sx=this.renderer.xscale.v_compute(this._x),this.sw=this.sdist(this.renderer.xscale,this._x,this._width,\"center\"),this.stop=this.renderer.yscale.v_compute(this._top),this.sbottom=this.renderer.yscale.v_compute(this._bottom);var t=this.sx.length;this.sleft=new Float64Array(t),this.sright=new Float64Array(t);for(var e=0;e<t;e++)this.sleft[e]=this.sx[e]-this.sw[e]/2,this.sright[e]=this.sx[e]+this.sw[e]/2;this._clamp_viewport()},e}(r.BoxView);i.VBarView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"VBar\",this.prototype.default_view=s,this.coords([[\"x\",\"bottom\"]]),this.define({width:[o.DistanceSpec],top:[o.CoordinateSpec]}),this.override({bottom:0})},e}(r.Box);i.VBar=a,a.initClass()},function(t,e,i){var n=t(408),r=t(153),o=t(149),s=t(9),a=t(18),l=t(34),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._map_data=function(){\"data\"==this.model.properties.radius.units?this.sradius=this.sdist(this.renderer.xscale,this._x,this._radius):this.sradius=this._radius},e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i.sradius,s=i._start_angle,a=i._end_angle,l=this.model.properties.direction.value(),h=0,u=e;h<u.length;h++){var c=u[h];isNaN(n[c]+r[c]+o[c]+s[c]+a[c])||(t.beginPath(),t.arc(n[c],r[c],o[c],s[c],a[c],l),t.lineTo(n[c],r[c]),t.closePath(),this.visuals.fill.doit&&(this.visuals.fill.set_vectorize(t,c),t.fill()),this.visuals.line.doit&&(this.visuals.line.set_vectorize(t,c),t.stroke()))}},e.prototype._hit_point=function(t){var e,i,n,r,o,a,h,u,c,_,p,d,f,v=t.sx,m=t.sy,g=this.renderer.xscale.invert(v),y=this.renderer.yscale.invert(m),b=2*this.max_radius;\"data\"===this.model.properties.radius.units?(_=g-b,p=g+b,d=y-b,f=y+b):(a=v-b,h=v+b,e=this.renderer.xscale.r_invert(a,h),_=e[0],p=e[1],u=m-b,c=m+b,i=this.renderer.yscale.r_invert(u,c),d=i[0],f=i[1]);for(var x=[],w=s.validate_bbox_coords([_,p],[d,f]),k=0,T=this.index.indices(w);k<T.length;k++){var C=T[k],S=Math.pow(this.sradius[C],2);n=this.renderer.xscale.r_compute(g,this._x[C]),a=n[0],h=n[1],r=this.renderer.yscale.r_compute(y,this._y[C]),u=r[0],c=r[1],(o=Math.pow(a-h,2)+Math.pow(u-c,2))<=S&&x.push([C,o])}for(var A=this.model.properties.direction.value(),M=[],E=0,z=x;E<z.length;E++){var O=z[E],C=O[0],P=O[1],j=Math.atan2(m-this.sy[C],v-this.sx[C]);l.angle_between(-j,-this._start_angle[C],-this._end_angle[C],A)&&M.push([C,P])}return s.create_hit_test_result_from_hits(M)},e.prototype.draw_legend_for_index=function(t,e,i){o.generic_area_legend(this.visuals,t,e,i)},e.prototype._scenterxy=function(t){var e=this.sradius[t]/2,i=(this._start_angle[t]+this._end_angle[t])/2;return{x:this.sx[t]+e*Math.cos(i),y:this.sy[t]+e*Math.sin(i)}},e.prototype.scenterx=function(t){return this._scenterxy(t).x},e.prototype.scentery=function(t){return this._scenterxy(t).y},e}(r.XYGlyphView);i.WedgeView=h;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Wedge\",this.prototype.default_view=h,this.mixins([\"line\",\"fill\"]),this.define({direction:[a.Direction,\"anticlock\"],radius:[a.DistanceSpec],start_angle:[a.AngleSpec],end_angle:[a.AngleSpec]})},e}(r.XYGlyph);i.Wedge=u,u.initClass()},function(t,e,i){var n=t(408),r=t(39),o=t(127),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._index_data=function(){for(var t=[],e=0,i=this._x.length;e<i;e++){var n=this._x[e],o=this._y[e];!isNaN(n+o)&&isFinite(n+o)&&t.push({minX:n,minY:o,maxX:n,maxY:o,i:e})}return new r.SpatialIndex(t)},e.prototype.scenterx=function(t){return this.sx[t]},e.prototype.scentery=function(t){return this.sy[t]},e}(o.GlyphView);i.XYGlyphView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"XYGlyph\",this.coords([[\"x\",\"y\"]])},e}(o.Glyph);i.XYGlyph=a,a.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(25),s=t(24),a=t(9),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GraphHitTestPolicy\"},e.prototype._hit_test_nodes=function(t,e){if(!e.model.visible)return null;var i=e.node_view.glyph.hit_test(t);return null==i?null:e.node_view.model.view.convert_selection_from_subset(i)},e.prototype._hit_test_edges=function(t,e){if(!e.model.visible)return null;var i=e.edge_view.glyph.hit_test(t);return null==i?null:e.edge_view.model.view.convert_selection_from_subset(i)},e}(r.Model);i.GraphHitTestPolicy=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"NodesOnly\"},e.prototype.hit_test=function(t,e){return this._hit_test_nodes(t,e)},e.prototype.do_selection=function(t,e,i,n){if(null==t)return!1;var r=e.node_renderer.data_source.selected;return r.update(t,i,n),e.node_renderer.data_source._select.emit(),!r.is_empty()},e.prototype.do_inspection=function(t,e,i,n,r){if(null==t)return!1;var o=i.model.get_selection_manager().get_or_create_inspector(i.node_view.model);return o.update(t,n,r),i.node_view.model.data_source.setv({inspected:o},{silent:!0}),i.node_view.model.data_source.inspect.emit([i.node_view,{geometry:e}]),!o.is_empty()},e}(l);i.NodesOnly=h,h.initClass();var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"NodesAndLinkedEdges\"},e.prototype.hit_test=function(t,e){return this._hit_test_nodes(t,e)},e.prototype.get_linked_edges=function(t,e,i){var n=[];\"selection\"==i?n=t.selected.indices.map(function(e){return t.data.index[e]}):\"inspection\"==i&&(n=t.inspected.indices.map(function(e){return t.data.index[e]}));for(var r=[],o=0;o<e.data.start.length;o++)(s.contains(n,e.data.start[o])||s.contains(n,e.data.end[o]))&&r.push(o);for(var l=a.create_empty_hit_test_result(),h=0,u=r;h<u.length;h++){var o=u[h];l.multiline_indices[o]=[0]}return l.indices=r,l},e.prototype.do_selection=function(t,e,i,n){if(null==t)return!1;var r=e.node_renderer.data_source.selected;r.update(t,i,n);var o=e.edge_renderer.data_source.selected,s=this.get_linked_edges(e.node_renderer.data_source,e.edge_renderer.data_source,\"selection\");return o.update(s,i,n),e.node_renderer.data_source._select.emit(),!r.is_empty()},e.prototype.do_inspection=function(t,e,i,n,r){if(null==t)return!1;var o=i.node_view.model.data_source.selection_manager.get_or_create_inspector(i.node_view.model);o.update(t,n,r),i.node_view.model.data_source.setv({inspected:o},{silent:!0});var s=i.edge_view.model.data_source.selection_manager.get_or_create_inspector(i.edge_view.model),a=this.get_linked_edges(i.node_view.model.data_source,i.edge_view.model.data_source,\"inspection\");return s.update(a,n,r),i.edge_view.model.data_source.setv({inspected:s},{silent:!0}),i.node_view.model.data_source.inspect.emit([i.node_view,{geometry:e}]),!o.is_empty()},e}(l);i.NodesAndLinkedEdges=u,u.initClass();var c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"EdgesAndLinkedNodes\"},e.prototype.hit_test=function(t,e){return this._hit_test_edges(t,e)},e.prototype.get_linked_nodes=function(t,e,i){var n=[];\"selection\"==i?n=e.selected.indices:\"inspection\"==i&&(n=e.inspected.indices);for(var r=[],l=0,h=n;l<h.length;l++){var u=h[l];r.push(e.data.start[u]),r.push(e.data.end[u])}var c=s.uniq(r).map(function(e){return o.indexOf(t.data.index,e)}),_=a.create_empty_hit_test_result();return _.indices=c,_},e.prototype.do_selection=function(t,e,i,n){if(null==t)return!1;var r=e.edge_renderer.data_source.selected;r.update(t,i,n);var o=e.node_renderer.data_source.selected,s=this.get_linked_nodes(e.node_renderer.data_source,e.edge_renderer.data_source,\"selection\");return o.update(s,i,n),e.edge_renderer.data_source._select.emit(),!r.is_empty()},e.prototype.do_inspection=function(t,e,i,n,r){if(null==t)return!1;var o=i.edge_view.model.data_source.selection_manager.get_or_create_inspector(i.edge_view.model);o.update(t,n,r),i.edge_view.model.data_source.setv({inspected:o},{silent:!0});var s=i.node_view.model.data_source.selection_manager.get_or_create_inspector(i.node_view.model),a=this.get_linked_nodes(i.node_view.model.data_source,i.edge_view.model.data_source,\"inspection\");return s.update(a,n,r),i.node_view.model.data_source.setv({inspected:s},{silent:!0}),i.edge_view.model.data_source.inspect.emit([i.edge_view,{geometry:e}]),!o.is_empty()},e}(l);i.EdgesAndLinkedNodes=c,c.initClass()},function(t,e,i){var n=t(408);n.__exportStar(t(154),i),n.__exportStar(t(156),i),n.__exportStar(t(157),i)},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LayoutProvider\"},e}(r.Model);i.LayoutProvider=o,o.initClass()},function(t,e,i){var n=t(408),r=t(156),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"StaticLayoutProvider\",this.define({graph_layout:[o.Any,{}]})},e.prototype.get_node_coordinates=function(t){for(var e=[],i=[],n=t.data.index,r=0,o=n.length;r<o;r++){var s=this.graph_layout[n[r]],a=null!=s?s:[NaN,NaN],l=a[0],h=a[1];e.push(l),i.push(h)}return[e,i]},e.prototype.get_edge_coordinates=function(t){for(var e,i,n=[],r=[],o=t.data.start,s=t.data.end,a=null!=t.data.xs&&null!=t.data.ys,l=0,h=o.length;l<h;l++){var u=null!=this.graph_layout[o[l]]&&null!=this.graph_layout[s[l]];if(a&&u)n.push(t.data.xs[l]),r.push(t.data.ys[l]);else{var c=void 0,_=void 0;u?(e=[this.graph_layout[o[l]],this.graph_layout[s[l]]],_=e[0],c=e[1]):(_=(i=[[NaN,NaN],[NaN,NaN]])[0],c=i[1]),n.push([_[0],c[0]]),r.push([_[1],c[1]])}}return[n,r]},e}(r.LayoutProvider);i.StaticLayoutProvider=s,s.initClass()},function(t,e,i){var n=t(408),r=t(199),o=t(18),s=t(46),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"_x_range_name\",{get:function(){return this.model.x_range_name},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"_y_range_name\",{get:function(){return this.model.y_range_name},enumerable:!0,configurable:!0}),e.prototype.render=function(){if(this.model.visible){var t=this.plot_view.canvas_view.ctx;t.save(),this._draw_regions(t),this._draw_minor_grids(t),this._draw_grids(t),t.restore()}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.request_render()})},e.prototype._draw_regions=function(t){var e=this;if(this.visuals.band_fill.doit||this.visuals.band_hatch.doit){this.visuals.band_fill.set_value(t);for(var i=this.grid_coords(\"major\",!1),n=i[0],r=i[1],o=function(i){if(i%2!=1)return\"continue\";var o=s.plot_view.map_to_screen(n[i],r[i],s._x_range_name,s._y_range_name),a=o[0],l=o[1],h=s.plot_view.map_to_screen(n[i+1],r[i+1],s._x_range_name,s._y_range_name),u=h[0],c=h[1];s.visuals.band_fill.doit&&t.fillRect(a[0],l[0],u[1]-a[0],c[1]-l[0]),s.visuals.band_hatch.doit2(t,i,function(){t.fillRect(a[0],l[0],u[1]-a[0],c[1]-l[0])},function(){return e.request_render()})},s=this,a=0;a<n.length-1;a++)o(a)}},e.prototype._draw_grids=function(t){if(this.visuals.grid_line.doit){var e=this.grid_coords(\"major\"),i=e[0],n=e[1];this._draw_grid_helper(t,this.visuals.grid_line,i,n)}},e.prototype._draw_minor_grids=function(t){if(this.visuals.minor_grid_line.doit){var e=this.grid_coords(\"minor\"),i=e[0],n=e[1];this._draw_grid_helper(t,this.visuals.minor_grid_line,i,n)}},e.prototype._draw_grid_helper=function(t,e,i,n){e.set_value(t);for(var r=0;r<i.length;r++){var o=this.plot_view.map_to_screen(i[r],n[r],this._x_range_name,this._y_range_name),s=o[0],a=o[1];t.beginPath(),t.moveTo(Math.round(s[0]),Math.round(a[0]));for(var l=1;l<s.length;l++)t.lineTo(Math.round(s[l]),Math.round(a[l]));t.stroke()}},e.prototype.ranges=function(){var t=this.model.dimension,e=(t+1)%2,i=this.plot_view.frame,n=[i.x_ranges[this.model.x_range_name],i.y_ranges[this.model.y_range_name]];return[n[t],n[e]]},e.prototype.computed_bounds=function(){var t,e,i,n=this.ranges()[0],r=this.model.bounds,o=[n.min,n.max];if(s.isArray(r))e=Math.min(r[0],r[1]),i=Math.max(r[0],r[1]),e<o[0]&&(e=o[0]),i>o[1]&&(i=o[1]);else{e=o[0],i=o[1];for(var a=0,l=this.plot_view.axis_views;a<l.length;a++){var h=l[a];h.dimension==this.model.dimension&&h.model.x_range_name==this.model.x_range_name&&h.model.y_range_name==this.model.y_range_name&&(t=h.computed_bounds,e=t[0],i=t[1])}}return[e,i]},e.prototype.grid_coords=function(t,e){var i;void 0===e&&(e=!0);var n=this.model.dimension,r=(n+1)%2,o=this.ranges(),s=o[0],a=o[1],l=this.computed_bounds(),h=l[0],u=l[1];i=[Math.min(h,u),Math.max(h,u)],h=i[0],u=i[1];var c=this.model.ticker.get_ticks(h,u,s,a.min,{})[t],_=s.min,p=s.max,d=a.min,f=a.max,v=[[],[]];e||(c[0]!=_&&c.splice(0,0,_),c[c.length-1]!=p&&c.push(p));for(var m=0;m<c.length;m++)if(c[m]!=_&&c[m]!=p||!e){for(var g=[],y=[],b=0;b<2;b++){var x=d+(f-d)/1*b;g.push(c[m]),y.push(x)}v[n].push(g),v[r].push(y)}return v},e}(r.GuideRendererView);i.GridView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Grid\",this.prototype.default_view=a,this.mixins([\"line:grid_\",\"line:minor_grid_\",\"fill:band_\",\"hatch:band_\"]),this.define({bounds:[o.Any,\"auto\"],dimension:[o.Any,0],ticker:[o.Instance],x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]}),this.override({level:\"underlay\",band_fill_color:null,band_fill_alpha:0,grid_line_color:\"#e5e5e5\",minor_grid_line_color:null})},e}(r.GuideRenderer);i.Grid=l,l.initClass()},function(t,e,i){var n=t(158);i.Grid=n.Grid},function(t,e,i){var n=t(408);n.__exportStar(t(69),i),n.__exportStar(t(86),i),n.__exportStar(t(92),i),n.__exportStar(t(96),i),n.__exportStar(t(99),i),n.__exportStar(t(105),i),n.__exportStar(t(111),i),n.__exportStar(t(135),i),n.__exportStar(t(155),i),n.__exportStar(t(159),i),n.__exportStar(t(165),i),n.__exportStar(t(177),i),n.__exportStar(t(292),i),n.__exportStar(t(182),i),n.__exportStar(t(187),i),n.__exportStar(t(193),i),n.__exportStar(t(200),i),n.__exportStar(t(203),i),n.__exportStar(t(207),i),n.__exportStar(t(216),i),n.__exportStar(t(232),i),n.__exportStar(t(242),i),n.__exportStar(t(222),i),n.__exportStar(t(278),i)},function(t,e,i){var n=t(408),r=t(166),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.children.change,function(){return e.rebuild()})},Object.defineProperty(e.prototype,\"child_models\",{get:function(){return this.model.children},enumerable:!0,configurable:!0}),e}(r.LayoutDOMView);i.BoxView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Box\",this.define({children:[o.Array,[]],spacing:[o.Number,0]})},e}(r.LayoutDOM);i.Box=a,a.initClass()},function(t,e,i){var n=t(408),r=t(161),o=t(11),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._update_layout=function(){var t=this.child_views.map(function(t){return t.layout});this.layout=new o.Column(t),this.layout.rows=this.model.rows,this.layout.spacing=[this.model.spacing,0],this.layout.set_sizing(this.box_sizing())},e}(r.BoxView);i.ColumnView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Column\",this.prototype.default_view=a,this.define({rows:[s.Any,\"auto\"]})},e}(r.Box);i.Column=l,l.initClass()},function(t,e,i){var n=t(408),r=t(166),o=t(11),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.children.change,function(){return e.rebuild()})},Object.defineProperty(e.prototype,\"child_models\",{get:function(){return this.model.children.map(function(t){var e=t[0];return e})},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){this.layout=new o.Grid,this.layout.rows=this.model.rows,this.layout.cols=this.model.cols,this.layout.spacing=this.model.spacing;for(var t=0,e=this.model.children;t<e.length;t++){var i=e[t],n=i[0],r=i[1],s=i[2],a=i[3],l=i[4],h=this._child_views[n.id];this.layout.items.push({layout:h.layout,row:r,col:s,row_span:a,col_span:l})}this.layout.set_sizing(this.box_sizing())},e}(r.LayoutDOMView);i.GridBoxView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GridBox\",this.prototype.default_view=a,this.define({children:[s.Array,[]],rows:[s.Any,\"auto\"],cols:[s.Any,\"auto\"],spacing:[s.Any,0]})},e}(r.LayoutDOM);i.GridBox=l,l.initClass()},function(t,e,i){var n=t(408),r=t(166),o=t(13),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"child_models\",{get:function(){return[]},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){this.layout=new o.ContentBox(this.el),this.layout.set_sizing(this.box_sizing())},e}(r.LayoutDOMView);i.HTMLBoxView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HTMLBox\"},e}(r.LayoutDOM);i.HTMLBox=a,a.initClass()},function(t,e,i){var n=t(161);i.Box=n.Box;var r=t(162);i.Column=r.Column;var o=t(163);i.GridBox=o.GridBox;var s=t(164);i.HTMLBox=s.HTMLBox;var a=t(166);i.LayoutDOM=a.LayoutDOM;var l=t(167);i.Row=l.Row;var h=t(168);i.Spacer=h.Spacer;var u=t(169);i.Panel=u.Panel,i.Tabs=u.Tabs;var c=t(170);i.WidgetBox=c.WidgetBox},function(t,e,i){var n=t(408),r=t(62),o=t(5),s=t(17),a=t(46),l=t(18),h=t(4),u=t(6),c=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._idle_notified=!1,e._offset_parent=null,e._viewport={},e}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.el.style.position=this.is_root?\"relative\":\"absolute\",this._child_views={},this.build_child_views()},e.prototype.remove=function(){for(var e=0,i=this.child_views;e<i.length;e++){var n=i[e];n.remove()}this._child_views={},t.prototype.remove.call(this)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.is_root&&(this._on_resize=function(){return e.resize_layout()},window.addEventListener(\"resize\",this._on_resize),this._parent_observer=setInterval(function(){var t=e.el.offsetParent;e._offset_parent!=t&&(e._offset_parent=t,null!=t&&(e.compute_viewport(),e.invalidate_layout()))},250));var i=this.model.properties;this.on_change([i.width,i.height,i.min_width,i.min_height,i.max_width,i.max_height,i.margin,i.width_policy,i.height_policy,i.sizing_mode,i.aspect_ratio,i.visible,i.background],function(){return e.invalidate_layout()}),this.on_change([i.css_classes],function(){return e.invalidate_render()})},e.prototype.disconnect_signals=function(){null!=this._parent_observer&&clearTimeout(this._parent_observer),null!=this._on_resize&&window.removeEventListener(\"resize\",this._on_resize),t.prototype.disconnect_signals.call(this)},e.prototype.css_classes=function(){return t.prototype.css_classes.call(this).concat(this.model.css_classes)},Object.defineProperty(e.prototype,\"child_views\",{get:function(){var t=this;return this.child_models.map(function(e){return t._child_views[e.id]})},enumerable:!0,configurable:!0}),e.prototype.build_child_views=function(){h.build_views(this._child_views,this.child_models,{parent:this})},e.prototype.render=function(){var e;t.prototype.render.call(this),o.empty(this.el);var i=this.model.background;this.el.style.backgroundColor=null!=i?i:\"\",(e=o.classes(this.el).clear()).add.apply(e,this.css_classes());for(var n=0,r=this.child_views;n<r.length;n++){var s=r[n];this.el.appendChild(s.el),s.render()}},e.prototype.update_layout=function(){for(var t=0,e=this.child_views;t<e.length;t++){var i=e[t];i.update_layout()}this._update_layout()},e.prototype.update_position=function(){this.el.style.display=this.model.visible?\"block\":\"none\";var t=this.is_root?this.layout.sizing.margin:void 0;o.position(this.el,this.layout.bbox,t);for(var e=0,i=this.child_views;e<i.length;e++){var n=i[e];n.update_position()}},e.prototype.after_layout=function(){for(var t=0,e=this.child_views;t<e.length;t++){var i=e[t];i.after_layout()}this._has_finished=!0},e.prototype.compute_viewport=function(){this._viewport=this._viewport_size()},e.prototype.renderTo=function(t){t.appendChild(this.el),this._offset_parent=this.el.offsetParent,this.compute_viewport(),this.build()},e.prototype.build=function(){return this.assert_root(),this.render(),this.update_layout(),this.compute_layout(),this},e.prototype.rebuild=function(){this.build_child_views(),this.invalidate_render()},e.prototype.compute_layout=function(){var t=Date.now();this.layout.compute(this._viewport),this.update_position(),this.after_layout(),s.logger.debug(\"layout computed in \"+(Date.now()-t)+\" ms\"),this.notify_finished()},e.prototype.resize_layout=function(){this.root.compute_viewport(),this.root.compute_layout()},e.prototype.invalidate_layout=function(){this.root.update_layout(),this.root.compute_layout()},e.prototype.invalidate_render=function(){this.render(),this.invalidate_layout()},e.prototype.has_finished=function(){if(!t.prototype.has_finished.call(this))return!1;for(var e=0,i=this.child_views;e<i.length;e++){var n=i[e];if(!n.has_finished())return!1}return!0},e.prototype.notify_finished=function(){this.is_root?!this._idle_notified&&this.has_finished()&&null!=this.model.document&&(this._idle_notified=!0,this.model.document.notify_idle(this.model)):this.root.notify_finished()},e.prototype._width_policy=function(){return null!=this.model.width?\"fixed\":\"fit\"},e.prototype._height_policy=function(){return null!=this.model.height?\"fixed\":\"fit\"},e.prototype.box_sizing=function(){var t=this.model,e=t.width_policy,i=t.height_policy,n=t.aspect_ratio;\"auto\"==e&&(e=this._width_policy()),\"auto\"==i&&(i=this._height_policy());var r=this.model.sizing_mode;if(null!=r)if(\"fixed\"==r)e=i=\"fixed\";else if(\"stretch_both\"==r)e=i=\"max\";else if(\"stretch_width\"==r)e=\"max\";else if(\"stretch_height\"==r)i=\"max\";else switch(null==n&&(n=\"auto\"),r){case\"scale_width\":e=\"max\",i=\"min\";break;case\"scale_height\":e=\"min\",i=\"max\";break;case\"scale_both\":e=\"max\",i=\"max\";break;default:throw new Error(\"unreachable\")}var o={width_policy:e,height_policy:i},s=this.model,l=s.min_width,h=s.min_height;null!=l&&(o.min_width=l),null!=h&&(o.min_height=h);var u=this.model,c=u.width,_=u.height;null!=c&&(o.width=c),null!=_&&(o.height=_);var p=this.model,d=p.max_width,f=p.max_height;null!=d&&(o.max_width=d),null!=f&&(o.max_height=f),\"auto\"==n&&null!=c&&null!=_?o.aspect=c/_:a.isNumber(n)&&(o.aspect=n);var v=this.model.margin;if(null!=v)if(a.isNumber(v))o.margin={top:v,right:v,bottom:v,left:v};else if(2==v.length){var m=v[0],g=v[1];o.margin={top:m,right:g,bottom:m,left:g}}else{var y=v[0],b=v[1],x=v[2],w=v[3];o.margin={top:y,right:b,bottom:x,left:w}}o.visible=this.model.visible;var k=this.model.align;return a.isArray(k)?(o.halign=k[0],o.valign=k[1]):o.halign=o.valign=k,o},e.prototype._viewport_size=function(){var t=this;return o.undisplayed(this.el,function(){for(var e=t.el;e=e.parentElement;)if(!e.classList.contains(\"bk-root\")){if(e==document.body){var i=o.extents(document.body).margin,n=i.left,r=i.right,s=i.top,a=i.bottom,l=Math.ceil(document.documentElement.clientWidth-n-r),h=Math.ceil(document.documentElement.clientHeight-s-a);return{width:l,height:h}}var u=o.extents(e).padding,c=u.left,_=u.right,p=u.top,d=u.bottom,f=e.getBoundingClientRect(),v=f.width,m=f.height,g=Math.ceil(v-c-_),y=Math.ceil(m-p-d);if(g>0||y>0)return{width:g>0?g:void 0,height:y>0?y:void 0}}return{}})},e.prototype.serializable_state=function(){return n.__assign({},t.prototype.serializable_state.call(this),{bbox:this.layout.bbox.rect,children:this.child_views.map(function(t){return t.serializable_state()})})},e}(u.DOMView);i.LayoutDOMView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LayoutDOM\",this.define({width:[l.Number,null],height:[l.Number,null],min_width:[l.Number,null],min_height:[l.Number,null],max_width:[l.Number,null],max_height:[l.Number,null],margin:[l.Any,[0,0,0,0]],width_policy:[l.Any,\"auto\"],height_policy:[l.Any,\"auto\"],aspect_ratio:[l.Any,null],sizing_mode:[l.SizingMode,null],visible:[l.Boolean,!0],disabled:[l.Boolean,!1],align:[l.Any,\"start\"],background:[l.Color,null],css_classes:[l.Array,[]]})},e}(r.Model);i.LayoutDOM=_,_.initClass()},function(t,e,i){var n=t(408),r=t(161),o=t(11),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._update_layout=function(){var t=this.child_views.map(function(t){return t.layout});this.layout=new o.Row(t),this.layout.cols=this.model.cols,this.layout.spacing=[0,this.model.spacing],this.layout.set_sizing(this.box_sizing())},e}(r.BoxView);i.RowView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Row\",this.prototype.default_view=a,this.define({cols:[s.Any,\"auto\"]})},e}(r.Box);i.Row=l,l.initClass()},function(t,e,i){var n=t(408),r=t(166),o=t(13),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"child_models\",{get:function(){return[]},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){this.layout=new o.LayoutItem,this.layout.set_sizing(this.box_sizing())},e}(r.LayoutDOMView);i.SpacerView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Spacer\",this.prototype.default_view=s},e}(r.LayoutDOM);i.Spacer=a,a.initClass()},function(t,e,i){var n=t(408),r=t(13),o=t(5),s=t(24),a=t(18),l=t(166),h=t(62),u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.tabs.change,function(){return e.rebuild()}),this.connect(this.model.properties.active.change,function(){return e.on_active_change()})},Object.defineProperty(e.prototype,\"child_models\",{get:function(){return this.model.tabs.map(function(t){return t.child})},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){var t=this.model.tabs_location,e=\"above\"==t||\"below\"==t,i=this.scroll_el,a=this.headers_el;this.header=new(function(t){function r(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(r,t),r.prototype._measure=function(n){var r=o.size(i),l=o.children(a).slice(0,3).map(function(t){return o.size(t)}),h=t.prototype._measure.call(this,n),u=h.width,c=h.height;if(e){var _=r.width+s.sum(l.map(function(t){return t.width}));return{width:n.width!=1/0?n.width:_,height:c}}var p=r.height+s.sum(l.map(function(t){return t.height}));return{width:u,height:n.height!=1/0?n.height:p}},r}(r.ContentBox))(this.header_el),e?this.header.set_sizing({width_policy:\"fit\",height_policy:\"fixed\"}):this.header.set_sizing({width_policy:\"fixed\",height_policy:\"fit\"});var l=1,h=1;switch(t){case\"above\":l-=1;break;case\"below\":l+=1;break;case\"left\":h-=1;break;case\"right\":h+=1}var u={layout:this.header,row:l,col:h},c=this.child_views.map(function(t){return{layout:t.layout,row:1,col:1}});this.layout=new r.Grid([u].concat(c)),this.layout.set_sizing(this.box_sizing())},e.prototype.update_position=function(){t.prototype.update_position.call(this),this.header_el.style.position=\"absolute\",o.position(this.header_el,this.header.bbox);var e=this.model.tabs_location,i=\"above\"==e||\"below\"==e,n=o.size(this.scroll_el),r=o.scroll_size(this.headers_el);if(i){var s=this.header.bbox.width;r.width>s?(this.wrapper_el.style.maxWidth=s-n.width+\"px\",o.display(this.scroll_el)):(this.wrapper_el.style.maxWidth=\"\",o.undisplay(this.scroll_el))}else{var a=this.header.bbox.height;r.height>a?(this.wrapper_el.style.maxHeight=a-n.height+\"px\",o.display(this.scroll_el)):(this.wrapper_el.style.maxHeight=\"\",o.undisplay(this.scroll_el))}for(var l=this.child_views,h=0,u=l;h<u.length;h++){var c=u[h];o.hide(c.el)}var _=l[this.model.active];null!=_&&o.show(_.el)},e.prototype.render=function(){var e=this;t.prototype.render.call(this);var i=this.model.active,n=this.model.tabs_location,r=\"above\"==n||\"below\"==n,a=\"bk-\"+n,l=this.model.tabs.map(function(t,n){var r=o.div({class:[\"bk-tab\",n==i?\"bk-active\":null]},t.title);if(r.addEventListener(\"click\",function(t){t.target==t.currentTarget&&e.change_active(n)}),t.closable){var a=o.div({class:\"bk-close\"});a.addEventListener(\"click\",function(t){if(t.target==t.currentTarget){e.model.tabs=s.remove_at(e.model.tabs,n);var i=e.model.tabs.length;e.model.active>i-1&&(e.model.active=i-1)}}),r.appendChild(a)}return r});this.headers_el=o.div({class:[\"bk-headers\"]},l),this.wrapper_el=o.div({class:\"bk-headers-wrapper\"},this.headers_el);var h=o.div({class:[\"bk-btn\",\"bk-btn-default\"],disabled:\"\"},o.div({class:[\"bk-caret\",\"bk-left\"]})),u=o.div({class:[\"bk-btn\",\"bk-btn-default\"]},o.div({class:[\"bk-caret\",\"bk-right\"]})),c=0,_=function(t){return function(){var i=e.model.tabs.length;0==(c=\"left\"==t?Math.max(c-1,0):Math.min(c+1,i-1))?h.setAttribute(\"disabled\",\"\"):h.removeAttribute(\"disabled\"),c==i-1?u.setAttribute(\"disabled\",\"\"):u.removeAttribute(\"disabled\");var n=o.children(e.headers_el).slice(0,c).map(function(t){return t.getBoundingClientRect()});if(r){var a=-s.sum(n.map(function(t){return t.width}));e.headers_el.style.left=a+\"px\"}else{var l=-s.sum(n.map(function(t){return t.height}));e.headers_el.style.top=l+\"px\"}}};h.addEventListener(\"click\",_(\"left\")),u.addEventListener(\"click\",_(\"right\")),this.scroll_el=o.div({class:\"bk-btn-group\"},h,u),this.header_el=o.div({class:[\"bk-tabs-header\",a]},this.scroll_el,this.wrapper_el),this.el.appendChild(this.header_el)},e.prototype.change_active=function(t){t!=this.model.active&&(this.model.active=t,null!=this.model.callback&&this.model.callback.execute(this.model))},e.prototype.on_active_change=function(){for(var t=this.model.active,e=o.children(this.headers_el),i=0,n=e;i<n.length;i++){var r=n[i];r.classList.remove(\"bk-active\")}e[t].classList.add(\"bk-active\");for(var s=this.child_views,a=0,l=s;a<l.length;a++){var h=l[a];o.hide(h.el)}o.show(s[t].el)},e}(l.LayoutDOMView);i.TabsView=u;var c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Tabs\",this.prototype.default_view=u,this.define({tabs:[a.Array,[]],tabs_location:[a.Location,\"above\"],active:[a.Number,0],callback:[a.Any]})},e}(l.LayoutDOM);i.Tabs=c,c.initClass();var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Panel\",this.define({title:[a.String,\"\"],child:[a.Instance],closable:[a.Boolean,!1]})},e}(h.Model);i.Panel=_,_.initClass()},function(t,e,i){var n=t(408),r=t(162),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.ColumnView);i.WidgetBoxView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"WidgetBox\",this.prototype.default_view=o},e}(r.Column);i.WidgetBox=s,s.initClass()},function(t,e,i){var n=t(408),r=t(172),o=t(175),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalColorMapper\",this.define({factors:[s.Array],start:[s.Number,0],end:[s.Number]})},e.prototype._v_compute=function(t,e,i,n){var o=n.nan_color;r.cat_v_compute(t,this.factors,i,e,this.start,this.end,o)},e}(o.ColorMapper);i.CategoricalColorMapper=a,a.initClass()},function(t,e,i){var n=t(25),r=t(46);function o(t,e){if(t.length!=e.length)return!1;for(var i=0,n=t.length;i<n;i++)if(t[i]!==e[i])return!1;return!0}i._cat_equals=o,i.cat_v_compute=function(t,e,i,s,a,l,h){for(var u=function(u,c){var _=t[u],p=void 0;r.isString(_)?p=n.index_of(e,_):(null!=a?_=null!=l?_.slice(a,l):_.slice(a):null!=l&&(_=_.slice(0,l)),p=1==_.length?n.index_of(e,_[0]):n.find_index(e,function(t){return o(t,_)}));var d=void 0;d=p<0||p>=i.length?h:i[p],s[u]=d},c=0,_=t.length;c<_;c++)u(c,_)}},function(t,e,i){var n=t(408),r=t(172),o=t(180),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalMarkerMapper\",this.define({factors:[s.Array],markers:[s.Array],start:[s.Number,0],end:[s.Number],default_value:[s.MarkerType,\"circle\"]})},e.prototype.v_compute=function(t){var e=new Array(t.length);return r.cat_v_compute(t,this.factors,this.markers,e,this.start,this.end,this.default_value),e},e}(o.Mapper);i.CategoricalMarkerMapper=a,a.initClass()},function(t,e,i){var n=t(408),r=t(172),o=t(180),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalPatternMapper\",this.define({factors:[s.Array],patterns:[s.Array],start:[s.Number,0],end:[s.Number],default_value:[s.HatchPatternType,\" \"]})},e.prototype.v_compute=function(t){var e=new Array(t.length);return r.cat_v_compute(t,this.factors,this.patterns,e,this.start,this.end,this.default_value),e},e}(o.Mapper);i.CategoricalPatternMapper=a,a.initClass()},function(t,e,i){var n=t(408),r=t(180),o=t(18),s=t(46),a=t(30),l=t(31);function h(t){return s.isNumber(t)?t:(\"#\"!=t[0]&&(t=a.color2hex(t)),9!=t.length&&(t+=\"ff\"),parseInt(t.slice(1),16))}function u(t){for(var e=new Uint32Array(t.length),i=0,n=t.length;i<n;i++)e[i]=h(t[i]);return e}function c(t){if(l.is_little_endian)for(var e=new DataView(t.buffer),i=0,n=t.length;i<n;i++)e.setUint32(4*i,t[i]);return new Uint8Array(t.buffer)}i._convert_color=h,i._convert_palette=u,i._uint32_to_rgba=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ColorMapper\",this.define({palette:[o.Any],nan_color:[o.Color,\"gray\"]})},e.prototype.v_compute=function(t){var e=new Array(t.length);return this._v_compute(t,e,this.palette,this._colors(function(t){return t})),e},Object.defineProperty(e.prototype,\"rgba_mapper\",{get:function(){var t=this,e=u(this.palette),i=this._colors(h);return{v_compute:function(n){var r=new Uint32Array(n.length);return t._v_compute(n,r,e,i),c(r)}}},enumerable:!0,configurable:!0}),e.prototype._colors=function(t){return{nan_color:t(this.nan_color)}},e}(r.Mapper);i.ColorMapper=_,_.initClass()},function(t,e,i){var n=t(408),r=t(175),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ContinuousColorMapper\",this.define({high:[o.Number],low:[o.Number],high_color:[o.Color],low_color:[o.Color]})},e.prototype._colors=function(e){return n.__assign({},t.prototype._colors.call(this,e),{low_color:null!=this.low_color?e(this.low_color):void 0,high_color:null!=this.high_color?e(this.high_color):void 0})},e}(r.ColorMapper);i.ContinuousColorMapper=s,s.initClass()},function(t,e,i){var n=t(171);i.CategoricalColorMapper=n.CategoricalColorMapper;var r=t(173);i.CategoricalMarkerMapper=r.CategoricalMarkerMapper;var o=t(174);i.CategoricalPatternMapper=o.CategoricalPatternMapper;var s=t(176);i.ContinuousColorMapper=s.ContinuousColorMapper;var a=t(175);i.ColorMapper=a.ColorMapper;var l=t(178);i.LinearColorMapper=l.LinearColorMapper;var h=t(179);i.LogColorMapper=h.LogColorMapper},function(t,e,i){var n=t(408),r=t(176),o=t(25),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LinearColorMapper\"},e.prototype._v_compute=function(t,e,i,n){for(var r=n.nan_color,s=n.low_color,a=n.high_color,l=null!=this.low?this.low:o.min(t),h=null!=this.high?this.high:o.max(t),u=i.length-1,c=1/(h-l),_=1/i.length,p=0,d=t.length;p<d;p++){var f=t[p];if(isNaN(f))e[p]=r;else if(f!=h){var v=(f-l)*c,m=Math.floor(v/_);e[p]=m<0?null!=s?s:i[0]:m>u?null!=a?a:i[u]:i[m]}else e[p]=i[u]}},e}(r.ContinuousColorMapper);i.LinearColorMapper=s,s.initClass()},function(t,e,i){var n=t(408),r=t(176),o=t(25),s=null!=Math.log1p?Math.log1p:function(t){return Math.log(1+t)},a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LogColorMapper\"},e.prototype._v_compute=function(t,e,i,n){for(var r=n.nan_color,a=n.low_color,l=n.high_color,h=i.length,u=null!=this.low?this.low:o.min(t),c=null!=this.high?this.high:o.max(t),_=h/(s(c)-s(u)),p=i.length-1,d=0,f=t.length;d<f;d++){var v=t[d];if(isNaN(v))e[d]=r;else if(v>c)e[d]=null!=l?l:i[p];else if(v!=c)if(v<u)e[d]=null!=a?a:i[0];else{var m=s(v)-s(u),g=Math.floor(m*_);g>p&&(g=p),e[d]=i[g]}else e[d]=i[p]}},e}(r.ContinuousColorMapper);i.LogColorMapper=a,a.initClass()},function(t,e,i){var n=t(408),r=t(297),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Mapper\"},e.prototype.compute=function(t){throw new Error(\"mapping single values is not supported\")},e}(r.Transform);i.Mapper=o,o.initClass()},function(t,e,i){var n=t(408),r=t(183),o=Math.sqrt(3);function s(t,e){t.moveTo(-e,e),t.lineTo(e,-e),t.moveTo(-e,-e),t.lineTo(e,e)}function a(t,e){t.moveTo(0,e),t.lineTo(0,-e),t.moveTo(-e,0),t.lineTo(e,0)}function l(t,e){t.moveTo(0,e),t.lineTo(e/1.5,0),t.lineTo(0,-e),t.lineTo(-e/1.5,0),t.closePath()}function h(t,e){var i=e*o,n=i/3;t.moveTo(-e,n),t.lineTo(e,n),t.lineTo(0,n-i),t.closePath()}function u(t,e,i,n,r){var o=.65*i;a(t,i),s(t,o),n.doit&&(n.set_vectorize(t,e),t.stroke())}function c(t,e,i,n,r){t.arc(0,0,i,0,2*Math.PI,!1),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),a(t,i),t.stroke())}function _(t,e,i,n,r){t.arc(0,0,i,0,2*Math.PI,!1),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),s(t,i),t.stroke())}function p(t,e,i,n,r){a(t,i),n.doit&&(n.set_vectorize(t,e),t.stroke())}function d(t,e,i,n,r){l(t,i),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function f(t,e,i,n,r){l(t,i),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),a(t,i),t.stroke())}function v(t,e,i,n,r){!function(t,e){var i=e/2,n=o*i;t.moveTo(e,0),t.lineTo(i,-n),t.lineTo(-i,-n),t.lineTo(-e,0),t.lineTo(-i,n),t.lineTo(i,n),t.closePath()}(t,i),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function m(t,e,i,n,r){t.rotate(Math.PI),h(t,i),t.rotate(-Math.PI),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function g(t,e,i,n,r){var o=2*i;t.rect(-i,-i,o,o),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function y(t,e,i,n,r){var o=2*i;t.rect(-i,-i,o,o),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),a(t,i),t.stroke())}function b(t,e,i,n,r){var o=2*i;t.rect(-i,-i,o,o),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),s(t,i),t.stroke())}function x(t,e,i,n,r){h(t,i),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())}function w(t,e,i,n,r){!function(t,e){t.moveTo(-e,0),t.lineTo(e,0)}(t,i),n.doit&&(n.set_vectorize(t,e),t.stroke())}function k(t,e,i,n,r){s(t,i),n.doit&&(n.set_vectorize(t,e),t.stroke())}function T(t,e){var i=function(t){function i(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(i,t),i.initClass=function(){this.prototype._render_one=e},i}(r.MarkerView);i.initClass();var o=function(e){function r(){return null!==e&&e.apply(this,arguments)||this}return n.__extends(r,e),r.initClass=function(){this.prototype.default_view=i,this.prototype.type=t},r}(r.Marker);return o.initClass(),o}i.Asterisk=T(\"Asterisk\",u),i.CircleCross=T(\"CircleCross\",c),i.CircleX=T(\"CircleX\",_),i.Cross=T(\"Cross\",p),i.Dash=T(\"Dash\",w),i.Diamond=T(\"Diamond\",d),i.DiamondCross=T(\"DiamondCross\",f),i.Hex=T(\"Hex\",v),i.InvertedTriangle=T(\"InvertedTriangle\",m),i.Square=T(\"Square\",g),i.SquareCross=T(\"SquareCross\",y),i.SquareX=T(\"SquareX\",b),i.Triangle=T(\"Triangle\",x),i.X=T(\"X\",k),i.marker_funcs={asterisk:u,circle:function(t,e,i,n,r){t.arc(0,0,i,0,2*Math.PI,!1),r.doit&&(r.set_vectorize(t,e),t.fill()),n.doit&&(n.set_vectorize(t,e),t.stroke())},circle_cross:c,circle_x:_,cross:p,diamond:d,diamond_cross:f,hex:v,inverted_triangle:m,square:g,square_cross:y,square_x:b,triangle:x,dash:w,x:k}},function(t,e,i){var n=t(408);n.__exportStar(t(181),i);var r=t(183);i.Marker=r.Marker;var o=t(184);i.Scatter=o.Scatter},function(t,e,i){var n=t(408),r=t(153),o=t(9),s=t(18),a=t(24),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,o=i._size,s=i._angle,a=0,l=e;a<l.length;a++){var h=l[a];if(!isNaN(n[h]+r[h]+o[h]+s[h])){var u=o[h]/2;t.beginPath(),t.translate(n[h],r[h]),s[h]&&t.rotate(s[h]),this._render_one(t,h,u,this.visuals.line,this.visuals.fill),s[h]&&t.rotate(-s[h]),t.translate(-n[h],-r[h])}}},e.prototype._mask_data=function(){var t=this.renderer.plot_view.frame.bbox.h_range,e=t.start-this.max_size,i=t.end+this.max_size,n=this.renderer.xscale.r_invert(e,i),r=n[0],s=n[1],a=this.renderer.plot_view.frame.bbox.v_range,l=a.start-this.max_size,h=a.end+this.max_size,u=this.renderer.yscale.r_invert(l,h),c=u[0],_=u[1],p=o.validate_bbox_coords([r,s],[c,_]);return this.index.indices(p)},e.prototype._hit_point=function(t){for(var e=t.sx,i=t.sy,n=e-this.max_size,r=e+this.max_size,s=this.renderer.xscale.r_invert(n,r),a=s[0],l=s[1],h=i-this.max_size,u=i+this.max_size,c=this.renderer.yscale.r_invert(h,u),_=c[0],p=c[1],d=o.validate_bbox_coords([a,l],[_,p]),f=this.index.indices(d),v=[],m=0,g=f;m<g.length;m++){var y=g[m],b=this._size[y]/2,x=Math.abs(this.sx[y]-e)+Math.abs(this.sy[y]-i);Math.abs(this.sx[y]-e)<=b&&Math.abs(this.sy[y]-i)<=b&&v.push([y,x])}return o.create_hit_test_result_from_hits(v)},e.prototype._hit_span=function(t){var e,i,n,r,s,a,l=t.sx,h=t.sy,u=this.bounds(),c=u.minX,_=u.minY,p=u.maxX,d=u.maxY,f=o.create_empty_hit_test_result();if(\"h\"==t.direction){s=_,a=d;var v=this.max_size/2,m=l-v,g=l+v;e=this.renderer.xscale.r_invert(m,g),n=e[0],r=e[1]}else{n=c,r=p;var v=this.max_size/2,y=h-v,b=h+v;i=this.renderer.yscale.r_invert(y,b),s=i[0],a=i[1]}var x=o.validate_bbox_coords([n,r],[s,a]),w=this.index.indices(x);return f.indices=w,f},e.prototype._hit_rect=function(t){var e=t.sx0,i=t.sx1,n=t.sy0,r=t.sy1,s=this.renderer.xscale.r_invert(e,i),a=s[0],l=s[1],h=this.renderer.yscale.r_invert(n,r),u=h[0],c=h[1],_=o.validate_bbox_coords([a,l],[u,c]),p=o.create_empty_hit_test_result();return p.indices=this.index.indices(_),p},e.prototype._hit_poly=function(t){for(var e=t.sx,i=t.sy,n=a.range(0,this.sx.length),r=[],s=0,l=n.length;s<l;s++){var h=n[s];o.point_in_poly(this.sx[s],this.sy[s],e,i)&&r.push(h)}var u=o.create_empty_hit_test_result();return u.indices=r,u},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.x1,o=e.y0,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+r)/2;var h=new Array(a);h[i]=(o+s)/2;var u=new Array(a);u[i]=.4*Math.min(Math.abs(r-n),Math.abs(s-o));var c=new Array(a);c[i]=0,this._render(t,[i],{sx:l,sy:h,_size:u,_angle:c})},e}(r.XYGlyphView);i.MarkerView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.mixins([\"line\",\"fill\"]),this.define({size:[s.DistanceSpec,{units:\"screen\",value:4}],angle:[s.AngleSpec,0]})},e}(r.XYGlyph);i.Marker=h,h.initClass()},function(t,e,i){var n=t(408),r=t(183),o=t(181),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._render=function(t,e,i){for(var n=i.sx,r=i.sy,s=i._size,a=i._angle,l=i._marker,h=0,u=e;h<u.length;h++){var c=u[h];if(!isNaN(n[c]+r[c]+s[c]+a[c])&&null!=l[c]){var _=s[c]/2;t.beginPath(),t.translate(n[c],r[c]),a[c]&&t.rotate(a[c]),o.marker_funcs[l[c]](t,c,_,this.visuals.line,this.visuals.fill),a[c]&&t.rotate(-a[c]),t.translate(-n[c],-r[c])}}},e.prototype.draw_legend_for_index=function(t,e,i){var n=e.x0,r=e.x1,o=e.y0,s=e.y1,a=i+1,l=new Array(a);l[i]=(n+r)/2;var h=new Array(a);h[i]=(o+s)/2;var u=new Array(a);u[i]=.4*Math.min(Math.abs(r-n),Math.abs(s-o));var c=new Array(a);c[i]=0;var _=new Array(a);_[i]=this._marker[i],this._render(t,[i],{sx:l,sy:h,_size:u,_angle:c,_marker:_})},e}(r.MarkerView);i.ScatterView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Scatter\",this.prototype.default_view=a,this.define({marker:[s.MarkerSpec,{value:\"circle\"}]})},e}(r.Marker);i.Scatter=l,l.initClass()},function(t,e,i){var n=t(408),r=t(17),o=t(188),s=t(18),a=t(62),l=t(195),h=t(186);i.GMapPlotView=h.GMapPlotView;var u=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MapOptions\",this.define({lat:[s.Number],lng:[s.Number],zoom:[s.Number,12]})},e}(a.Model);i.MapOptions=u,u.initClass();var c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GMapOptions\",this.define({map_type:[s.String,\"roadmap\"],scale_control:[s.Boolean,!1],styles:[s.String],tilt:[s.Int,45]})},e}(u);i.GMapOptions=c,c.initClass();var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GMapPlot\",this.prototype.default_view=h.GMapPlotView,this.define({map_options:[s.Instance],api_key:[s.String]}),this.override({x_range:function(){return new l.Range1d},y_range:function(){return new l.Range1d}})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.use_map=!0,this.api_key||r.logger.error(\"api_key is required. See https://developers.google.com/maps/documentation/javascript/get-api-key for more information on how to obtain your own.\")},e}(o.Plot);i.GMapPlot=_,_.initClass()},function(t,e,i){var n=t(408),r=t(22),o=t(36),s=t(189),a=new r.Signal0({},\"gmaps_ready\"),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;this.pause(),t.prototype.initialize.call(this),this._tiles_loaded=!1,this.zoom_count=0;var i=this.model.map_options,n=i.zoom,r=i.lat,o=i.lng;this.initial_zoom=n,this.initial_lat=r,this.initial_lng=o,this.canvas_view.map_el.style.position=\"absolute\",\"undefined\"!=typeof google&&null!=google.maps||(void 0===window._bokeh_gmaps_callback&&function(t){window._bokeh_gmaps_callback=function(){return a.emit()};var e=document.createElement(\"script\");e.type=\"text/javascript\",e.src=\"https://maps.googleapis.com/maps/api/js?key=\"+t+\"&callback=_bokeh_gmaps_callback\",document.body.appendChild(e)}(this.model.api_key),a.connect(function(){return e.request_render()})),this.unpause()},e.prototype.update_range=function(e){if(null==e)this.map.setCenter({lat:this.initial_lat,lng:this.initial_lng}),this.map.setOptions({zoom:this.initial_zoom}),t.prototype.update_range.call(this,null);else if(null!=e.sdx||null!=e.sdy)this.map.panBy(e.sdx||0,e.sdy||0),t.prototype.update_range.call(this,e);else if(null!=e.factor){var i=void 0;if(10!==this.zoom_count)return void(this.zoom_count+=1);this.zoom_count=0,this.pause(),t.prototype.update_range.call(this,e),i=e.factor<0?-1:1;var n=this.map.getZoom(),r=n+i;if(r>=2){this.map.setZoom(r);var o=this._get_projected_bounds(),s=o[0],a=o[1];a-s<0&&this.map.setZoom(n)}this.unpause()}this._set_bokeh_ranges()},e.prototype._build_map=function(){var t=this,e=google.maps;this.map_types={satellite:e.MapTypeId.SATELLITE,terrain:e.MapTypeId.TERRAIN,roadmap:e.MapTypeId.ROADMAP,hybrid:e.MapTypeId.HYBRID};var i=this.model.map_options,n={center:new e.LatLng(i.lat,i.lng),zoom:i.zoom,disableDefaultUI:!0,mapTypeId:this.map_types[i.map_type],scaleControl:i.scale_control,tilt:i.tilt};null!=i.styles&&(n.styles=JSON.parse(i.styles)),this.map=new e.Map(this.canvas_view.map_el,n),e.event.addListener(this.map,\"idle\",function(){return t._set_bokeh_ranges()}),e.event.addListener(this.map,\"bounds_changed\",function(){return t._set_bokeh_ranges()}),e.event.addListenerOnce(this.map,\"tilesloaded\",function(){return t._render_finished()}),this.connect(this.model.properties.map_options.change,function(){return t._update_options()}),this.connect(this.model.map_options.properties.styles.change,function(){return t._update_styles()}),this.connect(this.model.map_options.properties.lat.change,function(){return t._update_center(\"lat\")}),this.connect(this.model.map_options.properties.lng.change,function(){return t._update_center(\"lng\")}),this.connect(this.model.map_options.properties.zoom.change,function(){return t._update_zoom()}),this.connect(this.model.map_options.properties.map_type.change,function(){return t._update_map_type()}),this.connect(this.model.map_options.properties.scale_control.change,function(){return t._update_scale_control()}),this.connect(this.model.map_options.properties.tilt.change,function(){return t._update_tilt()})},e.prototype._render_finished=function(){this._tiles_loaded=!0,this.notify_finished()},e.prototype.has_finished=function(){return t.prototype.has_finished.call(this)&&!0===this._tiles_loaded},e.prototype._get_latlon_bounds=function(){var t=this.map.getBounds(),e=t.getNorthEast(),i=t.getSouthWest(),n=i.lng(),r=e.lng(),o=i.lat(),s=e.lat();return[n,r,o,s]},e.prototype._get_projected_bounds=function(){var t=this._get_latlon_bounds(),e=t[0],i=t[1],n=t[2],r=t[3],s=o.wgs84_mercator.forward([e,n]),a=s[0],l=s[1],h=o.wgs84_mercator.forward([i,r]),u=h[0],c=h[1];return[a,u,l,c]},e.prototype._set_bokeh_ranges=function(){var t=this._get_projected_bounds(),e=t[0],i=t[1],n=t[2],r=t[3];this.frame.x_range.setv({start:e,end:i}),this.frame.y_range.setv({start:n,end:r})},e.prototype._update_center=function(t){var e=this.map.getCenter().toJSON();e[t]=this.model.map_options[t],this.map.setCenter(e),this._set_bokeh_ranges()},e.prototype._update_map_type=function(){this.map.setOptions({mapTypeId:this.map_types[this.model.map_options.map_type]})},e.prototype._update_scale_control=function(){this.map.setOptions({scaleControl:this.model.map_options.scale_control})},e.prototype._update_tilt=function(){this.map.setOptions({tilt:this.model.map_options.tilt})},e.prototype._update_options=function(){this._update_styles(),this._update_center(\"lat\"),this._update_center(\"lng\"),this._update_zoom(),this._update_map_type()},e.prototype._update_styles=function(){this.map.setOptions({styles:JSON.parse(this.model.map_options.styles)})},e.prototype._update_zoom=function(){this.map.setOptions({zoom:this.model.map_options.zoom}),this._set_bokeh_ranges()},e.prototype._map_hook=function(t,e){var i=e[0],n=e[1],r=e[2],o=e[3];this.canvas_view.map_el.style.top=n+\"px\",this.canvas_view.map_el.style.left=i+\"px\",this.canvas_view.map_el.style.width=r+\"px\",this.canvas_view.map_el.style.height=o+\"px\",null==this.map&&\"undefined\"!=typeof google&&null!=google.maps&&this._build_map()},e.prototype._paint_empty=function(t,e){var i=this.layout._width.value,n=this.layout._height.value,r=e[0],o=e[1],s=e[2],a=e[3];t.clearRect(0,0,i,n),t.beginPath(),t.moveTo(0,0),t.lineTo(0,n),t.lineTo(i,n),t.lineTo(i,0),t.lineTo(0,0),t.moveTo(r,o),t.lineTo(r+s,o),t.lineTo(r+s,o+a),t.lineTo(r,o+a),t.lineTo(r,o),t.closePath(),null!=this.model.border_fill_color&&(t.fillStyle=this.model.border_fill_color,t.fill())},e}(s.PlotView);i.GMapPlotView=l},function(t,e,i){var n=t(185);i.MapOptions=n.MapOptions;var r=t(185);i.GMapOptions=r.GMapOptions;var o=t(185);i.GMapPlot=o.GMapPlot;var s=t(188);i.Plot=s.Plot},function(t,e,i){var n=t(408),r=t(18),o=t(22),s=t(24),a=t(35),l=t(46),h=t(166),u=t(78),c=t(204),_=t(286),p=t(212),d=t(197),f=t(191),v=t(189);i.PlotView=v.PlotView;var m=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Plot\",this.prototype.default_view=v.PlotView,this.mixins([\"line:outline_\",\"fill:background_\",\"fill:border_\"]),this.define({toolbar:[r.Instance,function(){return new _.Toolbar}],toolbar_location:[r.Location,\"right\"],toolbar_sticky:[r.Boolean,!0],plot_width:[r.Number,600],plot_height:[r.Number,600],frame_width:[r.Number,null],frame_height:[r.Number,null],title:[r.Any,function(){return new u.Title({text:\"\"})}],title_location:[r.Location,\"above\"],above:[r.Array,[]],below:[r.Array,[]],left:[r.Array,[]],right:[r.Array,[]],center:[r.Array,[]],renderers:[r.Array,[]],x_range:[r.Instance,function(){return new f.DataRange1d}],extra_x_ranges:[r.Any,{}],y_range:[r.Instance,function(){return new f.DataRange1d}],extra_y_ranges:[r.Any,{}],x_scale:[r.Instance,function(){return new c.LinearScale}],y_scale:[r.Instance,function(){return new c.LinearScale}],lod_factor:[r.Number,10],lod_interval:[r.Number,300],lod_threshold:[r.Number,2e3],lod_timeout:[r.Number,500],hidpi:[r.Boolean,!0],output_backend:[r.OutputBackend,\"canvas\"],min_border:[r.Number,5],min_border_top:[r.Number,null],min_border_left:[r.Number,null],min_border_bottom:[r.Number,null],min_border_right:[r.Number,null],inner_width:[r.Number],inner_height:[r.Number],outer_width:[r.Number],outer_height:[r.Number],match_aspect:[r.Boolean,!1],aspect_scale:[r.Number,1],reset_policy:[r.ResetPolicy,\"standard\"]}),this.override({outline_line_color:\"#e5e5e5\",border_fill_color:\"#ffffff\",background_fill_color:\"#ffffff\"})},Object.defineProperty(e.prototype,\"width\",{get:function(){var t=this.getv(\"width\");return null!=t?t:this.plot_width},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"height\",{get:function(){var t=this.getv(\"height\");return null!=t?t:this.plot_height},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.reset=new o.Signal0(this,\"reset\");for(var e=0,i=a.values(this.extra_x_ranges).concat(this.x_range);e<i.length;e++){var n=i[e],r=n.plots;l.isArray(r)&&(r=r.concat(this),n.setv({plots:r},{silent:!0}))}for(var s=0,h=a.values(this.extra_y_ranges).concat(this.y_range);s<h.length;s++){var u=h[s],r=u.plots;l.isArray(r)&&(r=r.concat(this),u.setv({plots:r},{silent:!0}))}},e.prototype.add_layout=function(t,e){void 0===e&&(e=\"center\");var i=this.getv(e);i.push(t)},e.prototype.remove_layout=function(t){var e=function(e){s.remove_by(e,function(e){return e==t})};e(this.left),e(this.right),e(this.above),e(this.below),e(this.center)},e.prototype.add_renderers=function(){for(var t=[],e=0;e<arguments.length;e++)t[e]=arguments[e];this.renderers=this.renderers.concat(t)},e.prototype.add_glyph=function(t,e,i){void 0===e&&(e=new p.ColumnDataSource),void 0===i&&(i={});var r=n.__assign({},i,{data_source:e,glyph:t}),o=new d.GlyphRenderer(r);return this.add_renderers(o),o},e.prototype.add_tools=function(){for(var t=[],e=0;e<arguments.length;e++)t[e]=arguments[e];this.toolbar.tools=this.toolbar.tools.concat(t)},Object.defineProperty(e.prototype,\"panels\",{get:function(){return this.side_panels.concat(this.center)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"side_panels\",{get:function(){var t=this.above,e=this.below,i=this.left,n=this.right;return s.concat([t,e,i,n])},enumerable:!0,configurable:!0}),e}(h.LayoutDOM);i.Plot=m,m.initClass()},function(t,e,i){var n=t(408),r=t(95),o=t(94),s=t(191),a=t(197),l=t(166),h=t(78),u=t(82),c=t(79),_=t(3),p=t(22),d=t(4),f=t(51),v=t(17),m=t(44),g=t(46),y=t(24),b=t(35),x=t(13),w=t(10),k=t(15),T=t(11),C=t(27),S=null,A=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e.min_border={left:0,top:0,right:0,bottom:0},e}return n.__extends(e,t),e.prototype._measure=function(t){var e=this;t=new x.Sizeable(t).bounded_to(this.sizing.size);var i,n,r,o=this.left_panel.measure({width:0,height:t.height}),s=Math.max(o.width,this.min_border.left),a=this.right_panel.measure({width:0,height:t.height}),l=Math.max(a.width,this.min_border.right),h=this.top_panel.measure({width:t.width,height:0}),u=Math.max(h.height,this.min_border.top),c=this.bottom_panel.measure({width:t.width,height:0}),_=Math.max(c.height,this.min_border.bottom),p=new x.Sizeable(t).shrink_by({left:s,right:l,top:u,bottom:_}),d=this.center_panel.measure(p),f=s+d.width+l,v=u+d.height+_,m=(i=e.center_panel.sizing,n=i.width_policy,r=i.height_policy,\"fixed\"!=n&&\"fixed\"!=r);return{width:f,height:v,inner:{left:s,right:l,top:u,bottom:_},align:m}},e.prototype._set_geometry=function(e,i){t.prototype._set_geometry.call(this,e,i),this.center_panel.set_geometry(i);var n=this.left_panel.measure({width:0,height:e.height}),r=this.right_panel.measure({width:0,height:e.height}),o=this.top_panel.measure({width:e.width,height:0}),s=this.bottom_panel.measure({width:e.width,height:0}),a=i.left,l=i.top,h=i.right,u=i.bottom;this.top_panel.set_geometry(new C.BBox({left:a,right:h,bottom:l,height:o.height})),this.bottom_panel.set_geometry(new C.BBox({left:a,right:h,top:u,height:s.height})),this.left_panel.set_geometry(new C.BBox({top:l,bottom:u,right:a,width:n.width})),this.right_panel.set_geometry(new C.BBox({top:l,bottom:u,left:h,width:r.width}))},e}(x.Layoutable);i.PlotLayout=A;var M=function(e){function i(){var t=null!==e&&e.apply(this,arguments)||this;return t._outer_bbox=new C.BBox,t._inner_bbox=new C.BBox,t._needs_paint=!0,t._needs_layout=!1,t}return n.__extends(i,e),Object.defineProperty(i.prototype,\"canvas_overlays\",{get:function(){return this.canvas_view.overlays_el},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"canvas_events\",{get:function(){return this.canvas_view.events_el},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"is_paused\",{get:function(){return null!=this._is_paused&&0!==this._is_paused},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"child_models\",{get:function(){return[]},enumerable:!0,configurable:!0}),i.prototype.pause=function(){null==this._is_paused?this._is_paused=1:this._is_paused+=1},i.prototype.unpause=function(t){if(void 0===t&&(t=!1),null==this._is_paused)throw new Error(\"wasn't paused\");this._is_paused-=1,0!=this._is_paused||t||this.request_paint()},i.prototype.request_render=function(){this.request_paint()},i.prototype.request_paint=function(){this.is_paused||this.throttled_paint()},i.prototype.request_layout=function(){this._needs_layout=!0,this.request_paint()},i.prototype.reset=function(){\"standard\"==this.model.reset_policy&&(this.clear_state(),this.reset_range(),this.reset_selection()),this.model.trigger_event(new _.Reset)},i.prototype.remove=function(){this.ui_event_bus.destroy(),d.remove_views(this.renderer_views),d.remove_views(this.tool_views),this.canvas_view.remove(),e.prototype.remove.call(this)},i.prototype.render=function(){e.prototype.render.call(this),this.el.appendChild(this.canvas_view.el),this.canvas_view.render()},i.prototype.initialize=function(){var i=this;this.pause(),e.prototype.initialize.call(this),this.force_paint=new p.Signal0(this,\"force_paint\"),this.state_changed=new p.Signal0(this,\"state_changed\"),this.lod_started=!1,this.visuals=new f.Visuals(this.model),this._initial_state_info={selection:{},dimensions:{width:0,height:0}},this.visibility_callbacks=[],this.state={history:[],index:-1},this.canvas=new o.Canvas({map:this.model.use_map||!1,use_hidpi:this.model.hidpi,output_backend:this.model.output_backend}),this.frame=new r.CartesianFrame(this.model.x_scale,this.model.y_scale,this.model.x_range,this.model.y_range,this.model.extra_x_ranges,this.model.extra_y_ranges),this.canvas_view=new this.canvas.default_view({model:this.canvas,parent:this}),\"webgl\"==this.model.output_backend&&this.init_webgl(),this.throttled_paint=m.throttle(function(){return i.force_paint.emit()},15);var n=t(23).UIEvents;this.ui_event_bus=new n(this,this.model.toolbar,this.canvas_view.events_el);var s=this.model,a=s.title_location,l=s.title;null!=a&&null!=l&&(this._title=l instanceof h.Title?l:new h.Title({text:l}));var u=this.model,_=u.toolbar_location,d=u.toolbar;null!=_&&null!=d&&(this._toolbar=new c.ToolbarPanel({toolbar:d}),d.toolbar_location=_),this.renderer_views={},this.tool_views={},this.build_renderer_views(),this.build_tool_views(),this.update_dataranges(),this.unpause(!0),v.logger.debug(\"PlotView initialized\")},i.prototype._width_policy=function(){return null==this.model.frame_width?e.prototype._width_policy.call(this):\"min\"},i.prototype._height_policy=function(){return null==this.model.frame_height?e.prototype._height_policy.call(this):\"min\"},i.prototype._update_layout=function(){var t=this;this.layout=new A,this.layout.set_sizing(this.box_sizing());var e=this.model,i=e.frame_width,r=e.frame_height;this.layout.center_panel=this.frame,this.layout.center_panel.set_sizing(n.__assign({},null!=i?{width_policy:\"fixed\",width:i}:{width_policy:\"fit\"},null!=r?{height_policy:\"fixed\",height:r}:{height_policy:\"fit\"}));var o=y.copy(this.model.above),s=y.copy(this.model.below),a=y.copy(this.model.left),l=y.copy(this.model.right),u=function(t){switch(t){case\"above\":return o;case\"below\":return s;case\"left\":return a;case\"right\":return l}},_=this.model,p=_.title_location,d=_.title;null!=p&&null!=d&&u(p).push(this._title);var f=this.model,v=f.toolbar_location,m=f.toolbar;if(null!=v&&null!=m){var b=u(v),x=!0;if(this.model.toolbar_sticky)for(var C=0;C<b.length;C++){var S=b[C];if(S instanceof h.Title){b[C]=\"above\"==v||\"below\"==v?[S,this._toolbar]:[this._toolbar,S],x=!1;break}}x&&b.push(this._toolbar)}var M=function(e,i){var n=t.renderer_views[i.id];return n.layout=new k.SidePanel(e,n)},E=function(t,e){for(var i=\"above\"==t||\"below\"==t,r=[],o=0,s=e;o<s.length;o++){var a=s[o];if(g.isArray(a)){var l=a.map(function(e){var r,o=M(t,e);if(e instanceof c.ToolbarPanel){var s=i?\"width_policy\":\"height_policy\";o.set_sizing(n.__assign({},o.sizing,((r={})[s]=\"min\",r)))}return o}),h=void 0;i?(h=new T.Row(l)).set_sizing({width_policy:\"max\",height_policy:\"min\"}):(h=new T.Column(l)).set_sizing({width_policy:\"min\",height_policy:\"max\"}),h.absolute=!0,r.push(h)}else r.push(M(t,a))}return r},z=null!=this.model.min_border?this.model.min_border:0;this.layout.min_border={left:null!=this.model.min_border_left?this.model.min_border_left:z,top:null!=this.model.min_border_top?this.model.min_border_top:z,right:null!=this.model.min_border_right?this.model.min_border_right:z,bottom:null!=this.model.min_border_bottom?this.model.min_border_bottom:z};var O=new w.VStack,P=new w.VStack,j=new w.HStack,N=new w.HStack;O.children=y.reversed(E(\"above\",o)),P.children=E(\"below\",s),j.children=y.reversed(E(\"left\",a)),N.children=E(\"right\",l),O.set_sizing({width_policy:\"fit\",height_policy:\"min\"}),P.set_sizing({width_policy:\"fit\",height_policy:\"min\"}),j.set_sizing({width_policy:\"min\",height_policy:\"fit\"}),N.set_sizing({width_policy:\"min\",height_policy:\"fit\"}),this.layout.top_panel=O,this.layout.bottom_panel=P,this.layout.left_panel=j,this.layout.right_panel=N},Object.defineProperty(i.prototype,\"axis_views\",{get:function(){var t=[];for(var e in this.renderer_views){var i=this.renderer_views[e];i instanceof u.AxisView&&t.push(i)}return t},enumerable:!0,configurable:!0}),i.prototype.set_cursor=function(t){void 0===t&&(t=\"default\"),this.canvas_view.el.style.cursor=t},i.prototype.set_toolbar_visibility=function(t){for(var e=0,i=this.visibility_callbacks;e<i.length;e++){var n=i[e];n(t)}},i.prototype.init_webgl=function(){if(null==S){var t=document.createElement(\"canvas\"),e={premultipliedAlpha:!0},i=t.getContext(\"webgl\",e)||t.getContext(\"experimental-webgl\",e);null!=i&&(S={canvas:t,ctx:i})}null!=S?this.gl=S:v.logger.warn(\"WebGL is not supported, falling back to 2D canvas.\")},i.prototype.prepare_webgl=function(t,e){if(null!=this.gl){var i=this.canvas_view.get_canvas_element();this.gl.canvas.width=i.width,this.gl.canvas.height=i.height;var n=this.gl.ctx;n.enable(n.SCISSOR_TEST);var r=e[0],o=e[1],s=e[2],a=e[3],l=this.canvas_view.bbox,h=l.xview,u=l.yview,c=h.compute(r),_=u.compute(o+a);n.scissor(t*c,t*_,t*s,t*a),n.enable(n.BLEND),n.blendFuncSeparate(n.SRC_ALPHA,n.ONE_MINUS_SRC_ALPHA,n.ONE_MINUS_DST_ALPHA,n.ONE)}},i.prototype.clear_webgl=function(){if(null!=this.gl){var t=this.gl.ctx;t.viewport(0,0,this.gl.canvas.width,this.gl.canvas.height),t.clearColor(0,0,0,0),t.clear(t.COLOR_BUFFER_BIT||t.DEPTH_BUFFER_BIT)}},i.prototype.blit_webgl=function(){var t=this.canvas_view.ctx;if(null!=this.gl){v.logger.debug(\"drawing with WebGL\"),t.restore(),t.drawImage(this.gl.canvas,0,0),t.save();var e=this.canvas.pixel_ratio;t.scale(e,e),t.translate(.5,.5)}},i.prototype.update_dataranges=function(){for(var t={},e={},i=!1,n=0,r=b.values(this.frame.x_ranges).concat(b.values(this.frame.y_ranges));n<r.length;n++){var o=r[n];o instanceof s.DataRange1d&&\"log\"==o.scale_hint&&(i=!0)}for(var l in this.renderer_views){var h=this.renderer_views[l];if(h instanceof a.GlyphRendererView){var u=h.glyph.bounds();if(null!=u&&(t[l]=u),i){var c=h.glyph.log_bounds();null!=c&&(e[l]=c)}}}var _,p=!1,d=!1,f=this.frame.bbox,m=f.width,g=f.height;!1!==this.model.match_aspect&&0!=m&&0!=g&&(_=1/this.model.aspect_scale*(m/g));for(var y=0,x=b.values(this.frame.x_ranges);y<x.length;y++){var w=x[y];if(w instanceof s.DataRange1d){var k=\"log\"==w.scale_hint?e:t;w.update(k,0,this.model.id,_),w.follow&&(p=!0)}null!=w.bounds&&(d=!0)}for(var T=0,C=b.values(this.frame.y_ranges);T<C.length;T++){var S=C[T];if(S instanceof s.DataRange1d){var k=\"log\"==S.scale_hint?e:t;S.update(k,1,this.model.id,_),S.follow&&(p=!0)}null!=S.bounds&&(d=!0)}if(p&&d){v.logger.warn(\"Follow enabled so bounds are unset.\");for(var A=0,M=b.values(this.frame.x_ranges);A<M.length;A++){var w=M[A];w.bounds=null}for(var E=0,z=b.values(this.frame.y_ranges);E<z.length;E++){var S=z[E];S.bounds=null}}this.range_update_timestamp=Date.now()},i.prototype.map_to_screen=function(t,e,i,n){return void 0===i&&(i=\"default\"),void 0===n&&(n=\"default\"),this.frame.map_to_screen(t,e,i,n)},i.prototype.push_state=function(t,e){var i=this.state,r=i.history,o=i.index,s=null!=r[o]?r[o].info:{},a=n.__assign({},this._initial_state_info,s,e);this.state.history=this.state.history.slice(0,this.state.index+1),this.state.history.push({type:t,info:a}),this.state.index=this.state.history.length-1,this.state_changed.emit()},i.prototype.clear_state=function(){this.state={history:[],index:-1},this.state_changed.emit()},i.prototype.can_undo=function(){return this.state.index>=0},i.prototype.can_redo=function(){return this.state.index<this.state.history.length-1},i.prototype.undo=function(){this.can_undo()&&(this.state.index-=1,this._do_state_change(this.state.index),this.state_changed.emit())},i.prototype.redo=function(){this.can_redo()&&(this.state.index+=1,this._do_state_change(this.state.index),this.state_changed.emit())},i.prototype._do_state_change=function(t){var e=null!=this.state.history[t]?this.state.history[t].info:this._initial_state_info;null!=e.range&&this.update_range(e.range),null!=e.selection&&this.update_selection(e.selection)},i.prototype.get_selection=function(){for(var t={},e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];if(n instanceof a.GlyphRenderer){var r=n.data_source.selected;t[n.id]=r}}return t},i.prototype.update_selection=function(t){for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];if(n instanceof a.GlyphRenderer){var r=n.data_source;null!=t?null!=t[n.id]&&r.selected.update(t[n.id],!0,!1):r.selection_manager.clear()}}},i.prototype.reset_selection=function(){this.update_selection(null)},i.prototype._update_ranges_together=function(t){for(var e=1,i=0,n=t;i<n.length;i++){var r=n[i],o=r[0],s=r[1];e=Math.min(e,this._get_weight_to_constrain_interval(o,s))}if(e<1)for(var a=0,l=t;a<l.length;a++){var h=l[a],o=h[0],s=h[1];s.start=e*s.start+(1-e)*o.start,s.end=e*s.end+(1-e)*o.end}},i.prototype._update_ranges_individually=function(t,e,i,n){for(var r=!1,o=0,s=t;o<s.length;o++){var a=s[o],l=a[0],h=a[1];if(!i){var u=this._get_weight_to_constrain_interval(l,h);u<1&&(h.start=u*h.start+(1-u)*l.start,h.end=u*h.end+(1-u)*l.end)}if(null!=l.bounds&&\"auto\"!=l.bounds){var c=l.bounds,_=c[0],p=c[1],d=Math.abs(h.end-h.start);l.is_reversed?(null!=_&&_>=h.end&&(r=!0,h.end=_,(e||i)&&(h.start=_+d)),null!=p&&p<=h.start&&(r=!0,h.start=p,(e||i)&&(h.end=p-d))):(null!=_&&_>=h.start&&(r=!0,h.start=_,(e||i)&&(h.end=_+d)),null!=p&&p<=h.end&&(r=!0,h.end=p,(e||i)&&(h.start=p-d)))}}if(!(i&&r&&n))for(var f=0,v=t;f<v.length;f++){var m=v[f],l=m[0],h=m[1];l.have_updated_interactively=!0,l.start==h.start&&l.end==h.end||l.setv(h)}},i.prototype._get_weight_to_constrain_interval=function(t,e){var i=t.min_interval,n=t.max_interval;if(null!=t.bounds&&\"auto\"!=t.bounds){var r=t.bounds,o=r[0],s=r[1];if(null!=o&&null!=s){var a=Math.abs(s-o);n=null!=n?Math.min(n,a):a}}var l=1;if(null!=i||null!=n){var h=Math.abs(t.end-t.start),u=Math.abs(e.end-e.start);i>0&&u<i&&(l=(h-i)/(h-u)),n>0&&u>n&&(l=(n-h)/(u-h)),l=Math.max(0,Math.min(1,l))}return l},i.prototype.update_range=function(t,e,i,n){void 0===e&&(e=!1),void 0===i&&(i=!1),void 0===n&&(n=!0),this.pause();var r=this.frame,o=r.x_ranges,s=r.y_ranges;if(null==t){for(var a in o){var l=o[a];l.reset()}for(var h in s){var l=s[h];l.reset()}this.update_dataranges()}else{var u=[];for(var c in o){var l=o[c];u.push([l,t.xrs[c]])}for(var _ in s){var l=s[_];u.push([l,t.yrs[_]])}i&&this._update_ranges_together(u),this._update_ranges_individually(u,e,i,n)}this.unpause()},i.prototype.reset_range=function(){this.update_range(null)},i.prototype._invalidate_layout=function(){var t=this;(function(){for(var e=0,i=t.model.side_panels;e<i.length;e++){var n=i[e],r=t.renderer_views[n.id];if(r.layout.has_size_changed())return!0}return!1})()&&this.root.compute_layout()},i.prototype.build_renderer_views=function(){var t,e,i,n,r,o,s;this.computed_renderers=[],(t=this.computed_renderers).push.apply(t,this.model.above),(e=this.computed_renderers).push.apply(e,this.model.below),(i=this.computed_renderers).push.apply(i,this.model.left),(n=this.computed_renderers).push.apply(n,this.model.right),(r=this.computed_renderers).push.apply(r,this.model.center),(o=this.computed_renderers).push.apply(o,this.model.renderers),null!=this._title&&this.computed_renderers.push(this._title),null!=this._toolbar&&this.computed_renderers.push(this._toolbar);for(var a=0,l=this.model.toolbar.tools;a<l.length;a++){var h=l[a];null!=h.overlay&&this.computed_renderers.push(h.overlay),(s=this.computed_renderers).push.apply(s,h.synthetic_renderers)}d.build_views(this.renderer_views,this.computed_renderers,{parent:this})},i.prototype.get_renderer_views=function(){var t=this;return this.computed_renderers.map(function(e){return t.renderer_views[e.id]})},i.prototype.build_tool_views=function(){var t=this,e=this.model.toolbar.tools,i=d.build_views(this.tool_views,e,{parent:this});i.map(function(e){return t.ui_event_bus.register_tool(e)})},i.prototype.connect_signals=function(){var t=this;e.prototype.connect_signals.call(this),this.connect(this.force_paint,function(){return t.repaint()});var i=this.frame,n=i.x_ranges,r=i.y_ranges;for(var o in n){var s=n[o];this.connect(s.change,function(){t._needs_layout=!0,t.request_paint()})}for(var a in r){var s=r[a];this.connect(s.change,function(){t._needs_layout=!0,t.request_paint()})}this.connect(this.model.properties.renderers.change,function(){return t.build_renderer_views()}),this.connect(this.model.toolbar.properties.tools.change,function(){t.build_renderer_views(),t.build_tool_views()}),this.connect(this.model.change,function(){return t.request_paint()}),this.connect(this.model.reset,function(){return t.reset()})},i.prototype.set_initial_range=function(){var t=!0,e=this.frame,i=e.x_ranges,n=e.y_ranges,r={},o={};for(var s in i){var a=i[s],l=a.start,h=a.end;if(null==l||null==h||g.isStrictNaN(l+h)){t=!1;break}r[s]={start:l,end:h}}if(t)for(var u in n){var c=n[u],l=c.start,h=c.end;if(null==l||null==h||g.isStrictNaN(l+h)){t=!1;break}o[u]={start:l,end:h}}t?(this._initial_state_info.range={xrs:r,yrs:o},v.logger.debug(\"initial ranges set\")):v.logger.warn(\"could not set initial ranges\")},i.prototype.has_finished=function(){if(!e.prototype.has_finished.call(this))return!1;for(var t in this.renderer_views){var i=this.renderer_views[t];if(!i.has_finished())return!1}return!0},i.prototype.after_layout=function(){if(e.prototype.after_layout.call(this),this._needs_layout=!1,this.model.setv({inner_width:Math.round(this.frame._width.value),inner_height:Math.round(this.frame._height.value),outer_width:Math.round(this.layout._width.value),outer_height:Math.round(this.layout._height.value)},{no_change:!0}),!1!==this.model.match_aspect&&(this.pause(),this.update_dataranges(),this.unpause(!0)),!this._outer_bbox.equals(this.layout.bbox)){var t=this.layout.bbox,i=t.width,n=t.height;this.canvas_view.prepare_canvas(i,n),this._outer_bbox=this.layout.bbox,this._needs_paint=!0}this._inner_bbox.equals(this.frame.inner_bbox)||(this._inner_bbox=this.layout.inner_bbox,this._needs_paint=!0),this._needs_paint&&(this._needs_paint=!1,this.paint())},i.prototype.repaint=function(){this._needs_layout&&this._invalidate_layout(),this.paint()},i.prototype.paint=function(){var t=this;if(!this.is_paused){v.logger.trace(\"PlotView.paint() for \"+this.model.id);var e=this.model.document;if(null!=e){var i=e.interactive_duration();i>=0&&i<this.model.lod_interval?setTimeout(function(){e.interactive_duration()>t.model.lod_timeout&&e.interactive_stop(t.model),t.request_paint()},this.model.lod_timeout):e.interactive_stop(this.model)}for(var n in this.renderer_views){var r=this.renderer_views[n];if(null==this.range_update_timestamp||r instanceof a.GlyphRendererView&&r.set_data_timestamp>this.range_update_timestamp){this.update_dataranges();break}}var o=this.canvas_view.ctx,s=this.canvas.pixel_ratio;o.save(),o.scale(s,s),o.translate(.5,.5);var l=[this.frame._left.value,this.frame._top.value,this.frame._width.value,this.frame._height.value];if(this._map_hook(o,l),this._paint_empty(o,l),this.prepare_webgl(s,l),this.clear_webgl(),this.visuals.outline_line.doit){o.save(),this.visuals.outline_line.set_value(o);var h=l[0],u=l[1],c=l[2],_=l[3];h+c==this.layout._width.value&&(c-=1),u+_==this.layout._height.value&&(_-=1),o.strokeRect(h,u,c,_),o.restore()}this._paint_levels(o,[\"image\",\"underlay\",\"glyph\"],l,!0),this._paint_levels(o,[\"annotation\"],l,!1),this._paint_levels(o,[\"overlay\"],l,!1),null==this._initial_state_info.range&&this.set_initial_range(),o.restore()}},i.prototype._paint_levels=function(t,e,i,n){for(var r=0,o=e;r<o.length;r++)for(var s=o[r],a=0,l=this.computed_renderers;a<l.length;a++){var h=l[a];if(h.level==s){var u=this.renderer_views[h.id];t.save(),(n||u.needs_clip)&&(t.beginPath(),t.rect.apply(t,i),t.clip()),u.render(),t.restore(),u.has_webgl&&(this.blit_webgl(),this.clear_webgl())}}},i.prototype._map_hook=function(t,e){},i.prototype._paint_empty=function(t,e){var i=[0,0,this.layout._width.value,this.layout._height.value],n=i[0],r=i[1],o=i[2],s=i[3],a=e[0],l=e[1],h=e[2],u=e[3];t.clearRect(n,r,o,s),this.visuals.border_fill.doit&&(this.visuals.border_fill.set_value(t),t.fillRect(n,r,o,s),t.clearRect(a,l,h,u)),this.visuals.background_fill.doit&&(this.visuals.background_fill.set_value(t),t.fillRect(a,l,h,u))},i.prototype.save=function(t){switch(this.model.output_backend){case\"canvas\":case\"webgl\":var e=this.canvas_view.get_canvas_element();if(null!=e.msToBlob){var i=e.msToBlob();window.navigator.msSaveBlob(i,t)}else{var n=document.createElement(\"a\");n.href=e.toDataURL(\"image/png\"),n.download=t+\".png\",n.target=\"_blank\",n.dispatchEvent(new MouseEvent(\"click\"))}break;case\"svg\":var r=this.canvas_view._ctx,o=r.getSerializedSvg(!0),s=new Blob([o],{type:\"text/plain\"}),a=document.createElement(\"a\");a.download=t+\".svg\",a.innerHTML=\"Download svg\",a.href=window.URL.createObjectURL(s),a.onclick=function(t){return document.body.removeChild(t.target)},a.style.display=\"none\",document.body.appendChild(a),a.click()}},i.prototype.serializable_state=function(){var t=e.prototype.serializable_state.call(this),i=t.children,r=n.__rest(t,[\"children\"]),o=this.get_renderer_views().map(function(t){return t.serializable_state()}).filter(function(t){return\"bbox\"in t});return n.__assign({},r,{children:i.concat(o)})},i}(l.LayoutDOMView);i.PlotView=M},function(t,e,i){var n=t(408),r=t(194),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DataRange\",this.define({names:[o.Array,[]],renderers:[o.Array,[]]})},e}(r.Range);i.DataRange=s,s.initClass()},function(t,e,i){var n=t(408),r=t(190),o=t(197),s=t(17),a=t(18),l=t(27),h=t(24),u=function(t){function e(e){var i=t.call(this,e)||this;return i._plot_bounds={},i.have_updated_interactively=!1,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DataRange1d\",this.define({start:[a.Number],end:[a.Number],range_padding:[a.Number,.1],range_padding_units:[a.PaddingUnits,\"percent\"],flipped:[a.Boolean,!1],follow:[a.StartEnd],follow_interval:[a.Number],default_span:[a.Number,2]}),this.internal({scale_hint:[a.String,\"auto\"]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._initial_start=this.start,this._initial_end=this.end,this._initial_range_padding=this.range_padding,this._initial_range_padding_units=this.range_padding_units,this._initial_follow=this.follow,this._initial_follow_interval=this.follow_interval,this._initial_default_span=this.default_span},Object.defineProperty(e.prototype,\"min\",{get:function(){return Math.min(this.start,this.end)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"max\",{get:function(){return Math.max(this.start,this.end)},enumerable:!0,configurable:!0}),e.prototype.computed_renderers=function(){var t=this.names,e=this.renderers;if(0==e.length)for(var i=0,n=this.plots;i<n.length;i++){var r=n[i],a=r.renderers.filter(function(t){return t instanceof o.GlyphRenderer});e=e.concat(a)}t.length>0&&(e=e.filter(function(e){return h.includes(t,e.name)})),s.logger.debug(\"computed \"+e.length+\" renderers for DataRange1d \"+this.id);for(var l=0,u=e;l<u.length;l++){var c=u[l];s.logger.trace(\" - \"+c.type+\" \"+c.id)}return e},e.prototype._compute_plot_bounds=function(t,e){for(var i=l.empty(),n=0,r=t;n<r.length;n++){var o=r[n];null!=e[o.id]&&(i=l.union(i,e[o.id]))}return i},e.prototype.adjust_bounds_for_aspect=function(t,e){var i=l.empty(),n=t.maxX-t.minX;n<=0&&(n=1);var r=t.maxY-t.minY;r<=0&&(r=1);var o=.5*(t.maxX+t.minX),s=.5*(t.maxY+t.minY);return n<e*r?n=e*r:r=n/e,i.maxX=o+.5*n,i.minX=o-.5*n,i.maxY=s+.5*r,i.minY=s-.5*r,i},e.prototype._compute_min_max=function(t,e){var i,n,r,o,s=l.empty();for(var a in t){var h=t[a];s=l.union(s,h)}return 0==e?(i=[s.minX,s.maxX],r=i[0],o=i[1]):(n=[s.minY,s.maxY],r=n[0],o=n[1]),[r,o]},e.prototype._compute_range=function(t,e){var i,n,r,o=this.range_padding;if(\"log\"==this.scale_hint){(isNaN(t)||!isFinite(t)||t<=0)&&(t=isNaN(e)||!isFinite(e)||e<=0?.1:e/100,s.logger.warn(\"could not determine minimum data value for log axis, DataRange1d using value \"+t)),(isNaN(e)||!isFinite(e)||e<=0)&&(e=isNaN(t)||!isFinite(t)||t<=0?10:100*t,s.logger.warn(\"could not determine maximum data value for log axis, DataRange1d using value \"+e));var a=void 0,l=void 0;if(e==t)l=this.default_span+.001,a=Math.log(t)/Math.log(10);else{var h=void 0,u=void 0;\"percent\"==this.range_padding_units?(h=Math.log(t)/Math.log(10),u=Math.log(e)/Math.log(10),l=(u-h)*(1+o)):(h=Math.log(t-o)/Math.log(10),u=Math.log(e+o)/Math.log(10),l=u-h),a=(h+u)/2}n=Math.pow(10,a-l/2),r=Math.pow(10,a+l/2)}else{var l=void 0;l=e==t?this.default_span:\"percent\"==this.range_padding_units?(e-t)*(1+o):e-t+2*o;var a=(e+t)/2;n=a-l/2,r=a+l/2}var c=1;this.flipped&&(n=(i=[r,n])[0],r=i[1],c=-1);var _=this.follow_interval;return null!=_&&Math.abs(n-r)>_&&(\"start\"==this.follow?r=n+c*_:\"end\"==this.follow&&(n=r-c*_)),[n,r]},e.prototype.update=function(t,e,i,n){if(!this.have_updated_interactively){var r=this.computed_renderers(),o=this._compute_plot_bounds(r,t);null!=n&&(o=this.adjust_bounds_for_aspect(o,n)),this._plot_bounds[i]=o;var s=this._compute_min_max(this._plot_bounds,e),a=s[0],l=s[1],h=this._compute_range(a,l),u=h[0],c=h[1];null!=this._initial_start&&(\"log\"==this.scale_hint?this._initial_start>0&&(u=this._initial_start):u=this._initial_start),null!=this._initial_end&&(\"log\"==this.scale_hint?this._initial_end>0&&(c=this._initial_end):c=this._initial_end);var _=[this.start,this.end],p=_[0],d=_[1];if(u!=p||c!=d){var f={};u!=p&&(f.start=u),c!=d&&(f.end=c),this.setv(f)}\"auto\"==this.bounds&&this.setv({bounds:[u,c]},{silent:!0}),this.change.emit()}},e.prototype.reset=function(){this.have_updated_interactively=!1,this.setv({range_padding:this._initial_range_padding,range_padding_units:this._initial_range_padding_units,follow:this._initial_follow,follow_interval:this._initial_follow_interval,default_span:this._initial_default_span},{silent:!0}),this.change.emit()},e}(r.DataRange);i.DataRange1d=u,u.initClass()},function(t,e,i){var n=t(408),r=t(194),o=t(18),s=t(25),a=t(24),l=t(46);function h(t,e,i){void 0===i&&(i=0);for(var n={},r=0;r<t.length;r++){var o=t[r];if(o in n)throw new Error(\"duplicate factor or subfactor: \"+o);n[o]={value:.5+r*(1+e)+i}}return[n,(t.length-1)*e]}function u(t,e,i,n){void 0===n&&(n=0);for(var r={},o={},s=[],l=0,u=t;l<u.length;l++){var c=u[l],_=c[0],p=c[1];_ in o||(o[_]=[],s.push(_)),o[_].push(p)}for(var d=n,f=0,v=function(t){var n=o[t].length,s=h(o[t],i,d),l=s[0],u=s[1];f+=u;var c=a.sum(o[t].map(function(t){return l[t].value}));r[t]={value:c/n,mapping:l},d+=n+e+u},m=0,g=s;m<g.length;m++){var _=g[m];v(_)}return[r,s,(s.length-1)*e+f]}function c(t,e,i,n,r){void 0===r&&(r=0);for(var o={},s={},l=[],h=0,c=t;h<c.length;h++){var _=c[h],p=_[0],d=_[1],f=_[2];p in s||(s[p]=[],l.push(p)),s[p].push([d,f])}for(var v=[],m=r,g=0,y=function(t){for(var r=s[t].length,l=u(s[t],i,n,m),h=l[0],c=l[1],_=l[2],p=0,d=c;p<d.length;p++){var f=d[p];v.push([t,f])}g+=_;var y=a.sum(s[t].map(function(t){var e=t[0];return h[e].value}));o[t]={value:y/r,mapping:h},m+=r+e+_},b=0,x=l;b<x.length;b++){var p=x[b];y(p)}return[o,l,v,(l.length-1)*e+g]}i.map_one_level=h,i.map_two_levels=u,i.map_three_levels=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"FactorRange\",this.define({factors:[o.Array,[]],factor_padding:[o.Number,0],subgroup_padding:[o.Number,.8],group_padding:[o.Number,1.4],range_padding:[o.Number,0],range_padding_units:[o.PaddingUnits,\"percent\"],start:[o.Number],end:[o.Number]}),this.internal({levels:[o.Number],mids:[o.Array],tops:[o.Array],tops_groups:[o.Array]})},Object.defineProperty(e.prototype,\"min\",{get:function(){return this.start},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"max\",{get:function(){return this.end},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this._init(!0)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.properties.factors.change,function(){return e.reset()}),this.connect(this.properties.factor_padding.change,function(){return e.reset()}),this.connect(this.properties.group_padding.change,function(){return e.reset()}),this.connect(this.properties.subgroup_padding.change,function(){return e.reset()}),this.connect(this.properties.range_padding.change,function(){return e.reset()}),this.connect(this.properties.range_padding_units.change,function(){return e.reset()})},e.prototype.reset=function(){this._init(!1),this.change.emit()},e.prototype._lookup=function(t){if(1==t.length){var e=this._mapping;return e.hasOwnProperty(t[0])?e[t[0]].value:NaN}if(2==t.length){var e=this._mapping;return e.hasOwnProperty(t[0])&&e[t[0]].mapping.hasOwnProperty(t[1])?e[t[0]].mapping[t[1]].value:NaN}if(3==t.length){var e=this._mapping;return e.hasOwnProperty(t[0])&&e[t[0]].mapping.hasOwnProperty(t[1])&&e[t[0]].mapping[t[1]].mapping.hasOwnProperty(t[2])?e[t[0]].mapping[t[1]].mapping[t[2]].value:NaN}throw new Error(\"unreachable code\")},e.prototype.synthetic=function(t){if(l.isNumber(t))return t;if(l.isString(t))return this._lookup([t]);var e=0,i=t[t.length-1];return l.isNumber(i)&&(e=i,t=t.slice(0,-1)),this._lookup(t)+e},e.prototype.v_synthetic=function(t){var e=this;return s.map(t,function(t){return e.synthetic(t)})},e.prototype._init=function(t){var e,i,n,r,o;if(a.every(this.factors,l.isString))r=1,e=h(this.factors,this.factor_padding),this._mapping=e[0],o=e[1];else if(a.every(this.factors,function(t){return l.isArray(t)&&2==t.length&&l.isString(t[0])&&l.isString(t[1])}))r=2,i=u(this.factors,this.group_padding,this.factor_padding),this._mapping=i[0],this.tops=i[1],o=i[2];else{if(!a.every(this.factors,function(t){return l.isArray(t)&&3==t.length&&l.isString(t[0])&&l.isString(t[1])&&l.isString(t[2])}))throw new Error(\"???\");r=3,n=c(this.factors,this.group_padding,this.subgroup_padding,this.factor_padding),this._mapping=n[0],this.tops=n[1],this.mids=n[2],o=n[3]}var s=0,_=this.factors.length+o;if(\"percent\"==this.range_padding_units){var p=(_-s)*this.range_padding/2;s-=p,_+=p}else s-=this.range_padding,_+=this.range_padding;this.setv({start:s,end:_,levels:r},{silent:t}),\"auto\"==this.bounds&&this.setv({bounds:[s,_]},{silent:!0})},e}(r.Range);i.FactorRange=_,_.initClass()},function(t,e,i){var n=t(190);i.DataRange=n.DataRange;var r=t(191);i.DataRange1d=r.DataRange1d;var o=t(192);i.FactorRange=o.FactorRange;var s=t(194);i.Range=s.Range;var a=t(195);i.Range1d=a.Range1d},function(t,e,i){var n=t(408),r=t(62),o=t(18),s=t(46),a=function(t){function e(e){var i=t.call(this,e)||this;return i.have_updated_interactively=!1,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Range\",this.define({callback:[o.Any],bounds:[o.Any],min_interval:[o.Any],max_interval:[o.Any]}),this.internal({plots:[o.Array,[]]})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.change,function(){return e._emit_callback()})},e.prototype._emit_callback=function(){null!=this.callback&&(s.isFunction(this.callback)?this.callback(this):this.callback.execute(this,{}))},Object.defineProperty(e.prototype,\"is_reversed\",{get:function(){return this.start>this.end},enumerable:!0,configurable:!0}),e}(r.Model);i.Range=a,a.initClass()},function(t,e,i){var n=t(408),r=t(194),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Range1d\",this.define({start:[o.Number,0],end:[o.Number,1],reset_start:[o.Number],reset_end:[o.Number]})},e.prototype._set_auto_bounds=function(){if(\"auto\"==this.bounds){var t=Math.min(this.reset_start,this.reset_end),e=Math.max(this.reset_start,this.reset_end);this.setv({bounds:[t,e]},{silent:!0})}},e.prototype.initialize=function(){t.prototype.initialize.call(this),null==this.reset_start&&(this.reset_start=this.start),null==this.reset_end&&(this.reset_end=this.end),this._set_auto_bounds()},Object.defineProperty(e.prototype,\"min\",{get:function(){return Math.min(this.start,this.end)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"max\",{get:function(){return Math.max(this.start,this.end)},enumerable:!0,configurable:!0}),e.prototype.reset=function(){this._set_auto_bounds(),this.start!=this.reset_start||this.end!=this.reset_end?this.setv({start:this.reset_start,end:this.reset_end}):this.change.emit()},e}(r.Range);i.Range1d=s,s.initClass()},function(t,e,i){var n=t(408),r=t(201),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.RendererView);i.DataRendererView=s;var a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DataRenderer\",this.define({x_range_name:[o.String,\"default\"],y_range_name:[o.String,\"default\"]}),this.override({level:\"glyph\"})},e}(r.Renderer);i.DataRenderer=a,a.initClass()},function(t,e,i){var n=t(408),r=t(196),o=t(136),s=t(211),a=t(17),l=t(18),h=t(25),u=t(24),c=t(35),_=t(192),p={fill:{},line:{}},d={fill:{fill_alpha:.3,fill_color:\"grey\"},line:{line_alpha:.3,line_color:\"grey\"}},f={fill:{fill_alpha:.2},line:{}},v=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this);var e=this.model.glyph,i=u.includes(e.mixins,\"fill\"),n=u.includes(e.mixins,\"line\"),r=c.clone(e.attributes);function o(t){var o=c.clone(r);return i&&c.extend(o,t.fill),n&&c.extend(o,t.line),new e.constructor(o)}delete r.id,this.glyph=this.build_glyph_view(e);var s=this.model.selection_glyph;null==s?s=o({fill:{},line:{}}):\"auto\"===s&&(s=o(p)),this.selection_glyph=this.build_glyph_view(s);var a=this.model.nonselection_glyph;null==a?a=o({fill:{},line:{}}):\"auto\"===a&&(a=o(f)),this.nonselection_glyph=this.build_glyph_view(a);var l=this.model.hover_glyph;null!=l&&(this.hover_glyph=this.build_glyph_view(l));var h=this.model.muted_glyph;null!=h&&(this.muted_glyph=this.build_glyph_view(h));var _=o(d);this.decimated_glyph=this.build_glyph_view(_),this.xscale=this.plot_view.frame.xscales[this.model.x_range_name],this.yscale=this.plot_view.frame.yscales[this.model.y_range_name],this.set_data(!1)},e.prototype.build_glyph_view=function(t){return new t.default_view({model:t,parent:this})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.request_render()}),this.connect(this.model.glyph.change,function(){return e.set_data()}),this.connect(this.model.data_source.change,function(){return e.set_data()}),this.connect(this.model.data_source.streaming,function(){return e.set_data()}),this.connect(this.model.data_source.patching,function(t){return e.set_data(!0,t)}),this.connect(this.model.data_source.selected.change,function(){return e.request_render()}),this.connect(this.model.data_source._select,function(){return e.request_render()}),null!=this.hover_glyph&&this.connect(this.model.data_source.inspect,function(){return e.request_render()}),this.connect(this.model.properties.view.change,function(){return e.set_data()}),this.connect(this.model.view.change,function(){return e.set_data()});var i=this.plot_view.frame,n=i.x_ranges,r=i.y_ranges;for(var o in n){var s=n[o];s instanceof _.FactorRange&&this.connect(s.change,function(){return e.set_data()})}for(var a in r){var s=r[a];s instanceof _.FactorRange&&this.connect(s.change,function(){return e.set_data()})}this.connect(this.model.glyph.transformchange,function(){return e.set_data()})},e.prototype.have_selection_glyphs=function(){return null!=this.selection_glyph&&null!=this.nonselection_glyph},e.prototype.set_data=function(t,e){void 0===t&&(t=!0),void 0===e&&(e=null);var i=Date.now(),n=this.model.data_source;this.all_indices=this.model.view.indices,this.glyph.model.setv({x_range_name:this.model.x_range_name,y_range_name:this.model.y_range_name},{silent:!0}),this.glyph.set_data(n,this.all_indices,e),this.glyph.set_visuals(n),this.decimated_glyph.set_visuals(n),this.have_selection_glyphs()&&(this.selection_glyph.set_visuals(n),this.nonselection_glyph.set_visuals(n)),null!=this.hover_glyph&&this.hover_glyph.set_visuals(n),null!=this.muted_glyph&&this.muted_glyph.set_visuals(n);var r=this.plot_model.lod_factor;this.decimated=[];for(var o=0,s=Math.floor(this.all_indices.length/r);o<s;o++)this.decimated.push(o*r);var l=Date.now()-i;a.logger.debug(this.glyph.model.type+\" GlyphRenderer (\"+this.model.id+\"): set_data finished in \"+l+\"ms\"),this.set_data_timestamp=Date.now(),t&&this.request_render()},Object.defineProperty(e.prototype,\"has_webgl\",{get:function(){return null!=this.glyph.glglyph},enumerable:!0,configurable:!0}),e.prototype.render=function(){var t=this;if(this.model.visible){var e=Date.now(),i=this.has_webgl;this.glyph.map_data();var n=Date.now()-e,r=Date.now(),s=this.glyph.mask_data(this.all_indices);s.length===this.all_indices.length&&(s=u.range(0,this.all_indices.length));var l=Date.now()-r,h=this.plot_view.canvas_view.ctx;h.save();var c,_=this.model.data_source.selected;c=!_||_.is_empty()?[]:this.glyph instanceof o.LineView&&_.selected_glyph===this.glyph.model?this.model.view.convert_indices_from_subset(s):_.indices;var p,d=this.model.data_source.inspected;p=d&&0!==d.length?d[\"0d\"].glyph?this.model.view.convert_indices_from_subset(s):d[\"1d\"].indices.length>0?d[\"1d\"].indices:function(){for(var t=[],e=0,i=Object.keys(d[\"2d\"].indices);e<i.length;e++){var n=i[e];t.push(parseInt(n))}return t}():[];var f,v,m,g=function(){for(var e=[],i=0,n=s;i<n.length;i++){var r=n[i];u.includes(p,t.all_indices[r])&&e.push(r)}return e}(),y=this.plot_model.lod_threshold;null!=this.model.document&&this.model.document.interactive_duration()>0&&!i&&null!=y&&this.all_indices.length>y?(s=this.decimated,f=this.decimated_glyph,v=this.decimated_glyph,m=this.selection_glyph):(f=this.model.muted&&null!=this.muted_glyph?this.muted_glyph:this.glyph,v=this.nonselection_glyph,m=this.selection_glyph),null!=this.hover_glyph&&g.length&&(s=u.difference(s,g));var b,x=null;if(c.length&&this.have_selection_glyphs()){for(var w=Date.now(),k={},T=0,C=c;T<C.length;T++){var S=C[T];k[S]=!0}var A=new Array,M=new Array;if(this.glyph instanceof o.LineView)for(var E=0,z=this.all_indices;E<z.length;E++){var S=z[E];null!=k[S]?A.push(S):M.push(S)}else for(var O=0,P=s;O<P.length;O++){var S=P[O];null!=k[this.all_indices[S]]?A.push(S):M.push(S)}x=Date.now()-w,b=Date.now(),v.render(h,M,this.glyph),m.render(h,A,this.glyph),null!=this.hover_glyph&&(this.glyph instanceof o.LineView?this.hover_glyph.render(h,this.model.view.convert_indices_from_subset(g),this.glyph):this.hover_glyph.render(h,g,this.glyph))}else b=Date.now(),this.glyph instanceof o.LineView?this.hover_glyph&&g.length?this.hover_glyph.render(h,this.model.view.convert_indices_from_subset(g),this.glyph):f.render(h,this.all_indices,this.glyph):(f.render(h,s,this.glyph),this.hover_glyph&&g.length&&this.hover_glyph.render(h,g,this.glyph));var j=Date.now()-b;this.last_dtrender=j;var N=Date.now()-e;a.logger.debug(this.glyph.model.type+\" GlyphRenderer (\"+this.model.id+\"): render finished in \"+N+\"ms\"),a.logger.trace(\" - map_data finished in       : \"+n+\"ms\"),a.logger.trace(\" - mask_data finished in      : \"+l+\"ms\"),null!=x&&a.logger.trace(\" - selection mask finished in : \"+x+\"ms\"),a.logger.trace(\" - glyph renders finished in  : \"+j+\"ms\"),h.restore()}},e.prototype.draw_legend=function(t,e,i,n,r,o,s,a){null==a&&(a=this.model.get_reference_point(o,s)),this.glyph.draw_legend_for_index(t,{x0:e,x1:i,y0:n,y1:r},a)},e.prototype.hit_test=function(t){if(!this.model.visible)return null;var e=this.glyph.hit_test(t);return null==e?null:this.model.view.convert_selection_from_subset(e)},e}(r.DataRendererView);i.GlyphRendererView=v;var m=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GlyphRenderer\",this.prototype.default_view=v,this.define({data_source:[l.Instance],view:[l.Instance,function(){return new s.CDSView}],glyph:[l.Instance],hover_glyph:[l.Instance],nonselection_glyph:[l.Any,\"auto\"],selection_glyph:[l.Any,\"auto\"],muted_glyph:[l.Instance],muted:[l.Boolean,!1]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),null==this.view.source&&(this.view.source=this.data_source,this.view.compute_indices())},e.prototype.get_reference_point=function(t,e){var i=0;if(null!=t){var n=this.data_source.get_column(t);if(null!=n){var r=h.indexOf(n,e);-1!=r&&(i=r)}}return i},e.prototype.get_selection_manager=function(){return this.data_source.selection_manager},e}(r.DataRenderer);i.GlyphRenderer=m,m.initClass()},function(t,e,i){var n=t(408),r=t(196),o=t(154),s=t(18),a=t(4),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e;t.prototype.initialize.call(this),this.xscale=this.plot_view.frame.xscales.default,this.yscale=this.plot_view.frame.yscales.default,this._renderer_views={},e=a.build_views(this._renderer_views,[this.model.node_renderer,this.model.edge_renderer],{parent:this.parent}),this.node_view=e[0],this.edge_view=e[1],this.set_data()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.layout_provider.change,function(){return e.set_data()}),this.connect(this.model.node_renderer.data_source._select,function(){return e.set_data()}),this.connect(this.model.node_renderer.data_source.inspect,function(){return e.set_data()}),this.connect(this.model.node_renderer.data_source.change,function(){return e.set_data()}),this.connect(this.model.edge_renderer.data_source._select,function(){return e.set_data()}),this.connect(this.model.edge_renderer.data_source.inspect,function(){return e.set_data()}),this.connect(this.model.edge_renderer.data_source.change,function(){return e.set_data()});var i=this.plot_view.frame,n=i.x_ranges,r=i.y_ranges;for(var o in n){var s=n[o];this.connect(s.change,function(){return e.set_data()})}for(var a in r){var s=r[a];this.connect(s.change,function(){return e.set_data()})}},e.prototype.set_data=function(t){var e,i;void 0===t&&(t=!0),this.node_view.glyph.model.setv({x_range_name:this.model.x_range_name,y_range_name:this.model.y_range_name},{silent:!0}),this.edge_view.glyph.model.setv({x_range_name:this.model.x_range_name,y_range_name:this.model.y_range_name},{silent:!0});var n=this.node_view.glyph;e=this.model.layout_provider.get_node_coordinates(this.model.node_renderer.data_source),n._x=e[0],n._y=e[1];var r=this.edge_view.glyph;i=this.model.layout_provider.get_edge_coordinates(this.model.edge_renderer.data_source),r._xs=i[0],r._ys=i[1],n.index_data(),r.index_data(),t&&this.request_render()},e.prototype.render=function(){this.edge_view.render(),this.node_view.render()},e}(r.DataRendererView);i.GraphRendererView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GraphRenderer\",this.prototype.default_view=l,this.define({layout_provider:[s.Instance],node_renderer:[s.Instance],edge_renderer:[s.Instance],selection_policy:[s.Instance,function(){return new o.NodesOnly}],inspection_policy:[s.Instance,function(){return new o.NodesOnly}]})},e.prototype.get_selection_manager=function(){return this.node_renderer.data_source.selection_manager},e}(r.DataRenderer);i.GraphRenderer=h,h.initClass()},function(t,e,i){var n=t(408),r=t(201),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.RendererView);i.GuideRendererView=o;var s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GuideRenderer\",this.override({level:\"overlay\"})},e}(r.Renderer);i.GuideRenderer=s,s.initClass()},function(t,e,i){var n=t(197);i.GlyphRenderer=n.GlyphRenderer;var r=t(198);i.GraphRenderer=r.GraphRenderer;var o=t(199);i.GuideRenderer=o.GuideRenderer;var s=t(201);i.Renderer=s.Renderer},function(t,e,i){var n=t(408),r=t(6),o=t(51),s=t(18),a=t(62),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.visuals=new o.Visuals(this.model),this._has_finished=!0},Object.defineProperty(e.prototype,\"plot_view\",{get:function(){return this.parent},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"plot_model\",{get:function(){return this.parent.model},enumerable:!0,configurable:!0}),e.prototype.request_render=function(){this.plot_view.request_render()},e.prototype.map_to_screen=function(t,e){return this.plot_view.map_to_screen(t,e,this.model.x_range_name,this.model.y_range_name)},Object.defineProperty(e.prototype,\"needs_clip\",{get:function(){return!1},enumerable:!0,configurable:!0}),e.prototype.notify_finished=function(){this.plot_view.notify_finished()},Object.defineProperty(e.prototype,\"has_webgl\",{get:function(){return!1},enumerable:!0,configurable:!0}),e}(r.DOMView);i.RendererView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Renderer\",this.define({level:[s.RenderLevel],visible:[s.Boolean,!0]})},e}(a.Model);i.Renderer=h,h.initClass()},function(t,e,i){var n=t(408),r=t(204),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CategoricalScale\"},e.prototype.compute=function(e){return t.prototype.compute.call(this,this.source_range.synthetic(e))},e.prototype.v_compute=function(e){return t.prototype.v_compute.call(this,this.source_range.v_synthetic(e))},e}(r.LinearScale);i.CategoricalScale=o,o.initClass()},function(t,e,i){var n=t(202);i.CategoricalScale=n.CategoricalScale;var r=t(204);i.LinearScale=r.LinearScale;var o=t(205);i.LogScale=o.LogScale;var s=t(206);i.Scale=s.Scale},function(t,e,i){var n=t(408),r=t(206),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LinearScale\"},e.prototype.compute=function(t){var e=this._compute_state(),i=e[0],n=e[1];return i*t+n},e.prototype.v_compute=function(t){for(var e=this._compute_state(),i=e[0],n=e[1],r=new Float64Array(t.length),o=0;o<t.length;o++)r[o]=i*t[o]+n;return r},e.prototype.invert=function(t){var e=this._compute_state(),i=e[0],n=e[1];return(t-n)/i},e.prototype.v_invert=function(t){for(var e=this._compute_state(),i=e[0],n=e[1],r=new Float64Array(t.length),o=0;o<t.length;o++)r[o]=(t[o]-n)/i;return r},e.prototype._compute_state=function(){var t=this.source_range.start,e=this.source_range.end,i=this.target_range.start,n=this.target_range.end,r=(n-i)/(e-t),o=-r*t+i;return[r,o]},e}(r.Scale);i.LinearScale=o,o.initClass()},function(t,e,i){var n=t(408),r=t(206),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LogScale\"},e.prototype.compute=function(t){var e,i=this._compute_state(),n=i[0],r=i[1],o=i[2],s=i[3];if(0==o)e=0;else{var a=(Math.log(t)-s)/o;e=isFinite(a)?a*n+r:NaN}return e},e.prototype.v_compute=function(t){var e=this._compute_state(),i=e[0],n=e[1],r=e[2],o=e[3],s=new Float64Array(t.length);if(0==r)for(var a=0;a<t.length;a++)s[a]=0;else for(var a=0;a<t.length;a++){var l=(Math.log(t[a])-o)/r,h=void 0;h=isFinite(l)?l*i+n:NaN,s[a]=h}return s},e.prototype.invert=function(t){var e=this._compute_state(),i=e[0],n=e[1],r=e[2],o=e[3],s=(t-n)/i;return Math.exp(r*s+o)},e.prototype.v_invert=function(t){for(var e=this._compute_state(),i=e[0],n=e[1],r=e[2],o=e[3],s=new Float64Array(t.length),a=0;a<t.length;a++){var l=(t[a]-n)/i;s[a]=Math.exp(r*l+o)}return s},e.prototype._get_safe_factor=function(t,e){var i,n=t<0?0:t,r=e<0?0:e;if(n==r)if(0==n)n=(i=[1,10])[0],r=i[1];else{var o=Math.log(n)/Math.log(10);n=Math.pow(10,Math.floor(o)),r=Math.ceil(o)!=Math.floor(o)?Math.pow(10,Math.ceil(o)):Math.pow(10,Math.ceil(o)+1)}return[n,r]},e.prototype._compute_state=function(){var t,e,i=this.source_range.start,n=this.source_range.end,r=this.target_range.start,o=this.target_range.end,s=o-r,a=this._get_safe_factor(i,n),l=a[0],h=a[1];0==l?(t=Math.log(h),e=0):(t=Math.log(h)-Math.log(l),e=Math.log(l));var u=s,c=r;return[u,c,t,e]},e}(r.Scale);i.LogScale=o,o.initClass()},function(t,e,i){var n=t(408),r=t(292),o=t(18),s=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Scale\",this.internal({source_range:[o.Any],target_range:[o.Any]})},e.prototype.r_compute=function(t,e){return this.target_range.is_reversed?[this.compute(e),this.compute(t)]:[this.compute(t),this.compute(e)]},e.prototype.r_invert=function(t,e){return this.target_range.is_reversed?[this.invert(e),this.invert(t)]:[this.invert(t),this.invert(e)]},e}(r.Transform);i.Scale=s,s.initClass()},function(t,e,i){var n=t(408);n.__exportStar(t(208),i);var r=t(209);i.Selection=r.Selection},function(t,e,i){var n=t(408),r=t(62),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.do_selection=function(t,e,i,n){return null!==t&&(e.selected.update(t,i,n),e._select.emit(),!e.selected.is_empty())},e}(r.Model);i.SelectionPolicy=o,o.prototype.type=\"SelectionPolicy\";var s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.hit_test=function(t,e){for(var i=[],n=0,r=e;n<r.length;n++){var o=r[n],s=o.hit_test(t);null!==s&&i.push(s)}if(i.length>0){for(var a=i[0],l=0,h=i;l<h.length;l++){var u=h[l];a.update_through_intersection(u)}return a}return null},e}(o);i.IntersectRenderers=s,s.prototype.type=\"IntersectRenderers\";var a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.hit_test=function(t,e){for(var i=[],n=0,r=e;n<r.length;n++){var o=r[n],s=o.hit_test(t);null!==s&&i.push(s)}if(i.length>0){for(var a=i[0],l=0,h=i;l<h.length;l++){var u=h[l];a.update_through_union(u)}return a}return null},e}(o);i.UnionRenderers=a,a.prototype.type=\"UnionRenderers\"},function(t,e,i){var n=t(408),r=t(62),o=t(18),s=t(24),a=t(35),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Selection\",this.define({indices:[o.Array,[]],line_indices:[o.Array,[]],multiline_indices:[o.Any,{}]}),this.internal({final:[o.Boolean],selected_glyphs:[o.Array,[]],get_view:[o.Any],image_indices:[o.Array,[]]})},e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this[\"0d\"]={glyph:null,indices:[],flag:!1,get_view:function(){return null}},this[\"2d\"]={indices:{}},this[\"1d\"]={indices:this.indices},this.get_view=function(){return null},this.connect(this.properties.indices.change,function(){return e[\"1d\"].indices=e.indices}),this.connect(this.properties.line_indices.change,function(){e[\"0d\"].indices=e.line_indices,0==e.line_indices.length?e[\"0d\"].flag=!1:e[\"0d\"].flag=!0}),this.connect(this.properties.selected_glyphs.change,function(){return e[\"0d\"].glyph=e.selected_glyph}),this.connect(this.properties.get_view.change,function(){return 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0==this.indices.length&&0==this.line_indices.length&&0==this.image_indices.length},e.prototype.update_through_union=function(t){this.indices=s.union(t.indices,this.indices),this.selected_glyphs=s.union(t.selected_glyphs,this.selected_glyphs),this.line_indices=s.union(t.line_indices,this.line_indices),this.get_view()||(this.get_view=t.get_view),this.multiline_indices=a.merge(t.multiline_indices,this.multiline_indices)},e.prototype.update_through_intersection=function(t){this.indices=s.intersection(t.indices,this.indices),this.selected_glyphs=s.union(t.selected_glyphs,this.selected_glyphs),this.line_indices=s.union(t.line_indices,this.line_indices),this.get_view()||(this.get_view=t.get_view),this.multiline_indices=a.merge(t.multiline_indices,this.multiline_indices)},e}(r.Model);i.Selection=l,l.initClass()},function(t,e,i){var n=t(408),r=t(217),o=t(17),s=t(18),a=function(t){function e(e){var i=t.call(this,e)||this;return i.initialized=!1,i}return 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e=this;t.prototype.connect_signals.call(this),this.connect(this.properties.filters.change,function(){e.compute_indices(),e.change.emit()});var i=function(){var t=function(){return e.compute_indices()};null!=e.source&&(e.connect(e.source.change,t),e.source instanceof l.ColumnarDataSource&&(e.connect(e.source.streaming,t),e.connect(e.source.patching,t)))},n=null!=this.source;n?i():this.connect(this.properties.source.change,function(){n||(i(),n=!0)})},e.prototype.compute_indices=function(){var t=this,e=this.filters.map(function(e){return e.compute_indices(t.source)}).filter(function(t){return null!=t});e.length>0?this.indices=a.intersection.apply(this,e):this.source instanceof l.ColumnarDataSource&&(this.indices=this.source.get_indices()),this.indices_map_to_subset()},e.prototype.indices_map_to_subset=function(){this.indices_map={};for(var t=0;t<this.indices.length;t++)this.indices_map[this.indices[t]]=t},e.prototype.convert_selection_from_subset=function(t){var e=this,i=new 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o=t[r];n=n.union(f(i[r],o,this._shapes[r]))}if(this.setv({data:i},{silent:!0}),this.patching.emit(n.values),null!=this.document){var s=new _.ColumnsPatchedEvent(this.document,this.ref(),t);this.document._notify_change(this,\"data\",null,null,{setter_id:e,hint:s})}},e}(r.ColumnarDataSource);i.ColumnDataSource=v,v.initClass()},function(t,e,i){var n=t(408),r=t(214),o=t(22),s=t(17),a=t(20),l=t(18),h=t(46),u=t(24),c=t(35),_=t(209),p=t(208),d=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.prototype.get_array=function(t){var e=this.data[t];return null==e?this.data[t]=e=[]:h.isArray(e)||(this.data[t]=e=Array.from(e)),e},e.initClass=function(){this.prototype.type=\"ColumnarDataSource\",this.define({selection_policy:[l.Instance,function(){return new p.UnionRenderers}]}),this.internal({selection_manager:[l.Instance,function(t){return new a.SelectionManager({source:t})}],inspected:[l.Instance,function(){return new 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this.data[n].constructor(0)}this.data=t},e}(r.DataSource);i.ColumnarDataSource=d,d.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(209),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"DataSource\",this.define({selected:[s.Instance,function(){return new o.Selection}],callback:[s.Any]})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.selected.change,function(){null!=e.callback&&e.callback.execute(e)})},e}(r.Model);i.DataSource=a,a.initClass()},function(t,e,i){var n=t(408),r=t(213),o=t(17),s=t(18),a=t(24),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GeoJSONDataSource\",this.define({geojson:[s.Any]}),this.internal({data:[s.Any,{}]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._update_data()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.properties.geojson.change,function(){return e._update_data()})},e.prototype._update_data=function(){this.data=this.geojson_to_column_data()},e.prototype._get_new_list_array=function(t){return a.range(0,t).map(function(t){return[]})},e.prototype._get_new_nan_array=function(t){return a.range(0,t).map(function(t){return NaN})},e.prototype._add_properties=function(t,e,i,n){var r=t.properties||{};for(var o in r)e.hasOwnProperty(o)||(e[o]=this._get_new_nan_array(n)),e[o][i]=r[o]},e.prototype._add_geometry=function(t,e,i){function n(t){return null!=t?t:NaN}function r(t,e){return t.concat([[NaN,NaN,NaN]]).concat(e)}switch(t.type){case\"Point\":var s=t.coordinates,a=s[0],l=s[1],h=s[2];e.x[i]=a,e.y[i]=l,e.z[i]=n(h);break;case\"LineString\":for(var u=t.coordinates,c=0;c<u.length;c++){var _=u[c],a=_[0],l=_[1],h=_[2];e.xs[i][c]=a,e.ys[i][c]=l,e.zs[i][c]=n(h)}break;case\"Polygon\":t.coordinates.length>1&&o.logger.warn(\"Bokeh does not 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null!=e?e:[]},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.setup()},e.prototype.load_data=function(t,e,i){var n,r=this.adapter;switch(n=null!=r?r.execute(this,{response:t}):t,e){case\"replace\":this.data=n;break;case\"append\":for(var o=this.data,s=0,a=this.columns();s<a.length;s++){var l=a[s],h=Array.from(o[l]),u=Array.from(n[l]);n[l]=h.concat(u).slice(-i)}this.data=n}},e.initClass=function(){this.prototype.type=\"WebDataSource\",this.define({mode:[o.UpdateMode,\"replace\"],max_size:[o.Number],adapter:[o.Any,null],data_url:[o.String]})},e}(r.ColumnDataSource);i.WebDataSource=s,s.initClass()},function(t,e,i){var n=t(408),r=t(223),o=t(18),s=t(40),a=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"CanvasTexture\",this.define({code:[o.String]})},Object.defineProperty(i.prototype,\"func\",{get:function(){var t=s.use_strict(this.code);return new 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n=t(46),r=function(){function t(){this.images=[]}return t.prototype.pop=function(){var t=this.images.pop();return null!=t?t:new Image},t.prototype.push=function(t){var e;this.images.length>50||(n.isArray(t)?(e=this.images).push.apply(e,t):this.images.push(t))},t}();i.ImagePool=r},function(t,e,i){var n=t(240);i.BBoxTileSource=n.BBoxTileSource;var r=t(243);i.MercatorTileSource=r.MercatorTileSource;var o=t(244);i.QUADKEYTileSource=o.QUADKEYTileSource;var s=t(245);i.TileRenderer=s.TileRenderer;var a=t(246);i.TileSource=a.TileSource;var l=t(248);i.TMSTileSource=l.TMSTileSource;var h=t(249);i.WMTSTileSource=h.WMTSTileSource},function(t,e,i){var n=t(408),r=t(246),o=t(18),s=t(24),a=t(247),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"MercatorTileSource\",this.define({snap_to_zoom:[o.Boolean,!1],wrap_around:[o.Boolean,!0]}),this.override({x_origin_offset:20037508.34,y_origin_offset:20037508.34,initial_resolution:156543.03392804097})},e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this._resolutions=s.range(this.min_zoom,this.max_zoom+1).map(function(t){return e.get_resolution(t)})},e.prototype._computed_initial_resolution=function(){return null!=this.initial_resolution?this.initial_resolution:2*Math.PI*6378137/this.tile_size},e.prototype.is_valid_tile=function(t,e,i){return!(!this.wrap_around&&(t<0||t>=Math.pow(2,i))||e<0||e>=Math.pow(2,i))},e.prototype.parent_by_tile_xyz=function(t,e,i){var n=this.tile_xyz_to_quadkey(t,e,i),r=n.substring(0,n.length-1);return this.quadkey_to_tile_xyz(r)},e.prototype.get_resolution=function(t){return this._computed_initial_resolution()/Math.pow(2,t)},e.prototype.get_resolution_by_extent=function(t,e,i){var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e;return[n,r]},e.prototype.get_level_by_extent=function(t,e,i){for(var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e,o=Math.max(n,r),s=0,a=0,l=this._resolutions;a<l.length;a++){var h=l[a];if(o>h){if(0==s)return 0;if(s>0)return s-1}s+=1}return s-1},e.prototype.get_closest_level_by_extent=function(t,e,i){var n=(t[2]-t[0])/i,r=(t[3]-t[1])/e,o=Math.max(n,r),s=this._resolutions.reduce(function(t,e){return Math.abs(e-o)<Math.abs(t-o)?e:t});return this._resolutions.indexOf(s)},e.prototype.snap_to_zoom_level=function(t,e,i,n){var r=t[0],o=t[1],s=t[2],a=t[3],l=this._resolutions[n],h=i*l,u=e*l;if(!this.snap_to_zoom){var c=(s-r)/h,_=(a-o)/u;c>_?(h=s-r,u*=c):(h*=_,u=a-o)}var p=(h-(s-r))/2,d=(u-(a-o))/2;return[r-p,o-d,s+p,a+d]},e.prototype.tms_to_wmts=function(t,e,i){return[t,Math.pow(2,i)-1-e,i]},e.prototype.wmts_to_tms=function(t,e,i){return[t,Math.pow(2,i)-1-e,i]},e.prototype.pixels_to_meters=function(t,e,i){var n=this.get_resolution(i),r=t*n-this.x_origin_offset,o=e*n-this.y_origin_offset;return[r,o]},e.prototype.meters_to_pixels=function(t,e,i){var n=this.get_resolution(i),r=(t+this.x_origin_offset)/n,o=(e+this.y_origin_offset)/n;return[r,o]},e.prototype.pixels_to_tile=function(t,e){var i=Math.ceil(t/this.tile_size);i=0===i?i:i-1;var n=Math.max(Math.ceil(e/this.tile_size)-1,0);return[i,n]},e.prototype.pixels_to_raster=function(t,e,i){var n=this.tile_size<<i;return[t,n-e]},e.prototype.meters_to_tile=function(t,e,i){var n=this.meters_to_pixels(t,e,i),r=n[0],o=n[1];return this.pixels_to_tile(r,o)},e.prototype.get_tile_meter_bounds=function(t,e,i){var n=this.pixels_to_meters(t*this.tile_size,e*this.tile_size,i),r=n[0],o=n[1],s=this.pixels_to_meters((t+1)*this.tile_size,(e+1)*this.tile_size,i),a=s[0],l=s[1];return[r,o,a,l]},e.prototype.get_tile_geographic_bounds=function(t,e,i){var n=this.get_tile_meter_bounds(t,e,i),r=a.meters_extent_to_geographic(n),o=r[0],s=r[1],l=r[2],h=r[3];return[o,s,l,h]},e.prototype.get_tiles_by_extent=function(t,e,i){void 0===i&&(i=1);var n=t[0],r=t[1],o=t[2],s=t[3],a=this.meters_to_tile(n,r,e),l=a[0],h=a[1],u=this.meters_to_tile(o,s,e),c=u[0],_=u[1];l-=i,h-=i,c+=i;for(var p=[],d=_+=i;d>=h;d--)for(var f=l;f<=c;f++)this.is_valid_tile(f,d,e)&&p.push([f,d,e,this.get_tile_meter_bounds(f,d,e)]);return this.sort_tiles_from_center(p,[l,h,c,_]),p},e.prototype.quadkey_to_tile_xyz=function(t){for(var e=0,i=0,n=t.length,r=n;r>0;r--){var o=t.charAt(n-r),s=1<<r-1;switch(o){case\"0\":continue;case\"1\":e|=s;break;case\"2\":i|=s;break;case\"3\":e|=s,i|=s;break;default:throw new TypeError(\"Invalid Quadkey: \"+t)}}return[e,i,n]},e.prototype.tile_xyz_to_quadkey=function(t,e,i){for(var n=\"\",r=i;r>0;r--){var o=1<<r-1,s=0;0!=(t&o)&&(s+=1),0!=(e&o)&&(s+=2),n+=s.toString()}return n},e.prototype.children_by_tile_xyz=function(t,e,i){for(var n=this.tile_xyz_to_quadkey(t,e,i),r=[],o=0;o<=3;o++){var s=this.quadkey_to_tile_xyz(n+o.toString()),a=s[0],l=s[1],h=s[2],u=this.get_tile_meter_bounds(a,l,h);r.push([a,l,h,u])}return r},e.prototype.get_closest_parent_by_tile_xyz=function(t,e,i){var n,r,o,s=this.calculate_world_x_by_tile_xyz(t,e,i);n=this.normalize_xyz(t,e,i),t=n[0],e=n[1],i=n[2];for(var a=this.tile_xyz_to_quadkey(t,e,i);a.length>0;)if(a=a.substring(0,a.length-1),r=this.quadkey_to_tile_xyz(a),t=r[0],e=r[1],i=r[2],o=this.denormalize_xyz(t,e,i,s),t=o[0],e=o[1],i=o[2],this.tile_xyz_to_key(t,e,i)in this.tiles)return[t,e,i];return[0,0,0]},e.prototype.normalize_xyz=function(t,e,i){if(this.wrap_around){var n=Math.pow(2,i);return[(t%n+n)%n,e,i]}return[t,e,i]},e.prototype.denormalize_xyz=function(t,e,i,n){return[t+n*Math.pow(2,i),e,i]},e.prototype.denormalize_meters=function(t,e,i,n){return[t+2*n*Math.PI*6378137,e]},e.prototype.calculate_world_x_by_tile_xyz=function(t,e,i){return Math.floor(t/Math.pow(2,i))},e}(r.TileSource);i.MercatorTileSource=l,l.initClass()},function(t,e,i){var n=t(408),r=t(243),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"QUADKEYTileSource\"},e.prototype.get_image_url=function(t,e,i){var n=this.string_lookup_replace(this.url,this.extra_url_vars),r=this.tms_to_wmts(t,e,i),o=r[0],s=r[1],a=r[2],l=this.tile_xyz_to_quadkey(o,s,a);return n.replace(\"{Q}\",l)},e}(r.MercatorTileSource);i.QUADKEYTileSource=o,o.initClass()},function(t,e,i){var n=t(408),r=t(241),o=t(249),s=t(196),a=t(195),l=t(5),h=t(18),u=t(24),c=t(46),_=t(20),p=t(212),d=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){this._tiles=[],t.prototype.initialize.call(this)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.request_render()}),this.connect(this.model.tile_source.change,function(){return e.request_render()})},e.prototype.get_extent=function(){return[this.x_range.start,this.y_range.start,this.x_range.end,this.y_range.end]},Object.defineProperty(e.prototype,\"map_plot\",{get:function(){return this.plot_model},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"map_canvas\",{get:function(){return this.plot_view.canvas_view.ctx},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"map_frame\",{get:function(){return this.plot_view.frame},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"x_range\",{get:function(){return this.map_plot.x_range},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"y_range\",{get:function(){return this.map_plot.y_range},enumerable:!0,configurable:!0}),e.prototype._set_data=function(){this.pool=new r.ImagePool,this.extent=this.get_extent(),this._last_height=void 0,this._last_width=void 0},e.prototype._update_attribution=function(){null!=this.attribution_el&&l.removeElement(this.attribution_el);var t=this.model.tile_source.attribution;if(c.isString(t)&&t.length>0){var e=this.plot_view,i=e.layout,n=e.frame,r=i._width.value-n._right.value,o=i._height.value-n._bottom.value,s=n._width.value;this.attribution_el=l.div({class:\"bk-tile-attribution\",style:{position:\"absolute\",right:r+\"px\",bottom:o+\"px\",\"max-width\":s-4+\"px\",padding:\"2px\",\"background-color\":\"rgba(255,255,255,0.5)\",\"font-size\":\"7pt\",\"line-height\":\"1.05\",\"white-space\":\"nowrap\",overflow:\"hidden\",\"text-overflow\":\"ellipsis\"}});var a=this.plot_view.canvas_view.events_el;a.appendChild(this.attribution_el),this.attribution_el.innerHTML=t,this.attribution_el.title=this.attribution_el.textContent.replace(/\\s*\\n\\s*/g,\" \")}},e.prototype._map_data=function(){this.initial_extent=this.get_extent();var t=this.model.tile_source.get_level_by_extent(this.initial_extent,this.map_frame._height.value,this.map_frame._width.value),e=this.model.tile_source.snap_to_zoom_level(this.initial_extent,this.map_frame._height.value,this.map_frame._width.value,t);this.x_range.start=e[0],this.y_range.start=e[1],this.x_range.end=e[2],this.y_range.end=e[3],this.x_range instanceof a.Range1d&&(this.x_range.reset_start=e[0],this.x_range.reset_end=e[2]),this.y_range instanceof a.Range1d&&(this.y_range.reset_start=e[1],this.y_range.reset_end=e[3]),this._update_attribution()},e.prototype._on_tile_load=function(t,e){t.img=e.target,t.loaded=!0,this.request_render()},e.prototype._on_tile_cache_load=function(t,e){t.img=e.target,t.loaded=!0,t.finished=!0,this.notify_finished()},e.prototype._on_tile_error=function(t){t.finished=!0},e.prototype._create_tile=function(t,e,i,n,r){void 0===r&&(r=!1);var o=this.model.tile_source.normalize_xyz(t,e,i),s=o[0],a=o[1],l=o[2],h=this.pool.pop(),u={img:h,tile_coords:[t,e,i],normalized_coords:[s,a,l],quadkey:this.model.tile_source.tile_xyz_to_quadkey(t,e,i),cache_key:this.model.tile_source.tile_xyz_to_key(t,e,i),bounds:n,loaded:!1,finished:!1,x_coord:n[0],y_coord:n[3]};h.onload=r?this._on_tile_cache_load.bind(this,u):this._on_tile_load.bind(this,u),h.onerror=this._on_tile_error.bind(this,u),h.alt=\"\",h.src=this.model.tile_source.get_image_url(s,a,l),this.model.tile_source.tiles[u.cache_key]=u,this._tiles.push(u)},e.prototype._enforce_aspect_ratio=function(){if(this._last_height!==this.map_frame._height.value||this._last_width!==this.map_frame._width.value){var t=this.get_extent(),e=this.model.tile_source.get_level_by_extent(t,this.map_frame._height.value,this.map_frame._width.value),i=this.model.tile_source.snap_to_zoom_level(t,this.map_frame._height.value,this.map_frame._width.value,e);this.x_range.setv({start:i[0],end:i[2]}),this.y_range.setv({start:i[1],end:i[3]}),this.extent=i,this._last_height=this.map_frame._height.value,this._last_width=this.map_frame._width.value}},e.prototype.has_finished=function(){if(!t.prototype.has_finished.call(this))return!1;if(0===this._tiles.length)return!1;for(var e=0,i=this._tiles;e<i.length;e++){var n=i[e];if(!n.finished)return!1}return!0},e.prototype.render=function(){null==this.map_initialized&&(this._set_data(),this._map_data(),this.map_initialized=!0),this._enforce_aspect_ratio(),this._update(),null!=this.prefetch_timer&&clearTimeout(this.prefetch_timer),this.prefetch_timer=setTimeout(this._prefetch_tiles.bind(this),500),this.has_finished()&&this.notify_finished()},e.prototype._draw_tile=function(t){var e=this.model.tile_source.tiles[t];if(null!=e){var i=this.plot_view.map_to_screen([e.bounds[0]],[e.bounds[3]]),n=i[0][0],r=i[1][0],o=this.plot_view.map_to_screen([e.bounds[2]],[e.bounds[1]]),s=o[0][0],a=o[1][0],l=s-n,h=a-r,u=n,c=r,_=this.map_canvas.getImageSmoothingEnabled();this.map_canvas.setImageSmoothingEnabled(this.model.smoothing),this.map_canvas.drawImage(e.img,u,c,l,h),this.map_canvas.setImageSmoothingEnabled(_),e.finished=!0}},e.prototype._set_rect=function(){var t=this.plot_model.properties.outline_line_width.value(),e=this.map_frame._left.value+t/2,i=this.map_frame._top.value+t/2,n=this.map_frame._width.value-t,r=this.map_frame._height.value-t;this.map_canvas.rect(e,i,n,r),this.map_canvas.clip()},e.prototype._render_tiles=function(t){this.map_canvas.save(),this._set_rect(),this.map_canvas.globalAlpha=this.model.alpha;for(var e=0,i=t;e<i.length;e++){var n=i[e];this._draw_tile(n)}this.map_canvas.restore()},e.prototype._prefetch_tiles=function(){for(var t=this.model.tile_source,e=this.get_extent(),i=this.map_frame._height.value,n=this.map_frame._width.value,r=this.model.tile_source.get_level_by_extent(e,i,n),o=this.model.tile_source.get_tiles_by_extent(e,r),s=0,a=Math.min(10,o.length);s<a;s++)for(var l=o[s],h=l[0],u=l[1],c=l[2],_=this.model.tile_source.children_by_tile_xyz(h,u,c),p=0,d=_;p<d.length;p++){var f=d[p],v=f[0],m=f[1],g=f[2],y=f[3];t.tile_xyz_to_key(v,m,g)in t.tiles||this._create_tile(v,m,g,y,!0)}},e.prototype._fetch_tiles=function(t){for(var e=0,i=t;e<i.length;e++){var n=i[e],r=n[0],o=n[1],s=n[2],a=n[3];this._create_tile(r,o,s,a)}},e.prototype._update=function(){var t=this,e=this.model.tile_source,i=e.min_zoom,n=e.max_zoom,r=this.get_extent(),o=this.extent[2]-this.extent[0]<r[2]-r[0],s=this.map_frame._height.value,a=this.map_frame._width.value,l=e.get_level_by_extent(r,s,a),h=!1;l<i?(r=this.extent,l=i,h=!0):l>n&&(r=this.extent,l=n,h=!0),h&&(this.x_range.setv({x_range:{start:r[0],end:r[2]}}),this.y_range.setv({start:r[1],end:r[3]}),this.extent=r),this.extent=r;for(var c=e.get_tiles_by_extent(r,l),_=[],p=[],d=[],f=[],v=0,m=c;v<m.length;v++){var g=m[v],y=g[0],b=g[1],x=g[2],w=e.tile_xyz_to_key(y,b,x),k=e.tiles[w];if(null!=k&&k.loaded)p.push(w);else if(this.model.render_parents){var T=e.get_closest_parent_by_tile_xyz(y,b,x),C=T[0],S=T[1],A=T[2],M=e.tile_xyz_to_key(C,S,A),E=e.tiles[M];if(null!=E&&E.loaded&&!u.includes(d,M)&&d.push(M),o)for(var z=e.children_by_tile_xyz(y,b,x),O=0,P=z;O<P.length;O++){var j=P[O],N=j[0],D=j[1],F=j[2],B=e.tile_xyz_to_key(N,D,F);B in e.tiles&&f.push(B)}}null==k&&_.push(g)}this._render_tiles(d),this._render_tiles(f),this._render_tiles(p),null!=this.render_timer&&clearTimeout(this.render_timer),this.render_timer=setTimeout(function(){return t._fetch_tiles(_)},65)},e}(s.DataRendererView);i.TileRendererView=d;var f=function(t){function e(e){var i=t.call(this,e)||this;return i._selection_manager=new _.SelectionManager({source:new p.ColumnDataSource}),i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TileRenderer\",this.prototype.default_view=d,this.define({alpha:[h.Number,1],smoothing:[h.Boolean,!0],tile_source:[h.Instance,function(){return new o.WMTSTileSource}],render_parents:[h.Boolean,!0]})},e.prototype.get_selection_manager=function(){return this._selection_manager},e}(s.DataRenderer);i.TileRenderer=f,f.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(241),s=t(18),a=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TileSource\",this.define({url:[s.String,\"\"],tile_size:[s.Number,256],max_zoom:[s.Number,30],min_zoom:[s.Number,0],extra_url_vars:[s.Any,{}],attribution:[s.String,\"\"],x_origin_offset:[s.Number],y_origin_offset:[s.Number],initial_resolution:[s.Number]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.tiles={},this.pool=new o.ImagePool,this._normalize_case()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.change,function(){return e._clear_cache()})},e.prototype.string_lookup_replace=function(t,e){var i=t;for(var n in e){var r=e[n];i=i.replace(\"{\"+n+\"}\",r)}return i},e.prototype._normalize_case=function(){var t=this.url.replace(\"{x}\",\"{X}\").replace(\"{y}\",\"{Y}\").replace(\"{z}\",\"{Z}\").replace(\"{q}\",\"{Q}\").replace(\"{xmin}\",\"{XMIN}\").replace(\"{ymin}\",\"{YMIN}\").replace(\"{xmax}\",\"{XMAX}\").replace(\"{ymax}\",\"{YMAX}\");this.url=t},e.prototype._clear_cache=function(){this.tiles={}},e.prototype.tile_xyz_to_key=function(t,e,i){return t+\":\"+e+\":\"+i},e.prototype.key_to_tile_xyz=function(t){var e=t.split(\":\").map(function(t){return parseInt(t)}),i=e[0],n=e[1],r=e[2];return[i,n,r]},e.prototype.sort_tiles_from_center=function(t,e){var i=e[0],n=e[1],r=e[2],o=e[3],s=(r-i)/2+i,a=(o-n)/2+n;t.sort(function(t,e){var i=Math.sqrt(Math.pow(s-t[0],2)+Math.pow(a-t[1],2)),n=Math.sqrt(Math.pow(s-e[0],2)+Math.pow(a-e[1],2));return i-n})},e.prototype.get_image_url=function(t,e,i){var n=this.string_lookup_replace(this.url,this.extra_url_vars);return n.replace(\"{X}\",t.toString()).replace(\"{Y}\",e.toString()).replace(\"{Z}\",i.toString())},e}(r.Model);i.TileSource=a,a.initClass()},function(t,e,i){var n=t(36);function r(t,e){return n.wgs84_mercator.forward([t,e])}function o(t,e){return n.wgs84_mercator.inverse([t,e])}i.geographic_to_meters=r,i.meters_to_geographic=o,i.geographic_extent_to_meters=function(t){var e=t[0],i=t[1],n=t[2],o=t[3],s=r(e,i),a=s[0],l=s[1],h=r(n,o),u=h[0],c=h[1];return[a,l,u,c]},i.meters_extent_to_geographic=function(t){var e=t[0],i=t[1],n=t[2],r=t[3],s=o(e,i),a=s[0],l=s[1],h=o(n,r),u=h[0],c=h[1];return[a,l,u,c]}},function(t,e,i){var n=t(408),r=t(243),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TMSTileSource\"},e.prototype.get_image_url=function(t,e,i){var n=this.string_lookup_replace(this.url,this.extra_url_vars);return n.replace(\"{X}\",t.toString()).replace(\"{Y}\",e.toString()).replace(\"{Z}\",i.toString())},e}(r.MercatorTileSource);i.TMSTileSource=o,o.initClass()},function(t,e,i){var n=t(408),r=t(243),o=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"WMTSTileSource\"},e.prototype.get_image_url=function(t,e,i){var n=this.string_lookup_replace(this.url,this.extra_url_vars),r=this.tms_to_wmts(t,e,i),o=r[0],s=r[1],a=r[2];return n.replace(\"{X}\",o.toString()).replace(\"{Y}\",s.toString()).replace(\"{Z}\",a.toString())},e}(r.MercatorTileSource);i.WMTSTileSource=o,o.initClass()},function(t,e,i){var n=t(408),r=t(259),o=t(22),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._clicked=function(){this.model.do.emit()},e}(r.ButtonToolButtonView);i.ActionToolButtonView=s;var a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.do,function(){return e.doit()})},e}(r.ButtonToolView);i.ActionToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.button_view=s,i.do=new o.Signal0(i,\"do\"),i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ActionTool\"},e}(r.ButtonTool);i.ActionTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(250),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.css_classes=function(){return t.prototype.css_classes.call(this).concat(\"bk-toolbar-button-custom-action\")},e}(r.ActionToolButtonView);i.CustomActionButtonView=s;var a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){null!=this.model.callback&&this.model.callback.execute(this.model)},e}(r.ActionToolView);i.CustomActionView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Custom Action\",i.button_view=s,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CustomAction\",this.prototype.default_view=a,this.define({action_tooltip:[o.String,\"Perform a Custom Action\"],callback:[o.Any],icon:[o.String]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.action_tooltip},enumerable:!0,configurable:!0}),e}(r.ActionTool);i.CustomAction=l,l.initClass()},function(t,e,i){var n=t(408),r=t(250),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){window.open(this.model.redirect)},e}(r.ActionToolView);i.HelpToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Help\",i.icon=\"bk-tool-icon-help\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HelpTool\",this.prototype.default_view=s,this.define({help_tooltip:[o.String,\"Click the question mark to learn more about Bokeh plot tools.\"],redirect:[o.String,\"https://bokeh.pydata.org/en/latest/docs/user_guide/tools.html#built-in-tools\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.help_tooltip},enumerable:!0,configurable:!0}),e}(r.ActionTool);i.HelpTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(250),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.plot_view.state_changed,function(){return e.model.disabled=!e.plot_view.can_redo()})},e.prototype.doit=function(){this.plot_view.redo()},e}(r.ActionToolView);i.RedoToolView=o;var s=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Redo\",i.icon=\"bk-tool-icon-redo\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"RedoTool\",this.prototype.default_view=o,this.override({disabled:!0})},e}(r.ActionTool);i.RedoTool=s,s.initClass()},function(t,e,i){var n=t(408),r=t(250),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){this.plot_view.reset()},e}(r.ActionToolView);i.ResetToolView=o;var s=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Reset\",i.icon=\"bk-tool-icon-reset\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ResetTool\",this.prototype.default_view=o},e}(r.ActionTool);i.ResetTool=s,s.initClass()},function(t,e,i){var n=t(408),r=t(250),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){this.plot_view.save(\"bokeh_plot\")},e}(r.ActionToolView);i.SaveToolView=o;var s=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Save\",i.icon=\"bk-tool-icon-save\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"SaveTool\",this.prototype.default_view=o},e}(r.ActionTool);i.SaveTool=s,s.initClass()},function(t,e,i){var n=t(408),r=t(250),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.plot_view.state_changed,function(){return e.model.disabled=!e.plot_view.can_undo()})},e.prototype.doit=function(){this.plot_view.undo()},e}(r.ActionToolView);i.UndoToolView=o;var s=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Undo\",i.icon=\"bk-tool-icon-undo\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"UndoTool\",this.prototype.default_view=o,this.override({disabled:!0})},e}(r.ActionTool);i.UndoTool=s,s.initClass()},function(t,e,i){var n=t(408),r=t(250),o=t(48),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){var t=this.plot_view.frame,e=this.model.dimensions,i=\"width\"==e||\"both\"==e,n=\"height\"==e||\"both\"==e,r=o.scale_range(t,this.model.factor,i,n);this.plot_view.push_state(\"zoom_out\",{range:r}),this.plot_view.update_range(r,!1,!0),this.model.document&&this.model.document.interactive_start(this.plot_model)},e}(r.ActionToolView);i.ZoomInToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Zoom In\",i.icon=\"bk-tool-icon-zoom-in\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ZoomInTool\",this.prototype.default_view=a,this.define({factor:[s.Percent,.1],dimensions:[s.Dimensions,\"both\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.ActionTool);i.ZoomInTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(250),o=t(48),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.doit=function(){var t=this.plot_view.frame,e=this.model.dimensions,i=\"width\"==e||\"both\"==e,n=\"height\"==e||\"both\"==e,r=o.scale_range(t,-this.model.factor,i,n);this.plot_view.push_state(\"zoom_out\",{range:r}),this.plot_view.update_range(r,!1,!0),this.model.document&&this.model.document.interactive_start(this.plot_model)},e}(r.ActionToolView);i.ZoomOutToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Zoom Out\",i.icon=\"bk-tool-icon-zoom-out\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ZoomOutTool\",this.prototype.default_view=a,this.define({factor:[s.Percent,.1],dimensions:[s.Dimensions,\"both\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.ActionTool);i.ZoomOutTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(6),o=t(284),s=t(5),a=t(18),l=t(40),h=t(46),u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){var e=this;t.prototype.initialize.call(this),this.connect(this.model.change,function(){return e.render()}),this.el.addEventListener(\"click\",function(){return e._clicked()}),this.render()},e.prototype.css_classes=function(){return t.prototype.css_classes.call(this).concat(\"bk-toolbar-button\")},e.prototype.render=function(){s.empty(this.el);var t=this.model.computed_icon;h.isString(t)&&(l.startsWith(t,\"data:image\")?this.el.style.backgroundImage=\"url('\"+t+\"')\":this.el.classList.add(t)),this.el.title=this.model.tooltip},e}(r.DOMView);i.ButtonToolButtonView=u;var c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(o.ToolView);i.ButtonToolView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ButtonTool\",this.internal({disabled:[a.Boolean,!1]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.tool_name},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"computed_icon\",{get:function(){return this.icon},enumerable:!0,configurable:!0}),e}(o.Tool);i.ButtonTool=_,_.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(18),s=t(261),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._tap=function(t){if(null==this._draw_basepoint&&null==this._basepoint){var e=t.shiftKey;this._select_event(t,e,this.model.renderers)}},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];if(t.keyCode===r.Keys.Backspace)this._delete_selected(n);else if(t.keyCode==r.Keys.Esc){var o=n.data_source;o.selection_manager.clear()}}},e.prototype._set_extent=function(t,e,i,n){var r=t[0],o=t[1],s=e[0],a=e[1];void 0===n&&(n=!1);var l=this.model.renderers[0],h=this.plot_view.frame,u=l.glyph,c=l.data_source,_=h.xscales[l.x_range_name],p=h.yscales[l.y_range_name],d=_.r_invert(r,o),f=d[0],v=d[1],m=p.r_invert(s,a),g=m[0],y=m[1],b=[(f+v)/2,(g+y)/2],x=b[0],w=b[1],k=[v-f,y-g],T=k[0],C=k[1],S=[u.x.field,u.y.field],A=S[0],M=S[1],E=[u.width.field,u.height.field],z=E[0],O=E[1];if(i)this._pop_glyphs(c,this.model.num_objects),A&&c.get_array(A).push(x),M&&c.get_array(M).push(w),z&&c.get_array(z).push(T),O&&c.get_array(O).push(C),this._pad_empty_columns(c,[A,M,z,O]);else{var P=c.data[A].length-1;A&&(c.data[A][P]=x),M&&(c.data[M][P]=w),z&&(c.data[z][P]=T),O&&(c.data[O][P]=C)}this._emit_cds_changes(c,!0,!1,n)},e.prototype._update_box=function(t,e,i){if(void 0===e&&(e=!1),void 0===i&&(i=!1),null!=this._draw_basepoint){var n=[t.sx,t.sy],r=this.plot_view.frame,o=this.model.dimensions,s=this.model._get_dim_limits(this._draw_basepoint,n,r,o);if(null!=s){var a=s[0],l=s[1];this._set_extent(a,l,e,i)}}},e.prototype._doubletap=function(t){this.model.active&&(null!=this._draw_basepoint?(this._update_box(t,!1,!0),this._draw_basepoint=null):(this._draw_basepoint=[t.sx,t.sy],this._select_event(t,!0,this.model.renderers),this._update_box(t,!0,!1)))},e.prototype._move=function(t){this._update_box(t,!1,!1)},e.prototype._pan_start=function(t){if(t.shiftKey){if(null!=this._draw_basepoint)return;this._draw_basepoint=[t.sx,t.sy],this._update_box(t,!0,!1)}else{if(null!=this._basepoint)return;this._select_event(t,!0,this.model.renderers),this._basepoint=[t.sx,t.sy]}},e.prototype._pan=function(t,e,i){if(void 0===e&&(e=!1),void 0===i&&(i=!1),t.shiftKey){if(null==this._draw_basepoint)return;this._update_box(t,e,i)}else{if(null==this._basepoint)return;this._drag_points(t,this.model.renderers)}},e.prototype._pan_end=function(t){if(this._pan(t,!1,!0),t.shiftKey)this._draw_basepoint=null;else{this._basepoint=null;for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];this._emit_cds_changes(n.data_source,!1,!0,!0)}}},e}(s.EditToolView);i.BoxEditToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Box Edit Tool\",i.icon=\"bk-tool-icon-box-edit\",i.event_type=[\"tap\",\"pan\",\"move\"],i.default_order=1,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BoxEditTool\",this.prototype.default_view=a,this.define({dimensions:[o.Dimensions,\"both\"],num_objects:[o.Int,0]})},e}(s.EditTool);i.BoxEditTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(24),s=t(46),a=t(269),l=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._mouse_in_frame=!0,e}return n.__extends(e,t),e.prototype._move_enter=function(t){this._mouse_in_frame=!0},e.prototype._move_exit=function(t){this._mouse_in_frame=!1},e.prototype._map_drag=function(t,e,i){var n=this.plot_view.frame;if(!n.bbox.contains(t,e))return null;var r=n.xscales[i.x_range_name].invert(t),o=n.yscales[i.y_range_name].invert(e);return[r,o]},e.prototype._delete_selected=function(t){var e=t.data_source,i=e.selected.indices;i.sort();for(var n=0,r=e.columns();n<r.length;n++)for(var o=r[n],s=e.get_array(o),a=0;a<i.length;a++){var l=i[a];s.splice(l-a,1)}this._emit_cds_changes(e)},e.prototype._pop_glyphs=function(t,e){var i=t.columns();if(e&&i.length)for(var n=0,r=i;n<r.length;n++){var o=r[n],a=t.get_array(o),l=a.length-e+1;l<1||(s.isArray(a)||(a=Array.from(a),t.data[o]=a),a.splice(0,l))}},e.prototype._emit_cds_changes=function(t,e,i,n){void 0===e&&(e=!0),void 0===i&&(i=!0),void 0===n&&(n=!0),i&&t.selection_manager.clear(),e&&t.change.emit(),n&&(t.data=t.data,t.properties.data.change.emit())},e.prototype._drag_points=function(t,e){if(null!=this._basepoint){for(var i=this._basepoint,n=i[0],r=i[1],o=0,s=e;o<s.length;o++){var a=s[o],l=this._map_drag(n,r,a),h=this._map_drag(t.sx,t.sy,a);if(null!=h&&null!=l){for(var u=h[0],c=h[1],_=l[0],p=l[1],d=[u-_,c-p],f=d[0],v=d[1],m=a.glyph,g=a.data_source,y=[m.x.field,m.y.field],b=y[0],x=y[1],w=0,k=g.selected.indices;w<k.length;w++){var T=k[w];b&&(g.data[b][T]+=f),x&&(g.data[x][T]+=v)}g.change.emit()}}this._basepoint=[t.sx,t.sy]}},e.prototype._pad_empty_columns=function(t,e){for(var i=0,n=t.columns();i<n.length;i++){var r=n[i];o.includes(e,r)||t.get_array(r).push(this.model.empty_value)}},e.prototype._select_event=function(t,e,i){var n=this.plot_view.frame,r=t.sx,o=t.sy;if(!n.bbox.contains(r,o))return[];for(var s={type:\"point\",sx:r,sy:o},a=[],l=0,h=i;l<h.length;l++){var u=h[l],c=u.get_selection_manager(),_=u.data_source,p=[this.plot_view.renderer_views[u.id]],d=c.select(p,s,!0,e);d&&a.push(u),_.properties.selected.change.emit()}return a},e}(a.GestureToolView);i.EditToolView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"EditTool\",this.define({custom_icon:[r.String],custom_tooltip:[r.String],empty_value:[r.Any],renderers:[r.Array,[]]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.custom_tooltip||this.tool_name},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"computed_icon\",{get:function(){return this.custom_icon||this.icon},enumerable:!0,configurable:!0}),e}(a.GestureTool);i.EditTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(18),s=t(46),a=t(261),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._draw=function(t,e,i){if(void 0===i&&(i=!1),this.model.active){var n=this.model.renderers[0],r=this._map_drag(t.sx,t.sy,n);if(null!=r){var o=r[0],a=r[1],l=n.data_source,h=n.glyph,u=[h.xs.field,h.ys.field],c=u[0],_=u[1];if(\"new\"==e)this._pop_glyphs(l,this.model.num_objects),c&&l.get_array(c).push([o]),_&&l.get_array(_).push([a]),this._pad_empty_columns(l,[c,_]);else if(\"add\"==e){if(c){var p=l.data[c].length-1,d=l.get_array(c)[p];s.isArray(d)||(d=Array.from(d),l.data[c][p]=d),d.push(o)}if(_){var f=l.data[_].length-1,v=l.get_array(_)[f];s.isArray(v)||(v=Array.from(v),l.data[_][f]=v),v.push(a)}}this._emit_cds_changes(l,!0,!0,i)}}},e.prototype._pan_start=function(t){this._draw(t,\"new\")},e.prototype._pan=function(t){this._draw(t,\"add\")},e.prototype._pan_end=function(t){this._draw(t,\"add\",!0)},e.prototype._tap=function(t){this._select_event(t,t.shiftKey,this.model.renderers)},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];t.keyCode===r.Keys.Esc?n.data_source.selection_manager.clear():t.keyCode===r.Keys.Backspace&&this._delete_selected(n)}},e}(a.EditToolView);i.FreehandDrawToolView=l;var h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Freehand Draw Tool\",i.icon=\"bk-tool-icon-freehand-draw\",i.event_type=[\"pan\",\"tap\"],i.default_order=3,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"FreehandDrawTool\",this.prototype.default_view=l,this.define({num_objects:[o.Int,0]})},e}(a.EditTool);i.FreehandDrawTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(18),s=t(261),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._tap=function(t){var e=t.shiftKey,i=this._select_event(t,e,this.model.renderers);if(!i.length&&this.model.add){var n=this.model.renderers[0],r=this._map_drag(t.sx,t.sy,n);if(null!=r){var o=n.glyph,s=n.data_source,a=[o.x.field,o.y.field],l=a[0],h=a[1],u=r[0],c=r[1];this._pop_glyphs(s,this.model.num_objects),l&&s.get_array(l).push(u),h&&s.get_array(h).push(c),this._pad_empty_columns(s,[l,h]),s.change.emit(),s.data=s.data,s.properties.data.change.emit()}}},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];t.keyCode===r.Keys.Backspace?this._delete_selected(n):t.keyCode==r.Keys.Esc&&n.data_source.selection_manager.clear()}},e.prototype._pan_start=function(t){this.model.drag&&(this._select_event(t,!0,this.model.renderers),this._basepoint=[t.sx,t.sy])},e.prototype._pan=function(t){this.model.drag&&null!=this._basepoint&&this._drag_points(t,this.model.renderers)},e.prototype._pan_end=function(t){if(this.model.drag){this._pan(t);for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];this._emit_cds_changes(n.data_source,!1,!0,!0)}this._basepoint=null}},e}(s.EditToolView);i.PointDrawToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Point Draw Tool\",i.icon=\"bk-tool-icon-point-draw\",i.event_type=[\"tap\",\"pan\",\"move\"],i.default_order=2,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PointDrawTool\",this.prototype.default_view=a,this.define({add:[o.Boolean,!0],drag:[o.Boolean,!0],num_objects:[o.Int,0]})},e}(s.EditTool);i.PointDrawTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(18),s=t(46),a=t(266),l=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._drawing=!1,e._initialized=!1,e}return n.__extends(e,t),e.prototype._tap=function(t){this._drawing?this._draw(t,\"add\",!0):this._select_event(t,t.shiftKey,this.model.renderers)},e.prototype._draw=function(t,e,i){void 0===i&&(i=!1);var n=this.model.renderers[0],r=this._map_drag(t.sx,t.sy,n);if(this._initialized||this.activate(),null!=r){var o=this._snap_to_vertex.apply(this,[t].concat(r)),a=o[0],l=o[1],h=n.data_source,u=n.glyph,c=[u.xs.field,u.ys.field],_=c[0],p=c[1];if(\"new\"==e)this._pop_glyphs(h,this.model.num_objects),_&&h.get_array(_).push([a,a]),p&&h.get_array(p).push([l,l]),this._pad_empty_columns(h,[_,p]);else if(\"edit\"==e){if(_){var d=h.data[_][h.data[_].length-1];d[d.length-1]=a}if(p){var f=h.data[p][h.data[p].length-1];f[f.length-1]=l}}else if(\"add\"==e){if(_){var v=h.data[_].length-1,d=h.get_array(_)[v],m=d[d.length-1];d[d.length-1]=a,s.isArray(d)||(d=Array.from(d),h.data[_][v]=d),d.push(m)}if(p){var g=h.data[p].length-1,f=h.get_array(p)[g],y=f[f.length-1];f[f.length-1]=l,s.isArray(f)||(f=Array.from(f),h.data[p][g]=f),f.push(y)}}this._emit_cds_changes(h,!0,!1,i)}},e.prototype._show_vertices=function(){if(this.model.active){for(var t=[],e=[],i=0;i<this.model.renderers.length;i++){var n=this.model.renderers[i],r=n.data_source,o=n.glyph,s=[o.xs.field,o.ys.field],a=s[0],l=s[1];if(a)for(var h=0,u=r.get_array(a);h<u.length;h++){var c=u[h];Array.prototype.push.apply(t,c)}if(l)for(var _=0,p=r.get_array(l);_<p.length;_++){var c=p[_];Array.prototype.push.apply(e,c)}this._drawing&&i==this.model.renderers.length-1&&(t.splice(t.length-1,1),e.splice(e.length-1,1))}this._set_vertices(t,e)}},e.prototype._doubletap=function(t){this.model.active&&(this._drawing?(this._drawing=!1,this._draw(t,\"edit\",!0)):(this._drawing=!0,this._draw(t,\"new\",!0)))},e.prototype._move=function(t){this._drawing&&this._draw(t,\"edit\")},e.prototype._remove=function(){var t=this.model.renderers[0],e=t.data_source,i=t.glyph,n=[i.xs.field,i.ys.field],r=n[0],o=n[1];if(r){var s=e.data[r].length-1,a=e.get_array(r)[s];a.splice(a.length-1,1)}if(o){var l=e.data[o].length-1,h=e.get_array(o)[l];h.splice(h.length-1,1)}this._emit_cds_changes(e)},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];t.keyCode===r.Keys.Backspace?this._delete_selected(n):t.keyCode==r.Keys.Esc&&(this._drawing&&(this._remove(),this._drawing=!1),n.data_source.selection_manager.clear())}},e.prototype._pan_start=function(t){this.model.drag&&(this._select_event(t,!0,this.model.renderers),this._basepoint=[t.sx,t.sy])},e.prototype._pan=function(t){if(null!=this._basepoint&&this.model.drag){for(var e=this._basepoint,i=e[0],n=e[1],r=0,o=this.model.renderers;r<o.length;r++){var s=o[r],a=this._map_drag(i,n,s),l=this._map_drag(t.sx,t.sy,s);if(null!=l&&null!=a){var h=s.data_source,u=s.glyph,c=[u.xs.field,u.ys.field],_=c[0],p=c[1];if(_||p){for(var d=l[0],f=l[1],v=a[0],m=a[1],g=[d-v,f-m],y=g[0],b=g[1],x=0,w=h.selected.indices;x<w.length;x++){var k=w[x],T=void 0,C=void 0,S=void 0;_&&(C=h.data[_][k]),p?(S=h.data[p][k],T=S.length):T=C.length;for(var A=0;A<T;A++)C&&(C[A]+=y),S&&(S[A]+=b)}h.change.emit()}}}this._basepoint=[t.sx,t.sy]}},e.prototype._pan_end=function(t){if(this.model.drag){this._pan(t);for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e];this._emit_cds_changes(n.data_source)}this._basepoint=null}},e.prototype.activate=function(){var t=this;if(this.model.vertex_renderer&&this.model.active){if(this._show_vertices(),!this._initialized)for(var e=0,i=this.model.renderers;e<i.length;e++){var n=i[e],r=n.data_source;r.connect(r.properties.data.change,function(){return t._show_vertices()})}this._initialized=!0}},e.prototype.deactivate=function(){this._drawing&&(this._remove(),this._drawing=!1),this.model.vertex_renderer&&this._hide_vertices()},e}(a.PolyToolView);i.PolyDrawToolView=l;var h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Polygon Draw Tool\",i.icon=\"bk-tool-icon-poly-draw\",i.event_type=[\"pan\",\"tap\",\"move\"],i.default_order=3,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolyDrawTool\",this.prototype.default_view=l,this.define({drag:[o.Boolean,!0],num_objects:[o.Int,0]})},e}(a.PolyTool);i.PolyDrawTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(5),o=t(46),s=t(266),a=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._drawing=!1,e}return n.__extends(e,t),e.prototype._doubletap=function(t){if(this.model.active){var e=this._map_drag(t.sx,t.sy,this.model.vertex_renderer);if(null!=e){var i=e[0],n=e[1],r=this._select_event(t,!1,[this.model.vertex_renderer]),o=this.model.vertex_renderer.data_source,s=this.model.vertex_renderer.glyph,a=[s.x.field,s.y.field],l=a[0],h=a[1];if(r.length&&null!=this._selected_renderer){var u=o.selected.indices[0];this._drawing?(this._drawing=!1,o.selection_manager.clear()):(o.selected.indices=[u+1],l&&o.get_array(l).splice(u+1,0,i),h&&o.get_array(h).splice(u+1,0,n),this._drawing=!0),o.change.emit(),this._emit_cds_changes(this._selected_renderer.data_source)}else this._show_vertices(t)}}},e.prototype._show_vertices=function(t){if(this.model.active){var e=this._select_event(t,!1,this.model.renderers);if(!e.length)return this._set_vertices([],[]),this._selected_renderer=null,void(this._drawing=!1);var i,n,r=e[0],s=r.glyph,a=r.data_source,l=a.selected.indices[0],h=[s.xs.field,s.ys.field],u=h[0],c=h[1];u?(i=a.data[u][l],o.isArray(i)||(a.data[u][l]=i=Array.from(i))):i=s.xs.value,c?(n=a.data[c][l],o.isArray(n)||(a.data[c][l]=n=Array.from(n))):n=s.ys.value,this._selected_renderer=r,this._set_vertices(i,n)}},e.prototype._move=function(t){var e;if(this._drawing&&null!=this._selected_renderer){var i=this.model.vertex_renderer,n=i.data_source,r=i.glyph,o=this._map_drag(t.sx,t.sy,i);if(null==o)return;var s=o[0],a=o[1],l=n.selected.indices;e=this._snap_to_vertex(t,s,a),s=e[0],a=e[1],n.selected.indices=l;var h=[r.x.field,r.y.field],u=h[0],c=h[1],_=l[0];u&&(n.data[u][_]=s),c&&(n.data[c][_]=a),n.change.emit(),this._selected_renderer.data_source.change.emit()}},e.prototype._tap=function(t){var e,i=this.model.vertex_renderer,n=this._map_drag(t.sx,t.sy,i);if(null!=n){if(this._drawing&&this._selected_renderer){var r=n[0],o=n[1],s=i.data_source,a=i.glyph,l=[a.x.field,a.y.field],h=l[0],u=l[1],c=s.selected.indices;e=this._snap_to_vertex(t,r,o),r=e[0],o=e[1];var _=c[0];if(s.selected.indices=[_+1],h){var p=s.get_array(h),d=p[_];p[_]=r,p.splice(_+1,0,d)}if(u){var f=s.get_array(u),v=f[_];f[_]=o,f.splice(_+1,0,v)}return s.change.emit(),void this._emit_cds_changes(this._selected_renderer.data_source,!0,!1,!0)}var m=t.shiftKey;this._select_event(t,m,[i]),this._select_event(t,m,this.model.renderers)}},e.prototype._remove_vertex=function(){if(this._drawing&&this._selected_renderer){var t=this.model.vertex_renderer,e=t.data_source,i=t.glyph,n=e.selected.indices[0],r=[i.x.field,i.y.field],o=r[0],s=r[1];o&&e.get_array(o).splice(n,1),s&&e.get_array(s).splice(n,1),e.change.emit(),this._emit_cds_changes(this._selected_renderer.data_source)}},e.prototype._pan_start=function(t){this._select_event(t,!0,[this.model.vertex_renderer]),this._basepoint=[t.sx,t.sy]},e.prototype._pan=function(t){null!=this._basepoint&&(this._drag_points(t,[this.model.vertex_renderer]),this._selected_renderer&&this._selected_renderer.data_source.change.emit())},e.prototype._pan_end=function(t){null!=this._basepoint&&(this._drag_points(t,[this.model.vertex_renderer]),this._emit_cds_changes(this.model.vertex_renderer.data_source,!1,!0,!0),this._selected_renderer&&this._emit_cds_changes(this._selected_renderer.data_source),this._basepoint=null)},e.prototype._keyup=function(t){if(this.model.active&&this._mouse_in_frame){var e;e=this._selected_renderer?[this.model.vertex_renderer]:this.model.renderers;for(var i=0,n=e;i<n.length;i++){var o=n[i];t.keyCode===r.Keys.Backspace?(this._delete_selected(o),this._selected_renderer&&this._emit_cds_changes(this._selected_renderer.data_source)):t.keyCode==r.Keys.Esc&&(this._drawing?(this._remove_vertex(),this._drawing=!1):this._selected_renderer&&this._hide_vertices(),o.data_source.selection_manager.clear())}}},e.prototype.deactivate=function(){this._selected_renderer&&(this._drawing&&(this._remove_vertex(),this._drawing=!1),this._hide_vertices())},e}(s.PolyToolView);i.PolyEditToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Poly Edit Tool\",i.icon=\"bk-tool-icon-poly-edit\",i.event_type=[\"tap\",\"pan\",\"move\"],i.default_order=4,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolyEditTool\",this.prototype.default_view=a},e}(s.PolyTool);i.PolyEditTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(46),s=t(261),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._set_vertices=function(t,e){var i=this.model.vertex_renderer.glyph,n=this.model.vertex_renderer.data_source,r=[i.x.field,i.y.field],s=r[0],a=r[1];s&&(o.isArray(t)?n.data[s]=t:i.x={value:t}),a&&(o.isArray(e)?n.data[a]=e:i.y={value:e}),this._emit_cds_changes(n,!0,!0,!1)},e.prototype._hide_vertices=function(){this._set_vertices([],[])},e.prototype._snap_to_vertex=function(t,e,i){if(this.model.vertex_renderer){var n=this._select_event(t,!1,[this.model.vertex_renderer]),r=this.model.vertex_renderer.data_source,o=this.model.vertex_renderer.glyph,s=[o.x.field,o.y.field],a=s[0],l=s[1];if(n.length){var h=r.selected.indices[0];a&&(e=r.data[a][h]),l&&(i=r.data[l][h]),r.selection_manager.clear()}}return[e,i]},e}(s.EditToolView);i.PolyToolView=a;var l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolyTool\",this.prototype.default_view=a,this.define({vertex_renderer:[r.Instance]})},e}(s.EditTool);i.PolyTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(274),o=t(67),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._compute_limits=function(t){var e=this.plot_view.frame,i=this.model.dimensions,n=this._base_point;if(\"center\"==this.model.origin){var r=n[0],o=n[1],s=t[0],a=t[1];n=[r-(s-r),o-(a-o)]}return this.model._get_dim_limits(n,t,e,i)},e.prototype._pan_start=function(t){var e=t.sx,i=t.sy;this._base_point=[e,i]},e.prototype._pan=function(t){var e=t.sx,i=t.sy,n=[e,i],r=this._compute_limits(n),o=r[0],s=r[1];if(this.model.overlay.update({left:o[0],right:o[1],top:s[0],bottom:s[1]}),this.model.select_every_mousemove){var a=t.shiftKey;this._do_select(o,s,!1,a)}},e.prototype._pan_end=function(t){var e=t.sx,i=t.sy,n=[e,i],r=this._compute_limits(n),o=r[0],s=r[1],a=t.shiftKey;this._do_select(o,s,!0,a),this.model.overlay.update({left:null,right:null,top:null,bottom:null}),this._base_point=null,this.plot_view.push_state(\"box_select\",{selection:this.plot_view.get_selection()})},e.prototype._do_select=function(t,e,i,n){var r=t[0],o=t[1],s=e[0],a=e[1];void 0===n&&(n=!1);var l={type:\"rect\",sx0:r,sx1:o,sy0:s,sy1:a};this._select(l,i,n)},e.prototype._emit_callback=function(t){var e=this.computed_renderers[0],i=this.plot_view.frame,r=i.xscales[e.x_range_name],o=i.yscales[e.y_range_name],s=t.sx0,a=t.sx1,l=t.sy0,h=t.sy1,u=r.r_invert(s,a),c=u[0],_=u[1],p=o.r_invert(l,h),d=p[0],f=p[1],v=n.__assign({x0:c,y0:d,x1:_,y1:f},t);null!=this.model.callback&&this.model.callback.execute(this.model,{geometry:v})},e}(r.SelectToolView);i.BoxSelectToolView=a;var l=function(){return new o.BoxAnnotation({level:\"overlay\",render_mode:\"css\",top_units:\"screen\",left_units:\"screen\",bottom_units:\"screen\",right_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Box Select\",i.icon=\"bk-tool-icon-box-select\",i.event_type=\"pan\",i.default_order=30,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BoxSelectTool\",this.prototype.default_view=a,this.define({dimensions:[s.Dimensions,\"both\"],select_every_mousemove:[s.Boolean,!1],callback:[s.Any],overlay:[s.Instance,l],origin:[s.BoxOrigin,\"corner\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.SelectTool);i.BoxSelectTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(67),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._match_aspect=function(t,e,i){var n,r,o,s,a=i.bbox.aspect,l=i.bbox.h_range.end,h=i.bbox.h_range.start,u=i.bbox.v_range.end,c=i.bbox.v_range.start,_=Math.abs(t[0]-e[0]),p=Math.abs(t[1]-e[1]),d=0==p?0:_/p,f=(d>=a?[1,d/a]:[a/d,1])[0];return t[0]<=e[0]?(n=t[0],(r=t[0]+_*f)>l&&(r=l)):(r=t[0],(n=t[0]-_*f)<h&&(n=h)),_=Math.abs(r-n),t[1]<=e[1]?(s=t[1],(o=t[1]+_/a)>u&&(o=u)):(o=t[1],(s=t[1]-_/a)<c&&(s=c)),p=Math.abs(o-s),t[0]<=e[0]?r=t[0]+a*p:n=t[0]-a*p,[[n,r],[s,o]]},e.prototype._compute_limits=function(t){var e,i,n,r,o=this.plot_view.frame,s=this.model.dimensions,a=this._base_point;if(\"center\"==this.model.origin){var l=a[0],h=a[1],u=t[0],c=t[1];a=[l-(u-l),h-(c-h)]}return this.model.match_aspect&&\"both\"==s?(e=this._match_aspect(a,t,o),n=e[0],r=e[1]):(i=this.model._get_dim_limits(a,t,o,s),n=i[0],r=i[1]),[n,r]},e.prototype._pan_start=function(t){this._base_point=[t.sx,t.sy]},e.prototype._pan=function(t){var e=[t.sx,t.sy],i=this._compute_limits(e),n=i[0],r=i[1];this.model.overlay.update({left:n[0],right:n[1],top:r[0],bottom:r[1]})},e.prototype._pan_end=function(t){var e=[t.sx,t.sy],i=this._compute_limits(e),n=i[0],r=i[1];this._update(n,r),this.model.overlay.update({left:null,right:null,top:null,bottom:null}),this._base_point=null},e.prototype._update=function(t,e){var i=t[0],n=t[1],r=e[0],o=e[1];if(!(Math.abs(n-i)<=5||Math.abs(o-r)<=5)){var s=this.plot_view.frame,a=s.xscales,l=s.yscales,h={};for(var u in a){var c=a[u],_=c.r_invert(i,n),p=_[0],d=_[1];h[u]={start:p,end:d}}var f={};for(var v in l){var c=l[v],m=c.r_invert(r,o),p=m[0],d=m[1];f[v]={start:p,end:d}}var g={xrs:h,yrs:f};this.plot_view.push_state(\"box_zoom\",{range:g}),this.plot_view.update_range(g)}},e}(r.GestureToolView);i.BoxZoomToolView=a;var l=function(){return new o.BoxAnnotation({level:\"overlay\",render_mode:\"css\",top_units:\"screen\",left_units:\"screen\",bottom_units:\"screen\",right_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Box Zoom\",i.icon=\"bk-tool-icon-box-zoom\",i.event_type=\"pan\",i.default_order=20,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"BoxZoomTool\",this.prototype.default_view=a,this.define({dimensions:[s.Dimensions,\"both\"],overlay:[s.Instance,l],match_aspect:[s.Boolean,!1],origin:[s.BoxOrigin,\"corner\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.GestureTool);i.BoxZoomTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(259),o=t(283),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.ButtonToolView);i.GestureToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.button_view=o.OnOffButtonView,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"GestureTool\"},e}(r.ButtonTool);i.GestureTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(274),o=t(74),s=t(5),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.data=null},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.active.change,function(){return e._active_change()})},e.prototype._active_change=function(){this.model.active||this._clear_overlay()},e.prototype._keyup=function(t){t.keyCode==s.Keys.Enter&&this._clear_overlay()},e.prototype._pan_start=function(t){var e=t.sx,i=t.sy;this.data={sx:[e],sy:[i]}},e.prototype._pan=function(t){var e=t.sx,i=t.sy,n=this.plot_view.frame.bbox.clip(e,i),r=n[0],o=n[1];this.data.sx.push(r),this.data.sy.push(o);var s=this.model.overlay;if(s.update({xs:this.data.sx,ys:this.data.sy}),this.model.select_every_mousemove){var a=t.shiftKey;this._do_select(this.data.sx,this.data.sy,!1,a)}},e.prototype._pan_end=function(t){this._clear_overlay();var e=t.shiftKey;this._do_select(this.data.sx,this.data.sy,!0,e),this.plot_view.push_state(\"lasso_select\",{selection:this.plot_view.get_selection()})},e.prototype._clear_overlay=function(){this.model.overlay.update({xs:[],ys:[]})},e.prototype._do_select=function(t,e,i,n){var r={type:\"poly\",sx:t,sy:e};this._select(r,i,n)},e.prototype._emit_callback=function(t){var e=this.computed_renderers[0],i=this.plot_view.frame,r=i.xscales[e.x_range_name],o=i.yscales[e.y_range_name],s=r.v_invert(t.sx),a=o.v_invert(t.sy),l=n.__assign({x:s,y:a},t);null!=this.model.callback&&this.model.callback.execute(this.model,{geometry:l})},e}(r.SelectToolView);i.LassoSelectToolView=l;var h=function(){return new o.PolyAnnotation({level:\"overlay\",xs_units:\"screen\",ys_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},u=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Lasso Select\",i.icon=\"bk-tool-icon-lasso-select\",i.event_type=\"pan\",i.default_order=12,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"LassoSelectTool\",this.prototype.default_view=l,this.define({select_every_mousemove:[a.Boolean,!0],callback:[a.Any],overlay:[a.Instance,h]})},e}(r.SelectTool);i.LassoSelectTool=u,u.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._pan_start=function(t){this.last_dx=0,this.last_dy=0;var e=t.sx,i=t.sy,n=this.plot_view.frame.bbox;if(!n.contains(e,i)){var r=n.h_range,o=n.v_range;(e<r.start||e>r.end)&&(this.v_axis_only=!0),(i<o.start||i>o.end)&&(this.h_axis_only=!0)}null!=this.model.document&&this.model.document.interactive_start(this.plot_model)},e.prototype._pan=function(t){this._update(t.deltaX,t.deltaY),null!=this.model.document&&this.model.document.interactive_start(this.plot_model)},e.prototype._pan_end=function(t){this.h_axis_only=!1,this.v_axis_only=!1,null!=this.pan_info&&this.plot_view.push_state(\"pan\",{range:this.pan_info})},e.prototype._update=function(t,e){var i,n,r,o,s,a,l=this.plot_view.frame,h=t-this.last_dx,u=e-this.last_dy,c=l.bbox.h_range,_=c.start-h,p=c.end-h,d=l.bbox.v_range,f=d.start-u,v=d.end-u,m=this.model.dimensions;\"width\"!=m&&\"both\"!=m||this.v_axis_only?(i=c.start,n=c.end,r=0):(i=_,n=p,r=-h),\"height\"!=m&&\"both\"!=m||this.h_axis_only?(o=d.start,s=d.end,a=0):(o=f,s=v,a=-u),this.last_dx=t,this.last_dy=e;var g=l.xscales,y=l.yscales,b={};for(var x in g){var w=g[x],k=w.r_invert(i,n),T=k[0],C=k[1];b[x]={start:T,end:C}}var S={};for(var A in y){var w=y[A],M=w.r_invert(o,s),T=M[0],C=M[1];S[A]={start:T,end:C}}this.pan_info={xrs:b,yrs:S,sdx:r,sdy:a},this.plot_view.update_range(this.pan_info,!0)},e}(r.GestureToolView);i.PanToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Pan\",i.event_type=\"pan\",i.default_order=10,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PanTool\",this.prototype.default_view=s,this.define({dimensions:[o.Dimensions,\"both\"]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(\"Pan\",this.dimensions)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"icon\",{get:function(){switch(this.dimensions){case\"both\":return\"bk-tool-icon-pan\";case\"width\":return\"bk-tool-icon-xpan\";case\"height\":return\"bk-tool-icon-ypan\"}},enumerable:!0,configurable:!0}),e}(r.GestureTool);i.PanTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(274),o=t(74),s=t(5),a=t(18),l=t(24),h=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.data={sx:[],sy:[]}},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.active.change,function(){return e._active_change()})},e.prototype._active_change=function(){this.model.active||this._clear_data()},e.prototype._keyup=function(t){t.keyCode==s.Keys.Enter&&this._clear_data()},e.prototype._doubletap=function(t){var e=t.shiftKey;this._do_select(this.data.sx,this.data.sy,!0,e),this.plot_view.push_state(\"poly_select\",{selection:this.plot_view.get_selection()}),this._clear_data()},e.prototype._clear_data=function(){this.data={sx:[],sy:[]},this.model.overlay.update({xs:[],ys:[]})},e.prototype._tap=function(t){var e=t.sx,i=t.sy,n=this.plot_view.frame;n.bbox.contains(e,i)&&(this.data.sx.push(e),this.data.sy.push(i),this.model.overlay.update({xs:l.copy(this.data.sx),ys:l.copy(this.data.sy)}))},e.prototype._do_select=function(t,e,i,n){var r={type:\"poly\",sx:t,sy:e};this._select(r,i,n)},e.prototype._emit_callback=function(t){var e=this.computed_renderers[0],i=this.plot_view.frame,r=i.xscales[e.x_range_name],o=i.yscales[e.y_range_name],s=r.v_invert(t.sx),a=o.v_invert(t.sy),l=n.__assign({x:s,y:a},t);null!=this.model.callback&&this.model.callback.execute(this.model,{geometry:l})},e}(r.SelectToolView);i.PolySelectToolView=h;var u=function(){return new o.PolyAnnotation({level:\"overlay\",xs_units:\"screen\",ys_units:\"screen\",fill_color:{value:\"lightgrey\"},fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:2},line_dash:{value:[4,4]}})},c=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Poly Select\",i.icon=\"bk-tool-icon-polygon-select\",i.event_type=\"tap\",i.default_order=11,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"PolySelectTool\",this.prototype.default_view=h,this.define({callback:[a.Any],overlay:[a.Instance,u]})},e}(r.SelectTool);i.PolySelectTool=c,c.initClass()},function(t,e,i){var n=t(408),r=t(67),o=t(17),s=t(18),a=t(269);function l(t){switch(t){case 1:return 2;case 2:return 1;case 4:return 5;case 5:return 4;default:return t}}function h(t,e,i,n){if(null==e)return!1;var r=i.compute(e);return Math.abs(t-r)<n}function u(t,e,i,n,r){var o=!0;if(null!=r.left&&null!=r.right){var s=i.invert(t);(s<r.left||s>r.right)&&(o=!1)}if(null!=r.bottom&&null!=r.top){var a=n.invert(e);(a<r.bottom||a>r.top)&&(o=!1)}return o}function c(t,e,i){var n=0;return t>=i.start&&t<=i.end&&(n+=1),e>=i.start&&e<=i.end&&(n+=1),n}function _(t,e,i,n){var r=e.compute(t),o=e.invert(r+i);return o>=n.start&&o<=n.end?o:t}function p(t,e,i){return t>e.start?(e.end=t,i):(e.end=e.start,e.start=t,l(i))}function d(t,e,i){return t<e.end?(e.start=t,i):(e.start=e.end,e.end=t,l(i))}function f(t,e,i,n){var r=e.r_compute(t.start,t.end),o=r[0],s=r[1],a=e.r_invert(o+i,s+i),l=a[0],h=a[1],u=c(t.start,t.end,n),_=c(l,h,n);_>=u&&(t.start=l,t.end=h)}i.flip_side=l,i.is_near=h,i.is_inside=u,i.sides_inside=c,i.compute_value=_,i.compute_end_side=p,i.compute_start_side=d,i.update_range=f;var v=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.side=0,this.model.update_overlay_from_ranges()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),null!=this.model.x_range&&this.connect(this.model.x_range.change,function(){return e.model.update_overlay_from_ranges()}),null!=this.model.y_range&&this.connect(this.model.y_range.change,function(){return e.model.update_overlay_from_ranges()})},e.prototype._pan_start=function(t){this.last_dx=0,this.last_dy=0;var e=this.model.x_range,i=this.model.y_range,n=this.plot_view.frame,o=n.xscales.default,s=n.yscales.default,a=this.model.overlay,l=a.left,c=a.right,_=a.top,p=a.bottom,d=this.model.overlay.properties.line_width.value()+r.EDGE_TOLERANCE;null!=e&&this.model.x_interaction&&(h(t.sx,l,o,d)?this.side=1:h(t.sx,c,o,d)?this.side=2:u(t.sx,t.sy,o,s,a)&&(this.side=3)),null!=i&&this.model.y_interaction&&(0==this.side&&h(t.sy,p,s,d)&&(this.side=4),0==this.side&&h(t.sy,_,s,d)?this.side=5:u(t.sx,t.sy,o,s,this.model.overlay)&&(3==this.side?this.side=7:this.side=6))},e.prototype._pan=function(t){var e=this.plot_view.frame,i=t.deltaX-this.last_dx,n=t.deltaY-this.last_dy,r=this.model.x_range,o=this.model.y_range,s=e.xscales.default,a=e.yscales.default;if(null!=r)if(3==this.side||7==this.side)f(r,s,i,e.x_range);else if(1==this.side){var l=_(r.start,s,i,e.x_range);this.side=d(l,r,this.side)}else if(2==this.side){var h=_(r.end,s,i,e.x_range);this.side=p(h,r,this.side)}if(null!=o)if(6==this.side||7==this.side)f(o,a,n,e.y_range);else if(4==this.side){o.start=_(o.start,a,n,e.y_range);var l=_(o.start,a,n,e.y_range);this.side=d(l,o,this.side)}else if(5==this.side){o.end=_(o.end,a,n,e.y_range);var h=_(o.end,a,n,e.y_range);this.side=p(h,o,this.side)}this.last_dx=t.deltaX,this.last_dy=t.deltaY},e.prototype._pan_end=function(t){this.side=0},e}(a.GestureToolView);i.RangeToolView=v;var m=function(){return new r.BoxAnnotation({level:\"overlay\",render_mode:\"canvas\",fill_color:\"lightgrey\",fill_alpha:{value:.5},line_color:{value:\"black\"},line_alpha:{value:1},line_width:{value:.5},line_dash:[2,2]})},g=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Range Tool\",i.icon=\"bk-tool-icon-range\",i.event_type=\"pan\",i.default_order=1,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"RangeTool\",this.prototype.default_view=v,this.define({x_range:[s.Instance,null],x_interaction:[s.Boolean,!0],y_range:[s.Instance,null],y_interaction:[s.Boolean,!0],overlay:[s.Instance,m]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this.overlay.in_cursor=\"grab\",this.overlay.ew_cursor=null!=this.x_range&&this.x_interaction?\"ew-resize\":null,this.overlay.ns_cursor=null!=this.y_range&&this.y_interaction?\"ns-resize\":null},e.prototype.update_overlay_from_ranges=function(){null==this.x_range&&null==this.y_range&&(this.overlay.left=null,this.overlay.right=null,this.overlay.bottom=null,this.overlay.top=null,o.logger.warn(\"RangeTool not configured with any Ranges.\")),null==this.x_range?(this.overlay.left=null,this.overlay.right=null):(this.overlay.left=this.x_range.start,this.overlay.right=this.x_range.end),null==this.y_range?(this.overlay.bottom=null,this.overlay.top=null):(this.overlay.bottom=this.y_range.start,this.overlay.top=this.y_range.end)},e}(a.GestureTool);i.RangeTool=g,g.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(197),s=t(198),a=t(289),l=t(18),h=t(5),u=t(3),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"computed_renderers\",{get:function(){var t=this.model.renderers,e=this.plot_model.renderers,i=this.model.names;return a.compute_renderers(t,e,i)},enumerable:!0,configurable:!0}),e.prototype._computed_renderers_by_data_source=function(){for(var t={},e=0,i=this.computed_renderers;e<i.length;e++){var n=i[e],r=void 0;if(n instanceof o.GlyphRenderer)r=n.data_source.id;else{if(!(n instanceof s.GraphRenderer))continue;r=n.node_renderer.data_source.id}r in t||(t[r]=[]),t[r].push(n)}return t},e.prototype._keyup=function(t){if(t.keyCode==h.Keys.Esc){for(var e=0,i=this.computed_renderers;e<i.length;e++){var n=i[e];n.get_selection_manager().clear()}this.plot_view.request_render()}},e.prototype._select=function(t,e,i){var n=this._computed_renderers_by_data_source();for(var r in n){for(var o=n[r],s=o[0].get_selection_manager(),a=[],l=0,h=o;l<h.length;l++){var u=h[l];u.id in this.plot_view.renderer_views&&a.push(this.plot_view.renderer_views[u.id])}s.select(a,t,e,i)}null!=this.model.callback&&this._emit_callback(t),this._emit_selection_event(t,e)},e.prototype._emit_selection_event=function(t,e){void 0===e&&(e=!0);var i,r=this.plot_view.frame,o=r.xscales.default,s=r.yscales.default;switch(t.type){case\"point\":var a=t.sx,l=t.sy,h=o.invert(a),c=s.invert(l);i=n.__assign({},t,{x:h,y:c});break;case\"rect\":var _=t.sx0,p=t.sx1,d=t.sy0,f=t.sy1,v=o.r_invert(_,p),m=v[0],g=v[1],y=s.r_invert(d,f),b=y[0],x=y[1];i=n.__assign({},t,{x0:m,y0:b,x1:g,y1:x});break;case\"poly\":var a=t.sx,l=t.sy,h=o.v_invert(a),c=s.v_invert(l);i=n.__assign({},t,{x:h,y:c});break;default:throw new Error(\"Unrecognized selection geometry type: '\"+t.type+\"'\")}this.plot_model.trigger_event(new u.SelectionGeometry(i,e))},e}(r.GestureToolView);i.SelectToolView=c;var _=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"SelectTool\",this.define({renderers:[l.Any,\"auto\"],names:[l.Array,[]]})},e}(r.GestureTool);i.SelectTool=_,_.initClass()},function(t,e,i){var n=t(408),r=t(274),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._tap=function(t){var e=t.sx,i=t.sy,n={type:\"point\",sx:e,sy:i},r=t.shiftKey;this._select(n,!0,r)},e.prototype._select=function(t,e,i){var r=this,o=this.model.callback;if(\"select\"==this.model.behavior){var s=this._computed_renderers_by_data_source();for(var a in s){var l=s[a],h=l[0].get_selection_manager(),u=l.map(function(t){return r.plot_view.renderer_views[t.id]}),c=h.select(u,t,e,i);if(c&&null!=o){var _=this.plot_view.frame,p=_.xscales[l[0].x_range_name],d=_.yscales[l[0].y_range_name],f=p.invert(t.sx),v=d.invert(t.sy),m={geometries:n.__assign({},t,{x:f,y:v}),source:h.source};o.execute(this.model,m)}}this._emit_selection_event(t),this.plot_view.push_state(\"tap\",{selection:this.plot_view.get_selection()})}else for(var g=0,y=this.computed_renderers;g<y.length;g++){var b=y[g],h=b.get_selection_manager(),c=h.inspect(this.plot_view.renderer_views[b.id],t);if(c&&null!=o){var _=this.plot_view.frame,p=_.xscales[b.x_range_name],d=_.yscales[b.y_range_name],f=p.invert(t.sx),v=d.invert(t.sy),m={geometries:n.__assign({},t,{x:f,y:v}),source:h.source};o.execute(this.model,m)}}},e}(r.SelectToolView);i.TapToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Tap\",i.icon=\"bk-tool-icon-tap-select\",i.event_type=\"tap\",i.default_order=10,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"TapTool\",this.prototype.default_view=s,this.define({behavior:[o.TapBehavior,\"select\"],callback:[o.Any]})},e}(r.SelectTool);i.TapTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._scroll=function(t){var e=this.model.speed*t.delta;e>.9?e=.9:e<-.9&&(e=-.9),this._update_ranges(e)},e.prototype._update_ranges=function(t){var e,i,n,r,o=this.plot_view.frame,s=o.bbox.h_range,a=o.bbox.v_range,l=[s.start,s.end],h=l[0],u=l[1],c=[a.start,a.end],_=c[0],p=c[1];switch(this.model.dimension){case\"height\":var d=Math.abs(p-_);e=h,i=u,n=_-d*t,r=p-d*t;break;case\"width\":var f=Math.abs(u-h);e=h-f*t,i=u-f*t,n=_,r=p;break;default:throw new Error(\"this shouldn't have happened\")}var v=o.xscales,m=o.yscales,g={};for(var y in v){var b=v[y],x=b.r_invert(e,i),w=x[0],k=x[1];g[y]={start:w,end:k}}var T={};for(var C in m){var b=m[C],S=b.r_invert(n,r),w=S[0],k=S[1];T[C]={start:w,end:k}}var A={xrs:g,yrs:T,factor:t};this.plot_view.push_state(\"wheel_pan\",{range:A}),this.plot_view.update_range(A,!1,!0),null!=this.model.document&&this.model.document.interactive_start(this.plot_model)},e}(r.GestureToolView);i.WheelPanToolView=s;var a=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Wheel Pan\",i.icon=\"bk-tool-icon-wheel-pan\",i.event_type=\"scroll\",i.default_order=12,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"WheelPanTool\",this.prototype.default_view=s,this.define({dimension:[o.Dimension,\"width\"]}),this.internal({speed:[o.Number,.001]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimension)},enumerable:!0,configurable:!0}),e}(r.GestureTool);i.WheelPanTool=a,a.initClass()},function(t,e,i){var n=t(408),r=t(269),o=t(48),s=t(18),a=t(31),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._pinch=function(t){var e,i=t.sx,n=t.sy,r=t.scale;e=r>=1?20*(r-1):-20/r,this._scroll({type:\"wheel\",sx:i,sy:n,delta:e})},e.prototype._scroll=function(t){var e=this.plot_view.frame,i=e.bbox.h_range,n=e.bbox.v_range,r=t.sx,s=t.sy,a=this.model.dimensions,l=(\"width\"==a||\"both\"==a)&&i.start<r&&r<i.end,h=(\"height\"==a||\"both\"==a)&&n.start<s&&s<n.end;if(l&&h||this.model.zoom_on_axis){var u=this.model.speed*t.delta,c=o.scale_range(e,u,l,h,{x:r,y:s});this.plot_view.push_state(\"wheel_zoom\",{range:c}),this.plot_view.update_range(c,!1,!0,this.model.maintain_focus),null!=this.model.document&&this.model.document.interactive_start(this.plot_model)}},e}(r.GestureToolView);i.WheelZoomToolView=l;var h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Wheel Zoom\",i.icon=\"bk-tool-icon-wheel-zoom\",i.event_type=a.is_mobile?\"pinch\":\"scroll\",i.default_order=10,i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"WheelZoomTool\",this.prototype.default_view=l,this.define({dimensions:[s.Dimensions,\"both\"],maintain_focus:[s.Boolean,!0],zoom_on_axis:[s.Boolean,!0],speed:[s.Number,1/600]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(this.tool_name,this.dimensions)},enumerable:!0,configurable:!0}),e}(r.GestureTool);i.WheelZoomTool=h,h.initClass()},function(t,e,i){var n=t(250);i.ActionTool=n.ActionTool;var r=t(251);i.CustomAction=r.CustomAction;var o=t(252);i.HelpTool=o.HelpTool;var s=t(253);i.RedoTool=s.RedoTool;var a=t(254);i.ResetTool=a.ResetTool;var l=t(255);i.SaveTool=l.SaveTool;var h=t(256);i.UndoTool=h.UndoTool;var u=t(257);i.ZoomInTool=u.ZoomInTool;var c=t(258);i.ZoomOutTool=c.ZoomOutTool;var _=t(259);i.ButtonTool=_.ButtonTool;var p=t(261);i.EditTool=p.EditTool;var d=t(260);i.BoxEditTool=d.BoxEditTool;var f=t(262);i.FreehandDrawTool=f.FreehandDrawTool;var v=t(263);i.PointDrawTool=v.PointDrawTool;var m=t(264);i.PolyDrawTool=m.PolyDrawTool;var g=t(266);i.PolyTool=g.PolyTool;var y=t(265);i.PolyEditTool=y.PolyEditTool;var b=t(267);i.BoxSelectTool=b.BoxSelectTool;var x=t(268);i.BoxZoomTool=x.BoxZoomTool;var w=t(269);i.GestureTool=w.GestureTool;var k=t(270);i.LassoSelectTool=k.LassoSelectTool;var T=t(271);i.PanTool=T.PanTool;var C=t(272);i.PolySelectTool=C.PolySelectTool;var S=t(273);i.RangeTool=S.RangeTool;var A=t(274);i.SelectTool=A.SelectTool;var M=t(275);i.TapTool=M.TapTool;var E=t(276);i.WheelPanTool=E.WheelPanTool;var z=t(277);i.WheelZoomTool=z.WheelZoomTool;var O=t(279);i.CrosshairTool=O.CrosshairTool;var P=t(280);i.CustomJSHover=P.CustomJSHover;var j=t(281);i.HoverTool=j.HoverTool;var N=t(282);i.InspectTool=N.InspectTool;var D=t(284);i.Tool=D.Tool;var F=t(285);i.ToolProxy=F.ToolProxy;var B=t(286);i.Toolbar=B.Toolbar;var R=t(287);i.ToolbarBase=R.ToolbarBase;var I=t(288);i.ProxyToolbar=I.ProxyToolbar;var L=t(288);i.ToolbarBox=L.ToolbarBox},function(t,e,i){var n=t(408),r=t(282),o=t(76),s=t(18),a=t(35),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype._move=function(t){if(this.model.active){var e=t.sx,i=t.sy;this.plot_view.frame.bbox.contains(e,i)?this._update_spans(e,i):this._update_spans(null,null)}},e.prototype._move_exit=function(t){this._update_spans(null,null)},e.prototype._update_spans=function(t,e){var i=this.model.dimensions;\"width\"!=i&&\"both\"!=i||(this.model.spans.width.computed_location=e),\"height\"!=i&&\"both\"!=i||(this.model.spans.height.computed_location=t)},e}(r.InspectToolView);i.CrosshairToolView=l;var h=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Crosshair\",i.icon=\"bk-tool-icon-crosshair\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"CrosshairTool\",this.prototype.default_view=l,this.define({dimensions:[s.Dimensions,\"both\"],line_color:[s.Color,\"black\"],line_width:[s.Number,1],line_alpha:[s.Number,1]}),this.internal({location_units:[s.SpatialUnits,\"screen\"],render_mode:[s.RenderMode,\"css\"],spans:[s.Any]})},Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this._get_dim_tooltip(\"Crosshair\",this.dimensions)},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"synthetic_renderers\",{get:function(){return a.values(this.spans)},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.spans={width:new o.Span({for_hover:!0,dimension:\"width\",render_mode:this.render_mode,location_units:this.location_units,line_color:this.line_color,line_width:this.line_width,line_alpha:this.line_alpha}),height:new o.Span({for_hover:!0,dimension:\"height\",render_mode:this.render_mode,location_units:this.location_units,line_color:this.line_color,line_width:this.line_width,line_alpha:this.line_alpha})}},e}(r.InspectTool);i.CrosshairTool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(62),o=t(18),s=t(35),a=t(40),l=function(e){function r(t){return e.call(this,t)||this}return n.__extends(r,e),r.initClass=function(){this.prototype.type=\"CustomJSHover\",this.define({args:[o.Any,{}],code:[o.String,\"\"]})},Object.defineProperty(r.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),r.prototype._make_code=function(t,e,i,n){return new(Function.bind.apply(Function,[void 0].concat(s.keys(this.args),[t,e,i,\"require\",\"exports\",a.use_strict(n)])))},r.prototype.format=function(e,n,r){var o=this._make_code(\"value\",\"format\",\"special_vars\",this.code);return o.apply(void 0,this.values.concat([e,n,r,t,i]))},r}(r.Model);i.CustomJSHover=l,l.initClass()},function(t,e,i){var n=t(408),r=t(282),o=t(80),s=t(197),a=t(198),l=t(289),h=t(9),u=t(42),c=t(5),_=t(18),p=t(30),d=t(35),f=t(46),v=t(4);function m(t,e,i,n,r,o){var s,a,l={x:r[t],y:o[t]},u={x:r[t+1],y:o[t+1]};if(\"span\"==e.type)\"h\"==e.direction?(s=Math.abs(l.x-i),a=Math.abs(u.x-i)):(s=Math.abs(l.y-n),a=Math.abs(u.y-n));else{var c={x:i,y:n};s=h.dist_2_pts(l,c),a=h.dist_2_pts(u,c)}return s<a?[[l.x,l.y],t]:[[u.x,u.y],t+1]}function g(t,e,i){return[[t[i],e[i]],i]}i._nearest_line_hit=m,i._line_hit=g;var y=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.ttviews={}},e.prototype.remove=function(){v.remove_views(this.ttviews),t.prototype.remove.call(this)},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this);for(var i=0,n=this.computed_renderers;i<n.length;i++){var r=n[i];r instanceof s.GlyphRenderer?this.connect(r.data_source.inspect,this._update):r instanceof a.GraphRenderer&&(this.connect(r.node_renderer.data_source.inspect,this._update),this.connect(r.edge_renderer.data_source.inspect,this._update))}this.connect(this.model.properties.renderers.change,function(){return e._computed_renderers=e._ttmodels=null}),this.connect(this.model.properties.names.change,function(){return e._computed_renderers=e._ttmodels=null}),this.connect(this.model.properties.tooltips.change,function(){return e._ttmodels=null})},e.prototype._compute_ttmodels=function(){var t={},e=this.model.tooltips;if(null!=e)for(var i=0,n=this.computed_renderers;i<n.length;i++){var r=n[i];if(r instanceof s.GlyphRenderer){var l=new o.Tooltip({custom:f.isString(e)||f.isFunction(e),attachment:this.model.attachment,show_arrow:this.model.show_arrow});t[r.id]=l}else if(r instanceof a.GraphRenderer){var l=new o.Tooltip({custom:f.isString(e)||f.isFunction(e),attachment:this.model.attachment,show_arrow:this.model.show_arrow});t[r.node_renderer.id]=l,t[r.edge_renderer.id]=l}}return v.build_views(this.ttviews,d.values(t),{parent:this.plot_view}),t},Object.defineProperty(e.prototype,\"computed_renderers\",{get:function(){if(null==this._computed_renderers){var t=this.model.renderers,e=this.plot_model.renderers,i=this.model.names;this._computed_renderers=l.compute_renderers(t,e,i)}return this._computed_renderers},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"ttmodels\",{get:function(){return null==this._ttmodels&&(this._ttmodels=this._compute_ttmodels()),this._ttmodels},enumerable:!0,configurable:!0}),e.prototype._clear=function(){for(var t in this._inspect(1/0,1/0),this.ttmodels){var e=this.ttmodels[t];e.clear()}},e.prototype._move=function(t){if(this.model.active){var e=t.sx,i=t.sy;this.plot_view.frame.bbox.contains(e,i)?this._inspect(e,i):this._clear()}},e.prototype._move_exit=function(){this._clear()},e.prototype._inspect=function(t,e){var i;if(\"mouse\"==this.model.mode)i={type:\"point\",sx:t,sy:e};else{var n=\"vline\"==this.model.mode?\"h\":\"v\";i={type:\"span\",direction:n,sx:t,sy:e}}for(var r=0,o=this.computed_renderers;r<o.length;r++){var s=o[r],a=s.get_selection_manager();a.inspect(this.plot_view.renderer_views[s.id],i)}null!=this.model.callback&&this._emit_callback(i)},e.prototype._update=function(t){var e,i,n,r,o,l,h,u,c,_,p,f,v,y,b,x,w=t[0],k=t[1].geometry;if(this.model.active&&(w instanceof s.GlyphRendererView||w instanceof a.GraphRendererView)){var T=w.model,C=this.ttmodels[T.id];if(null!=C){C.clear();var S=T.get_selection_manager(),A=S.inspectors[T.id];if(T instanceof s.GlyphRenderer&&(A=T.view.convert_selection_to_subset(A)),!A.is_empty()){for(var M=S.source,E=this.plot_view.frame,z=k.sx,O=k.sy,P=E.xscales[T.x_range_name],j=E.yscales[T.y_range_name],N=P.invert(z),D=j.invert(O),F=w.glyph,B=0,R=A.line_indices;B<R.length;B++){var I=R[B],L=F._x[I+1],V=F._y[I+1],G=I,U=void 0,Y=void 0;switch(this.model.line_policy){case\"interp\":e=F.get_interpolation_hit(I,k),L=e[0],V=e[1],U=P.compute(L),Y=j.compute(V);break;case\"prev\":i=g(F.sx,F.sy,I),n=i[0],U=n[0],Y=n[1],G=i[1];break;case\"next\":r=g(F.sx,F.sy,I+1),o=r[0],U=o[0],Y=o[1],G=r[1];break;case\"nearest\":l=m(I,k,z,O,F.sx,F.sy),h=l[0],U=h[0],Y=h[1],G=l[1],L=F._x[G],V=F._y[G];break;default:U=(u=[z,O])[0],Y=u[1]}var q={index:G,x:N,y:D,sx:z,sy:O,data_x:L,data_y:V,rx:U,ry:Y,indices:A.line_indices,name:w.model.name};C.add(U,Y,this._render_tooltips(M,G,q))}for(var X=0,H=A.image_indices;X<H.length;X++){var W=H[X],q={index:W.index,x:N,y:D,sx:z,sy:O},J=this._render_tooltips(M,W,q);C.add(z,O,J)}for(var K=0,$=A.indices;K<$.length;K++){var I=$[K];if(d.isEmpty(A.multiline_indices)){var L=null!=F._x?F._x[I]:void 0,V=null!=F._y?F._y[I]:void 0,U=void 0,Y=void 0;if(\"snap_to_data\"==this.model.point_policy){var Z=F.get_anchor_point(this.model.anchor,I,[z,O]);null==Z&&(Z=F.get_anchor_point(\"center\",I,[z,O])),U=Z.x,Y=Z.y}else U=(x=[z,O])[0],Y=x[1];var Q=void 0,q={index:Q=T instanceof s.GlyphRenderer?T.view.convert_indices_from_subset([I])[0]:I,x:N,y:D,sx:z,sy:O,data_x:L,data_y:V,indices:A.indices,name:w.model.name};C.add(U,Y,this._render_tooltips(M,Q,q))}else for(var tt=0,et=A.multiline_indices[I.toString()];tt<et.length;tt++){var it=et[tt],L=F._xs[I][it],V=F._ys[I][it],nt=it,U=void 0,Y=void 0;switch(this.model.line_policy){case\"interp\":c=F.get_interpolation_hit(I,it,k),L=c[0],V=c[1],U=P.compute(L),Y=j.compute(V);break;case\"prev\":_=g(F.sxs[I],F.sys[I],it),p=_[0],U=p[0],Y=p[1],nt=_[1];break;case\"next\":f=g(F.sxs[I],F.sys[I],it+1),v=f[0],U=v[0],Y=v[1],nt=f[1];break;case\"nearest\":y=m(it,k,z,O,F.sxs[I],F.sys[I]),b=y[0],U=b[0],Y=b[1],nt=y[1],L=F._xs[I][nt],V=F._ys[I][nt];break;default:throw new Error(\"should't have happened\")}var Q=void 0,q={index:Q=T instanceof s.GlyphRenderer?T.view.convert_indices_from_subset([I])[0]:I,x:N,y:D,sx:z,sy:O,data_x:L,data_y:V,segment_index:nt,indices:A.multiline_indices,name:w.model.name};C.add(U,Y,this._render_tooltips(M,Q,q))}}}}}},e.prototype._emit_callback=function(t){for(var e=0,i=this.computed_renderers;e<i.length;e++){var r=i[e],o=r.data_source.inspected,s=this.plot_view.frame,a=s.xscales[r.x_range_name],l=s.yscales[r.y_range_name],h=a.invert(t.sx),u=l.invert(t.sy),c=n.__assign({x:h,y:u},t);this.model.callback.execute(this.model,{index:o,geometry:c,renderer:r})}},e.prototype._render_tooltips=function(t,e,i){var n=this.model.tooltips;if(f.isString(n)){var r=c.div();return r.innerHTML=u.replace_placeholders(n,t,e,this.model.formatters,i),r}if(f.isFunction(n))return n(t,i);for(var o=c.div({style:{display:\"table\",borderSpacing:\"2px\"}}),s=0,a=n;s<a.length;s++){var l=a[s],h=l[0],_=l[1],d=c.div({style:{display:\"table-row\"}});o.appendChild(d);var v=void 0;if(v=c.div({style:{display:\"table-cell\"},class:\"bk-tooltip-row-label\"},0!=h.length?h+\": \":\"\"),d.appendChild(v),v=c.div({style:{display:\"table-cell\"},class:\"bk-tooltip-row-value\"}),d.appendChild(v),_.indexOf(\"$color\")>=0){var m=_.match(/\\$color(\\[.*\\])?:(\\w*)/),g=m[1],y=void 0===g?\"\":g,b=m[2],x=t.get_column(b);if(null==x){var w=c.span({},b+\" unknown\");v.appendChild(w);continue}var k=y.indexOf(\"hex\")>=0,T=y.indexOf(\"swatch\")>=0,C=f.isNumber(e)?x[e]:null;if(null==C){var S=c.span({},\"(null)\");v.appendChild(S);continue}k&&(C=p.color2hex(C));var r=c.span({},C);v.appendChild(r),T&&(r=c.span({class:\"bk-tooltip-color-block\",style:{backgroundColor:C}},\" \"),v.appendChild(r))}else{var r=c.span();r.innerHTML=u.replace_placeholders(_.replace(\"$~\",\"$data_\"),t,e,this.model.formatters,i),v.appendChild(r)}}return o},e}(r.InspectToolView);i.HoverToolView=y;var b=function(t){function e(e){var i=t.call(this,e)||this;return i.tool_name=\"Hover\",i.icon=\"bk-tool-icon-hover\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"HoverTool\",this.prototype.default_view=y,this.define({tooltips:[_.Any,[[\"index\",\"$index\"],[\"data (x, y)\",\"($x, $y)\"],[\"screen (x, y)\",\"($sx, $sy)\"]]],formatters:[_.Any,{}],renderers:[_.Any,\"auto\"],names:[_.Array,[]],mode:[_.HoverMode,\"mouse\"],point_policy:[_.PointPolicy,\"snap_to_data\"],line_policy:[_.LinePolicy,\"nearest\"],show_arrow:[_.Boolean,!0],anchor:[_.Anchor,\"center\"],attachment:[_.TooltipAttachment,\"horizontal\"],callback:[_.Any]})},e}(r.InspectTool);i.HoverTool=b,b.initClass()},function(t,e,i){var n=t(408),r=t(259),o=t(283),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e}(r.ButtonToolView);i.InspectToolView=a;var l=function(t){function e(e){var i=t.call(this,e)||this;return i.event_type=\"move\",i}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"InspectTool\",this.prototype.button_view=o.OnOffButtonView,this.define({toggleable:[s.Boolean,!0]}),this.override({active:!0})},e}(r.ButtonTool);i.InspectTool=l,l.initClass()},function(t,e,i){var n=t(408),r=t(259),o=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.render=function(){t.prototype.render.call(this),this.model.active?this.el.classList.add(\"bk-active\"):this.el.classList.remove(\"bk-active\")},e.prototype._clicked=function(){var t=this.model.active;this.model.active=!t},e}(r.ButtonToolButtonView);i.OnOffButtonView=o},function(t,e,i){var n=t(408),r=t(18),o=t(50),s=t(24),a=t(62),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),Object.defineProperty(e.prototype,\"plot_view\",{get:function(){return this.parent},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"plot_model\",{get:function(){return this.parent.model},enumerable:!0,configurable:!0}),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.active.change,function(){e.model.active?e.activate():e.deactivate()})},e.prototype.activate=function(){},e.prototype.deactivate=function(){},e}(o.View);i.ToolView=l;var h=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Tool\",this.internal({active:[r.Boolean,!1]})},Object.defineProperty(e.prototype,\"synthetic_renderers\",{get:function(){return[]},enumerable:!0,configurable:!0}),e.prototype._get_dim_tooltip=function(t,e){switch(e){case\"width\":return t+\" (x-axis)\";case\"height\":return t+\" (y-axis)\";case\"both\":return t}},e.prototype._get_dim_limits=function(t,e,i,n){var r,o=t[0],a=t[1],l=e[0],h=e[1],u=i.bbox.h_range;\"width\"==n||\"both\"==n?(r=[s.min([o,l]),s.max([o,l])],r=[s.max([r[0],u.start]),s.min([r[1],u.end])]):r=[u.start,u.end];var c,_=i.bbox.v_range;return\"height\"==n||\"both\"==n?(c=[s.min([a,h]),s.max([a,h])],c=[s.max([c[0],_.start]),s.min([c[1],_.end])]):c=[_.start,_.end],[r,c]},e}(a.Model);i.Tool=h,h.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(22),s=t(62),a=t(282),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolProxy\",this.define({tools:[r.Array,[]],active:[r.Boolean,!1],disabled:[r.Boolean,!1]})},Object.defineProperty(e.prototype,\"button_view\",{get:function(){return this.tools[0].button_view},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"event_type\",{get:function(){return this.tools[0].event_type},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"tooltip\",{get:function(){return this.tools[0].tooltip},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"tool_name\",{get:function(){return this.tools[0].tool_name},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"icon\",{get:function(){return this.tools[0].computed_icon},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"computed_icon\",{get:function(){return this.icon},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"toggleable\",{get:function(){var t=this.tools[0];return t instanceof a.InspectTool&&t.toggleable},enumerable:!0,configurable:!0}),e.prototype.initialize=function(){t.prototype.initialize.call(this),this.do=new o.Signal0(this,\"do\")},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.do,function(){return e.doit()}),this.connect(this.properties.active.change,function(){return e.set_active()})},e.prototype.doit=function(){for(var t=0,e=this.tools;t<e.length;t++){var i=e[t];i.do.emit()}},e.prototype.set_active=function(){for(var t=0,e=this.tools;t<e.length;t++){var i=e[t];i.active=this.active}},e}(s.Model);i.ToolProxy=l,l.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(17),s=t(46),a=t(24),l=t(250),h=t(252),u=t(269),c=t(282),_=t(287),p=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Toolbar\",this.prototype.default_view=_.ToolbarBaseView,this.define({active_drag:[r.Any,\"auto\"],active_inspect:[r.Any,\"auto\"],active_scroll:[r.Any,\"auto\"],active_tap:[r.Any,\"auto\"],active_multi:[r.Any,null]})},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._init_tools()},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.properties.tools.change,function(){return e._init_tools()})},e.prototype._init_tools=function(){for(var t=this,e=function(t){if(t instanceof c.InspectTool)a.some(i.inspectors,function(e){return e.id==t.id})||(i.inspectors=i.inspectors.concat([t]));else if(t instanceof h.HelpTool)a.some(i.help,function(e){return e.id==t.id})||(i.help=i.help.concat([t]));else if(t instanceof l.ActionTool)a.some(i.actions,function(e){return e.id==t.id})||(i.actions=i.actions.concat([t]));else if(t instanceof u.GestureTool){var e=void 0,n=void 0;s.isString(t.event_type)?(e=[t.event_type],n=!1):(e=t.event_type||[],n=!0);for(var r=0,_=e;r<_.length;r++){var p=_[r];p in i.gestures?(n&&(p=\"multi\"),a.some(i.gestures[p].tools,function(e){return e.id==t.id})||(i.gestures[p].tools=i.gestures[p].tools.concat([t])),i.connect(t.properties.active.change,i._active_change.bind(i,t))):o.logger.warn(\"Toolbar: unknown event type '\"+p+\"' for tool: \"+t.type+\" (\"+t.id+\")\")}}},i=this,n=0,r=this.tools;n<r.length;n++){var _=r[n];e(_)}if(\"auto\"==this.active_inspect);else if(this.active_inspect instanceof c.InspectTool)for(var p=0,d=this.inspectors;p<d.length;p++){var f=d[p];f!=this.active_inspect&&(f.active=!1)}else if(s.isArray(this.active_inspect))for(var v=0,m=this.inspectors;v<m.length;v++){var f=m[v];a.includes(this.active_inspect,f)||(f.active=!1)}else if(null==this.active_inspect)for(var g=0,y=this.inspectors;g<y.length;g++){var f=y[g];f.active=!1}var b=function(e){e.active?t._active_change(e):e.active=!0};for(var x in this.gestures){var w=this.gestures[x];if(0!=w.tools.length){if(w.tools=a.sort_by(w.tools,function(t){return t.default_order}),\"tap\"==x){if(null==this.active_tap)continue;\"auto\"==this.active_tap?b(w.tools[0]):b(this.active_tap)}if(\"pan\"==x){if(null==this.active_drag)continue;\"auto\"==this.active_drag?b(w.tools[0]):b(this.active_drag)}if(\"pinch\"==x||\"scroll\"==x){if(null==this.active_scroll||\"auto\"==this.active_scroll)continue;b(this.active_scroll)}null!=this.active_multi&&b(this.active_multi)}}},e}(_.ToolbarBase);i.Toolbar=p,p.initClass()},function(t,e,i){var n=t(408),r=t(17),o=t(5),s=t(4),a=t(18),l=t(6),h=t(46),u=t(62),c=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolbarBase\",this.define({_visible:[a.Any,null],autohide:[a.Boolean,!1]})},Object.defineProperty(e.prototype,\"visible\",{get:function(){return!this.autohide||null!=this._visible&&this._visible},enumerable:!0,configurable:!0}),e}(u.Model);i.ToolbarViewModel=c,c.initClass();var _=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){t.prototype.initialize.call(this),this._tool_button_views={},this._build_tool_button_views(),this._toolbar_view_model=new c({autohide:this.model.autohide})},e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.tools.change,function(){return e._build_tool_button_views()}),this.connect(this.model.properties.autohide.change,function(){e._toolbar_view_model.autohide=e.model.autohide,e._on_visible_change()}),this.connect(this._toolbar_view_model.properties._visible.change,function(){return e._on_visible_change()})},e.prototype.remove=function(){s.remove_views(this._tool_button_views),t.prototype.remove.call(this)},e.prototype._build_tool_button_views=function(){var t=null!=this.model._proxied_tools?this.model._proxied_tools:this.model.tools;s.build_views(this._tool_button_views,t,{parent:this},function(t){return t.button_view})},e.prototype.set_visibility=function(t){t!=this._toolbar_view_model._visible&&(this._toolbar_view_model._visible=t)},e.prototype._on_visible_change=function(){var t=this._toolbar_view_model.visible;this.el.classList.contains(\"bk-toolbar-hidden\")&&t?this.el.classList.remove(\"bk-toolbar-hidden\"):t||this.el.classList.add(\"bk-toolbar-hidden\")},e.prototype.render=function(){var t=this;if(o.empty(this.el),this.el.classList.add(\"bk-toolbar\"),this.el.classList.add(\"bk-toolbar-\"+this.model.toolbar_location),this._toolbar_view_model.autohide=this.model.autohide,this._on_visible_change(),null!=this.model.logo){var e=\"grey\"===this.model.logo?\"bk-grey\":null,i=o.a({href:\"https://bokeh.pydata.org/\",target:\"_blank\",class:[\"bk-logo\",\"bk-logo-small\",e]});this.el.appendChild(i)}var n=[],r=function(e){return t._tool_button_views[e.id].el},s=this.model.gestures;for(var a in s)n.push(s[a].tools.map(r));n.push(this.model.actions.map(r)),n.push(this.model.inspectors.filter(function(t){return t.toggleable}).map(r)),n.push(this.model.help.map(r));for(var l=0,h=n;l<h.length;l++){var u=h[l];if(0!==u.length){var c=o.div({class:\"bk-button-bar\"},u);this.el.appendChild(c)}}},e.prototype.update_layout=function(){},e.prototype.update_position=function(){},e.prototype.after_layout=function(){this._has_finished=!0},e}(l.DOMView);i.ToolbarBaseView=_;var p=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolbarBase\",this.prototype.default_view=_,this.define({tools:[a.Array,[]],logo:[a.Logo,\"normal\"],autohide:[a.Boolean,!1]}),this.internal({gestures:[a.Any,function(){return{pan:{tools:[],active:null},scroll:{tools:[],active:null},pinch:{tools:[],active:null},tap:{tools:[],active:null},doubletap:{tools:[],active:null},press:{tools:[],active:null},rotate:{tools:[],active:null},move:{tools:[],active:null},multi:{tools:[],active:null}}}],actions:[a.Array,[]],inspectors:[a.Array,[]],help:[a.Array,[]],toolbar_location:[a.Location,\"right\"]})},Object.defineProperty(e.prototype,\"horizontal\",{get:function(){return\"above\"===this.toolbar_location||\"below\"===this.toolbar_location},enumerable:!0,configurable:!0}),Object.defineProperty(e.prototype,\"vertical\",{get:function(){return\"left\"===this.toolbar_location||\"right\"===this.toolbar_location},enumerable:!0,configurable:!0}),e.prototype._active_change=function(t){var e=t.event_type;if(null!=e)for(var i=h.isString(e)?[e]:e,n=0,o=i;n<o.length;n++){var s=o[n];if(t.active){var a=this.gestures[s].active;null!=a&&t!=a&&(r.logger.debug(\"Toolbar: deactivating tool: \"+a.type+\" (\"+a.id+\") for event type '\"+s+\"'\"),a.active=!1),this.gestures[s].active=t,r.logger.debug(\"Toolbar: activating tool: \"+t.type+\" (\"+t.id+\") for event type '\"+s+\"'\")}else this.gestures[s].active=null}},e}(u.Model);i.ToolbarBase=p,p.initClass()},function(t,e,i){var n=t(408),r=t(18),o=t(17),s=t(46),a=t(24),l=t(250),h=t(252),u=t(269),c=t(282),_=t(287),p=t(285),d=t(166),f=t(13),v=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ProxyToolbar\"},e.prototype.initialize=function(){t.prototype.initialize.call(this),this._init_tools(),this._merge_tools()},e.prototype._init_tools=function(){for(var t=function(t){if(t instanceof c.InspectTool)a.some(e.inspectors,function(e){return e.id==t.id})||(e.inspectors=e.inspectors.concat([t]));else if(t instanceof h.HelpTool)a.some(e.help,function(e){return e.id==t.id})||(e.help=e.help.concat([t]));else if(t instanceof l.ActionTool)a.some(e.actions,function(e){return e.id==t.id})||(e.actions=e.actions.concat([t]));else if(t instanceof u.GestureTool){var i=void 0,n=void 0;s.isString(t.event_type)?(i=[t.event_type],n=!1):(i=t.event_type||[],n=!0);for(var r=0,_=i;r<_.length;r++){var p=_[r];p in e.gestures?(n&&(p=\"multi\"),a.some(e.gestures[p].tools,function(e){return e.id==t.id})||(e.gestures[p].tools=e.gestures[p].tools.concat([t]))):o.logger.warn(\"Toolbar: unknown event type '\"+p+\"' for tool: \"+t.type+\" (\"+t.id+\")\")}}},e=this,i=0,n=this.tools;i<n.length;i++){var r=n[i];t(r)}},e.prototype._merge_tools=function(){var t,e=this;this._proxied_tools=[];for(var i={},n={},r={},o=[],s=[],l=0,h=this.help;l<h.length;l++){var u=h[l];a.includes(s,u.redirect)||(o.push(u),s.push(u.redirect))}for(var c in(t=this._proxied_tools).push.apply(t,o),this.help=o,this.gestures){var _=this.gestures[c];c in r||(r[c]={});for(var d=0,f=_.tools;d<f.length;d++){var v=f[d];v.type in r[c]||(r[c][v.type]=[]),r[c][v.type].push(v)}}for(var m=0,g=this.inspectors;m<g.length;m++){var v=g[m];v.type in i||(i[v.type]=[]),i[v.type].push(v)}for(var y=0,b=this.actions;y<b.length;y++){var v=b[y];v.type in n||(n[v.type]=[]),n[v.type].push(v)}var x=function(t,i){void 0===i&&(i=!1);var n=new p.ToolProxy({tools:t,active:i});return e._proxied_tools.push(n),n};for(var c in r){var _=this.gestures[c];for(var w in _.tools=[],r[c]){var k=r[c][w];if(k.length>0)if(\"multi\"==c)for(var T=0,C=k;T<C.length;T++){var v=C[T],S=x([v]);_.tools.push(S),this.connect(S.properties.active.change,this._active_change.bind(this,S))}else{var S=x(k);_.tools.push(S),this.connect(S.properties.active.change,this._active_change.bind(this,S))}}}for(var w in this.actions=[],n){var k=n[w];if(\"CustomAction\"==w)for(var A=0,M=k;A<M.length;A++){var v=M[A];this.actions.push(x([v]))}else k.length>0&&this.actions.push(x(k))}for(var w in this.inspectors=[],i){var k=i[w];k.length>0&&this.inspectors.push(x(k,!0))}for(var E in this.gestures){var _=this.gestures[E];0!=_.tools.length&&(_.tools=a.sort_by(_.tools,function(t){return t.default_order}),\"pinch\"!=E&&\"scroll\"!=E&&\"multi\"!=E&&(_.tools[0].active=!0))}},e}(_.ToolbarBase);i.ProxyToolbar=v,v.initClass();var m=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return n.__extends(e,t),e.prototype.initialize=function(){this.model.toolbar.toolbar_location=this.model.toolbar_location,t.prototype.initialize.call(this)},Object.defineProperty(e.prototype,\"child_models\",{get:function(){return[this.model.toolbar]},enumerable:!0,configurable:!0}),e.prototype._update_layout=function(){this.layout=new f.ContentBox(this.child_views[0].el);var t=this.model.toolbar;t.horizontal?this.layout.set_sizing({width_policy:\"fit\",min_width:100,height_policy:\"fixed\"}):this.layout.set_sizing({width_policy:\"fixed\",height_policy:\"fit\",min_height:100})},e}(d.LayoutDOMView);i.ToolbarBoxView=m;var g=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"ToolbarBox\",this.prototype.default_view=m,this.define({toolbar:[r.Instance],toolbar_location:[r.Location,\"right\"]})},e}(d.LayoutDOM);i.ToolbarBox=g,g.initClass()},function(t,e,i){var n=t(24);i.compute_renderers=function(t,e,i){if(null==t)return[];var r=\"auto\"==t?e:t;return i.length>0&&(r=r.filter(function(t){return n.includes(i,t.name)})),r}},function(t,e,i){var n=t(408),r=t(297),o=t(18),s=t(35),a=t(40),l=function(e){function i(t){return e.call(this,t)||this}return n.__extends(i,e),i.initClass=function(){this.prototype.type=\"CustomJSTransform\",this.define({args:[o.Any,{}],func:[o.String,\"\"],v_func:[o.String,\"\"],use_strict:[o.Boolean,!1]})},Object.defineProperty(i.prototype,\"names\",{get:function(){return s.keys(this.args)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"values\",{get:function(){return s.values(this.args)},enumerable:!0,configurable:!0}),i.prototype._make_transform=function(t,e){var i=this.use_strict?a.use_strict(e):e;return new(Function.bind.apply(Function,[void 0].concat(this.names,[t,\"require\",\"exports\",i])))},Object.defineProperty(i.prototype,\"scalar_transform\",{get:function(){return this._make_transform(\"x\",this.func)},enumerable:!0,configurable:!0}),Object.defineProperty(i.prototype,\"vector_transform\",{get:function(){return this._make_transform(\"xs\",this.v_func)},enumerable:!0,configurable:!0}),i.prototype.compute=function(e){return this.scalar_transform.apply(this,this.values.concat([e,t,{}]))},i.prototype.v_compute=function(e){return this.vector_transform.apply(this,this.values.concat([e,t,{}]))},i}(r.Transform);i.CustomJSTransform=l,l.initClass()},function(t,e,i){var n=t(408),r=t(297),o=t(192),s=t(18),a=t(46),l=function(t){function e(e){return t.call(this,e)||this}return n.__extends(e,t),e.initClass=function(){this.prototype.type=\"Dodge\",this.define({value:[s.Number,0],range:[s.Instance]})},e.prototype.v_compute=function(t){var e;if(this.range instanceof o.FactorRange)e=this.range.v_synthetic(t);else{if(!a.isArrayableOf(t,a.isNumber))throw new Error(\"unexpected\");e=t}for(var i=new Float64Array(e.length),n=0;n<e.length;n++){var r=e[n];i[n]=this._compute(r)}return i},e.prototype.compute=function(t){if(this.range instanceof o.FactorRange)return this._compute(this.range.synthetic(t));if(a.isNumber(t))return this._compute(t);throw new Error(\"unexpected\")},e.prototype._compute=function(t){return 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Företagsplatsen AB\n           * license : MIT\n           * http://www.foretagsplatsen.se\n           */\n      var n,r={},o=r,s=\"en-US\",a=null,l=\"0,0\";function h(t){this._value=t}function u(t){var e,i=\"\";for(e=0;e<t;e++)i+=\"0\";return i}function c(t,e,i,n){var r,o,s=Math.pow(10,e);return o=t.toFixed(0).search(\"e\")>-1?function(t,e){var i,n,r,o,s;return s=t.toString(),i=s.split(\"e\")[0],o=s.split(\"e\")[1],n=i.split(\".\")[0],r=i.split(\".\")[1]||\"\",s=n+r+u(o-r.length),e>0&&(s+=\".\"+u(e)),s}(t,e):(i(t*s)/s).toFixed(e),n&&(r=new RegExp(\"0{1,\"+n+\"}$\"),o=o.replace(r,\"\")),o}function _(t,e,i){return e.indexOf(\"$\")>-1?function(t,e,i){var n,o,a=e,l=a.indexOf(\"$\"),h=a.indexOf(\"(\"),u=a.indexOf(\"+\"),c=a.indexOf(\"-\"),_=\"\",d=\"\";if(-1===a.indexOf(\"$\")?\"infix\"===r[s].currency.position?(d=r[s].currency.symbol,r[s].currency.spaceSeparated&&(d=\" \"+d+\" \")):r[s].currency.spaceSeparated&&(_=\" \"):a.indexOf(\" $\")>-1?(_=\" \",a=a.replace(\" 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this.noUiSlider.updateOptions({range:{min:r,max:l},start:u,step:h});this._set_bar_color(),this.model.disabled?this.slider_el.setAttribute(\"disabled\",\"true\"):this.slider_el.removeAttribute(\"disabled\"),this.title_el=s.div({class:\"bk-slider-title\"}),this._update_title(),this.group_el=s.div({class:\"bk-input-group\"},this.title_el,this.slider_el),this.el.appendChild(this.group_el)},e.prototype._slide=function(t){this.model.value=this._calc_from(t),null!=this.callback_wrapper&&this.callback_wrapper()},e.prototype._change=function(t){switch(this.model.value=this._calc_from(t),this.model.value_throttled=this.model.value,this.model.callback_policy){case\"mouseup\":case\"throttle\":null!=this.model.callback&&this.model.callback.execute(this.model)}},e}(u.ControlView);n.AbstractSliderView=h;var d=function(t){function e(e){var n=t.call(this,e)||this;return n.connected=!1,n}return 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e=this;t.prototype.render.call(this),this.input_el.classList.add(\"bk-autocomplete-input\"),this.input_el.addEventListener(\"keydown\",function(t){return e._keydown(t)}),this.input_el.addEventListener(\"keyup\",function(t){return e._keyup(t)}),this.menu=r.div({class:[\"bk-menu\",\"bk-below\"]}),this.menu.addEventListener(\"click\",function(t){return e._menu_click(t)}),this.menu.addEventListener(\"mouseover\",function(t){return e._menu_hover(t)}),this.el.appendChild(this.menu),r.undisplay(this.menu)},e.prototype.change_input=function(){this._open&&this.menu.children.length>0&&(this.model.value=this.menu.children[this._hover_index].textContent,this.input_el.focus(),this._hide_menu())},e.prototype._update_completions=function(t){r.empty(this.menu);for(var e=0,n=t;e<n.length;e++){var i=n[e],o=r.div({},i);this.menu.appendChild(o)}t.length>0&&this.menu.children[0].classList.add(\"bk-active\")},e.prototype._show_menu=function(){var t=this;if(!this._open){this._open=!0,this._hover_index=0,this._last_value=this.model.value,r.display(this.menu);var e=function(n){var i=n.target;i instanceof HTMLElement&&!t.el.contains(i)&&(document.removeEventListener(\"click\",e),t._hide_menu())};document.addEventListener(\"click\",e)}},e.prototype._hide_menu=function(){this._open&&(this._open=!1,r.undisplay(this.menu))},e.prototype._menu_click=function(t){t.target!=t.currentTarget&&t.target instanceof Element&&(this.model.value=t.target.textContent,this.input_el.focus(),this._hide_menu())},e.prototype._menu_hover=function(t){if(t.target!=t.currentTarget&&t.target instanceof Element){var e=0;for(e=0;e<this.menu.children.length&&this.menu.children[e].textContent!=t.target.textContent;e++);this._bump_hover(e)}},e.prototype._bump_hover=function(t){var e=this.menu.children.length;this._open&&e>0&&(this.menu.children[this._hover_index].classList.remove(\"bk-active\"),this._hover_index=a.clamp(t,0,e-1),this.menu.children[this._hover_index].classList.add(\"bk-active\"))},e.prototype._keydown=function(t){},e.prototype._keyup=function(t){switch(t.keyCode){case r.Keys.Enter:this.change_input();break;case r.Keys.Esc:this._hide_menu();break;case r.Keys.Up:this._bump_hover(this._hover_index-1);break;case r.Keys.Down:this._bump_hover(this._hover_index+1);break;default:var e=this.input_el.value;if(e.length<=1)return void this._hide_menu();for(var n=[],i=0,o=this.model.completions;i<o.length;i++){var s=o[i];-1!=s.indexOf(e)&&n.push(s)}this._update_completions(n),0==n.length?this._hide_menu():this._show_menu()}},e}(o.TextInputView);n.AutocompleteInputView=l;var u=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"AutocompleteInput\",this.prototype.default_view=l,this.define({completions:[s.Array,[]]})},e}(o.TextInput);n.AutocompleteInput=u,u.initClass()},422:function(t,e,n){var i=t(408),o=t(418),r=t(3),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.click=function(){this.model.clicks=this.model.clicks+1,this.model.trigger_event(new r.ButtonClick),t.prototype.click.call(this)},e}(o.AbstractButtonView);n.ButtonView=a;var l=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"Button\",this.prototype.default_view=a,this.define({clicks:[s.Number,0]}),this.override({label:\"Button\"})},e}(o.AbstractButton);n.Button=l,l.initClass()},423:function(t,e,n){var i=t(408),o=t(427),r=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this);var n=this.model.properties;this.on_change(n.button_type,function(){return e.render()}),this.on_change(n.labels,function(){return e.render()}),this.on_change(n.active,function(){return e._update_active()})},e.prototype.render=function(){var e=this;t.prototype.render.call(this),this._buttons=this.model.labels.map(function(t,n){var i=r.div({class:[\"bk-btn\",\"bk-btn-\"+e.model.button_type],disabled:e.model.disabled},t);return i.addEventListener(\"click\",function(){return e.change_active(n)}),i}),this._update_active();var n=r.div({class:\"bk-btn-group\"},this._buttons);this.el.appendChild(n)},e}(o.ControlView);n.ButtonGroupView=a;var l=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"ButtonGroup\",this.define({labels:[s.Array,[]],button_type:[s.ButtonType,\"default\"],callback:[s.Any]})},e}(o.Control);n.ButtonGroup=l,l.initClass()},424:function(t,e,n){var i=t(408),o=t(423),r=t(5),s=t(32),a=t(18),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),Object.defineProperty(e.prototype,\"active\",{get:function(){return new s.Set(this.model.active)},enumerable:!0,configurable:!0}),e.prototype.change_active=function(t){var e=this.active;e.toggle(t),this.model.active=e.values,null!=this.model.callback&&this.model.callback.execute(this.model)},e.prototype._update_active=function(){var t=this.active;this._buttons.forEach(function(e,n){r.classes(e).toggle(\"bk-active\",t.has(n))})},e}(o.ButtonGroupView);n.CheckboxButtonGroupView=l;var u=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"CheckboxButtonGroup\",this.prototype.default_view=l,this.define({active:[a.Array,[]]})},e}(o.ButtonGroup);n.CheckboxButtonGroup=u,u.initClass()},425:function(t,e,n){var i=t(408),o=t(434),r=t(5),s=t(24),a=t(32),l=t(18),u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.render=function(){var e=this;t.prototype.render.call(this);var n=r.div({class:[\"bk-input-group\",this.model.inline?\"bk-inline\":null]});this.el.appendChild(n);for(var i=this.model,o=i.active,a=i.labels,l=function(t){var i=r.input({type:\"checkbox\",value:\"\"+t});i.addEventListener(\"change\",function(){return e.change_active(t)}),u.model.disabled&&(i.disabled=!0),s.includes(o,t)&&(i.checked=!0);var l=r.label({},i,r.span({},a[t]));n.appendChild(l)},u=this,c=0;c<a.length;c++)l(c)},e.prototype.change_active=function(t){var e=new a.Set(this.model.active);e.toggle(t),this.model.active=e.values,null!=this.model.callback&&this.model.callback.execute(this.model)},e}(o.InputGroupView);n.CheckboxGroupView=u;var c=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"CheckboxGroup\",this.prototype.default_view=u,this.define({active:[l.Array,[]],labels:[l.Array,[]],inline:[l.Boolean,!1],callback:[l.Any]})},e}(o.InputGroup);n.CheckboxGroup=c,c.initClass()},426:function(t,e,n){var i=t(408),o=t(435),r=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.name.change,function(){return e.input_el.name=e.model.name||\"\"}),this.connect(this.model.properties.color.change,function(){return e.input_el.value=e.model.color}),this.connect(this.model.properties.disabled.change,function(){return e.input_el.disabled=e.model.disabled})},e.prototype.render=function(){var e=this;t.prototype.render.call(this),this.input_el=r.input({type:\"color\",class:\"bk-input\",name:this.model.name,value:this.model.color,disabled:this.model.disabled}),this.input_el.addEventListener(\"change\",function(){return e.change_input()}),this.group_el.appendChild(this.input_el)},e.prototype.change_input=function(){this.model.color=this.input_el.value,t.prototype.change_input.call(this)},e}(o.InputWidgetView);n.ColorPickerView=a;var l=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"ColorPicker\",this.prototype.default_view=a,this.define({color:[s.Color,\"#000000\"]})},e}(o.InputWidget);n.ColorPicker=l,l.initClass()},427:function(t,e,n){var i=t(408),o=t(461),r=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this);var n=this.model.properties;this.on_change(n.disabled,function(){return e.render()})},e}(o.WidgetView);n.ControlView=r;var s=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"Control\"},e}(o.Widget);n.Control=s,s.initClass()},428:function(t,e,n){var i=t(408),o=t(435),r=t(5),s=t(18),a=t(453);a.prototype.adjustPosition=function(){if(!this._o.container){this.el.style.position=\"absolute\";var t=this._o.trigger,e=this.el.offsetWidth,n=this.el.offsetHeight,i=window.innerWidth||document.documentElement.clientWidth,o=window.innerHeight||document.documentElement.clientHeight,r=window.pageYOffset||document.body.scrollTop||document.documentElement.scrollTop,s=t.getBoundingClientRect(),a=s.left+window.pageXOffset,l=s.bottom+window.pageYOffset;a-=this.el.parentElement.offsetLeft,l-=this.el.parentElement.offsetTop,(this._o.reposition&&a+e>i||this._o.position.indexOf(\"right\")>-1&&a-e+t.offsetWidth>0)&&(a=a-e+t.offsetWidth),(this._o.reposition&&l+n>o+r||this._o.position.indexOf(\"top\")>-1&&l-n-t.offsetHeight>0)&&(l=l-n-t.offsetHeight),this.el.style.left=a+\"px\",this.el.style.top=l+\"px\"}};var l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.render=function(){var e=this;null!=this._picker&&this._picker.destroy(),t.prototype.render.call(this),this.input_el=r.input({type:\"text\",class:\"bk-input\",disabled:this.model.disabled}),this.group_el.appendChild(this.input_el),this._picker=new a({field:this.input_el,defaultDate:new Date(this.model.value),setDefaultDate:!0,minDate:null!=this.model.min_date?new Date(this.model.min_date):void 0,maxDate:null!=this.model.max_date?new Date(this.model.max_date):void 0,onSelect:function(t){return e._on_select(t)}}),this._root_element.appendChild(this._picker.el)},e.prototype._on_select=function(t){this.model.value=t.toDateString(),this.change_input()},e}(o.InputWidgetView);n.DatePickerView=l;var u=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"DatePicker\",this.prototype.default_view=l,this.define({value:[s.Any,(new Date).toDateString()],min_date:[s.Any],max_date:[s.Any]})},e}(o.InputWidget);n.DatePicker=u,u.initClass()},429:function(t,e,n){var i=t(408),o=t(407),r=t(420),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype._calc_to=function(){return{start:this.model.start,end:this.model.end,value:this.model.value,step:this.model.step}},e.prototype._calc_from=function(t){return t},e}(r.AbstractSliderView);n.DateRangeSliderView=s;var a=function(t){function e(e){var n=t.call(this,e)||this;return n.behaviour=\"drag\",n.connected=[!1,!0,!1],n}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"DateRangeSlider\",this.prototype.default_view=s,this.override({format:\"%d %b %Y\"})},e.prototype._formatter=function(t,e){return o(t,e)},e}(r.AbstractSlider);n.DateRangeSlider=a,a.initClass()},430:function(t,e,n){var i=t(408),o=t(407),r=t(420),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype._calc_to=function(){return{start:this.model.start,end:this.model.end,value:[this.model.value],step:this.model.step}},e.prototype._calc_from=function(t){var e=t[0];return e},e}(r.AbstractSliderView);n.DateSliderView=s;var a=function(t){function e(e){var n=t.call(this,e)||this;return n.behaviour=\"tap\",n.connected=[!0,!1],n}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"DateSlider\",this.prototype.default_view=s,this.override({format:\"%d %b %Y\"})},e.prototype._formatter=function(t,e){return o(t,e)},e}(r.AbstractSlider);n.DateSlider=a,a.initClass()},431:function(t,e,n){var i=t(408),o=t(437),r=t(18),s=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.render=function(){t.prototype.render.call(this),this.model.render_as_text?this.markup_el.textContent=this.model.text:this.markup_el.innerHTML=this.model.text},e}(o.MarkupView);n.DivView=s;var a=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"Div\",this.prototype.default_view=s,this.define({render_as_text:[r.Boolean,!1]})},e}(o.Markup);n.Div=a,a.initClass()},432:function(t,e,n){var i=t(408),o=t(418),r=t(3),s=t(5),a=t(18),l=t(46),u=function(t){function e(){var e=null!==t&&t.apply(this,arguments)||this;return e._open=!1,e}return i.__extends(e,t),e.prototype.render=function(){var e=this;t.prototype.render.call(this);var n=s.div({class:[\"bk-caret\",\"bk-down\"]});if(this.model.is_split){var i=this._render_button(n);i.classList.add(\"bk-dropdown-toggle\"),i.addEventListener(\"click\",function(){return e._toggle_menu()}),this.group_el.appendChild(i)}else this.button_el.appendChild(n);var o=this.model.menu.map(function(t,n){if(null==t)return s.div({class:\"bk-divider\"});var i=l.isString(t)?t:t[0],o=s.div({},i);return o.addEventListener(\"click\",function(){return e._item_click(n)}),o});this.menu=s.div({class:[\"bk-menu\",\"bk-below\"]},o),this.el.appendChild(this.menu),s.undisplay(this.menu)},e.prototype._show_menu=function(){var t=this;if(!this._open){this._open=!0,s.display(this.menu);var e=function(n){var i=n.target;i instanceof HTMLElement&&!t.el.contains(i)&&(document.removeEventListener(\"click\",e),t._hide_menu())};document.addEventListener(\"click\",e)}},e.prototype._hide_menu=function(){this._open&&(this._open=!1,s.undisplay(this.menu))},e.prototype._toggle_menu=function(){this._open?this._hide_menu():this._show_menu()},e.prototype.click=function(){this.model.is_split?(this._hide_menu(),this.model.trigger_event(new r.ButtonClick),this.model.value=this.model.default_value,null!=this.model.callback&&this.model.callback.execute(this.model),t.prototype.click.call(this)):this._toggle_menu()},e.prototype._item_click=function(t){this._hide_menu();var e=this.model.menu[t];if(null!=e){var n=l.isString(e)?e:e[1];l.isString(n)?(this.model.trigger_event(new r.MenuItemClick(n)),this.model.value=n,null!=this.model.callback&&this.model.callback.execute(this.model)):(n.execute(this.model,{index:t}),null!=this.model.callback&&this.model.callback.execute(this.model))}},e}(o.AbstractButtonView);n.DropdownView=u;var c=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"Dropdown\",this.prototype.default_view=u,this.define({split:[a.Boolean,!1],menu:[a.Array,[]],value:[a.String],default_value:[a.String]}),this.override({label:\"Dropdown\"})},Object.defineProperty(e.prototype,\"is_split\",{get:function(){return this.split||null!=this.default_value},enumerable:!0,configurable:!0}),e}(o.AbstractButton);n.Dropdown=c,c.initClass()},433:function(t,e,n){var i=t(418);n.AbstractButton=i.AbstractButton;var o=t(419);n.AbstractIcon=o.AbstractIcon;var r=t(421);n.AutocompleteInput=r.AutocompleteInput;var s=t(422);n.Button=s.Button;var a=t(424);n.CheckboxButtonGroup=a.CheckboxButtonGroup;var l=t(425);n.CheckboxGroup=l.CheckboxGroup;var u=t(426);n.ColorPicker=u.ColorPicker;var c=t(428);n.DatePicker=c.DatePicker;var h=t(429);n.DateRangeSlider=h.DateRangeSlider;var d=t(430);n.DateSlider=d.DateSlider;var p=t(431);n.Div=p.Div;var f=t(432);n.Dropdown=f.Dropdown;var m=t(435);n.InputWidget=m.InputWidget;var v=t(437);n.Markup=v.Markup;var g=t(438);n.MultiSelect=g.MultiSelect;var _=t(439);n.Paragraph=_.Paragraph;var y=t(440);n.PasswordInput=y.PasswordInput;var b=t(441);n.PreText=b.PreText;var w=t(442);n.RadioButtonGroup=w.RadioButtonGroup;var x=t(443);n.RadioGroup=x.RadioGroup;var k=t(444);n.RangeSlider=k.RangeSlider;var S=t(445);n.Select=S.Select;var C=t(446);n.Slider=C.Slider;var D=t(447);n.Spinner=D.Spinner;var E=t(448);n.TextInput=E.TextInput;var M=t(449);n.TextAreaInput=M.TextAreaInput;var A=t(450);n.Toggle=A.Toggle;var N=t(461);n.Widget=N.Widget},434:function(t,e,n){var i=t(408),o=t(427),r=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){return e.render()})},e}(o.ControlView);n.InputGroupView=r;var s=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"InputGroup\"},e}(o.Control);n.InputGroup=s,s.initClass()},435:function(t,e,n){var i=t(408),o=t(427),r=t(5),s=t(18),a=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.title.change,function(){e.label_el.textContent=e.model.title})},e.prototype.render=function(){t.prototype.render.call(this);var e=this.model.title;this.label_el=r.label({style:{display:0==e.length?\"none\":\"\"}},e),this.group_el=r.div({class:\"bk-input-group\"},this.label_el),this.el.appendChild(this.group_el)},e.prototype.change_input=function(){null!=this.model.callback&&this.model.callback.execute(this.model)},e}(o.ControlView);n.InputWidgetView=a;var l=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"InputWidget\",this.define({title:[s.String,\"\"],callback:[s.Any]})},e}(o.Control);n.InputWidget=l,l.initClass()},436:function(t,e,n){var i=t(433);n.Widgets=i;var o=t(0);o.register_models(i)},437:function(t,e,n){var i=t(408),o=t(13),r=t(5),s=t(18),a=t(461),l=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.change,function(){e.render(),e.root.compute_layout()})},e.prototype._update_layout=function(){this.layout=new o.VariadicBox(this.el),this.layout.set_sizing(this.box_sizing())},e.prototype.render=function(){t.prototype.render.call(this);var e=i.__assign({},this.model.style,{display:\"inline-block\"});this.markup_el=r.div({class:\"bk-clearfix\",style:e}),this.el.appendChild(this.markup_el)},e}(a.WidgetView);n.MarkupView=l;var u=function(t){function e(e){return t.call(this,e)||this}return i.__extends(e,t),e.initClass=function(){this.prototype.type=\"Markup\",this.define({text:[s.String,\"\"],style:[s.Any,{}]})},e}(a.Widget);n.Markup=u,u.initClass()},438:function(t,e,n){var i=t(408),o=t(5),r=t(46),s=t(32),a=t(18),l=t(435),u=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return i.__extends(e,t),e.prototype.connect_signals=function(){var e=this;t.prototype.connect_signals.call(this),this.connect(this.model.properties.value.change,function(){return e.render_selection()}),this.connect(this.model.properties.options.change,function(){return e.render()}),this.connect(this.model.properties.name.change,function(){return e.render()}),this.connect(this.model.properties.title.change,function(){return e.render()}),this.connect(this.model.properties.size.change,function(){return e.render()}),this.connect(this.model.properties.disabled.change,function(){return e.render()})},e.prototype.render=function(){var e=this;t.prototype.render.call(this);var n=this.model.options.map(function(t){var e,n;return r.isString(t)?e=n=t:(e=t[0],n=t[1]),o.option({value:e},n)});this.select_el=o.select({multiple:!0,class:\"bk-input\",name:this.model.name,disabled:this.model.disabled},n),this.select_el.addEventListener(\"change\",function(){return 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Date(t,e,D-s+1),A=!!u(this._d)&&f(M,this._d),N=f(M,o),V=-1!==i.events.indexOf(M.toDateString()),I=D<s||D>=r+s,T=D-s+1,P=e,R=t,L=i.startRange&&f(i.startRange,M),O=i.endRange&&f(i.endRange,M),B=i.startRange&&i.endRange&&i.startRange<M&&M<i.endRange,U=i.minDate&&M<i.minDate||i.maxDate&&M>i.maxDate||i.disableWeekends&&c(M)||i.disableDayFn&&i.disableDayFn(M);I&&(D<s?(T=_+T,P=h,R=v):(T-=r,P=m,R=g));var W={day:T,month:P,year:R,hasEvent:V,isSelected:A,isToday:N,isDisabled:U,isEmpty:I,isStartRange:L,isEndRange:O,isInRange:B,showDaysInNextAndPreviousMonths:i.showDaysInNextAndPreviousMonths,enableSelectionDaysInNextAndPreviousMonths:i.enableSelectionDaysInNextAndPreviousMonths};i.pickWholeWeek&&A&&(C=!0),l.push(b(W)),7==++E&&(i.showWeekNumber&&l.unshift(w(D-s,e,t)),a.push(x(l,i.isRTL,i.pickWholeWeek,C)),l=[],E=0,C=!1)}return S(i,a,n)},isVisible:function(){return this._v},show:function(){this.isVisible()||(this._v=!0,this.draw(),a(this.el,\"is-hidden\"),this._o.bound&&(i(document,\"click\",this._onClick),this.adjustPosition()),\"function\"==typeof this._o.onOpen&&this._o.onOpen.call(this))},hide:function(){var t=this._v;!1!==t&&(this._o.bound&&o(document,\"click\",this._onClick),this.el.style.position=\"static\",this.el.style.left=\"auto\",this.el.style.top=\"auto\",s(this.el,\"is-hidden\"),this._v=!1,void 0!==t&&\"function\"==typeof this._o.onClose&&this._o.onClose.call(this))},destroy:function(){var t=this._o;this.hide(),o(this.el,\"mousedown\",this._onMouseDown,!0),o(this.el,\"touchend\",this._onMouseDown,!0),o(this.el,\"change\",this._onChange),t.keyboardInput&&o(document,\"keydown\",this._onKeyChange),t.field&&(o(t.field,\"change\",this._onInputChange),t.bound&&(o(t.trigger,\"click\",this._onInputClick),o(t.trigger,\"focus\",this._onInputFocus),o(t.trigger,\"blur\",this._onInputBlur))),this.el.parentNode&&this.el.parentNode.removeChild(this.el)}},e.exports=C}})}(this);\n      //# sourceMappingURL=bokeh-widgets.min.js.map\n      /* END bokeh-widgets.min.js */\n    },\n    \n    function(Bokeh) {\n      /* BEGIN bokeh-tables.min.js */\n      /*!\n       * Copyright (c) 2012 - 2018, Anaconda, Inc., and Bokeh Contributors\n       * All rights reserved.\n       * \n       * Redistribution and use in source and binary forms, with or without modification,\n       * are permitted provided that the following conditions are met:\n       * \n       * Redistributions of source code must retain the above copyright notice,\n       * this list of conditions and the following disclaimer.\n       * \n       * Redistributions in binary form must reproduce the above copyright notice,\n       * this list of conditions and the following disclaimer in the documentation\n       * and/or other materials provided with the distribution.\n       * \n       * Neither the name of Anaconda nor the names of any contributors\n       * may be used to endorse or promote products derived from this software\n       * without specific prior written permission.\n       * \n       * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n       * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n       * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE\n       * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE\n       * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR\n       * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF\n       * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS\n       * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN\n       * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)\n       * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF\n       * THE POSSIBILITY OF SUCH DAMAGE.\n       */\n      !function(e,t){t(e.Bokeh)}(this,function(Bokeh){var define;return function(e,t,n){if(null!=Bokeh)return Bokeh.register_plugin(e,{\"models/widgets/tables/cell_editors\":454,\"models/widgets/tables/cell_formatters\":455,\"models/widgets/tables/data_table\":456,\"models/widgets/tables/index\":457,\"models/widgets/tables/main\":458,\"models/widgets/tables/table_column\":459,\"models/widgets/tables/table_widget\":460,\"models/widgets/widget\":461},458);throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\")}({454:function(e,t,n){var o=e(408),r=e(18),i=e(5),l=e(6),a=e(62),s=e(456),c=function(e){function t(t){var n=e.call(this,o.__assign({model:t.column.model},t))||this;return n.args=t,n.render(),n}return o.__extends(t,e),Object.defineProperty(t.prototype,\"emptyValue\",{get:function(){return null},enumerable:!0,configurable:!0}),t.prototype.initialize=function(){e.prototype.initialize.call(this),this.inputEl=this._createInput(),this.defaultValue=null},t.prototype.css_classes=function(){return e.prototype.css_classes.call(this).concat(\"bk-cell-editor\")},t.prototype.render=function(){e.prototype.render.call(this),this.args.container.appendChild(this.el),this.el.appendChild(this.inputEl),this.renderEditor(),this.disableNavigation()},t.prototype.renderEditor=function(){},t.prototype.disableNavigation=function(){this.inputEl.addEventListener(\"keydown\",function(e){switch(e.keyCode){case i.Keys.Left:case i.Keys.Right:case i.Keys.Up:case 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e=o.createElement(\"input\"),t=o.createElement(\"select\").appendChild(o.createElement(\"option\"));e.type=\"checkbox\",h.checkOn=\"\"!==e.value,h.optSelected=t.selected,(e=o.createElement(\"input\")).value=\"t\",e.type=\"radio\",h.radioValue=\"t\"===e.value}();var pt,ft=y.expr.attrHandle;y.fn.extend({attr:function(e,t){return B(this,y.attr,e,t,arguments.length>1)},removeAttr:function(e){return this.each(function(){y.removeAttr(this,e)})}}),y.extend({attr:function(e,t,n){var o,r,i=e.nodeType;if(3!==i&&8!==i&&2!==i)return void 0===e.getAttribute?y.prop(e,t,n):(1===i&&y.isXMLDoc(e)||(r=y.attrHooks[t.toLowerCase()]||(y.expr.match.bool.test(t)?pt:void 0)),void 0!==n?null===n?void y.removeAttr(e,t):r&&\"set\"in r&&void 0!==(o=r.set(e,n,t))?o:(e.setAttribute(t,n+\"\"),n):r&&\"get\"in r&&null!==(o=r.get(e,t))?o:null==(o=y.find.attr(e,t))?void 0:o)},attrHooks:{type:{set:function(e,t){if(!h.radioValue&&\"radio\"===t&&T(e,\"input\")){var n=e.value;return 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t,r,i,l;if(o)for(r=0,i=y(this),l=wt(e);t=l[r++];)i.hasClass(t)?i.removeClass(t):i.addClass(t);else void 0!==e&&\"boolean\"!==n||((t=vt(this))&&G.set(this,\"__className__\",t),this.setAttribute&&this.setAttribute(\"class\",t||!1===e?\"\":G.get(this,\"__className__\")||\"\"))})},hasClass:function(e){var t,n,o=0;for(t=\" \"+e+\" \";n=this[o++];)if(1===n.nodeType&&(\" \"+mt(vt(n))+\" \").indexOf(t)>-1)return!0;return!1}});var Ct=/\\r/g;y.fn.extend({val:function(e){var t,n,o,r=this[0];return arguments.length?(o=g(e),this.each(function(n){var r;1===this.nodeType&&(null==(r=o?e.call(this,n,y(this).val()):e)?r=\"\":\"number\"==typeof r?r+=\"\":Array.isArray(r)&&(r=y.map(r,function(e){return null==e?\"\":e+\"\"})),(t=y.valHooks[this.type]||y.valHooks[this.nodeName.toLowerCase()])&&\"set\"in t&&void 0!==t.set(this,r,\"value\")||(this.value=r))})):r?(t=y.valHooks[r.type]||y.valHooks[r.nodeName.toLowerCase()])&&\"get\"in t&&void 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i=f+t,l=h+o;if(i<this.maxDestY&&l<this.maxDestX){e.getCellNode(i,l);var a=e.getDataItem(i);this.oldValues[t][o]=a[n[l].field],g?this.setDataItemValueForColumn(a,n[l],r[0][0]):this.setDataItemValueForColumn(a,n[l],r[t]?r[t][o]:\"\"),e.updateCell(i,l),e.onCellChange.notify({row:i,cell:l,item:a,grid:e})}}}var s={fromCell:h,fromRow:f,toCell:h+this.w-1,toRow:f+this.h-1};this.markCopySelection([s]),e.getSelectionModel().setSelectedRanges([s]),this.cellExternalCopyManager.onPasteCells.notify({ranges:[s]})},undo:function(){for(var t=0;t<this.destH;t++)for(var o=0;o<this.destW;o++){var r=f+t,i=h+o;if(r<this.maxDestY&&i<this.maxDestX){e.getCellNode(r,i);var l=e.getDataItem(r);g?this.setDataItemValueForColumn(l,n[i],this.oldValues[0][0]):this.setDataItemValueForColumn(l,n[i],this.oldValues[t][o]),e.updateCell(r,i),e.onCellChange.notify({row:r,cell:i,item:l,grid:e})}}var a={fromCell:h,fromRow:f,toCell:h+this.w-1,toRow:f+this.h-1};if(this.markCopySelection([a]),e.getSelectionModel().setSelectedRanges([a]),this.cellExternalCopyManager.onPasteCells.notify({ranges:[a]}),b>1){for(var s=e.getData();b>1;b--)s.splice(s.length-1,1);e.setData(s),e.render()}}};a.clipboardCommandHandler?a.clipboardCommandHandler(E):E.execute()}(t,D)},100),!1}}}function C(e){y();for(var n=t.getColumns(),o={},r=0;r<e.length;r++)for(var i=e[r].fromRow;i<=e[r].toRow;i++){o[i]={};for(var a=e[r].fromCell;a<=e[r].toCell&&a<n.length;a++)o[i][n[a].id]=c}t.setCellCssStyles(s,o),clearTimeout(u),u=setTimeout(function(){l.clearCopySelection()},2e3)}function y(){t.removeCellCssStyles(s)}o.extend(this,{init:function(e){(t=e).onKeyDown.subscribe(w);var n=e.getSelectionModel();if(!n)throw new Error(\"Selection model is mandatory for this plugin. Please set a selection model on the grid before adding this plugin: grid.setSelectionModel(new Slick.CellSelectionModel())\");n.onSelectedRangesChanged.subscribe(function(e,n){t.focus()})},destroy:function(){t.onKeyDown.unsubscribe(w)},clearCopySelection:y,handleKeyDown:w,onCopyCells:new r.Event,onCopyCancelled:new r.Event,onPasteCells:new r.Event,setIncludeHeaderWhenCopying:function(e){a.includeHeaderWhenCopying=e}})}}},466:function(e,t,n){var o=e(470),r=e(468);t.exports={CheckboxSelectColumn:function(e){var t,n=v(),i=new r.EventHandler,l={},a=!1,s=o.extend(!0,{},{columnId:\"_checkbox_selector\",cssClass:null,hideSelectAllCheckbox:!1,toolTip:\"Select/Deselect All\",width:30,hideInColumnTitleRow:!1,hideInFilterHeaderRow:!0},e);function c(){t.updateColumnHeader(s.columnId,\"\",\"\")}function u(){o(\"#filter-checkbox-selectall-container\").hide()}function d(e,r){var i,c,u=t.getSelectedRows(),d={};for(c=0;c<u.length;c++)d[i=u[c]]=!0,d[i]!==l[i]&&(t.invalidateRow(i),delete l[i]);for(c in l)t.invalidateRow(c);l=d,t.render(),a=u.length&&u.length==t.getDataLength(),s.hideInColumnTitleRow||s.hideSelectAllCheckbox||(a?t.updateColumnHeader(s.columnId,\"<input id='header-selector\"+n+\"' type='checkbox' checked='checked'><label for='header-selector\"+n+\"'></label>\",s.toolTip):t.updateColumnHeader(s.columnId,\"<input id='header-selector\"+n+\"' type='checkbox'><label for='header-selector\"+n+\"'></label>\",s.toolTip)),s.hideInFilterHeaderRow||o(\"#header-filter-selector\"+n).prop(\"checked\",a)}function p(e,n){32==e.which&&t.getColumns()[n.cell].id===s.columnId&&(t.getEditorLock().isActive()&&!t.getEditorLock().commitCurrentEdit()||h(n.row),e.preventDefault(),e.stopImmediatePropagation())}function f(e,n){if(t.getColumns()[n.cell].id===s.columnId&&o(e.target).is(\":checkbox\")){if(t.getEditorLock().isActive()&&!t.getEditorLock().commitCurrentEdit())return e.preventDefault(),void e.stopImmediatePropagation();h(n.row),e.stopPropagation(),e.stopImmediatePropagation()}}function h(e){l[e]?t.setSelectedRows(o.grep(t.getSelectedRows(),function(t){return t!=e})):t.setSelectedRows(t.getSelectedRows().concat(e)),t.setActiveCell(e,function(){if(null===m){m=0;for(var e=t.getColumns(),n=0;n<e.length;n++)e[n].id==s.columnId&&(m=n)}return m}()),t.focus()}function g(e,n){if(n.column.id==s.columnId&&o(e.target).is(\":checkbox\")){if(t.getEditorLock().isActive()&&!t.getEditorLock().commitCurrentEdit())return e.preventDefault(),void e.stopImmediatePropagation();if(o(e.target).is(\":checked\")){for(var r=[],i=0;i<t.getDataLength();i++)r.push(i);t.setSelectedRows(r)}else t.setSelectedRows([]);e.stopPropagation(),e.stopImmediatePropagation()}}var m=null;function v(){return Math.round(1e7*Math.random())}function w(e,t,n,o,r){var i=v()+e;return r?l[e]?\"<input id='selector\"+i+\"' type='checkbox' checked='checked'><label for='selector\"+i+\"'></label>\":\"<input id='selector\"+i+\"' type='checkbox'><label for='selector\"+i+\"'></label>\":null}o.extend(this,{init:function(e){t=e,i.subscribe(t.onSelectedRowsChanged,d).subscribe(t.onClick,f).subscribe(t.onKeyDown,p),s.hideInFilterHeaderRow||function(e){e.onHeaderRowCellRendered.subscribe(function(e,t){\"sel\"===t.column.field&&(o(t.node).empty(),o(\"<span id='filter-checkbox-selectall-container'><input id='header-filter-selector\"+n+\"' type='checkbox'><label for='header-filter-selector\"+n+\"'></label></span>\").appendTo(t.node).on(\"click\",function(e){g(e,t)}))})}(e),s.hideInColumnTitleRow||i.subscribe(t.onHeaderClick,g)},destroy:function(){i.unsubscribeAll()},deSelectRows:function(e){var n,r=e.length,i=[];for(n=0;n<r;n++)l[e[n]]&&(i[i.length]=e[n]);t.setSelectedRows(o.grep(t.getSelectedRows(),function(e){return i.indexOf(e)<0}))},selectRows:function(e){var n,o=e.length,r=[];for(n=0;n<o;n++)l[e[n]]||(r[r.length]=e[n]);t.setSelectedRows(t.getSelectedRows().concat(r))},getColumnDefinition:function(){return{id:s.columnId,name:s.hideSelectAllCheckbox||s.hideInColumnTitleRow?\"\":\"<input id='header-selector\"+n+\"' type='checkbox'><label for='header-selector\"+n+\"'></label>\",toolTip:s.toolTip,field:\"sel\",width:s.width,resizable:!1,sortable:!1,cssClass:s.cssClass,hideSelectAllCheckbox:s.hideSelectAllCheckbox,formatter:w}},getOptions:function(){return s},setOptions:function(e){if((s=o.extend(!0,{},s,e)).hideSelectAllCheckbox)c(),u();else if(s.hideInColumnTitleRow?c():(a?t.updateColumnHeader(s.columnId,\"<input id='header-selector\"+n+\"' type='checkbox' checked='checked'><label for='header-selector\"+n+\"'></label>\",s.toolTip):t.updateColumnHeader(s.columnId,\"<input id='header-selector\"+n+\"' type='checkbox'><label for='header-selector\"+n+\"'></label>\",s.toolTip),i.subscribe(t.onHeaderClick,g)),s.hideInFilterHeaderRow)u();else{var r=o(\"#filter-checkbox-selectall-container\");r.show(),r.find('input[type=\"checkbox\"]').prop(\"checked\",a)}}})}}},467:function(e,t,n){var o=e(470),r=e(468);t.exports={RowSelectionModel:function(e){var t,n,i,l=[],a=this,s=new r.EventHandler,c={selectActiveRow:!0};function u(e){return function(){n||(n=!0,e.apply(this,arguments),n=!1)}}function d(e){for(var t=[],n=0;n<e.length;n++)for(var o=e[n].fromRow;o<=e[n].toRow;o++)t.push(o);return t}function p(e){for(var n=[],o=t.getColumns().length-1,i=0;i<e.length;i++)n.push(new r.Range(e[i],0,e[i],o));return n}function f(){return d(l)}function h(e){(l&&0!==l.length||e&&0!==e.length)&&(l=e,a.onSelectedRangesChanged.notify(l))}function g(e,n){i.selectActiveRow&&null!=n.row&&h([new r.Range(n.row,0,n.row,t.getColumns().length-1)])}function m(e){var n=t.getActiveCell();if(t.getOptions().multiSelect&&n&&e.shiftKey&&!e.ctrlKey&&!e.altKey&&!e.metaKey&&(e.which==r.keyCode.UP||e.which==r.keyCode.DOWN)){var o=f();o.sort(function(e,t){return e-t}),o.length||(o=[n.row]);var i,l=o[0],a=o[o.length-1];(i=e.which==r.keyCode.DOWN?n.row<a||l==a?++a:++l:n.row<a?--a:--l)>=0&&i<t.getDataLength()&&(t.scrollRowIntoView(i),h(p(function(e,t){var n,o=[];for(n=e;n<=t;n++)o.push(n);for(n=t;n<e;n++)o.push(n);return o}(l,a)))),e.preventDefault(),e.stopPropagation()}}function v(e){var n=t.getCellFromEvent(e);if(!n||!t.canCellBeActive(n.row,n.cell))return!1;if(!t.getOptions().multiSelect||!e.ctrlKey&&!e.shiftKey&&!e.metaKey)return!1;var r=d(l),i=o.inArray(n.row,r);if(-1===i&&(e.ctrlKey||e.metaKey))r.push(n.row),t.setActiveCell(n.row,n.cell);else if(-1!==i&&(e.ctrlKey||e.metaKey))r=o.grep(r,function(e,t){return e!==n.row}),t.setActiveCell(n.row,n.cell);else if(r.length&&e.shiftKey){var a=r.pop(),s=Math.min(n.row,a),c=Math.max(n.row,a);r=[];for(var u=s;u<=c;u++)u!==a&&r.push(u);r.push(a),t.setActiveCell(n.row,n.cell)}return h(p(r)),e.stopImmediatePropagation(),!0}o.extend(this,{getSelectedRows:f,setSelectedRows:function(e){h(p(e))},getSelectedRanges:function(){return l},setSelectedRanges:h,init:function(n){i=o.extend(!0,{},c,e),t=n,s.subscribe(t.onActiveCellChanged,u(g)),s.subscribe(t.onKeyDown,u(m)),s.subscribe(t.onClick,u(v))},destroy:function(){s.unsubscribeAll()},onSelectedRangesChanged:new r.Event})}}},468:function(e,t,n){function o(){var e=!1,t=!1;this.stopPropagation=function(){e=!0},this.isPropagationStopped=function(){return e},this.stopImmediatePropagation=function(){t=!0},this.isImmediatePropagationStopped=function(){return t}}function r(){this.__nonDataRow=!0}function i(){this.__group=!0,this.level=0,this.count=0,this.value=null,this.title=null,this.collapsed=!1,this.selectChecked=!1,this.totals=null,this.rows=[],this.groups=null,this.groupingKey=null}function l(){this.__groupTotals=!0,this.group=null,this.initialized=!1}function a(){var e=null;this.isActive=function(t){return t?e===t:null!==e},this.activate=function(t){if(t!==e){if(null!==e)throw new Error(\"SlickGrid.EditorLock.activate: an editController is still active, can't activate another editController\");if(!t.commitCurrentEdit)throw new Error(\"SlickGrid.EditorLock.activate: editController must implement .commitCurrentEdit()\");if(!t.cancelCurrentEdit)throw new Error(\"SlickGrid.EditorLock.activate: editController must implement .cancelCurrentEdit()\");e=t}},this.deactivate=function(t){if(e!==t)throw new Error(\"SlickGrid.EditorLock.deactivate: specified editController is not the currently active one\");e=null},this.commitCurrentEdit=function(){return!e||e.commitCurrentEdit()},this.cancelCurrentEdit=function(){return!e||e.cancelCurrentEdit()}}i.prototype=new r,i.prototype.equals=function(e){return this.value===e.value&&this.count===e.count&&this.collapsed===e.collapsed&&this.title===e.title},l.prototype=new r,t.exports={Event:function(){var e=[];this.subscribe=function(t){e.push(t)},this.unsubscribe=function(t){for(var n=e.length-1;n>=0;n--)e[n]===t&&e.splice(n,1)},this.notify=function(t,n,r){var i;n=n||new o,r=r||this;for(var l=0;l<e.length&&!n.isPropagationStopped()&&!n.isImmediatePropagationStopped();l++)i=e[l].call(r,n,t);return i}},EventData:o,EventHandler:function(){var e=[];this.subscribe=function(t,n){return e.push({event:t,handler:n}),t.subscribe(n),this},this.unsubscribe=function(t,n){for(var o=e.length;o--;)if(e[o].event===t&&e[o].handler===n)return e.splice(o,1),void t.unsubscribe(n);return this},this.unsubscribeAll=function(){for(var t=e.length;t--;)e[t].event.unsubscribe(e[t].handler);return e=[],this}},Range:function(e,t,n,o){void 0===n&&void 0===o&&(n=e,o=t),this.fromRow=Math.min(e,n),this.fromCell=Math.min(t,o),this.toRow=Math.max(e,n),this.toCell=Math.max(t,o),this.isSingleRow=function(){return this.fromRow==this.toRow},this.isSingleCell=function(){return this.fromRow==this.toRow&&this.fromCell==this.toCell},this.contains=function(e,t){return e>=this.fromRow&&e<=this.toRow&&t>=this.fromCell&&t<=this.toCell},this.toString=function(){return this.isSingleCell()?\"(\"+this.fromRow+\":\"+this.fromCell+\")\":\"(\"+this.fromRow+\":\"+this.fromCell+\" - \"+this.toRow+\":\"+this.toCell+\")\"}},NonDataRow:r,Group:i,GroupTotals:l,EditorLock:a,GlobalEditorLock:new a,keyCode:{BACKSPACE:8,DELETE:46,DOWN:40,END:35,ENTER:13,ESCAPE:27,ESC:27,HOME:36,INSERT:45,LEFT:37,PAGE_DOWN:34,PAGE_UP:33,RIGHT:39,TAB:9,UP:38,C:67,V:86},preClickClassName:\"slick-edit-preclick\"}},469:function _(require,module,exports){\n      /**\n           * @license\n           * (c) 2009-2016 Michael Leibman\n           * michael{dot}leibman{at}gmail{dot}com\n           * http://github.com/mleibman/slickgrid\n           *\n           * Distributed under MIT license.\n           * All rights reserved.\n           *\n           * SlickGrid v2.3\n           *\n           * NOTES:\n           *     Cell/row DOM manipulations are done directly bypassing jQuery's DOM manipulation methods.\n           *     This increases the speed dramatically, but can only be done safely because there are no event handlers\n           *     or data associated with any cell/row DOM nodes.  Cell editors must make sure they implement .destroy()\n           *     and do proper cleanup.\n           */\n      var $=require(470),Slick=require(468),scrollbarDimensions,maxSupportedCssHeight;function SlickGrid(container,data,columns,options){$.fn.drag||require(463),$.fn.drop||require(464);var defaults={alwaysShowVerticalScroll:!1,explicitInitialization:!1,rowHeight:25,defaultColumnWidth:80,enableAddRow:!1,leaveSpaceForNewRows:!1,editable:!1,autoEdit:!0,suppressActiveCellChangeOnEdit:!1,enableCellNavigation:!0,enableColumnReorder:!0,asyncEditorLoading:!1,asyncEditorLoadDelay:100,forceFitColumns:!1,enableAsyncPostRender:!1,asyncPostRenderDelay:50,enableAsyncPostRenderCleanup:!1,asyncPostRenderCleanupDelay:40,autoHeight:!1,editorLock:Slick.GlobalEditorLock,showHeaderRow:!1,headerRowHeight:25,createFooterRow:!1,showFooterRow:!1,footerRowHeight:25,createPreHeaderPanel:!1,showPreHeaderPanel:!1,preHeaderPanelHeight:25,showTopPanel:!1,topPanelHeight:25,formatterFactory:null,editorFactory:null,cellFlashingCssClass:\"flashing\",selectedCellCssClass:\"selected\",multiSelect:!0,enableTextSelectionOnCells:!1,dataItemColumnValueExtractor:null,fullWidthRows:!1,multiColumnSort:!1,numberedMultiColumnSort:!1,tristateMultiColumnSort:!1,sortColNumberInSeparateSpan:!1,defaultFormatter:defaultFormatter,forceSyncScrolling:!1,addNewRowCssClass:\"new-row\",preserveCopiedSelectionOnPaste:!1,showCellSelection:!0,viewportClass:null,minRowBuffer:3,emulatePagingWhenScrolling:!0,editorCellNavOnLRKeys:!1},columnDefaults={name:\"\",resizable:!0,sortable:!1,minWidth:30,rerenderOnResize:!1,headerCssClass:null,defaultSortAsc:!0,focusable:!0,selectable:!0},th,h,ph,n,cj,page=0,offset=0,vScrollDir=1,initialized=!1,$container,uid=\"slickgrid_\"+Math.round(1e6*Math.random()),self=this,$focusSink,$focusSink2,$headerScroller,$headers,$headerRow,$headerRowScroller,$headerRowSpacer,$footerRow,$footerRowScroller,$footerRowSpacer,$preHeaderPanel,$preHeaderPanelScroller,$preHeaderPanelSpacer,$topPanelScroller,$topPanel,$viewport,$canvas,$style,$boundAncestors,stylesheet,columnCssRulesL,columnCssRulesR,viewportH,viewportW,canvasWidth,viewportHasHScroll,viewportHasVScroll,headerColumnWidthDiff=0,headerColumnHeightDiff=0,cellWidthDiff=0,cellHeightDiff=0,jQueryNewWidthBehaviour=!1,absoluteColumnMinWidth,tabbingDirection=1,activePosX,activeRow,activeCell,activeCellNode=null,currentEditor=null,serializedEditorValue,editController,rowsCache={},renderedRows=0,numVisibleRows,prevScrollTop=0,scrollTop=0,lastRenderedScrollTop=0,lastRenderedScrollLeft=0,prevScrollLeft=0,scrollLeft=0,selectionModel,selectedRows=[],plugins=[],cellCssClasses={},columnsById={},sortColumns=[],columnPosLeft=[],columnPosRight=[],pagingActive=!1,pagingIsLastPage=!1,scrollThrottle=ActionThrottle(render,50),h_editorLoader=null,h_render=null,h_postrender=null,h_postrenderCleanup=null,postProcessedRows={},postProcessToRow=null,postProcessFromRow=null,postProcessedCleanupQueue=[],postProcessgroupId=0,counter_rows_rendered=0,counter_rows_removed=0,rowNodeFromLastMouseWheelEvent,zombieRowNodeFromLastMouseWheelEvent,zombieRowCacheFromLastMouseWheelEvent,zombieRowPostProcessedFromLastMouseWheelEvent,cssShow={position:\"absolute\",visibility:\"hidden\",display:\"block\"},$hiddenParents,oldProps=[],columnResizeDragging=!1;function init(){if(($container=container instanceof $?container:$(container)).length<1)throw new Error(\"SlickGrid requires a valid container, \"+container+\" does not exist in the DOM.\");cacheCssForHiddenInit(),maxSupportedCssHeight=maxSupportedCssHeight||getMaxSupportedCssHeight(),options=$.extend({},defaults,options),validateAndEnforceOptions(),columnDefaults.width=options.defaultColumnWidth,columnsById={};for(var e=0;e<columns.length;e++){var t=columns[e]=$.extend({},columnDefaults,columns[e]);columnsById[t.id]=e,t.minWidth&&t.width<t.minWidth&&(t.width=t.minWidth),t.maxWidth&&t.width>t.maxWidth&&(t.width=t.maxWidth)}if(options.enableColumnReorder&&!$.fn.sortable)throw new Error(\"SlickGrid's 'enableColumnReorder = true' option requires jquery-ui.sortable module to be loaded\");editController={commitCurrentEdit:commitCurrentEdit,cancelCurrentEdit:cancelCurrentEdit},$container.empty().css(\"overflow\",\"hidden\").css(\"outline\",0).addClass(uid).addClass(\"ui-widget\"),/relative|absolute|fixed/.test($container.css(\"position\"))||$container.css(\"position\",\"relative\"),$focusSink=$(\"<div tabIndex='0' hideFocus style='position:fixed;width:0;height:0;top:0;left:0;outline:0;'></div>\").appendTo($container),options.createPreHeaderPanel&&($preHeaderPanelScroller=$(\"<div class='slick-preheader-panel ui-state-default' style='overflow:hidden;position:relative;' />\").appendTo($container),$preHeaderPanel=$(\"<div />\").appendTo($preHeaderPanelScroller),$preHeaderPanelSpacer=$(\"<div style='display:block;height:1px;position:absolute;top:0;left:0;'></div>\").appendTo($preHeaderPanelScroller),options.showPreHeaderPanel||$preHeaderPanelScroller.hide()),$headerScroller=$(\"<div class='slick-header ui-state-default' />\").appendTo($container),$headers=$(\"<div class='slick-header-columns' style='left:-1000px' />\").appendTo($headerScroller),$headerRowScroller=$(\"<div class='slick-headerrow ui-state-default' />\").appendTo($container),$headerRow=$(\"<div class='slick-headerrow-columns' />\").appendTo($headerRowScroller),$headerRowSpacer=$(\"<div style='display:block;height:1px;position:absolute;top:0;left:0;'></div>\").appendTo($headerRowScroller),$topPanelScroller=$(\"<div class='slick-top-panel-scroller ui-state-default' />\").appendTo($container),$topPanel=$(\"<div class='slick-top-panel' style='width:10000px' />\").appendTo($topPanelScroller),options.showTopPanel||$topPanelScroller.hide(),options.showHeaderRow||$headerRowScroller.hide(),($viewport=$(\"<div class='slick-viewport' style='width:100%;overflow:auto;outline:0;position:relative;;'>\").appendTo($container)).css(\"overflow-y\",options.alwaysShowVerticalScroll?\"scroll\":options.autoHeight?\"hidden\":\"auto\"),$viewport.css(\"overflow-x\",options.forceFitColumns?\"hidden\":\"auto\"),options.viewportClass&&$viewport.toggleClass(options.viewportClass,!0),$canvas=$(\"<div class='grid-canvas' />\").appendTo($viewport),scrollbarDimensions=scrollbarDimensions||measureScrollbar(),$preHeaderPanelSpacer&&$preHeaderPanelSpacer.css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\"),$headers.width(getHeadersWidth()),$headerRowSpacer.css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\"),options.createFooterRow&&($footerRowScroller=$(\"<div class='slick-footerrow ui-state-default' />\").appendTo($container),$footerRow=$(\"<div class='slick-footerrow-columns' />\").appendTo($footerRowScroller),$footerRowSpacer=$(\"<div style='display:block;height:1px;position:absolute;top:0;left:0;'></div>\").css(\"width\",getCanvasWidth()+scrollbarDimensions.width+\"px\").appendTo($footerRowScroller),options.showFooterRow||$footerRowScroller.hide()),$focusSink2=$focusSink.clone().appendTo($container),options.explicitInitialization||finishInitialization()}function finishInitialization(){initialized||(initialized=!0,viewportW=parseFloat($.css($container[0],\"width\",!0)),measureCellPaddingAndBorder(),disableSelection($headers),options.enableTextSelectionOnCells||$viewport.on(\"selectstart.ui\",function(e){return $(e.target).is(\"input,textarea\")}),updateColumnCaches(),createColumnHeaders(),setupColumnSort(),createCssRules(),resizeCanvas(),bindAncestorScrollEvents(),$container.on(\"resize.slickgrid\",resizeCanvas),$viewport.on(\"scroll\",handleScroll),$headerScroller.on(\"contextmenu\",handleHeaderContextMenu).on(\"click\",handleHeaderClick).on(\"mouseenter\",\".slick-header-column\",handleHeaderMouseEnter).on(\"mouseleave\",\".slick-header-column\",handleHeaderMouseLeave),$headerRowScroller.on(\"scroll\",handleHeaderRowScroll),options.createFooterRow&&$footerRowScroller.on(\"scroll\",handleFooterRowScroll),options.createPreHeaderPanel&&$preHeaderPanelScroller.on(\"scroll\",handlePreHeaderPanelScroll),$focusSink.add($focusSink2).on(\"keydown\",handleKeyDown),$canvas.on(\"keydown\",handleKeyDown).on(\"click\",handleClick).on(\"dblclick\",handleDblClick).on(\"contextmenu\",handleContextMenu).on(\"draginit\",handleDragInit).on(\"dragstart\",{distance:3},handleDragStart).on(\"drag\",handleDrag).on(\"dragend\",handleDragEnd).on(\"mouseenter\",\".slick-cell\",handleMouseEnter).on(\"mouseleave\",\".slick-cell\",handleMouseLeave),navigator.userAgent.toLowerCase().match(/webkit/)&&navigator.userAgent.toLowerCase().match(/macintosh/)&&$canvas.on(\"mousewheel\",handleMouseWheel),restoreCssFromHiddenInit())}function cacheCssForHiddenInit(){($hiddenParents=$container.parents().addBack().not(\":visible\")).each(function(){var e={};for(var t in cssShow)e[t]=this.style[t],this.style[t]=cssShow[t];oldProps.push(e)})}function restoreCssFromHiddenInit(){$hiddenParents.each(function(e){var t=oldProps[e];for(var n in cssShow)this.style[n]=t[n]})}function registerPlugin(e){plugins.unshift(e),e.init(self)}function unregisterPlugin(e){for(var t=plugins.length;t>=0;t--)if(plugins[t]===e){plugins[t].destroy&&plugins[t].destroy(),plugins.splice(t,1);break}}function setSelectionModel(e){selectionModel&&(selectionModel.onSelectedRangesChanged.unsubscribe(handleSelectedRangesChanged),selectionModel.destroy&&selectionModel.destroy()),(selectionModel=e)&&(selectionModel.init(self),selectionModel.onSelectedRangesChanged.subscribe(handleSelectedRangesChanged))}function getSelectionModel(){return selectionModel}function getCanvasNode(){return $canvas[0]}function measureScrollbar(){var e=$('<div class=\"'+$viewport.className+'\" style=\"position:absolute; top:-10000px; left:-10000px; overflow:auto; width:100px; height:100px;\"></div>').appendTo($viewport),t=$('<div style=\"width:200px; height:200px; overflow:auto;\"></div>').appendTo(e),n={width:e[0].offsetWidth-e[0].clientWidth,height:e[0].offsetHeight-e[0].clientHeight};return t.remove(),e.remove(),n}function getColumnTotalWidth(e){for(var t=0,n=0,o=columns.length;n<o;n++){t+=columns[n].width}return e&&(t+=scrollbarDimensions.width),t}function getHeadersWidth(){var e=getColumnTotalWidth(!options.autoHeight);return Math.max(e,viewportW)+1e3}function getCanvasWidth(){for(var e=viewportHasVScroll?viewportW-scrollbarDimensions.width:viewportW,t=0,n=columns.length;n--;)t+=columns[n].width;return options.fullWidthRows?Math.max(t,e):t}function updateCanvasWidth(e){var t=canvasWidth;(canvasWidth=getCanvasWidth())!=t&&($canvas.width(canvasWidth),$headerRow.width(canvasWidth),options.createFooterRow&&$footerRow.width(canvasWidth),options.createPreHeaderPanel&&$preHeaderPanel.width(canvasWidth),$headers.width(getHeadersWidth()),viewportHasHScroll=canvasWidth>viewportW-scrollbarDimensions.width);var n=canvasWidth+(viewportHasVScroll?scrollbarDimensions.width:0);$headerRowSpacer.width(n),options.createFooterRow&&$footerRowSpacer.width(n),options.createPreHeaderPanel&&$preHeaderPanelSpacer.width(n),(canvasWidth!=t||e)&&applyColumnWidths()}function disableSelection(e){e&&e.jquery&&e.attr(\"unselectable\",\"on\").css(\"MozUserSelect\",\"none\").on(\"selectstart.ui\",function(){return!1})}function getMaxSupportedCssHeight(){for(var e=1e6,t=navigator.userAgent.toLowerCase().match(/firefox/)?6e6:1e9,n=$(\"<div style='display:none' />\").appendTo(document.body);;){var o=2*e;if(n.css(\"height\",o),o>t||n.height()!==o)break;e=o}return n.remove(),e}function getUID(){return uid}function getHeaderColumnWidthDiff(){return headerColumnWidthDiff}function getScrollbarDimensions(){return scrollbarDimensions}function bindAncestorScrollEvents(){for(var e=$canvas[0];(e=e.parentNode)!=document.body&&null!=e;)if(e==$viewport[0]||e.scrollWidth!=e.clientWidth||e.scrollHeight!=e.clientHeight){var t=$(e);$boundAncestors=$boundAncestors?$boundAncestors.add(t):t,t.on(\"scroll.\"+uid,handleActiveCellPositionChange)}}function unbindAncestorScrollEvents(){$boundAncestors&&($boundAncestors.off(\"scroll.\"+uid),$boundAncestors=null)}function updateColumnHeader(e,t,n){if(initialized){var o=getColumnIndex(e);if(null!=o){var r=columns[o],i=$headers.children().eq(o);i&&(void 0!==t&&(columns[o].name=t),void 0!==n&&(columns[o].toolTip=n),trigger(self.onBeforeHeaderCellDestroy,{node:i[0],column:r,grid:self}),i.attr(\"title\",n||\"\").children().eq(0).html(t),trigger(self.onHeaderCellRendered,{node:i[0],column:r,grid:self}))}}}function getHeader(){return $headers[0]}function getHeaderColumn(e){var t=\"number\"==typeof e?e:getColumnIndex(e),n=$headers.children().eq(t);return n&&n[0]}function getHeaderRow(){return $headerRow[0]}function getFooterRow(){return $footerRow[0]}function getPreHeaderPanel(){return $preHeaderPanel[0]}function getHeaderRowColumn(e){var t=\"number\"==typeof e?e:getColumnIndex(e),n=$headerRow.children().eq(t);return n&&n[0]}function getFooterRowColumn(e){var t=\"number\"==typeof e?e:getColumnIndex(e),n=$footerRow.children().eq(t);return n&&n[0]}function createColumnHeaders(){function e(){$(this).addClass(\"ui-state-hover\")}function t(){$(this).removeClass(\"ui-state-hover\")}$headers.find(\".slick-header-column\").each(function(){var e=$(this).data(\"column\");e&&trigger(self.onBeforeHeaderCellDestroy,{node:this,column:e,grid:self})}),$headers.empty(),$headers.width(getHeadersWidth()),$headerRow.find(\".slick-headerrow-column\").each(function(){var e=$(this).data(\"column\");e&&trigger(self.onBeforeHeaderRowCellDestroy,{node:this,column:e,grid:self})}),$headerRow.empty(),options.createFooterRow&&($footerRow.find(\".slick-footerrow-column\").each(function(){var e=$(this).data(\"column\");e&&trigger(self.onBeforeFooterRowCellDestroy,{node:this,column:e})}),$footerRow.empty());for(var n=0;n<columns.length;n++){var o=columns[n],r=$(\"<div class='ui-state-default slick-header-column' />\").html(\"<span class='slick-column-name'>\"+o.name+\"</span>\").width(o.width-headerColumnWidthDiff).attr(\"id\",\"\"+uid+o.id).attr(\"title\",o.toolTip||\"\").data(\"column\",o).addClass(o.headerCssClass||\"\").appendTo($headers);if((options.enableColumnReorder||o.sortable)&&r.on(\"mouseenter\",e).on(\"mouseleave\",t),o.sortable&&(r.addClass(\"slick-header-sortable\"),r.append(\"<span class='slick-sort-indicator\"+(options.numberedMultiColumnSort&&!options.sortColNumberInSeparateSpan?\" slick-sort-indicator-numbered\":\"\")+\"' />\"),options.numberedMultiColumnSort&&options.sortColNumberInSeparateSpan&&r.append(\"<span class='slick-sort-indicator-numbered' />\")),trigger(self.onHeaderCellRendered,{node:r[0],column:o,grid:self}),options.showHeaderRow){var i=$(\"<div class='ui-state-default slick-headerrow-column l\"+n+\" r\"+n+\"'></div>\").data(\"column\",o).appendTo($headerRow);trigger(self.onHeaderRowCellRendered,{node:i[0],column:o,grid:self})}if(options.createFooterRow&&options.showFooterRow){var l=$(\"<div class='ui-state-default slick-footerrow-column l\"+n+\" r\"+n+\"'></div>\").data(\"column\",o).appendTo($footerRow);trigger(self.onFooterRowCellRendered,{node:l[0],column:o})}}setSortColumns(sortColumns),setupColumnResize(),options.enableColumnReorder&&(\"function\"==typeof options.enableColumnReorder?options.enableColumnReorder(self,$headers,headerColumnWidthDiff,setColumns,setupColumnResize,columns,getColumnIndex,uid,trigger):setupColumnReorder())}function setupColumnSort(){$headers.click(function(e){if(!columnResizeDragging&&(e.metaKey=e.metaKey||e.ctrlKey,!$(e.target).hasClass(\"slick-resizable-handle\"))){var t=$(e.target).closest(\".slick-header-column\");if(t.length){var n=t.data(\"column\");if(n.sortable){if(!getEditorLock().commitCurrentEdit())return;for(var o=null,r=0;r<sortColumns.length;r++)if(sortColumns[r].columnId==n.id){(o=sortColumns[r]).sortAsc=!o.sortAsc;break}var i=!!o;options.tristateMultiColumnSort?(o||(o={columnId:n.id,sortAsc:n.defaultSortAsc}),i&&o.sortAsc&&(sortColumns.splice(r,1),o=null),options.multiColumnSort||(sortColumns=[]),!o||i&&options.multiColumnSort||sortColumns.push(o)):e.metaKey&&options.multiColumnSort?o&&sortColumns.splice(r,1):((e.shiftKey||e.metaKey)&&options.multiColumnSort||(sortColumns=[]),o?0==sortColumns.length&&sortColumns.push(o):(o={columnId:n.id,sortAsc:n.defaultSortAsc},sortColumns.push(o))),setSortColumns(sortColumns),options.multiColumnSort?trigger(self.onSort,{multiColumnSort:!0,sortCols:$.map(sortColumns,function(e){return{sortCol:columns[getColumnIndex(e.columnId)],sortAsc:e.sortAsc}})},e):trigger(self.onSort,{multiColumnSort:!1,sortCol:sortColumns.length>0?n:null,sortAsc:!(sortColumns.length>0)||sortColumns[0].sortAsc},e)}}}})}function setupColumnReorder(){$headers.filter(\":ui-sortable\").sortable(\"destroy\"),$headers.sortable({containment:\"parent\",distance:3,axis:\"x\",cursor:\"default\",tolerance:\"intersection\",helper:\"clone\",placeholder:\"slick-sortable-placeholder ui-state-default slick-header-column\",start:function(e,t){t.placeholder.width(t.helper.outerWidth()-headerColumnWidthDiff),$(t.helper).addClass(\"slick-header-column-active\")},beforeStop:function(e,t){$(t.helper).removeClass(\"slick-header-column-active\")},stop:function(e){if(getEditorLock().commitCurrentEdit()){for(var t=$headers.sortable(\"toArray\"),n=[],o=0;o<t.length;o++)n.push(columns[getColumnIndex(t[o].replace(uid,\"\"))]);setColumns(n),trigger(self.onColumnsReordered,{}),e.stopPropagation(),setupColumnResize()}else $(this).sortable(\"cancel\")}})}function setupColumnResize(){var e,t,n,o,r,i,l,a;(o=$headers.children()).find(\".slick-resizable-handle\").remove(),o.each(function(e,t){e>=columns.length||columns[e].resizable&&(void 0===l&&(l=e),a=e)}),void 0!==l&&o.each(function(s,c){s>=columns.length||s<l||options.forceFitColumns&&s>=a||($(c),$(\"<div class='slick-resizable-handle' />\").appendTo(c).on(\"dragstart\",function(l,a){if(!getEditorLock().commitCurrentEdit())return!1;n=l.pageX,$(this).parent().addClass(\"slick-header-column-active\");var c=null,u=null;if(o.each(function(e,t){e>=columns.length||(columns[e].previousWidth=$(t).outerWidth())}),options.forceFitColumns)for(c=0,u=0,e=s+1;e<columns.length;e++)(t=columns[e]).resizable&&(null!==u&&(t.maxWidth?u+=t.maxWidth-t.previousWidth:u=null),c+=t.previousWidth-Math.max(t.minWidth||0,absoluteColumnMinWidth));var d=0,p=0;for(e=0;e<=s;e++)(t=columns[e]).resizable&&(null!==p&&(t.maxWidth?p+=t.maxWidth-t.previousWidth:p=null),d+=t.previousWidth-Math.max(t.minWidth||0,absoluteColumnMinWidth));null===c&&(c=1e5),null===d&&(d=1e5),null===u&&(u=1e5),null===p&&(p=1e5),i=n+Math.min(c,p),r=n-Math.min(d,u)}).on(\"drag\",function(o,l){columnResizeDragging=!0;var a,c,u=Math.min(i,Math.max(r,o.pageX))-n;if(u<0){for(c=u,e=s;e>=0;e--)(t=columns[e]).resizable&&(a=Math.max(t.minWidth||0,absoluteColumnMinWidth),c&&t.previousWidth+c<a?(c+=t.previousWidth-a,t.width=a):(t.width=t.previousWidth+c,c=0));if(options.forceFitColumns)for(c=-u,e=s+1;e<columns.length;e++)(t=columns[e]).resizable&&(c&&t.maxWidth&&t.maxWidth-t.previousWidth<c?(c-=t.maxWidth-t.previousWidth,t.width=t.maxWidth):(t.width=t.previousWidth+c,c=0))}else{for(c=u,e=s;e>=0;e--)(t=columns[e]).resizable&&(c&&t.maxWidth&&t.maxWidth-t.previousWidth<c?(c-=t.maxWidth-t.previousWidth,t.width=t.maxWidth):(t.width=t.previousWidth+c,c=0));if(options.forceFitColumns)for(c=-u,e=s+1;e<columns.length;e++)(t=columns[e]).resizable&&(a=Math.max(t.minWidth||0,absoluteColumnMinWidth),c&&t.previousWidth+c<a?(c+=t.previousWidth-a,t.width=a):(t.width=t.previousWidth+c,c=0))}applyColumnHeaderWidths(),options.syncColumnCellResize&&applyColumnWidths()}).on(\"dragend\",function(n,r){var i;for($(this).parent().removeClass(\"slick-header-column-active\"),e=0;e<columns.length;e++)t=columns[e],i=$(o[e]).outerWidth(),t.previousWidth!==i&&t.rerenderOnResize&&invalidateAllRows();updateCanvasWidth(!0),render(),trigger(self.onColumnsResized,{}),setTimeout(function(){columnResizeDragging=!1},300)}))})}function getVBoxDelta(e){var t=0;return $.each([\"borderTopWidth\",\"borderBottomWidth\",\"paddingTop\",\"paddingBottom\"],function(n,o){t+=parseFloat(e.css(o))||0}),t}function measureCellPaddingAndBorder(){var e,t=[\"borderLeftWidth\",\"borderRightWidth\",\"paddingLeft\",\"paddingRight\"],n=[\"borderTopWidth\",\"borderBottomWidth\",\"paddingTop\",\"paddingBottom\"],o=$.fn.jquery.split(\".\");jQueryNewWidthBehaviour=1==o[0]&&o[1]>=8||o[0]>=2,e=$(\"<div class='ui-state-default slick-header-column' style='visibility:hidden'>-</div>\").appendTo($headers),headerColumnWidthDiff=headerColumnHeightDiff=0,\"border-box\"!=e.css(\"box-sizing\")&&\"border-box\"!=e.css(\"-moz-box-sizing\")&&\"border-box\"!=e.css(\"-webkit-box-sizing\")&&($.each(t,function(t,n){headerColumnWidthDiff+=parseFloat(e.css(n))||0}),$.each(n,function(t,n){headerColumnHeightDiff+=parseFloat(e.css(n))||0})),e.remove();var r=$(\"<div class='slick-row' />\").appendTo($canvas);e=$(\"<div class='slick-cell' id='' style='visibility:hidden'>-</div>\").appendTo(r),cellWidthDiff=cellHeightDiff=0,\"border-box\"!=e.css(\"box-sizing\")&&\"border-box\"!=e.css(\"-moz-box-sizing\")&&\"border-box\"!=e.css(\"-webkit-box-sizing\")&&($.each(t,function(t,n){cellWidthDiff+=parseFloat(e.css(n))||0}),$.each(n,function(t,n){cellHeightDiff+=parseFloat(e.css(n))||0})),r.remove(),absoluteColumnMinWidth=Math.max(headerColumnWidthDiff,cellWidthDiff)}function createCssRules(){$style=$(\"<style type='text/css' rel='stylesheet' />\").appendTo($(\"head\"));for(var e=options.rowHeight-cellHeightDiff,t=[\".\"+uid+\" .slick-header-column { left: 1000px; }\",\".\"+uid+\" .slick-top-panel { height:\"+options.topPanelHeight+\"px; }\",\".\"+uid+\" .slick-preheader-panel { height:\"+options.preHeaderPanelHeight+\"px; }\",\".\"+uid+\" .slick-headerrow-columns { height:\"+options.headerRowHeight+\"px; }\",\".\"+uid+\" .slick-footerrow-columns { height:\"+options.footerRowHeight+\"px; }\",\".\"+uid+\" .slick-cell { height:\"+e+\"px; }\",\".\"+uid+\" .slick-row { height:\"+options.rowHeight+\"px; }\"],n=0;n<columns.length;n++)t.push(\".\"+uid+\" .l\"+n+\" { }\"),t.push(\".\"+uid+\" .r\"+n+\" { }\");$style[0].styleSheet?$style[0].styleSheet.cssText=t.join(\" \"):$style[0].appendChild(document.createTextNode(t.join(\" \")))}function getColumnCssRules(e){var t;if(!stylesheet){var n=document.styleSheets;for(t=0;t<n.length;t++)if((n[t].ownerNode||n[t].owningElement)==$style[0]){stylesheet=n[t];break}if(!stylesheet)throw new Error(\"Cannot find stylesheet.\");columnCssRulesL=[],columnCssRulesR=[];var o,r,i=stylesheet.cssRules||stylesheet.rules;for(t=0;t<i.length;t++){var l=i[t].selectorText;(o=/\\.l\\d+/.exec(l))?(r=parseInt(o[0].substr(2,o[0].length-2),10),columnCssRulesL[r]=i[t]):(o=/\\.r\\d+/.exec(l))&&(r=parseInt(o[0].substr(2,o[0].length-2),10),columnCssRulesR[r]=i[t])}}return{left:columnCssRulesL[e],right:columnCssRulesR[e]}}function removeCssRules(){$style.remove(),stylesheet=null}function destroy(){getEditorLock().cancelCurrentEdit(),trigger(self.onBeforeDestroy,{});for(var e=plugins.length;e--;)unregisterPlugin(plugins[e]);options.enableColumnReorder&&$headers.filter(\":ui-sortable\").sortable(\"destroy\"),unbindAncestorScrollEvents(),$container.off(\".slickgrid\"),removeCssRules(),$canvas.off(\"draginit dragstart dragend drag\"),$container.empty().removeClass(uid)}function trigger(e,t,n){return n=n||new Slick.EventData,(t=t||{}).grid=self,e.notify(t,n,self)}function getEditorLock(){return options.editorLock}function getEditController(){return editController}function getColumnIndex(e){return columnsById[e]}function autosizeColumns(){var e,t,n,o=[],r=0,i=0,l=viewportHasVScroll?viewportW-scrollbarDimensions.width:viewportW;for(e=0;e<columns.length;e++)t=columns[e],o.push(t.width),i+=t.width,t.resizable&&(r+=t.width-Math.max(t.minWidth,absoluteColumnMinWidth));for(n=i;i>l&&r;){var a=(i-l)/r;for(e=0;e<columns.length&&i>l;e++){t=columns[e];var s=o[e];if(!(!t.resizable||s<=t.minWidth||s<=absoluteColumnMinWidth)){var c=Math.max(t.minWidth,absoluteColumnMinWidth),u=Math.floor(a*(s-c))||1;i-=u=Math.min(u,s-c),r-=u,o[e]-=u}}if(n<=i)break;n=i}for(n=i;i<l;){var d=l/i;for(e=0;e<columns.length&&i<l;e++){t=columns[e];var p,f=o[e];i+=p=!t.resizable||t.maxWidth<=f?0:Math.min(Math.floor(d*f)-f,t.maxWidth-f||1e6)||1,o[e]+=i<=l?p:0}if(n>=i)break;n=i}var h=!1;for(e=0;e<columns.length;e++)columns[e].rerenderOnResize&&columns[e].width!=o[e]&&(h=!0),columns[e].width=o[e];applyColumnHeaderWidths(),updateCanvasWidth(!0),trigger(self.onAutosizeColumns,{columns:columns}),h&&(invalidateAllRows(),render())}function applyColumnHeaderWidths(){if(initialized){for(var e,t=0,n=$headers.children(),o=columns.length;t<o;t++)e=$(n[t]),jQueryNewWidthBehaviour?e.outerWidth()!==columns[t].width&&e.outerWidth(columns[t].width):e.width()!==columns[t].width-headerColumnWidthDiff&&e.width(columns[t].width-headerColumnWidthDiff);updateColumnCaches()}}function applyColumnWidths(){for(var e,t,n=0,o=0;o<columns.length;o++)e=columns[o].width,(t=getColumnCssRules(o)).left.style.left=n+\"px\",t.right.style.right=canvasWidth-n-e+\"px\",n+=columns[o].width}function setSortColumn(e,t){setSortColumns([{columnId:e,sortAsc:t}])}function setSortColumns(e){sortColumns=e;var t=options.numberedMultiColumnSort&&sortColumns.length>1,n=$headers.children();n.removeClass(\"slick-header-column-sorted\").find(\".slick-sort-indicator\").removeClass(\"slick-sort-indicator-asc slick-sort-indicator-desc\"),n.find(\".slick-sort-indicator-numbered\").text(\"\"),$.each(sortColumns,function(e,o){null==o.sortAsc&&(o.sortAsc=!0);var r=getColumnIndex(o.columnId);null!=r&&(n.eq(r).addClass(\"slick-header-column-sorted\").find(\".slick-sort-indicator\").addClass(o.sortAsc?\"slick-sort-indicator-asc\":\"slick-sort-indicator-desc\"),t&&n.eq(r).find(\".slick-sort-indicator-numbered\").text(e+1))})}function getSortColumns(){return sortColumns}function handleSelectedRangesChanged(e,t){selectedRows=[];for(var n={},o=0;o<t.length;o++)for(var r=t[o].fromRow;r<=t[o].toRow;r++){n[r]||(selectedRows.push(r),n[r]={});for(var i=t[o].fromCell;i<=t[o].toCell;i++)canCellBeSelected(r,i)&&(n[r][columns[i].id]=options.selectedCellCssClass)}setCellCssStyles(options.selectedCellCssClass,n),trigger(self.onSelectedRowsChanged,{rows:getSelectedRows()},e)}function getColumns(){return columns}function updateColumnCaches(){columnPosLeft=[],columnPosRight=[];for(var e=0,t=0,n=columns.length;t<n;t++)columnPosLeft[t]=e,columnPosRight[t]=e+columns[t].width,e+=columns[t].width}function setColumns(e){columns=e,columnsById={};for(var t=0;t<columns.length;t++){var n=columns[t]=$.extend({},columnDefaults,columns[t]);columnsById[n.id]=t,n.minWidth&&n.width<n.minWidth&&(n.width=n.minWidth),n.maxWidth&&n.width>n.maxWidth&&(n.width=n.maxWidth)}updateColumnCaches(),initialized&&(invalidateAllRows(),createColumnHeaders(),removeCssRules(),createCssRules(),resizeCanvas(),applyColumnWidths(),handleScroll())}function getOptions(){return options}function setOptions(e,t){getEditorLock().commitCurrentEdit()&&(makeActiveCellNormal(),options.enableAddRow!==e.enableAddRow&&invalidateRow(getDataLength()),options=$.extend(options,e),validateAndEnforceOptions(),$viewport.css(\"overflow-y\",options.autoHeight?\"hidden\":\"auto\"),t||render())}function validateAndEnforceOptions(){options.autoHeight&&(options.leaveSpaceForNewRows=!1)}function setData(e,t){data=e,invalidateAllRows(),updateRowCount(),t&&scrollTo(0)}function getData(){return data}function getDataLength(){return data.getLength?data.getLength():data.length}function getDataLengthIncludingAddNew(){return getDataLength()+(options.enableAddRow&&(!pagingActive||pagingIsLastPage)?1:0)}function getDataItem(e){return data.getItem?data.getItem(e):data[e]}function getTopPanel(){return $topPanel[0]}function setTopPanelVisibility(e){options.showTopPanel!=e&&(options.showTopPanel=e,e?$topPanelScroller.slideDown(\"fast\",resizeCanvas):$topPanelScroller.slideUp(\"fast\",resizeCanvas))}function setHeaderRowVisibility(e){options.showHeaderRow!=e&&(options.showHeaderRow=e,e?$headerRowScroller.slideDown(\"fast\",resizeCanvas):$headerRowScroller.slideUp(\"fast\",resizeCanvas))}function setFooterRowVisibility(e){options.showFooterRow!=e&&(options.showFooterRow=e,e?$footerRowScroller.slideDown(\"fast\",resizeCanvas):$footerRowScroller.slideUp(\"fast\",resizeCanvas))}function setPreHeaderPanelVisibility(e){options.showPreHeaderPanel!=e&&(options.showPreHeaderPanel=e,e?$preHeaderPanelScroller.slideDown(\"fast\",resizeCanvas):$preHeaderPanelScroller.slideUp(\"fast\",resizeCanvas))}function getContainerNode(){return $container.get(0)}function getRowTop(e){return options.rowHeight*e-offset}function getRowFromPosition(e){return Math.floor((e+offset)/options.rowHeight)}function scrollTo(e){e=Math.max(e,0),e=Math.min(e,th-viewportH+(viewportHasHScroll?scrollbarDimensions.height:0));var t=offset;page=Math.min(n-1,Math.floor(e/ph));var o=e-(offset=Math.round(page*cj));offset!=t&&(cleanupRows(getVisibleRange(o)),updateRowPositions());prevScrollTop!=o&&(vScrollDir=prevScrollTop+t<o+offset?1:-1,$viewport[0].scrollTop=lastRenderedScrollTop=scrollTop=prevScrollTop=o,trigger(self.onViewportChanged,{}))}function defaultFormatter(e,t,n,o,r,i){return null==n?\"\":(n+\"\").replace(/&/g,\"&amp;\").replace(/</g,\"&lt;\").replace(/>/g,\"&gt;\")}function getFormatter(e,t){var n=data.getItemMetadata&&data.getItemMetadata(e),o=n&&n.columns&&(n.columns[t.id]||n.columns[getColumnIndex(t.id)]);return o&&o.formatter||n&&n.formatter||t.formatter||options.formatterFactory&&options.formatterFactory.getFormatter(t)||options.defaultFormatter}function getEditor(e,t){var n=columns[t],o=data.getItemMetadata&&data.getItemMetadata(e),r=o&&o.columns;return r&&r[n.id]&&void 0!==r[n.id].editor?r[n.id].editor:r&&r[t]&&void 0!==r[t].editor?r[t].editor:n.editor||options.editorFactory&&options.editorFactory.getEditor(n)}function getDataItemValueForColumn(e,t){return options.dataItemColumnValueExtractor?options.dataItemColumnValueExtractor(e,t):e[t.field]}function appendRowHtml(e,t,n,o){var r=getDataItem(t),i=\"slick-row\"+(t<o&&!r?\" loading\":\"\")+(t===activeRow&&options.showCellSelection?\" active\":\"\")+(t%2==1?\" odd\":\" even\");r||(i+=\" \"+options.addNewRowCssClass);var l,a,s=data.getItemMetadata&&data.getItemMetadata(t);s&&s.cssClasses&&(i+=\" \"+s.cssClasses),e.push(\"<div class='ui-widget-content \"+i+\"' style='top:\"+getRowTop(t)+\"px'>\");for(var c=0,u=columns.length;c<u;c++){if(a=columns[c],l=1,s&&s.columns){var d=s.columns[a.id]||s.columns[c];\"*\"===(l=d&&d.colspan||1)&&(l=u-c)}if(columnPosRight[Math.min(u-1,c+l-1)]>n.leftPx){if(columnPosLeft[c]>n.rightPx)break;appendCellHtml(e,t,c,l,r)}l>1&&(c+=l-1)}e.push(\"</div>\")}function appendCellHtml(e,t,n,o,r){var i=columns[n],l=\"slick-cell l\"+n+\" r\"+Math.min(columns.length-1,n+o-1)+(i.cssClass?\" \"+i.cssClass:\"\");for(var a in t===activeRow&&n===activeCell&&options.showCellSelection&&(l+=\" active\"),cellCssClasses)cellCssClasses[a][t]&&cellCssClasses[a][t][i.id]&&(l+=\" \"+cellCssClasses[a][t][i.id]);var s=null,c=\"\";r&&(s=getDataItemValueForColumn(r,i),null==(c=getFormatter(t,i)(t,n,s,i,r,self))&&(c=\"\"));var u=trigger(self.onBeforeAppendCell,{row:t,cell:n,value:s,dataContext:r})||\"\";u+=c&&c.addClasses?(u?\" \":\"\")+c.addClasses:\"\",e.push(\"<div class='\"+l+(u?\" \"+u:\"\")+\"'>\"),r&&e.push(\"[object Object]\"!==Object.prototype.toString.call(c)?c:c.text),e.push(\"</div>\"),rowsCache[t].cellRenderQueue.push(n),rowsCache[t].cellColSpans[n]=o}function cleanupRows(e){for(var t in rowsCache)(t=parseInt(t,10))!==activeRow&&(t<e.top||t>e.bottom)&&removeRowFromCache(t);options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup()}function invalidate(){updateRowCount(),invalidateAllRows(),render()}function invalidateAllRows(){for(var e in currentEditor&&makeActiveCellNormal(),rowsCache)removeRowFromCache(e);options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup()}function queuePostProcessedRowForCleanup(e,t,n){for(var o in postProcessgroupId++,t)t.hasOwnProperty(o)&&postProcessedCleanupQueue.push({actionType:\"C\",groupId:postProcessgroupId,node:e.cellNodesByColumnIdx[0|o],columnIdx:0|o,rowIdx:n});postProcessedCleanupQueue.push({actionType:\"R\",groupId:postProcessgroupId,node:e.rowNode}),$(e.rowNode).detach()}function queuePostProcessedCellForCleanup(e,t,n){postProcessedCleanupQueue.push({actionType:\"C\",groupId:postProcessgroupId,node:e,columnIdx:t,rowIdx:n}),$(e).detach()}function removeRowFromCache(e){var t=rowsCache[e];t&&(t.rowNode&&(rowNodeFromLastMouseWheelEvent===t.rowNode?(t.rowNode.style.display=\"none\",zombieRowNodeFromLastMouseWheelEvent=rowNodeFromLastMouseWheelEvent,zombieRowCacheFromLastMouseWheelEvent=t,zombieRowPostProcessedFromLastMouseWheelEvent=postProcessedRows[e]):options.enableAsyncPostRenderCleanup&&postProcessedRows[e]?queuePostProcessedRowForCleanup(t,postProcessedRows[e],e):$canvas[0].removeChild(t.rowNode)),delete rowsCache[e],delete postProcessedRows[e],renderedRows--,counter_rows_removed++)}function invalidateRows(e){var t,n;if(e&&e.length){for(vScrollDir=0,n=e.length,t=0;t<n;t++)currentEditor&&activeRow===e[t]&&makeActiveCellNormal(),rowsCache[e[t]]&&removeRowFromCache(e[t]);options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup()}}function invalidateRow(e){(e||0===e)&&invalidateRows([e])}function applyFormatResultToCellNode(e,t,n){null==e&&(e=\"\"),\"[object Object]\"===Object.prototype.toString.call(e)?(t.innerHTML=e.text,e.removeClasses&&!n&&$(t).removeClass(e.removeClasses),e.addClasses&&$(t).addClass(e.addClasses)):t.innerHTML=e}function updateCell(e,t){var n=getCellNode(e,t);if(n){var o=columns[t],r=getDataItem(e);if(currentEditor&&activeRow===e&&activeCell===t)currentEditor.loadValue(r);else applyFormatResultToCellNode(r?getFormatter(e,o)(e,t,getDataItemValueForColumn(r,o),o,r,self):\"\",n),invalidatePostProcessingResults(e)}}function updateRow(e){var t=rowsCache[e];if(t){ensureCellNodesInRowsCache(e);var n=getDataItem(e);for(var o in t.cellNodesByColumnIdx)if(t.cellNodesByColumnIdx.hasOwnProperty(o)){var r=columns[o|=0],i=t.cellNodesByColumnIdx[o];e===activeRow&&o===activeCell&&currentEditor?currentEditor.loadValue(n):n?applyFormatResultToCellNode(getFormatter(e,r)(e,o,getDataItemValueForColumn(n,r),r,n,self),i):i.innerHTML=\"\"}invalidatePostProcessingResults(e)}}function getViewportHeight(){return parseFloat($.css($container[0],\"height\",!0))-parseFloat($.css($container[0],\"paddingTop\",!0))-parseFloat($.css($container[0],\"paddingBottom\",!0))-parseFloat($.css($headerScroller[0],\"height\"))-getVBoxDelta($headerScroller)-(options.showTopPanel?options.topPanelHeight+getVBoxDelta($topPanelScroller):0)-(options.showHeaderRow?options.headerRowHeight+getVBoxDelta($headerRowScroller):0)-(options.createFooterRow&&options.showFooterRow?options.footerRowHeight+getVBoxDelta($footerRowScroller):0)-(options.createPreHeaderPanel&&options.showPreHeaderPanel?options.preHeaderPanelHeight+getVBoxDelta($preHeaderPanelScroller):0)}function resizeCanvas(){initialized&&(viewportH=options.autoHeight?options.rowHeight*getDataLengthIncludingAddNew():getViewportHeight(),numVisibleRows=Math.ceil(viewportH/options.rowHeight),viewportW=parseFloat($.css($container[0],\"width\",!0)),options.autoHeight||$viewport.height(viewportH),scrollbarDimensions&&scrollbarDimensions.width||(scrollbarDimensions=measureScrollbar()),options.forceFitColumns&&autosizeColumns(),updateRowCount(),handleScroll(),lastRenderedScrollLeft=-1,render())}function updatePagingStatusFromView(e){pagingActive=0!==e.pageSize,pagingIsLastPage=e.pageNum==e.totalPages-1}function updateRowCount(){if(initialized){var e=getDataLength(),t=getDataLengthIncludingAddNew()+(options.leaveSpaceForNewRows?numVisibleRows-1:0),o=viewportHasVScroll;viewportHasVScroll=options.alwaysShowVerticalScroll||!options.autoHeight&&t*options.rowHeight>viewportH,viewportHasHScroll=canvasWidth>viewportW-scrollbarDimensions.width,makeActiveCellNormal();var r=e-1;for(var i in rowsCache)i>r&&removeRowFromCache(i);options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup(),activeCellNode&&activeRow>r&&resetActiveCell();var l=h;(th=Math.max(options.rowHeight*t,viewportH-scrollbarDimensions.height))<maxSupportedCssHeight?(h=ph=th,n=1,cj=0):(ph=(h=maxSupportedCssHeight)/100,n=Math.floor(th/ph),cj=(th-h)/(n-1)),h!==l&&($canvas.css(\"height\",h),scrollTop=$viewport[0].scrollTop);var a=scrollTop+offset<=th-viewportH;0==th||0==scrollTop?page=offset=0:scrollTo(a?scrollTop+offset:th-viewportH),h!=l&&options.autoHeight&&resizeCanvas(),options.forceFitColumns&&o!=viewportHasVScroll&&autosizeColumns(),updateCanvasWidth(!1)}}function getVisibleRange(e,t){return null==e&&(e=scrollTop),null==t&&(t=scrollLeft),{top:getRowFromPosition(e),bottom:getRowFromPosition(e+viewportH)+1,leftPx:t,rightPx:t+viewportW}}function getRenderedRange(e,t){var n=getVisibleRange(e,t),o=Math.round(viewportH/options.rowHeight),r=options.minRowBuffer;return-1==vScrollDir?(n.top-=o,n.bottom+=r):1==vScrollDir?(n.top-=r,n.bottom+=o):(n.top-=r,n.bottom+=r),n.top=Math.max(0,n.top),n.bottom=Math.min(getDataLengthIncludingAddNew()-1,n.bottom),n.leftPx-=viewportW,n.rightPx+=viewportW,n.leftPx=Math.max(0,n.leftPx),n.rightPx=Math.min(canvasWidth,n.rightPx),n}function ensureCellNodesInRowsCache(e){var t=rowsCache[e];if(t&&t.cellRenderQueue.length)for(var n=t.rowNode.lastChild;t.cellRenderQueue.length;){var o=t.cellRenderQueue.pop();t.cellNodesByColumnIdx[o]=n,n=n.previousSibling}}function cleanUpCells(e,t){var n,o,r=rowsCache[t],i=[];for(var l in r.cellNodesByColumnIdx)if(r.cellNodesByColumnIdx.hasOwnProperty(l)){l|=0;var a=r.cellColSpans[l];(columnPosLeft[l]>e.rightPx||columnPosRight[Math.min(columns.length-1,l+a-1)]<e.leftPx)&&(t==activeRow&&l==activeCell||i.push(l))}for(postProcessgroupId++;null!=(n=i.pop());)o=r.cellNodesByColumnIdx[n],options.enableAsyncPostRenderCleanup&&postProcessedRows[t]&&postProcessedRows[t][n]?queuePostProcessedCellForCleanup(o,n,t):r.rowNode.removeChild(o),delete r.cellColSpans[n],delete r.cellNodesByColumnIdx[n],postProcessedRows[t]&&delete postProcessedRows[t][n],0}function cleanUpAndRenderCells(e){for(var t,n,o,r=[],i=[],l=e.top,a=e.bottom;l<=a;l++)if(t=rowsCache[l]){ensureCellNodesInRowsCache(l),cleanUpCells(e,l),n=0;var s=data.getItemMetadata&&data.getItemMetadata(l);s=s&&s.columns;for(var c=getDataItem(l),u=0,d=columns.length;u<d&&!(columnPosLeft[u]>e.rightPx);u++)if(null==(o=t.cellColSpans[u])){if(o=1,s){var p=s[columns[u].id]||s[u];\"*\"===(o=p&&p.colspan||1)&&(o=d-u)}columnPosRight[Math.min(d-1,u+o-1)]>e.leftPx&&(appendCellHtml(r,l,u,o,c),n++),u+=o>1?o-1:0}else u+=o>1?o-1:0;n&&(n,i.push(l))}if(r.length){var f,h,g=document.createElement(\"div\");for(g.innerHTML=r.join(\"\");null!=(f=i.pop());){var m;for(t=rowsCache[f];null!=(m=t.cellRenderQueue.pop());)h=g.lastChild,t.rowNode.appendChild(h),t.cellNodesByColumnIdx[m]=h}}}function renderRows(e){for(var t=$canvas[0],n=[],o=[],r=!1,i=getDataLength(),l=e.top,a=e.bottom;l<=a;l++)rowsCache[l]||(renderedRows++,o.push(l),rowsCache[l]={rowNode:null,cellColSpans:[],cellNodesByColumnIdx:[],cellRenderQueue:[]},appendRowHtml(n,l,e,i),activeCellNode&&activeRow===l&&(r=!0),counter_rows_rendered++);if(o.length){var s=document.createElement(\"div\");s.innerHTML=n.join(\"\");for(l=0,a=o.length;l<a;l++)rowsCache[o[l]].rowNode=t.appendChild(s.firstChild);r&&(activeCellNode=getCellNode(activeRow,activeCell))}}function startPostProcessing(){options.enableAsyncPostRender&&(clearTimeout(h_postrender),h_postrender=setTimeout(asyncPostProcessRows,options.asyncPostRenderDelay))}function startPostProcessingCleanup(){options.enableAsyncPostRenderCleanup&&(clearTimeout(h_postrenderCleanup),h_postrenderCleanup=setTimeout(asyncPostProcessCleanupRows,options.asyncPostRenderCleanupDelay))}function invalidatePostProcessingResults(e){for(var t in postProcessedRows[e])postProcessedRows[e].hasOwnProperty(t)&&(postProcessedRows[e][t]=\"C\");postProcessFromRow=Math.min(postProcessFromRow,e),postProcessToRow=Math.max(postProcessToRow,e),startPostProcessing()}function updateRowPositions(){for(var e in rowsCache)rowsCache[e].rowNode.style.top=getRowTop(e)+\"px\"}function render(){if(initialized){scrollThrottle.dequeue();var e=getVisibleRange(),t=getRenderedRange();cleanupRows(t),lastRenderedScrollLeft!=scrollLeft&&cleanUpAndRenderCells(t),renderRows(t),postProcessFromRow=e.top,postProcessToRow=Math.min(getDataLengthIncludingAddNew()-1,e.bottom),startPostProcessing(),lastRenderedScrollTop=scrollTop,lastRenderedScrollLeft=scrollLeft,h_render=null,trigger(self.onRendered,{startRow:e.top,endRow:e.bottom,grid:self})}}function handleHeaderScroll(){handleElementScroll($headerScroller[0])}function handleHeaderRowScroll(){handleElementScroll($headerRowScroller[0])}function handleFooterRowScroll(){handleElementScroll($footerRowScroller[0])}function handlePreHeaderPanelScroll(){handleElementScroll($preHeaderPanelScroller[0])}function handleElementScroll(e){var t=e.scrollLeft;t!=$viewport[0].scrollLeft&&($viewport[0].scrollLeft=t)}function handleScroll(){scrollTop=$viewport[0].scrollTop,scrollLeft=$viewport[0].scrollLeft;var e=Math.abs(scrollTop-prevScrollTop),t=Math.abs(scrollLeft-prevScrollLeft);if(t&&(prevScrollLeft=scrollLeft,$headerScroller[0].scrollLeft=scrollLeft,$topPanelScroller[0].scrollLeft=scrollLeft,$headerRowScroller[0].scrollLeft=scrollLeft,options.createFooterRow&&($footerRowScroller[0].scrollLeft=scrollLeft),options.createPreHeaderPanel&&($preHeaderPanelScroller[0].scrollLeft=scrollLeft)),e)if(vScrollDir=prevScrollTop<scrollTop?1:-1,prevScrollTop=scrollTop,e<viewportH)scrollTo(scrollTop+offset);else{var o=offset;page=h==viewportH?0:Math.min(n-1,Math.floor(scrollTop*((th-viewportH)/(h-viewportH))*(1/ph))),o!=(offset=Math.round(page*cj))&&invalidateAllRows()}if(t||e){var r=Math.abs(lastRenderedScrollLeft-scrollLeft),i=Math.abs(lastRenderedScrollTop-scrollTop);(r>20||i>20)&&(options.forceSyncScrolling||i<viewportH&&r<viewportW?render():scrollThrottle.enqueue(),trigger(self.onViewportChanged,{}))}trigger(self.onScroll,{scrollLeft:scrollLeft,scrollTop:scrollTop})}function ActionThrottle(e,t){var n=!1,o=!1;function r(){o=!1}function i(){n=!0,setTimeout(l,t),e()}function l(){o?(r(),i()):n=!1}return{enqueue:function(){n?o=!0:i()},dequeue:r}}function asyncPostProcessRows(){for(var e=getDataLength();postProcessFromRow<=postProcessToRow;){var t=vScrollDir>=0?postProcessFromRow++:postProcessToRow--,n=rowsCache[t];if(n&&!(t>=e)){for(var o in postProcessedRows[t]||(postProcessedRows[t]={}),ensureCellNodesInRowsCache(t),n.cellNodesByColumnIdx)if(n.cellNodesByColumnIdx.hasOwnProperty(o)){var r=columns[o|=0],i=postProcessedRows[t][o];if(r.asyncPostRender&&\"R\"!==i){var l=n.cellNodesByColumnIdx[o];l&&r.asyncPostRender(l,t,getDataItem(t),r,\"C\"===i),postProcessedRows[t][o]=\"R\"}}return void(h_postrender=setTimeout(asyncPostProcessRows,options.asyncPostRenderDelay))}}}function asyncPostProcessCleanupRows(){if(postProcessedCleanupQueue.length>0){for(var e=postProcessedCleanupQueue[0].groupId;postProcessedCleanupQueue.length>0&&postProcessedCleanupQueue[0].groupId==e;){var t=postProcessedCleanupQueue.shift();if(\"R\"==t.actionType&&$(t.node).remove(),\"C\"==t.actionType){var n=columns[t.columnIdx];n.asyncPostRenderCleanup&&t.node&&n.asyncPostRenderCleanup(t.node,t.rowIdx,n)}}h_postrenderCleanup=setTimeout(asyncPostProcessCleanupRows,options.asyncPostRenderCleanupDelay)}}function updateCellCssStylesOnRenderedRows(e,t){var n,o,r,i;for(var l in rowsCache){if(i=t&&t[l],r=e&&e[l],i)for(o in i)r&&i[o]==r[o]||(n=getCellNode(l,getColumnIndex(o)))&&$(n).removeClass(i[o]);if(r)for(o in r)i&&i[o]==r[o]||(n=getCellNode(l,getColumnIndex(o)))&&$(n).addClass(r[o])}}function addCellCssStyles(e,t){if(cellCssClasses[e])throw new Error(\"addCellCssStyles: cell CSS hash with key '\"+e+\"' already exists.\");cellCssClasses[e]=t,updateCellCssStylesOnRenderedRows(t,null),trigger(self.onCellCssStylesChanged,{key:e,hash:t,grid:self})}function removeCellCssStyles(e){cellCssClasses[e]&&(updateCellCssStylesOnRenderedRows(null,cellCssClasses[e]),delete cellCssClasses[e],trigger(self.onCellCssStylesChanged,{key:e,hash:null,grid:self}))}function setCellCssStyles(e,t){var n=cellCssClasses[e];cellCssClasses[e]=t,updateCellCssStylesOnRenderedRows(t,n),trigger(self.onCellCssStylesChanged,{key:e,hash:t,grid:self})}function getCellCssStyles(e){return cellCssClasses[e]}function flashCell(e,t,n){if(n=n||100,rowsCache[e]){var o=$(getCellNode(e,t)),r=function(e){e&&setTimeout(function(){o.queue(function(){o.toggleClass(options.cellFlashingCssClass).dequeue(),r(e-1)})},n)};r(4)}}function handleMouseWheel(e){var t=$(e.target).closest(\".slick-row\")[0];t!=rowNodeFromLastMouseWheelEvent&&(zombieRowNodeFromLastMouseWheelEvent&&zombieRowNodeFromLastMouseWheelEvent!=t&&(options.enableAsyncPostRenderCleanup&&zombieRowPostProcessedFromLastMouseWheelEvent?queuePostProcessedRowForCleanup(zombieRowCacheFromLastMouseWheelEvent,zombieRowPostProcessedFromLastMouseWheelEvent):$canvas[0].removeChild(zombieRowNodeFromLastMouseWheelEvent),zombieRowNodeFromLastMouseWheelEvent=null,zombieRowCacheFromLastMouseWheelEvent=null,zombieRowPostProcessedFromLastMouseWheelEvent=null,options.enableAsyncPostRenderCleanup&&startPostProcessingCleanup()),rowNodeFromLastMouseWheelEvent=t)}function handleDragInit(e,t){var n=getCellFromEvent(e);if(!n||!cellExists(n.row,n.cell))return!1;var o=trigger(self.onDragInit,t,e);return!!e.isImmediatePropagationStopped()&&o}function handleDragStart(e,t){var n=getCellFromEvent(e);if(!n||!cellExists(n.row,n.cell))return!1;var o=trigger(self.onDragStart,t,e);return!!e.isImmediatePropagationStopped()&&o}function handleDrag(e,t){return trigger(self.onDrag,t,e)}function handleDragEnd(e,t){trigger(self.onDragEnd,t,e)}function handleKeyDown(e){trigger(self.onKeyDown,{row:activeRow,cell:activeCell},e);var t=e.isImmediatePropagationStopped(),n=Slick.keyCode;if(!t&&!e.shiftKey&&!e.altKey){if(options.editable&&currentEditor&&currentEditor.keyCaptureList&&currentEditor.keyCaptureList.indexOf(e.which)>-1)return;e.which==n.HOME?t=e.ctrlKey?navigateTop():navigateRowStart():e.which==n.END&&(t=e.ctrlKey?navigateBottom():navigateRowEnd())}if(!t)if(e.shiftKey||e.altKey||e.ctrlKey)e.which!=n.TAB||!e.shiftKey||e.ctrlKey||e.altKey||(t=navigatePrev());else{if(options.editable&&currentEditor&&currentEditor.keyCaptureList&&currentEditor.keyCaptureList.indexOf(e.which)>-1)return;if(e.which==n.ESCAPE){if(!getEditorLock().isActive())return;cancelEditAndSetFocus()}else e.which==n.PAGE_DOWN?(navigatePageDown(),t=!0):e.which==n.PAGE_UP?(navigatePageUp(),t=!0):e.which==n.LEFT?t=navigateLeft():e.which==n.RIGHT?t=navigateRight():e.which==n.UP?t=navigateUp():e.which==n.DOWN?t=navigateDown():e.which==n.TAB?t=navigateNext():e.which==n.ENTER&&(options.editable&&(currentEditor?activeRow===getDataLength()?navigateDown():commitEditAndSetFocus():getEditorLock().commitCurrentEdit()&&makeActiveCellEditable(void 0,void 0,e)),t=!0)}if(t){e.stopPropagation(),e.preventDefault();try{e.originalEvent.keyCode=0}catch(e){}}}function handleClick(e){currentEditor||(e.target!=document.activeElement||$(e.target).hasClass(\"slick-cell\"))&&setFocus();var t=getCellFromEvent(e);if(t&&(null===currentEditor||activeRow!=t.row||activeCell!=t.cell)&&(trigger(self.onClick,{row:t.row,cell:t.cell},e),!e.isImmediatePropagationStopped()&&canCellBeActive(t.row,t.cell)&&(!getEditorLock().isActive()||getEditorLock().commitCurrentEdit()))){scrollRowIntoView(t.row,!1);var n=e.target&&e.target.className===Slick.preClickClassName,o=columns[t.cell],r=!!(options.editable&&o&&o.editor&&options.suppressActiveCellChangeOnEdit);setActiveCellInternal(getCellNode(t.row,t.cell),null,n,r,e)}}function handleContextMenu(e){var t=$(e.target).closest(\".slick-cell\",$canvas);0!==t.length&&(activeCellNode===t[0]&&null!==currentEditor||trigger(self.onContextMenu,{},e))}function handleDblClick(e){var t=getCellFromEvent(e);!t||null!==currentEditor&&activeRow==t.row&&activeCell==t.cell||(trigger(self.onDblClick,{row:t.row,cell:t.cell},e),e.isImmediatePropagationStopped()||options.editable&&gotoCell(t.row,t.cell,!0,e))}function handleHeaderMouseEnter(e){trigger(self.onHeaderMouseEnter,{column:$(this).data(\"column\"),grid:self},e)}function handleHeaderMouseLeave(e){trigger(self.onHeaderMouseLeave,{column:$(this).data(\"column\"),grid:self},e)}function handleHeaderContextMenu(e){var t=$(e.target).closest(\".slick-header-column\",\".slick-header-columns\"),n=t&&t.data(\"column\");trigger(self.onHeaderContextMenu,{column:n},e)}function handleHeaderClick(e){if(!columnResizeDragging){var t=$(e.target).closest(\".slick-header-column\",\".slick-header-columns\"),n=t&&t.data(\"column\");n&&trigger(self.onHeaderClick,{column:n},e)}}function handleMouseEnter(e){trigger(self.onMouseEnter,{},e)}function handleMouseLeave(e){trigger(self.onMouseLeave,{},e)}function cellExists(e,t){return!(e<0||e>=getDataLength()||t<0||t>=columns.length)}function getCellFromPoint(e,t){for(var n=getRowFromPosition(t),o=0,r=0,i=0;i<columns.length&&r<e;i++)r+=columns[i].width,o++;return o<0&&(o=0),{row:n,cell:o-1}}function getCellFromNode(e){var t=/l\\d+/.exec(e.className);if(!t)throw new Error(\"getCellFromNode: cannot get cell - \"+e.className);return parseInt(t[0].substr(1,t[0].length-1),10)}function getRowFromNode(e){for(var t in rowsCache)if(rowsCache[t].rowNode===e)return 0|t;return null}function getCellFromEvent(e){var t=$(e.target).closest(\".slick-cell\",$canvas);if(!t.length)return null;var n=getRowFromNode(t[0].parentNode),o=getCellFromNode(t[0]);return null==n||null==o?null:{row:n,cell:o}}function getCellNodeBox(e,t){if(!cellExists(e,t))return null;for(var n=getRowTop(e),o=n+options.rowHeight-1,r=0,i=0;i<t;i++)r+=columns[i].width;return{top:n,left:r,bottom:o,right:r+columns[t].width}}function resetActiveCell(){setActiveCellInternal(null,!1)}function setFocus(){-1==tabbingDirection?$focusSink[0].focus():$focusSink2[0].focus()}function scrollCellIntoView(e,t,n){scrollRowIntoView(e,n);var o=getColspan(e,t);internalScrollColumnIntoView(columnPosLeft[t],columnPosRight[t+(o>1?o-1:0)])}function internalScrollColumnIntoView(e,t){var n=scrollLeft+viewportW;e<scrollLeft?($viewport.scrollLeft(e),handleScroll(),render()):t>n&&($viewport.scrollLeft(Math.min(e,t-$viewport[0].clientWidth)),handleScroll(),render())}function scrollColumnIntoView(e){internalScrollColumnIntoView(columnPosLeft[e],columnPosRight[e])}function setActiveCellInternal(e,t,n,o,r){null!==activeCellNode&&(makeActiveCellNormal(),$(activeCellNode).removeClass(\"active\"),rowsCache[activeRow]&&$(rowsCache[activeRow].rowNode).removeClass(\"active\"));null!=(activeCellNode=e)?(activeRow=getRowFromNode(activeCellNode.parentNode),activeCell=activePosX=getCellFromNode(activeCellNode),null==t&&(t=activeRow==getDataLength()||options.autoEdit),options.showCellSelection&&($(activeCellNode).addClass(\"active\"),$(rowsCache[activeRow].rowNode).addClass(\"active\")),options.editable&&t&&isCellPotentiallyEditable(activeRow,activeCell)&&(clearTimeout(h_editorLoader),options.asyncEditorLoading?h_editorLoader=setTimeout(function(){makeActiveCellEditable(void 0,n,r)},options.asyncEditorLoadDelay):makeActiveCellEditable(void 0,n,r))):activeRow=activeCell=null,o||trigger(self.onActiveCellChanged,getActiveCell())}function clearTextSelection(){if(document.selection&&document.selection.empty)try{document.selection.empty()}catch(e){}else if(window.getSelection){var e=window.getSelection();e&&e.removeAllRanges&&e.removeAllRanges()}}function isCellPotentiallyEditable(e,t){var n=getDataLength();return!(e<n&&!getDataItem(e))&&(!(columns[t].cannotTriggerInsert&&e>=n)&&!!getEditor(e,t))}function makeActiveCellNormal(){if(currentEditor){if(trigger(self.onBeforeCellEditorDestroy,{editor:currentEditor}),currentEditor.destroy(),currentEditor=null,activeCellNode){var e=getDataItem(activeRow);if($(activeCellNode).removeClass(\"editable invalid\"),e){var t=columns[activeCell];applyFormatResultToCellNode(getFormatter(activeRow,t)(activeRow,activeCell,getDataItemValueForColumn(e,t),t,e,self),activeCellNode),invalidatePostProcessingResults(activeRow)}}navigator.userAgent.toLowerCase().match(/msie/)&&clearTextSelection(),getEditorLock().deactivate(editController)}}function makeActiveCellEditable(e,t,n){if(activeCellNode){if(!options.editable)throw new Error(\"Grid : makeActiveCellEditable : should never get called when options.editable is false\");if(clearTimeout(h_editorLoader),isCellPotentiallyEditable(activeRow,activeCell)){var o=columns[activeCell],r=getDataItem(activeRow);if(!1!==trigger(self.onBeforeEditCell,{row:activeRow,cell:activeCell,item:r,column:o})){getEditorLock().activate(editController),$(activeCellNode).addClass(\"editable\");var i=e||getEditor(activeRow,activeCell);e||i.suppressClearOnEdit||(activeCellNode.innerHTML=\"\"),currentEditor=new i({grid:self,gridPosition:absBox($container[0]),position:absBox(activeCellNode),container:activeCellNode,column:o,item:r||{},event:n,commitChanges:commitEditAndSetFocus,cancelChanges:cancelEditAndSetFocus}),r&&(currentEditor.loadValue(r),t&&currentEditor.preClick&&currentEditor.preClick()),serializedEditorValue=currentEditor.serializeValue(),currentEditor.position&&handleActiveCellPositionChange()}else setFocus()}}}function commitEditAndSetFocus(){getEditorLock().commitCurrentEdit()&&(setFocus(),options.autoEdit&&navigateDown())}function cancelEditAndSetFocus(){getEditorLock().cancelCurrentEdit()&&setFocus()}function absBox(e){var t={top:e.offsetTop,left:e.offsetLeft,bottom:0,right:0,width:$(e).outerWidth(),height:$(e).outerHeight(),visible:!0};t.bottom=t.top+t.height,t.right=t.left+t.width;for(var n=e.offsetParent;(e=e.parentNode)!=document.body&&null!=e;)t.visible&&e.scrollHeight!=e.offsetHeight&&\"visible\"!=$(e).css(\"overflowY\")&&(t.visible=t.bottom>e.scrollTop&&t.top<e.scrollTop+e.clientHeight),t.visible&&e.scrollWidth!=e.offsetWidth&&\"visible\"!=$(e).css(\"overflowX\")&&(t.visible=t.right>e.scrollLeft&&t.left<e.scrollLeft+e.clientWidth),t.left-=e.scrollLeft,t.top-=e.scrollTop,e===n&&(t.left+=e.offsetLeft,t.top+=e.offsetTop,n=e.offsetParent),t.bottom=t.top+t.height,t.right=t.left+t.width;return t}function getActiveCellPosition(){return absBox(activeCellNode)}function getGridPosition(){return absBox($container[0])}function handleActiveCellPositionChange(){if(activeCellNode&&(trigger(self.onActiveCellPositionChanged,{}),currentEditor)){var e=getActiveCellPosition();currentEditor.show&&currentEditor.hide&&(e.visible?currentEditor.show():currentEditor.hide()),currentEditor.position&&currentEditor.position(e)}}function getCellEditor(){return currentEditor}function getActiveCell(){return activeCellNode?{row:activeRow,cell:activeCell}:null}function getActiveCellNode(){return activeCellNode}function scrollRowIntoView(e,t){var n=e*options.rowHeight,o=(e+1)*options.rowHeight-viewportH+(viewportHasHScroll?scrollbarDimensions.height:0);(e+1)*options.rowHeight>scrollTop+viewportH+offset?(scrollTo(t?n:o),render()):e*options.rowHeight<scrollTop+offset&&(scrollTo(t?o:n),render())}function scrollRowToTop(e){scrollTo(e*options.rowHeight),render()}function scrollPage(e){var t=e*numVisibleRows;if(scrollTo((getRowFromPosition(scrollTop)+t)*options.rowHeight),render(),options.enableCellNavigation&&null!=activeRow){var n=activeRow+t,o=getDataLengthIncludingAddNew();n>=o&&(n=o-1),n<0&&(n=0);for(var r=0,i=null,l=activePosX;r<=activePosX;)canCellBeActive(n,r)&&(i=r),r+=getColspan(n,r);null!==i?(setActiveCellInternal(getCellNode(n,i)),activePosX=l):resetActiveCell()}}function navigatePageDown(){scrollPage(1)}function navigatePageUp(){scrollPage(-1)}function navigateTop(){navigateToRow(0)}function navigateBottom(){navigateToRow(getDataLength()-1)}function navigateToRow(e){var t=getDataLength();if(!t)return!0;if(e<0?e=0:e>=t&&(e=t-1),scrollCellIntoView(e,0,!0),options.enableCellNavigation&&null!=activeRow){for(var n=0,o=null,r=activePosX;n<=activePosX;)canCellBeActive(e,n)&&(o=n),n+=getColspan(e,n);null!==o?(setActiveCellInternal(getCellNode(e,o)),activePosX=r):resetActiveCell()}return!0}function getColspan(e,t){var n=data.getItemMetadata&&data.getItemMetadata(e);if(!n||!n.columns)return 1;var o=n.columns[columns[t].id]||n.columns[t],r=o&&o.colspan;return r=\"*\"===r?columns.length-t:r||1}function findFirstFocusableCell(e){for(var t=0;t<columns.length;){if(canCellBeActive(e,t))return t;t+=getColspan(e,t)}return null}function findLastFocusableCell(e){for(var t=0,n=null;t<columns.length;)canCellBeActive(e,t)&&(n=t),t+=getColspan(e,t);return n}function gotoRight(e,t,n){if(t>=columns.length)return null;do{t+=getColspan(e,t)}while(t<columns.length&&!canCellBeActive(e,t));return t<columns.length?{row:e,cell:t,posX:t}:null}function gotoLeft(e,t,n){if(t<=0)return null;var o=findFirstFocusableCell(e);if(null===o||o>=t)return null;for(var r,i={row:e,cell:o,posX:o};;){if(!(r=gotoRight(i.row,i.cell,i.posX)))return null;if(r.cell>=t)return i;i=r}}function gotoDown(e,t,n){for(var o,r=getDataLengthIncludingAddNew();;){if(++e>=r)return null;for(o=t=0;t<=n;)o=t,t+=getColspan(e,t);if(canCellBeActive(e,o))return{row:e,cell:o,posX:n}}}function gotoUp(e,t,n){for(var o;;){if(--e<0)return null;for(o=t=0;t<=n;)o=t,t+=getColspan(e,t);if(canCellBeActive(e,o))return{row:e,cell:o,posX:n}}}function gotoNext(e,t,n){if(null==e&&null==t&&canCellBeActive(e=t=n=0,t))return{row:e,cell:t,posX:t};var o=gotoRight(e,t,n);if(o)return o;var r=null,i=getDataLengthIncludingAddNew();for(e===i-1&&e--;++e<i;)if(null!==(r=findFirstFocusableCell(e)))return{row:e,cell:r,posX:r};return null}function gotoPrev(e,t,n){if(null==e&&null==t&&canCellBeActive(e=getDataLengthIncludingAddNew()-1,t=n=columns.length-1))return{row:e,cell:t,posX:t};for(var o,r;!o&&!(o=gotoLeft(e,t,n));){if(--e<0)return null;t=0,null!==(r=findLastFocusableCell(e))&&(o={row:e,cell:r,posX:r})}return o}function gotoRowStart(e,t,n){var o=findFirstFocusableCell(e);return null===o?null:{row:e,cell:o,posX:o}}function gotoRowEnd(e,t,n){var o=findLastFocusableCell(e);return null===o?null:{row:e,cell:o,posX:o}}function navigateRight(){return navigate(\"right\")}function navigateLeft(){return navigate(\"left\")}function navigateDown(){return navigate(\"down\")}function navigateUp(){return navigate(\"up\")}function navigateNext(){return navigate(\"next\")}function navigatePrev(){return navigate(\"prev\")}function navigateRowStart(){return navigate(\"home\")}function navigateRowEnd(){return navigate(\"end\")}function navigate(e){if(!options.enableCellNavigation)return!1;if(!activeCellNode&&\"prev\"!=e&&\"next\"!=e)return!1;if(!getEditorLock().commitCurrentEdit())return!0;setFocus();tabbingDirection={up:-1,down:1,left:-1,right:1,prev:-1,next:1,home:-1,end:1}[e];var t=(0,{up:gotoUp,down:gotoDown,left:gotoLeft,right:gotoRight,prev:gotoPrev,next:gotoNext,home:gotoRowStart,end:gotoRowEnd}[e])(activeRow,activeCell,activePosX);if(t){var n=t.row==getDataLength();return scrollCellIntoView(t.row,t.cell,!n&&options.emulatePagingWhenScrolling),setActiveCellInternal(getCellNode(t.row,t.cell)),activePosX=t.posX,!0}return setActiveCellInternal(getCellNode(activeRow,activeCell)),!1}function getCellNode(e,t){return rowsCache[e]?(ensureCellNodesInRowsCache(e),rowsCache[e].cellNodesByColumnIdx[t]):null}function setActiveCell(e,t,n,o,r){initialized&&(e>getDataLength()||e<0||t>=columns.length||t<0||options.enableCellNavigation&&(scrollCellIntoView(e,t,!1),setActiveCellInternal(getCellNode(e,t),n,o,r)))}function canCellBeActive(e,t){if(!options.enableCellNavigation||e>=getDataLengthIncludingAddNew()||e<0||t>=columns.length||t<0)return!1;var n=data.getItemMetadata&&data.getItemMetadata(e);if(n&&void 0!==n.focusable)return!!n.focusable;var o=n&&n.columns;return o&&o[columns[t].id]&&void 0!==o[columns[t].id].focusable?!!o[columns[t].id].focusable:o&&o[t]&&void 0!==o[t].focusable?!!o[t].focusable:!!columns[t].focusable}function canCellBeSelected(e,t){if(e>=getDataLength()||e<0||t>=columns.length||t<0)return!1;var n=data.getItemMetadata&&data.getItemMetadata(e);if(n&&void 0!==n.selectable)return!!n.selectable;var o=n&&n.columns&&(n.columns[columns[t].id]||n.columns[t]);return o&&void 0!==o.selectable?!!o.selectable:!!columns[t].selectable}function gotoCell(e,t,n,o){initialized&&(canCellBeActive(e,t)&&getEditorLock().commitCurrentEdit()&&(scrollCellIntoView(e,t,!1),setActiveCellInternal(getCellNode(e,t),n||e===getDataLength()||options.autoEdit,null,options.editable,o),currentEditor||setFocus()))}function commitCurrentEdit(){var e=getDataItem(activeRow),t=columns[activeCell];if(currentEditor){if(currentEditor.isValueChanged()){var n=currentEditor.validate();if(n.valid){if(activeRow<getDataLength()){var o={row:activeRow,cell:activeCell,editor:currentEditor,serializedValue:currentEditor.serializeValue(),prevSerializedValue:serializedEditorValue,execute:function(){this.editor.applyValue(e,this.serializedValue),updateRow(this.row),trigger(self.onCellChange,{row:this.row,cell:this.cell,item:e})},undo:function(){this.editor.applyValue(e,this.prevSerializedValue),updateRow(this.row),trigger(self.onCellChange,{row:this.row,cell:this.cell,item:e})}};options.editCommandHandler?(makeActiveCellNormal(),options.editCommandHandler(e,t,o)):(o.execute(),makeActiveCellNormal())}else{var r={};currentEditor.applyValue(r,currentEditor.serializeValue()),makeActiveCellNormal(),trigger(self.onAddNewRow,{item:r,column:t})}return!getEditorLock().isActive()}return $(activeCellNode).removeClass(\"invalid\"),$(activeCellNode).width(),$(activeCellNode).addClass(\"invalid\"),trigger(self.onValidationError,{editor:currentEditor,cellNode:activeCellNode,validationResults:n,row:activeRow,cell:activeCell,column:t}),currentEditor.focus(),!1}makeActiveCellNormal()}return!0}function cancelCurrentEdit(){return makeActiveCellNormal(),!0}function rowsToRanges(e){for(var t=[],n=columns.length-1,o=0;o<e.length;o++)t.push(new Slick.Range(e[o],0,e[o],n));return t}function getSelectedRows(){if(!selectionModel)throw new Error(\"Selection model is not set\");return selectedRows}function setSelectedRows(e){if(!selectionModel)throw new Error(\"Selection model is not set\");self&&self.getEditorLock&&!self.getEditorLock().isActive()&&selectionModel.setSelectedRanges(rowsToRanges(e))}this.debug=function(){var e=\"\";e+=\"\\ncounter_rows_rendered:  \"+counter_rows_rendered,e+=\"\\ncounter_rows_removed:  \"+counter_rows_removed,e+=\"\\nrenderedRows:  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Slick.Event,registerPlugin:registerPlugin,unregisterPlugin:unregisterPlugin,getColumns:getColumns,setColumns:setColumns,getColumnIndex:getColumnIndex,updateColumnHeader:updateColumnHeader,setSortColumn:setSortColumn,setSortColumns:setSortColumns,getSortColumns:getSortColumns,autosizeColumns:autosizeColumns,getOptions:getOptions,setOptions:setOptions,getData:getData,getDataLength:getDataLength,getDataItem:getDataItem,setData:setData,getSelectionModel:getSelectionModel,setSelectionModel:setSelectionModel,getSelectedRows:getSelectedRows,setSelectedRows:setSelectedRows,getContainerNode:getContainerNode,updatePagingStatusFromView:updatePagingStatusFromView,render:render,invalidate:invalidate,invalidateRow:invalidateRow,invalidateRows:invalidateRows,invalidateAllRows:invalidateAllRows,updateCell:updateCell,updateRow:updateRow,getViewport:getVisibleRange,getRenderedRange:getRenderedRange,resizeCanvas:resizeCanvas,updateRowCount:updateRowCount,scrollRowIntoView:scrollRowIntoView,scrollRowToTop:scrollRowToTop,scrollCellIntoView:scrollCellIntoView,scrollColumnIntoView:scrollColumnIntoView,getCanvasNode:getCanvasNode,getUID:getUID,getHeaderColumnWidthDiff:getHeaderColumnWidthDiff,getScrollbarDimensions:getScrollbarDimensions,getHeadersWidth:getHeadersWidth,getCanvasWidth:getCanvasWidth,focus:setFocus,scrollTo:scrollTo,getCellFromPoint:getCellFromPoint,getCellFromEvent:getCellFromEvent,getActiveCell:getActiveCell,setActiveCell:setActiveCell,getActiveCellNode:getActiveCellNode,getActiveCellPosition:getActiveCellPosition,resetActiveCell:resetActiveCell,editActiveCell:makeActiveCellEditable,getCellEditor:getCellEditor,getCellNode:getCellNode,getCellNodeBox:getCellNodeBox,canCellBeSelected:canCellBeSelected,canCellBeActive:canCellBeActive,navigatePrev:navigatePrev,navigateNext:navigateNext,navigateUp:navigateUp,navigateDown:navigateDown,navigateLeft:navigateLeft,navigateRight:navigateRight,navigatePageUp:navigatePageUp,navigatePageDown:navigatePageDown,navigateTop:navigateTop,navigateBottom:navigateBottom,navigateRowStart:navigateRowStart,navigateRowEnd:navigateRowEnd,gotoCell:gotoCell,getTopPanel:getTopPanel,setTopPanelVisibility:setTopPanelVisibility,getPreHeaderPanel:getPreHeaderPanel,setPreHeaderPanelVisibility:setPreHeaderPanelVisibility,getHeader:getHeader,getHeaderColumn:getHeaderColumn,setHeaderRowVisibility:setHeaderRowVisibility,getHeaderRow:getHeaderRow,getHeaderRowColumn:getHeaderRowColumn,setFooterRowVisibility:setFooterRowVisibility,getFooterRow:getFooterRow,getFooterRowColumn:getFooterRowColumn,getGridPosition:getGridPosition,flashCell:flashCell,addCellCssStyles:addCellCssStyles,setCellCssStyles:setCellCssStyles,removeCellCssStyles:removeCellCssStyles,getCellCssStyles:getCellCssStyles,init:finishInitialization,destroy:destroy,getEditorLock:getEditorLock,getEditController:getEditController}),init()}module.exports={Grid:SlickGrid}},470:function(e,t,n){t.exports=\"undefined\"!=typeof 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bokeh-gl.min.js */\n      /*!\n       * Copyright (c) 2012 - 2018, Anaconda, Inc., and Bokeh Contributors\n       * All rights reserved.\n       * \n       * Redistribution and use in source and binary forms, with or without modification,\n       * are permitted provided that the following conditions are met:\n       * \n       * Redistributions of source code must retain the above copyright notice,\n       * this list of conditions and the following disclaimer.\n       * \n       * Redistributions in binary form must reproduce the above copyright notice,\n       * this list of conditions and the following disclaimer in the documentation\n       * and/or other materials provided with the distribution.\n       * \n       * Neither the name of Anaconda nor the names of any contributors\n       * may be used to endorse or promote products derived from this software\n       * without specific prior written permission.\n       * \n       * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\n       * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\n       * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE\n       * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE\n       * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR\n       * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF\n       * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS\n       * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN\n       * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)\n       * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF\n       * THE POSSIBILITY OF SUCH DAMAGE.\n       */\n      !function(t,e){var n;n=t.Bokeh,function(t,e,a){if(null!=n)return n.register_plugin(t,{\"models/glyphs/webgl/base\":473,\"models/glyphs/webgl/index\":474,\"models/glyphs/webgl/line.frag\":475,\"models/glyphs/webgl/line\":476,\"models/glyphs/webgl/line.vert\":477,\"models/glyphs/webgl/main\":478,\"models/glyphs/webgl/markers.frag\":479,\"models/glyphs/webgl/markers\":480,\"models/glyphs/webgl/markers.vert\":481},478);throw new Error(\"Cannot find Bokeh. You have to load it prior to loading plugins.\")}({473:function(t,e,n){var a=t(30),s=t(17),i=function(){function t(t,e){this.gl=t,this.glyph=e,this.nvertices=0,this.size_changed=!1,this.data_changed=!1,this.visuals_changed=!1,this.init()}return t.prototype.set_data_changed=function(t){t!=this.nvertices&&(this.nvertices=t,this.size_changed=!0),this.data_changed=!0},t.prototype.set_visuals_changed=function(){this.visuals_changed=!0},t.prototype.render=function(t,e,n){var a,i=[0,1,2],r=i[0],o=i[1],l=i[2],_=1,h=1,c=this.glyph.renderer.map_to_screen([r*_,o*_,l*_],[r*h,o*h,l*h]),f=c[0],d=c[1];if(isNaN(f[0]+f[1]+f[2]+d[0]+d[1]+d[2]))return s.logger.warn(\"WebGL backend (\"+this.glyph.model.type+\"): falling back to canvas rendering\"),!1;if(_=100/Math.min(Math.max(Math.abs(f[1]-f[0]),1e-12),1e12),h=100/Math.min(Math.max(Math.abs(d[1]-d[0]),1e-12),1e12),a=this.glyph.renderer.map_to_screen([r*_,o*_,l*_],[r*h,o*h,l*h]),f=a[0],d=a[1],Math.abs(f[1]-f[0]-(f[2]-f[1]))>1e-6||Math.abs(d[1]-d[0]-(d[2]-d[1]))>1e-6)return s.logger.warn(\"WebGL backend (\"+this.glyph.model.type+\"): falling back to canvas rendering\"),!1;var u=[(f[1]-f[0])/_,(d[1]-d[0])/h],g=u[0],p=u[1],v=this.glyph.renderer.plot_view.gl.canvas,m=v.width,x=v.height,y={pixel_ratio:this.glyph.renderer.plot_view.canvas.pixel_ratio,width:m,height:x,dx:f[0]/g,dy:d[0]/p,sx:g,sy:p};return this.draw(e,n,y),!0},t}();function r(t,e){for(var n=new Float32Array(t),a=0,s=t;a<s;a++)n[a]=e;return n}function o(t,e){return void 0!==t[e].spec.value}n.BaseGLGlyph=i,n.line_width=function(t){return t<2&&(t=Math.sqrt(2*t)),t},n.fill_array_with_float=r,n.fill_array_with_vec=function(t,e,n){for(var a=new Float32Array(t*e),s=0;s<t;s++)for(var i=0;i<e;i++)a[s*e+i]=n[i];return a},n.visual_prop_is_singular=o,n.attach_float=function(t,e,n,a,s,i){if(s.doit)if(o(s,i))e.used=!1,t.set_attribute(n,\"float\",s[i].value());else{e.used=!0;var r=new Float32Array(s.cache[i+\"_array\"]);e.set_size(4*a),e.set_data(0,r),t.set_attribute(n,\"float\",e)}else e.used=!1,t.set_attribute(n,\"float\",[0])},n.attach_color=function(t,e,n,s,i,l){var _,h=l+\"_color\",c=l+\"_alpha\";if(i.doit)if(o(i,h)&&o(i,c))e.used=!1,_=a.color2rgba(i[h].value(),i[c].value()),t.set_attribute(n,\"vec4\",_);else{var f=void 0,d=void 0;e.used=!0,d=o(i,h)?function(){for(var t=[],e=0,n=s;e<n;e++)t.push(i[h].value());return t}():i.cache[h+\"_array\"],f=o(i,c)?r(s,i[c].value()):i.cache[c+\"_array\"];for(var u=new Float32Array(4*s),g=0,p=s;g<p;g++){_=a.color2rgba(d[g],f[g]);for(var v=0;v<4;v++)u[4*g+v]=_[v]}e.set_size(4*s*4),e.set_data(0,u),t.set_attribute(n,\"vec4\",e)}else e.used=!1,t.set_attribute(n,\"vec4\",[0,0,0,0])}},474:function(t,e,n){var a=t(408);a.__exportStar(t(476),n),a.__exportStar(t(480),n)},475:function(t,e,n){n.fragment_shader=\"\\nprecision mediump float;\\n\\nconst float PI = 3.14159265358979323846264;\\nconst float THETA = 15.0 * 3.14159265358979323846264/180.0;\\n\\nuniform sampler2D u_dash_atlas;\\n\\nuniform vec2 u_linecaps;\\nuniform float u_miter_limit;\\nuniform float u_linejoin;\\nuniform float u_antialias;\\nuniform float u_dash_phase;\\nuniform float u_dash_period;\\nuniform float u_dash_index;\\nuniform vec2 u_dash_caps;\\nuniform float u_closed;\\n\\nvarying vec4  v_color;\\nvarying vec2  v_segment;\\nvarying vec2  v_angles;\\nvarying vec2  v_texcoord;\\nvarying vec2  v_miter;\\nvarying float v_length;\\nvarying float v_linewidth;\\n\\n// Compute distance to cap ----------------------------------------------------\\nfloat cap( int type, float dx, float dy, float t, float linewidth )\\n{\\n    float d = 0.0;\\n    dx = abs(dx);\\n    dy = abs(dy);\\n    if      (type == 0)  discard;  // None\\n    else if (type == 1)  d = sqrt(dx*dx+dy*dy);  // Round\\n    else if (type == 3)  d = (dx+abs(dy));  // Triangle in\\n    else if (type == 2)  d = max(abs(dy),(t+dx-abs(dy)));  // Triangle out\\n    else if (type == 4)  d = max(dx,dy);  // Square\\n    else if (type == 5)  d = max(dx+t,dy);  // Butt\\n    return d;\\n}\\n\\n// Compute distance to join -------------------------------------------------\\nfloat join( in int type, in float d, in vec2 segment, in vec2 texcoord, in vec2 miter,\\n           in float linewidth )\\n{\\n    // texcoord.x is distance from start\\n    // texcoord.y is distance from centerline\\n    // segment.x and y indicate the limits (as for texcoord.x) for this segment\\n\\n    float dx = texcoord.x;\\n\\n    // Round join\\n    if( type == 1 ) {\\n        if (dx < segment.x) {\\n            d = max(d,length( texcoord - vec2(segment.x,0.0)));\\n            //d = length( texcoord - vec2(segment.x,0.0));\\n        } else if (dx > segment.y) {\\n            d = max(d,length( texcoord - vec2(segment.y,0.0)));\\n            //d = length( texcoord - vec2(segment.y,0.0));\\n        }\\n    }\\n    // Bevel join\\n    else if ( type == 2 ) {\\n        if (dx < segment.x) {\\n            vec2 x = texcoord - vec2(segment.x,0.0);\\n            d = max(d, max(abs(x.x), abs(x.y)));\\n\\n        } else if (dx > segment.y) {\\n            vec2 x = texcoord - vec2(segment.y,0.0);\\n            d = max(d, max(abs(x.x), abs(x.y)));\\n        }\\n        /*  Original code for bevel which does not work for us\\n        if( (dx < segment.x) ||  (dx > segment.y) )\\n            d = max(d, min(abs(x.x),abs(x.y)));\\n        */\\n    }\\n\\n    return d;\\n}\\n\\nvoid main()\\n{\\n    // If color is fully transparent we just discard the fragment\\n    if( v_color.a <= 0.0 ) {\\n        discard;\\n    }\\n\\n    // Test if dash pattern is the solid one (0)\\n    bool solid =  (u_dash_index == 0.0);\\n\\n    // Test if path is closed\\n    bool closed = (u_closed > 0.0);\\n\\n    vec4 color = v_color;\\n    float dx = v_texcoord.x;\\n    float dy = v_texcoord.y;\\n    float t = v_linewidth/2.0-u_antialias;\\n    float width = 1.0;  //v_linewidth; original code had dashes scale with line width, we do not\\n    float d = 0.0;\\n\\n    vec2 linecaps = u_linecaps;\\n    vec2 dash_caps = u_dash_caps;\\n    float line_start = 0.0;\\n    float line_stop = v_length;\\n\\n    // Apply miter limit; fragments too far into the miter are simply discarded\\n    if( (dx < v_segment.x) || (dx > v_segment.y) ) {\\n        float into_miter = max(v_segment.x - dx, dx - v_segment.y);\\n        if (into_miter > u_miter_limit*v_linewidth/2.0)\\n          discard;\\n    }\\n\\n    // Solid line --------------------------------------------------------------\\n    if( solid ) {\\n        d = abs(dy);\\n        if( (!closed) && (dx < line_start) ) {\\n            d = cap( int(u_linecaps.x), abs(dx), abs(dy), t, v_linewidth );\\n        }\\n        else if( (!closed) &&  (dx > line_stop) ) {\\n            d = cap( int(u_linecaps.y), abs(dx)-line_stop, abs(dy), t, v_linewidth );\\n        }\\n        else {\\n            d = join( int(u_linejoin), abs(dy), v_segment, v_texcoord, v_miter, v_linewidth );\\n        }\\n\\n    // Dash line --------------------------------------------------------------\\n    } else {\\n        float segment_start = v_segment.x;\\n        float segment_stop  = v_segment.y;\\n        float segment_center= (segment_start+segment_stop)/2.0;\\n        float freq          = u_dash_period*width;\\n        float u = mod( dx + u_dash_phase*width, freq);\\n        vec4 tex = texture2D(u_dash_atlas, vec2(u/freq, u_dash_index)) * 255.0 -10.0;  // conversion to int-like\\n        float dash_center= tex.x * width;\\n        float dash_type  = tex.y;\\n        float _start = tex.z * width;\\n        float _stop  = tex.a * width;\\n        float dash_start = dx - u + _start;\\n        float dash_stop  = dx - u + _stop;\\n\\n        // Compute extents of the first dash (the one relative to v_segment.x)\\n        // Note: this could be computed in the vertex shader\\n        if( (dash_stop < segment_start) && (dash_caps.x != 5.0) ) {\\n            float u = mod(segment_start + u_dash_phase*width, freq);\\n            vec4 tex = texture2D(u_dash_atlas, vec2(u/freq, u_dash_index)) * 255.0 -10.0;  // conversion to int-like\\n            dash_center= tex.x * width;\\n            //dash_type  = tex.y;\\n            float _start = tex.z * width;\\n            float _stop  = tex.a * width;\\n            dash_start = segment_start - u + _start;\\n            dash_stop = segment_start - u + _stop;\\n        }\\n\\n        // Compute extents of the last dash (the one relatives to v_segment.y)\\n        // Note: This could be computed in the vertex shader\\n        else if( (dash_start > segment_stop)  && (dash_caps.y != 5.0) ) {\\n            float u = mod(segment_stop + u_dash_phase*width, freq);\\n            vec4 tex = texture2D(u_dash_atlas, vec2(u/freq, u_dash_index)) * 255.0 -10.0;  // conversion to int-like\\n            dash_center= tex.x * width;\\n            //dash_type  = tex.y;\\n            float _start = tex.z * width;\\n            float _stop  = tex.a * width;\\n            dash_start = segment_stop - u + _start;\\n            dash_stop  = segment_stop - u + _stop;\\n        }\\n\\n        // This test if the we are dealing with a discontinuous angle\\n        bool discontinuous = ((dx <  segment_center) && abs(v_angles.x) > THETA) ||\\n                             ((dx >= segment_center) && abs(v_angles.y) > THETA);\\n        //if( dx < line_start) discontinuous = false;\\n        //if( dx > line_stop)  discontinuous = false;\\n\\n        float d_join = join( int(u_linejoin), abs(dy),\\n                            v_segment, v_texcoord, v_miter, v_linewidth );\\n\\n        // When path is closed, we do not have room for linecaps, so we make room\\n        // by shortening the total length\\n        if (closed) {\\n             line_start += v_linewidth/2.0;\\n             line_stop  -= v_linewidth/2.0;\\n        }\\n\\n        // We also need to take antialias area into account\\n        //line_start += u_antialias;\\n        //line_stop  -= u_antialias;\\n\\n        // Check is dash stop is before line start\\n        if( dash_stop <= line_start ) {\\n            discard;\\n        }\\n        // Check is dash start is beyond line stop\\n        if( dash_start >= line_stop ) {\\n            discard;\\n        }\\n\\n        // Check if current dash start is beyond segment stop\\n        if( discontinuous ) {\\n            // Dash start is beyond segment, we discard\\n            if( (dash_start > segment_stop) ) {\\n                discard;\\n                //gl_FragColor = vec4(1.0,0.0,0.0,.25); return;\\n            }\\n\\n            // Dash stop is before segment, we discard\\n            if( (dash_stop < segment_start) ) {\\n                discard;  //gl_FragColor = vec4(0.0,1.0,0.0,.25); return;\\n            }\\n\\n            // Special case for round caps (nicer with this)\\n            if( dash_caps.x == 1.0 ) {\\n                if( (u > _stop) && (dash_stop > segment_stop )  && (abs(v_angles.y) < PI/2.0)) {\\n                    discard;\\n                }\\n            }\\n\\n            // Special case for round caps  (nicer with this)\\n            if( dash_caps.y == 1.0 ) {\\n                if( (u < _start) && (dash_start < segment_start )  && (abs(v_angles.x) < PI/2.0)) {\\n                    discard;\\n                }\\n            }\\n\\n            // Special case for triangle caps (in & out) and square\\n            // We make sure the cap stop at crossing frontier\\n            if( (dash_caps.x != 1.0) && (dash_caps.x != 5.0) ) {\\n                if( (dash_start < segment_start )  && (abs(v_angles.x) < PI/2.0) ) {\\n                    float a = v_angles.x/2.0;\\n                    float x = (segment_start-dx)*cos(a) - dy*sin(a);\\n                    float y = (segment_start-dx)*sin(a) + dy*cos(a);\\n                    if( x > 0.0 ) discard;\\n                    // We transform the cap into square to avoid holes\\n                    dash_caps.x = 4.0;\\n                }\\n            }\\n\\n            // Special case for triangle caps (in & out) and square\\n            // We make sure the cap stop at crossing frontier\\n            if( (dash_caps.y != 1.0) && (dash_caps.y != 5.0) ) {\\n                if( (dash_stop > segment_stop )  && (abs(v_angles.y) < PI/2.0) ) {\\n                    float a = v_angles.y/2.0;\\n                    float x = (dx-segment_stop)*cos(a) - dy*sin(a);\\n                    float y = (dx-segment_stop)*sin(a) + dy*cos(a);\\n                    if( x > 0.0 ) discard;\\n                    // We transform the caps into square to avoid holes\\n                    dash_caps.y = 4.0;\\n                }\\n            }\\n        }\\n\\n        // Line cap at start\\n        if( (dx < line_start) && (dash_start < line_start) && (dash_stop > line_start) ) {\\n            d = cap( int(linecaps.x), dx-line_start, dy, t, v_linewidth);\\n        }\\n        // Line cap at stop\\n        else if( (dx > line_stop) && (dash_stop > line_stop) && (dash_start < line_stop) ) {\\n            d = cap( int(linecaps.y), dx-line_stop, dy, t, v_linewidth);\\n        }\\n        // Dash cap left - dash_type = -1, 0 or 1, but there may be roundoff errors\\n        else if( dash_type < -0.5 ) {\\n            d = cap( int(dash_caps.y), abs(u-dash_center), dy, t, v_linewidth);\\n            if( (dx > line_start) && (dx < line_stop) )\\n                d = max(d,d_join);\\n        }\\n        // Dash cap right\\n        else if( dash_type > 0.5 ) {\\n            d = cap( int(dash_caps.x), abs(dash_center-u), dy, t, v_linewidth);\\n            if( (dx > line_start) && (dx < line_stop) )\\n                d = max(d,d_join);\\n        }\\n        // Dash body (plain)\\n        else {// if( dash_type > -0.5 &&  dash_type < 0.5) {\\n            d = abs(dy);\\n        }\\n\\n        // Line join\\n        if( (dx > line_start) && (dx < line_stop)) {\\n            if( (dx <= segment_start) && (dash_start <= segment_start)\\n                && (dash_stop >= segment_start) ) {\\n                d = d_join;\\n                // Antialias at outer border\\n                float angle = PI/2.+v_angles.x;\\n                float f = abs( (segment_start - dx)*cos(angle) - dy*sin(angle));\\n                d = max(f,d);\\n            }\\n            else if( (dx > segment_stop) && (dash_start <= segment_stop)\\n                     && (dash_stop >= segment_stop) ) {\\n                d = d_join;\\n                // Antialias at outer border\\n                float angle = PI/2.+v_angles.y;\\n                float f = abs((dx - segment_stop)*cos(angle) - dy*sin(angle));\\n                d = max(f,d);\\n            }\\n            else if( dx < (segment_start - v_linewidth/2.)) {\\n                discard;\\n            }\\n            else if( dx > (segment_stop + v_linewidth/2.)) {\\n                discard;\\n            }\\n        }\\n        else if( dx < (segment_start - v_linewidth/2.)) {\\n            discard;\\n        }\\n        else if( dx > (segment_stop + v_linewidth/2.)) {\\n            discard;\\n        }\\n    }\\n\\n    // Distance to border ------------------------------------------------------\\n    d = d - t;\\n    if( d < 0.0 ) {\\n        gl_FragColor = color;\\n    } else {\\n        d /= u_antialias;\\n        gl_FragColor = vec4(color.rgb, exp(-d*d)*color.a);\\n    }\\n}\\n\"},476:function(t,e,n){var a=t(408),s=t(482),i=t(473),r=t(477),o=t(475),l=t(30),_=function(){function t(t){this._atlas={},this._index=0,this._width=256,this._height=256,this.tex=new s.Texture2D(t),this.tex.set_wrapping(t.REPEAT,t.REPEAT),this.tex.set_interpolation(t.NEAREST,t.NEAREST),this.tex.set_size([this._height,this._width],t.RGBA),this.tex.set_data([0,0],[this._height,this._width],new Uint8Array(this._height*this._width*4)),this.get_atlas_data([1])}return t.prototype.get_atlas_data=function(t){var e=t.join(\"-\"),n=this._atlas[e];if(void 0===n){var a=this.make_pattern(t),s=a[0],i=a[1];this.tex.set_data([this._index,0],[1,this._width],new Uint8Array(s.map(function(t){return t+10}))),this._atlas[e]=[this._index/this._height,i],this._index+=1}return this._atlas[e]},t.prototype.make_pattern=function(t){t.length>1&&t.length%2&&(t=t.concat(t));for(var e=0,n=0,a=t;n<a.length;n++){var s=a[n];e+=s}for(var i=[],r=0,o=0,l=t.length+2;o<l;o+=2){var _=Math.max(1e-4,t[o%t.length]),h=Math.max(1e-4,t[(o+1)%t.length]);i.push(r,r+_),r+=_+h}for(var c=this._width,f=new Float32Array(4*c),o=0,l=c;o<l;o++){for(var d=void 0,u=void 0,g=void 0,p=e*o/(c-1),v=0,m=1e16,x=0,y=i.length;x<y;x++){var b=Math.abs(i[x]-p);b<m&&(v=x,m=b)}v%2==0?(g=p<=i[v]?1:0,u=i[v],d=i[v+1]):(g=p>i[v]?-1:0,u=i[v-1],d=i[v]),f[4*o+0]=i[v],f[4*o+1]=g,f[4*o+2]=u,f[4*o+3]=d}return[f,e]},t}(),h={miter:0,round:1,bevel:2},c={\"\":0,none:0,\".\":0,round:1,\")\":1,\"(\":1,o:1,\"triangle in\":2,\"<\":2,\"triangle out\":3,\">\":3,square:4,\"[\":4,\"]\":4,\"=\":4,butt:5,\"|\":5},f=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return a.__extends(e,t),e.prototype.init=function(){var t=this.gl;this._scale_aspect=0;var e=r.vertex_shader,n=o.fragment_shader;this.prog=new s.Program(t),this.prog.set_shaders(e,n),this.index_buffer=new s.IndexBuffer(t),this.vbo_position=new s.VertexBuffer(t),this.vbo_tangents=new s.VertexBuffer(t),this.vbo_segment=new s.VertexBuffer(t),this.vbo_angles=new s.VertexBuffer(t),this.vbo_texcoord=new s.VertexBuffer(t),this.dash_atlas=new _(t)},e.prototype.draw=function(t,e,n){var a=e.glglyph;if(a.data_changed){if(!isFinite(n.dx)||!isFinite(n.dy))return;a._baked_offset=[n.dx,n.dy],a._set_data(),a.data_changed=!1}this.visuals_changed&&(this._set_visuals(),this.visuals_changed=!1);var s=n.sx,i=n.sy,r=Math.sqrt(s*s+i*i);s/=r,i/=r,Math.abs(this._scale_aspect-i/s)>Math.abs(.001*this._scale_aspect)&&(a._update_scale(s,i),this._scale_aspect=i/s),this.prog.set_attribute(\"a_position\",\"vec2\",a.vbo_position),this.prog.set_attribute(\"a_tangents\",\"vec4\",a.vbo_tangents),this.prog.set_attribute(\"a_segment\",\"vec2\",a.vbo_segment),this.prog.set_attribute(\"a_angles\",\"vec2\",a.vbo_angles),this.prog.set_attribute(\"a_texcoord\",\"vec2\",a.vbo_texcoord),this.prog.set_uniform(\"u_length\",\"float\",[a.cumsum]),this.prog.set_texture(\"u_dash_atlas\",this.dash_atlas.tex);var o=a._baked_offset;if(this.prog.set_uniform(\"u_pixel_ratio\",\"float\",[n.pixel_ratio]),this.prog.set_uniform(\"u_canvas_size\",\"vec2\",[n.width,n.height]),this.prog.set_uniform(\"u_offset\",\"vec2\",[n.dx-o[0],n.dy-o[1]]),this.prog.set_uniform(\"u_scale_aspect\",\"vec2\",[s,i]),this.prog.set_uniform(\"u_scale_length\",\"float\",[r]),this.I_triangles=a.I_triangles,this.I_triangles.length<65535)this.index_buffer.set_size(2*this.I_triangles.length),this.index_buffer.set_data(0,new Uint16Array(this.I_triangles)),this.prog.draw(this.gl.TRIANGLES,this.index_buffer);else{t=Array.from(this.I_triangles);for(var l=this.I_triangles.length,_=[],h=0,c=Math.ceil(l/64008);h<c;h++)_.push([]);for(var h=0,c=t.length;h<c;h++){var f=t[h]%64008,d=Math.floor(t[h]/64008);_[d].push(f)}for(var d=0,c=_.length;d<c;d++){var u=new Uint16Array(_[d]),g=64008*d*4;0!==u.length&&(this.prog.set_attribute(\"a_position\",\"vec2\",a.vbo_position,0,2*g),this.prog.set_attribute(\"a_tangents\",\"vec4\",a.vbo_tangents,0,4*g),this.prog.set_attribute(\"a_segment\",\"vec2\",a.vbo_segment,0,2*g),this.prog.set_attribute(\"a_angles\",\"vec2\",a.vbo_angles,0,2*g),this.prog.set_attribute(\"a_texcoord\",\"vec2\",a.vbo_texcoord,0,2*g),this.index_buffer.set_size(2*u.length),this.index_buffer.set_data(0,u),this.prog.draw(this.gl.TRIANGLES,this.index_buffer))}}},e.prototype._set_data=function(){this._bake(),this.vbo_position.set_size(4*this.V_position.length),this.vbo_position.set_data(0,this.V_position),this.vbo_tangents.set_size(4*this.V_tangents.length),this.vbo_tangents.set_data(0,this.V_tangents),this.vbo_angles.set_size(4*this.V_angles.length),this.vbo_angles.set_data(0,this.V_angles),this.vbo_texcoord.set_size(4*this.V_texcoord.length),this.vbo_texcoord.set_data(0,this.V_texcoord)},e.prototype._set_visuals=function(){var t,e=l.color2rgba(this.glyph.visuals.line.line_color.value(),this.glyph.visuals.line.line_alpha.value()),n=c[this.glyph.visuals.line.line_cap.value()],a=h[this.glyph.visuals.line.line_join.value()];this.prog.set_uniform(\"u_color\",\"vec4\",e),this.prog.set_uniform(\"u_linewidth\",\"float\",[this.glyph.visuals.line.line_width.value()]),this.prog.set_uniform(\"u_antialias\",\"float\",[.9]),this.prog.set_uniform(\"u_linecaps\",\"vec2\",[n,n]),this.prog.set_uniform(\"u_linejoin\",\"float\",[a]),this.prog.set_uniform(\"u_miter_limit\",\"float\",[10]);var s=this.glyph.visuals.line.line_dash.value(),i=0,r=1;s.length&&(t=this.dash_atlas.get_atlas_data(s),i=t[0],r=t[1]),this.prog.set_uniform(\"u_dash_index\",\"float\",[i]),this.prog.set_uniform(\"u_dash_phase\",\"float\",[this.glyph.visuals.line.line_dash_offset.value()]),this.prog.set_uniform(\"u_dash_period\",\"float\",[r]),this.prog.set_uniform(\"u_dash_caps\",\"vec2\",[n,n]),this.prog.set_uniform(\"u_closed\",\"float\",[0])},e.prototype._bake=function(){for(var t,e,n,a,s,i,r,o,l=this.nvertices,_=new Float64Array(this.glyph._x),h=new Float64Array(this.glyph._y),c=r=new Float32Array(2*l),f=new Float32Array(2*l),d=o=new Float32Array(4*l),u=0,g=l;u<g;u++)c[2*u+0]=_[u]+this._baked_offset[0],c[2*u+1]=h[u]+this._baked_offset[1];this.tangents=e=new Float32Array(2*l-2);for(var u=0,g=l-1;u<g;u++)e[2*u+0]=r[2*(u+1)+0]-r[2*u+0],e[2*u+1]=r[2*(u+1)+1]-r[2*u+1];for(var u=0,g=l-1;u<g;u++)d[4*(u+1)+0]=e[2*u+0],d[4*(u+1)+1]=e[2*u+1],d[4*u+2]=e[2*u+0],d[4*u+3]=e[2*u+1];d[0]=e[0],d[1]=e[1],d[4*(l-1)+2]=e[2*(l-2)+0],d[4*(l-1)+3]=e[2*(l-2)+1];for(var p=new Float32Array(l),u=0,g=l;u<g;u++)p[u]=Math.atan2(o[4*u+0]*o[4*u+3]-o[4*u+1]*o[4*u+2],o[4*u+0]*o[4*u+2]+o[4*u+1]*o[4*u+3]);for(var u=0,g=l-1;u<g;u++)f[2*u+0]=p[u],f[2*u+1]=p[u+1];var v=4*l-4;this.V_position=a=new Float32Array(2*v),this.V_angles=n=new Float32Array(2*v),this.V_tangents=s=new Float32Array(4*v),this.V_texcoord=i=new Float32Array(2*v);for(var u=0,g=l;u<g;u++)for(var m=0;m<4;m++){for(var x=0;x<2;x++)a[2*(4*u+m-2)+x]=c[2*u+x],n[2*(4*u+m)+x]=f[2*u+x];for(var x=0;x<4;x++)s[4*(4*u+m-2)+x]=d[4*u+x]}for(var u=0,g=l;u<g;u++)i[2*(4*u+0)+0]=-1,i[2*(4*u+1)+0]=-1,i[2*(4*u+2)+0]=1,i[2*(4*u+3)+0]=1,i[2*(4*u+0)+1]=-1,i[2*(4*u+1)+1]=1,i[2*(4*u+2)+1]=-1,i[2*(4*u+3)+1]=1;var y=6*(l-1);this.I_triangles=t=new Uint32Array(y);for(var u=0,g=l;u<g;u++)t[6*u+0]=0+4*u,t[6*u+1]=1+4*u,t[6*u+2]=3+4*u,t[6*u+3]=2+4*u,t[6*u+4]=0+4*u,t[6*u+5]=3+4*u},e.prototype._update_scale=function(t,e){var n,a=this.nvertices,s=4*a-4,i=this.tangents,r=new Float32Array(a-1),o=new Float32Array(2*a);this.V_segment=n=new Float32Array(2*s);for(var l=0,_=a-1;l<_;l++)r[l]=Math.sqrt(Math.pow(i[2*l+0]*t,2)+Math.pow(i[2*l+1]*e,2));for(var h=0,l=0,_=a-1;l<_;l++)h+=r[l],o[2*(l+1)+0]=h,o[2*l+1]=h;for(var l=0,_=a;l<_;l++)for(var c=0;c<4;c++)for(var f=0;f<2;f++)n[2*(4*l+c)+f]=o[2*l+f];this.cumsum=h,this.vbo_segment.set_size(4*this.V_segment.length),this.vbo_segment.set_data(0,this.V_segment)},e}(i.BaseGLGlyph);n.LineGLGlyph=f},477:function(t,e,n){n.vertex_shader=\"\\nprecision mediump float;\\n\\nconst float PI = 3.14159265358979323846264;\\nconst float THETA = 15.0 * 3.14159265358979323846264/180.0;\\n\\nuniform float u_pixel_ratio;\\nuniform vec2 u_canvas_size, u_offset;\\nuniform vec2 u_scale_aspect;\\nuniform float u_scale_length;\\n\\nuniform vec4 u_color;\\nuniform float u_antialias;\\nuniform float u_length;\\nuniform float u_linewidth;\\nuniform float u_dash_index;\\nuniform float u_closed;\\n\\nattribute vec2 a_position;\\nattribute vec4 a_tangents;\\nattribute vec2 a_segment;\\nattribute vec2 a_angles;\\nattribute vec2 a_texcoord;\\n\\nvarying vec4  v_color;\\nvarying vec2  v_segment;\\nvarying vec2  v_angles;\\nvarying vec2  v_texcoord;\\nvarying vec2  v_miter;\\nvarying float v_length;\\nvarying float v_linewidth;\\n\\nfloat cross(in vec2 v1, in vec2 v2)\\n{\\n    return v1.x*v2.y - v1.y*v2.x;\\n}\\n\\nfloat signed_distance(in vec2 v1, in vec2 v2, in vec2 v3)\\n{\\n    return cross(v2-v1,v1-v3) / length(v2-v1);\\n}\\n\\nvoid rotate( in vec2 v, in float alpha, out vec2 result )\\n{\\n    float c = cos(alpha);\\n    float s = sin(alpha);\\n    result = vec2( c*v.x - s*v.y,\\n                   s*v.x + c*v.y );\\n}\\n\\nvoid main()\\n{\\n    bool closed = (u_closed > 0.0);\\n\\n    // Attributes and uniforms to varyings\\n    v_color = u_color;\\n    v_linewidth = u_linewidth;\\n    v_segment = a_segment * u_scale_length;\\n    v_length = u_length * u_scale_length;\\n\\n    // Scale to map to pixel coordinates. The original algorithm from the paper\\n    // assumed isotropic scale. We obviously do not have this.\\n    vec2 abs_scale_aspect = abs(u_scale_aspect);\\n    vec2 abs_scale = u_scale_length * abs_scale_aspect;\\n\\n    // Correct angles for aspect ratio\\n    vec2 av;\\n    av = vec2(1.0, tan(a_angles.x)) / abs_scale_aspect;\\n    v_angles.x = atan(av.y, av.x);\\n    av = vec2(1.0, tan(a_angles.y)) / abs_scale_aspect;\\n    v_angles.y = atan(av.y, av.x);\\n\\n    // Thickness below 1 pixel are represented using a 1 pixel thickness\\n    // and a modified alpha\\n    v_color.a = min(v_linewidth, v_color.a);\\n    v_linewidth = max(v_linewidth, 1.0);\\n\\n    // If color is fully transparent we just will discard the fragment anyway\\n    if( v_color.a <= 0.0 ) {\\n        gl_Position = vec4(0.0,0.0,0.0,1.0);\\n        return;\\n    }\\n\\n    // This is the actual half width of the line\\n    float w = ceil(u_antialias+v_linewidth)/2.0;\\n\\n    vec2 position = (a_position + u_offset) * abs_scale;\\n\\n    vec2 t1 = normalize(a_tangents.xy * abs_scale_aspect);  // note the scaling for aspect ratio here\\n    vec2 t2 = normalize(a_tangents.zw * abs_scale_aspect);\\n    float u = a_texcoord.x;\\n    float v = a_texcoord.y;\\n    vec2 o1 = vec2( +t1.y, -t1.x);\\n    vec2 o2 = vec2( +t2.y, -t2.x);\\n\\n    // This is a join\\n    // ----------------------------------------------------------------\\n    if( t1 != t2 ) {\\n        float angle = atan (t1.x*t2.y-t1.y*t2.x, t1.x*t2.x+t1.y*t2.y);  // Angle needs recalculation for some reason\\n        vec2 t  = normalize(t1+t2);\\n        vec2 o  = vec2( + t.y, - t.x);\\n\\n        if ( u_dash_index > 0.0 )\\n        {\\n            // Broken angle\\n            // ----------------------------------------------------------------\\n            if( (abs(angle) > THETA) ) {\\n                position += v * w * o / cos(angle/2.0);\\n                float s = sign(angle);\\n                if( angle < 0.0 ) {\\n                    if( u == +1.0 ) {\\n                        u = v_segment.y + v * w * tan(angle/2.0);\\n                        if( v == 1.0 ) {\\n                            position -= 2.0 * w * t1 / sin(angle);\\n                            u -= 2.0 * w / sin(angle);\\n                        }\\n                    } else {\\n                        u = v_segment.x - v * w * tan(angle/2.0);\\n                        if( v == 1.0 ) {\\n                            position += 2.0 * w * t2 / sin(angle);\\n                            u += 2.0*w / sin(angle);\\n                        }\\n                    }\\n                } else {\\n                    if( u == +1.0 ) {\\n                        u = v_segment.y + v * w * tan(angle/2.0);\\n                        if( v == -1.0 ) {\\n                            position += 2.0 * w * t1 / sin(angle);\\n                            u += 2.0 * w / sin(angle);\\n                        }\\n                    } else {\\n                        u = v_segment.x - v * w * tan(angle/2.0);\\n                        if( v == -1.0 ) {\\n                            position -= 2.0 * w * t2 / sin(angle);\\n                            u -= 2.0*w / sin(angle);\\n                        }\\n                    }\\n                }\\n                // Continuous angle\\n                // ------------------------------------------------------------\\n            } else {\\n                position += v * w * o / cos(angle/2.0);\\n                if( u == +1.0 ) u = v_segment.y;\\n                else            u = v_segment.x;\\n            }\\n        }\\n\\n        // Solid line\\n        // --------------------------------------------------------------------\\n        else\\n        {\\n            position.xy += v * w * o / cos(angle/2.0);\\n            if( angle < 0.0 ) {\\n                if( u == +1.0 ) {\\n                    u = v_segment.y + v * w * tan(angle/2.0);\\n                } else {\\n                    u = v_segment.x - v * w * tan(angle/2.0);\\n                }\\n            } else {\\n                if( u == +1.0 ) {\\n                    u = v_segment.y + v * w * tan(angle/2.0);\\n                } else {\\n                    u = v_segment.x - v * w * tan(angle/2.0);\\n                }\\n            }\\n        }\\n\\n    // This is a line start or end (t1 == t2)\\n    // ------------------------------------------------------------------------\\n    } else {\\n        position += v * w * o1;\\n        if( u == -1.0 ) {\\n            u = v_segment.x - w;\\n            position -= w * t1;\\n        } else {\\n            u = v_segment.y + w;\\n            position += w * t2;\\n        }\\n    }\\n\\n    // Miter distance\\n    // ------------------------------------------------------------------------\\n    vec2 t;\\n    vec2 curr = a_position * abs_scale;\\n    if( a_texcoord.x < 0.0 ) {\\n        vec2 next = curr + t2*(v_segment.y-v_segment.x);\\n\\n        rotate( t1, +v_angles.x/2.0, t);\\n        v_miter.x = signed_distance(curr, curr+t, position);\\n\\n        rotate( t2, +v_angles.y/2.0, t);\\n        v_miter.y = signed_distance(next, next+t, position);\\n    } else {\\n        vec2 prev = curr - t1*(v_segment.y-v_segment.x);\\n\\n        rotate( t1, -v_angles.x/2.0,t);\\n        v_miter.x = signed_distance(prev, prev+t, position);\\n\\n        rotate( t2, -v_angles.y/2.0,t);\\n        v_miter.y = signed_distance(curr, curr+t, position);\\n    }\\n\\n    if (!closed && v_segment.x <= 0.0) {\\n        v_miter.x = 1e10;\\n    }\\n    if (!closed && v_segment.y >= v_length)\\n    {\\n        v_miter.y = 1e10;\\n    }\\n\\n    v_texcoord = vec2( u, v*w );\\n\\n    // Calculate position in device coordinates. Note that we\\n    // already scaled with abs scale above.\\n    vec2 normpos = position * sign(u_scale_aspect);\\n    normpos += 0.5;  // make up for Bokeh's offset\\n    normpos /= u_canvas_size / u_pixel_ratio;  // in 0..1\\n    gl_Position = vec4(normpos*2.0-1.0, 0.0, 1.0);\\n    gl_Position.y *= -1.0;\\n}\\n\"},478:function(t,e,n){t(474)},479:function(t,e,n){n.fragment_shader=function(t){return\"\\nprecision mediump float;\\nconst float SQRT_2 = 1.4142135623730951;\\nconst float PI = 3.14159265358979323846264;\\n//\\nuniform float u_antialias;\\n//\\nvarying vec4  v_fg_color;\\nvarying vec4  v_bg_color;\\nvarying float v_linewidth;\\nvarying float v_size;\\nvarying vec2  v_rotation;\\n\\n\"+t+\"\\n\\nvec4 outline(float distance, float linewidth, float antialias, vec4 fg_color, vec4 bg_color)\\n{\\n    vec4 frag_color;\\n    float t = linewidth/2.0 - antialias;\\n    float signed_distance = distance;\\n    float border_distance = abs(signed_distance) - t;\\n    float alpha = border_distance/antialias;\\n    alpha = exp(-alpha*alpha);\\n\\n    // If fg alpha is zero, it probably means no outline. To avoid a dark outline\\n    // shining through due to aa, we set the fg color to the bg color. Avoid if (i.e. branching).\\n    float select = float(bool(fg_color.a));\\n    fg_color.rgb = select * fg_color.rgb + (1.0  - select) * bg_color.rgb;\\n    // Similarly, if we want a transparent bg\\n    select = float(bool(bg_color.a));\\n    bg_color.rgb = select * bg_color.rgb + (1.0  - select) * fg_color.rgb;\\n\\n    if( border_distance < 0.0)\\n        frag_color = fg_color;\\n    else if( signed_distance < 0.0 ) {\\n        frag_color = mix(bg_color, fg_color, sqrt(alpha));\\n    } else {\\n        if( abs(signed_distance) < (linewidth/2.0 + antialias) ) {\\n            frag_color = vec4(fg_color.rgb, fg_color.a * alpha);\\n        } else {\\n            discard;\\n        }\\n    }\\n    return frag_color;\\n}\\n\\nvoid main()\\n{\\n    vec2 P = gl_PointCoord.xy - vec2(0.5, 0.5);\\n    P = vec2(v_rotation.x*P.x - v_rotation.y*P.y,\\n             v_rotation.y*P.x + v_rotation.x*P.y);\\n    float point_size = SQRT_2*v_size  + 2.0 * (v_linewidth + 1.5*u_antialias);\\n    float distance = marker(P*point_size, v_size);\\n    gl_FragColor = outline(distance, v_linewidth, u_antialias, v_fg_color, v_bg_color);\\n    //gl_FragColor.rgb *= gl_FragColor.a;  // pre-multiply alpha\\n}\\n\"},n.circle=\"\\nfloat marker(vec2 P, float size)\\n{\\n    return length(P) - size/2.0;\\n}\\n\",n.square=\"\\nfloat marker(vec2 P, float size)\\n{\\n    return max(abs(P.x), abs(P.y)) - size/2.0;\\n}\\n\",n.diamond=\"\\nfloat marker(vec2 P, float size)\\n{\\n    float x = SQRT_2 / 2.0 * (P.x * 1.5 - P.y);\\n    float y = SQRT_2 / 2.0 * (P.x * 1.5 + P.y);\\n    float r1 = max(abs(x), abs(y)) - size / (2.0 * SQRT_2);\\n    return r1 / SQRT_2;\\n}\\n\",n.hex=\"\\nfloat marker(vec2 P, float size)\\n{\\n    vec2 q = abs(P);\\n    return max(q.y * 0.57735 + q.x - 1.0 * size/2.0, q.y - 0.866 * size/2.0);\\n}\\n\",n.triangle=\"\\nfloat marker(vec2 P, float size)\\n{\\n    P.y -= size * 0.3;\\n    float x = SQRT_2 / 2.0 * (P.x * 1.7 - P.y);\\n    float y = SQRT_2 / 2.0 * (P.x * 1.7 + P.y);\\n    float r1 = max(abs(x), abs(y)) - size / 1.6;\\n    float r2 = P.y;\\n    return max(r1 / SQRT_2, r2);  // Intersect diamond with rectangle\\n}\\n\",n.invertedtriangle=\"\\nfloat marker(vec2 P, float size)\\n{\\n    P.y += size * 0.3;\\n    float x = SQRT_2 / 2.0 * (P.x * 1.7 - P.y);\\n    float y = SQRT_2 / 2.0 * (P.x * 1.7 + P.y);\\n    float r1 = max(abs(x), abs(y)) - size / 1.6;\\n    float r2 = - P.y;\\n    return max(r1 / SQRT_2, r2);  // Intersect diamond with rectangle\\n}\\n\",n.cross='\\nfloat marker(vec2 P, float size)\\n{\\n    float square = max(abs(P.x), abs(P.y)) - size / 2.5;   // 2.5 is a tweak\\n    float cross = min(abs(P.x), abs(P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    return max(square, cross);\\n}\\n',n.circlecross=\"\\nfloat marker(vec2 P, float size)\\n{\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(P.x - qs), abs(P.y - qs)) - qs;\\n    float s2 = max(abs(P.x + qs), abs(P.y - qs)) - qs;\\n    float s3 = max(abs(P.x - qs), abs(P.y + qs)) - qs;\\n    float s4 = max(abs(P.x + qs), abs(P.y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float circle = length(P) - size/2.0;\\n    float c1 = max(circle, s1);\\n    float c2 = max(circle, s2);\\n    float c3 = max(circle, s3);\\n    float c4 = max(circle, s4);\\n    // Union\\n    return min(min(min(c1, c2), c3), c4);\\n}\\n\",n.squarecross=\"\\nfloat marker(vec2 P, float size)\\n{\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(P.x - qs), abs(P.y - qs)) - qs;\\n    float s2 = max(abs(P.x + qs), abs(P.y - qs)) - qs;\\n    float s3 = max(abs(P.x - qs), abs(P.y + qs)) - qs;\\n    float s4 = max(abs(P.x + qs), abs(P.y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float square = max(abs(P.x), abs(P.y)) - size/2.0;\\n    float c1 = max(square, s1);\\n    float c2 = max(square, s2);\\n    float c3 = max(square, s3);\\n    float c4 = max(square, s4);\\n    // Union\\n    return min(min(min(c1, c2), c3), c4);\\n}\\n\",n.diamondcross=\"\\nfloat marker(vec2 P, float size)\\n{\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(P.x - qs), abs(P.y - qs)) - qs;\\n    float s2 = max(abs(P.x + qs), abs(P.y - qs)) - qs;\\n    float s3 = max(abs(P.x - qs), abs(P.y + qs)) - qs;\\n    float s4 = max(abs(P.x + qs), abs(P.y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float x = SQRT_2 / 2.0 * (P.x * 1.5 - P.y);\\n    float y = SQRT_2 / 2.0 * (P.x * 1.5 + P.y);\\n    float diamond = max(abs(x), abs(y)) - size / (2.0 * SQRT_2);\\n    diamond /= SQRT_2;\\n    float c1 = max(diamond, s1);\\n    float c2 = max(diamond, s2);\\n    float c3 = max(diamond, s3);\\n    float c4 = max(diamond, s4);\\n    // Union\\n    return min(min(min(c1, c2), c3), c4);\\n}\\n\",n.x='\\nfloat marker(vec2 P, float size)\\n{\\n    float circle = length(P) - size / 1.6;\\n    float X = min(abs(P.x - P.y), abs(P.x + P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    return max(circle, X);\\n}\\n',n.circlex='\\nfloat marker(vec2 P, float size)\\n{\\n    float x = P.x - P.y;\\n    float y = P.x + P.y;\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(x - qs), abs(y - qs)) - qs;\\n    float s2 = max(abs(x + qs), abs(y - qs)) - qs;\\n    float s3 = max(abs(x - qs), abs(y + qs)) - qs;\\n    float s4 = max(abs(x + qs), abs(y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float circle = length(P) - size/2.0;\\n    float c1 = max(circle, s1);\\n    float c2 = max(circle, s2);\\n    float c3 = max(circle, s3);\\n    float c4 = max(circle, s4);\\n    // Union\\n    float almost = min(min(min(c1, c2), c3), c4);\\n    // In this case, the X is also outside of the main shape\\n    float Xmask = length(P) - size / 1.6;  // a circle\\n    float X = min(abs(P.x - P.y), abs(P.x + P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    return min(max(X, Xmask), almost);\\n}\\n',n.squarex=\"\\nfloat marker(vec2 P, float size)\\n{\\n    float x = P.x - P.y;\\n    float y = P.x + P.y;\\n    // Define quadrants\\n    float qs = size / 2.0;  // quadrant size\\n    float s1 = max(abs(x - qs), abs(y - qs)) - qs;\\n    float s2 = max(abs(x + qs), abs(y - qs)) - qs;\\n    float s3 = max(abs(x - qs), abs(y + qs)) - qs;\\n    float s4 = max(abs(x + qs), abs(y + qs)) - qs;\\n    // Intersect main shape with quadrants (to form cross)\\n    float square = max(abs(P.x), abs(P.y)) - size/2.0;\\n    float c1 = max(square, s1);\\n    float c2 = max(square, s2);\\n    float c3 = max(square, s3);\\n    float c4 = max(square, s4);\\n    // Union\\n    return min(min(min(c1, c2), c3), c4);\\n}\\n\",n.asterisk='\\nfloat marker(vec2 P, float size)\\n{\\n    // Masks\\n    float diamond = max(abs(SQRT_2 / 2.0 * (P.x - P.y)), abs(SQRT_2 / 2.0 * (P.x + P.y))) - size / (2.0 * SQRT_2);\\n    float square = max(abs(P.x), abs(P.y)) - size / (2.0 * SQRT_2);\\n    // Shapes\\n    float X = min(abs(P.x - P.y), abs(P.x + P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    float cross = min(abs(P.x), abs(P.y)) - size / 100.0;  // bit of \"width\" for aa\\n    // Result is union of masked shapes\\n    return min(max(X, diamond), max(cross, square));\\n}\\n'},480:function(t,e,n){var a=t(408),s=t(482),i=t(473),r=t(481),o=t(479),l=t(124),_=t(25),h=t(17),c=function(t){function e(){return null!==t&&t.apply(this,arguments)||this}return a.__extends(e,t),e.prototype.init=function(){var t=this.gl,e=r.vertex_shader,n=o.fragment_shader(this._marker_code);this.prog=new s.Program(t),this.prog.set_shaders(e,n),this.vbo_x=new s.VertexBuffer(t),this.prog.set_attribute(\"a_x\",\"float\",this.vbo_x),this.vbo_y=new s.VertexBuffer(t),this.prog.set_attribute(\"a_y\",\"float\",this.vbo_y),this.vbo_s=new s.VertexBuffer(t),this.prog.set_attribute(\"a_size\",\"float\",this.vbo_s),this.vbo_a=new s.VertexBuffer(t),this.prog.set_attribute(\"a_angle\",\"float\",this.vbo_a),this.vbo_linewidth=new s.VertexBuffer(t),this.vbo_fg_color=new s.VertexBuffer(t),this.vbo_bg_color=new s.VertexBuffer(t),this.index_buffer=new s.IndexBuffer(t)},e.prototype.draw=function(t,e,n){var a=e.glglyph,s=a.nvertices;if(a.data_changed){if(!isFinite(n.dx)||!isFinite(n.dy))return;a._baked_offset=[n.dx,n.dy],a._set_data(s),a.data_changed=!1}else this.glyph instanceof l.CircleView&&null!=this.glyph._radius&&(null==this.last_trans||n.sx!=this.last_trans.sx||n.sy!=this.last_trans.sy)&&(this.last_trans=n,this.vbo_s.set_data(0,new Float32Array(_.map(this.glyph.sradius,function(t){return 2*t}))));this.visuals_changed&&(this._set_visuals(s),this.visuals_changed=!1);var i=a._baked_offset;if(this.prog.set_uniform(\"u_pixel_ratio\",\"float\",[n.pixel_ratio]),this.prog.set_uniform(\"u_canvas_size\",\"vec2\",[n.width,n.height]),this.prog.set_uniform(\"u_offset\",\"vec2\",[n.dx-i[0],n.dy-i[1]]),this.prog.set_uniform(\"u_scale\",\"vec2\",[n.sx,n.sy]),this.prog.set_attribute(\"a_x\",\"float\",a.vbo_x),this.prog.set_attribute(\"a_y\",\"float\",a.vbo_y),this.prog.set_attribute(\"a_size\",\"float\",a.vbo_s),this.prog.set_attribute(\"a_angle\",\"float\",a.vbo_a),0!=t.length)if(t.length===s)this.prog.draw(this.gl.POINTS,[0,s]);else if(s<65535){var r=window.navigator.userAgent;r.indexOf(\"MSIE \")+r.indexOf(\"Trident/\")+r.indexOf(\"Edge/\")>0&&h.logger.warn(\"WebGL warning: IE is known to produce 1px sprites whith selections.\"),this.index_buffer.set_size(2*t.length),this.index_buffer.set_data(0,new Uint16Array(t)),this.prog.draw(this.gl.POINTS,this.index_buffer)}else{for(var o=[],c=0,f=Math.ceil(s/64e3);c<f;c++)o.push([]);for(var c=0,f=t.length;c<f;c++){var d=t[c]%64e3,u=Math.floor(t[c]/64e3);o[u].push(d)}for(var u=0,f=o.length;u<f;u++){var g=new Uint16Array(o[u]),p=64e3*u*4;0!==g.length&&(this.prog.set_attribute(\"a_x\",\"float\",a.vbo_x,0,p),this.prog.set_attribute(\"a_y\",\"float\",a.vbo_y,0,p),this.prog.set_attribute(\"a_size\",\"float\",a.vbo_s,0,p),this.prog.set_attribute(\"a_angle\",\"float\",a.vbo_a,0,p),this.vbo_linewidth.used&&this.prog.set_attribute(\"a_linewidth\",\"float\",this.vbo_linewidth,0,p),this.vbo_fg_color.used&&this.prog.set_attribute(\"a_fg_color\",\"vec4\",this.vbo_fg_color,0,4*p),this.vbo_bg_color.used&&this.prog.set_attribute(\"a_bg_color\",\"vec4\",this.vbo_bg_color,0,4*p),this.index_buffer.set_size(2*g.length),this.index_buffer.set_data(0,g),this.prog.draw(this.gl.POINTS,this.index_buffer))}}},e.prototype._set_data=function(t){var e=4*t;this.vbo_x.set_size(e),this.vbo_y.set_size(e),this.vbo_a.set_size(e),this.vbo_s.set_size(e);for(var n=new Float64Array(this.glyph._x),a=new Float64Array(this.glyph._y),s=0,i=t;s<i;s++)n[s]+=this._baked_offset[0],a[s]+=this._baked_offset[1];this.vbo_x.set_data(0,new Float32Array(n)),this.vbo_y.set_data(0,new Float32Array(a)),null!=this.glyph._angle&&this.vbo_a.set_data(0,new Float32Array(this.glyph._angle)),this.glyph instanceof l.CircleView&&null!=this.glyph._radius?this.vbo_s.set_data(0,new Float32Array(_.map(this.glyph.sradius,function(t){return 2*t}))):this.vbo_s.set_data(0,new Float32Array(this.glyph._size))},e.prototype._set_visuals=function(t){i.attach_float(this.prog,this.vbo_linewidth,\"a_linewidth\",t,this.glyph.visuals.line,\"line_width\"),i.attach_color(this.prog,this.vbo_fg_color,\"a_fg_color\",t,this.glyph.visuals.line,\"line\"),i.attach_color(this.prog,this.vbo_bg_color,\"a_bg_color\",t,this.glyph.visuals.fill,\"fill\"),this.prog.set_uniform(\"u_antialias\",\"float\",[.8])},e}(i.BaseGLGlyph);function f(t){return function(e){function n(){return null!==e&&e.apply(this,arguments)||this}return a.__extends(n,e),Object.defineProperty(n.prototype,\"_marker_code\",{get:function(){return t},enumerable:!0,configurable:!0}),n}(c)}n.MarkerGLGlyph=c;var d=t(479);n.CircleGLGlyph=f(d.circle),n.SquareGLGlyph=f(d.square),n.DiamondGLGlyph=f(d.diamond),n.TriangleGLGlyph=f(d.triangle),n.InvertedTriangleGLGlyph=f(d.invertedtriangle),n.HexGLGlyph=f(d.hex),n.CrossGLGlyph=f(d.cross),n.CircleCrossGLGlyph=f(d.circlecross),n.SquareCrossGLGlyph=f(d.squarecross),n.DiamondCrossGLGlyph=f(d.diamondcross),n.XGLGlyph=f(d.x),n.CircleXGLGlyph=f(d.circlex),n.SquareXGLGlyph=f(d.squarex),n.AsteriskGLGlyph=f(d.asterisk)},481:function(t,e,n){n.vertex_shader=\"\\nprecision mediump float;\\nconst float SQRT_2 = 1.4142135623730951;\\n//\\nuniform float u_pixel_ratio;\\nuniform vec2 u_canvas_size;\\nuniform vec2 u_offset;\\nuniform vec2 u_scale;\\nuniform float u_antialias;\\n//\\nattribute float a_x;\\nattribute float a_y;\\nattribute float a_size;\\nattribute float a_angle;  // in radians\\nattribute float a_linewidth;\\nattribute vec4  a_fg_color;\\nattribute vec4  a_bg_color;\\n//\\nvarying float v_linewidth;\\nvarying float v_size;\\nvarying vec4  v_fg_color;\\nvarying vec4  v_bg_color;\\nvarying vec2  v_rotation;\\n\\nvoid main (void)\\n{\\n    v_size = a_size * u_pixel_ratio;\\n    v_linewidth = a_linewidth * u_pixel_ratio;\\n    v_fg_color = a_fg_color;\\n    v_bg_color = a_bg_color;\\n    v_rotation = vec2(cos(-a_angle), sin(-a_angle));\\n    // Calculate position - the -0.5 is to correct for canvas origin\\n    vec2 pos = (vec2(a_x, a_y) + u_offset) * u_scale; // in pixels\\n    pos += 0.5;  // make up for Bokeh's offset\\n    pos /= u_canvas_size / u_pixel_ratio;  // in 0..1\\n    gl_Position = vec4(pos*2.0-1.0, 0.0, 1.0);\\n    gl_Position.y *= -1.0;\\n    gl_PointSize = SQRT_2 * v_size + 2.0 * (v_linewidth + 1.5*u_antialias);\\n}\\n\"},482:function(t,e,n){var a,s,i,r,o,l,_,h,c,f=function(t,e){return Array.isArray(t)&&Array.isArray(e)?t.concat(e):t+e},d=function(t,e){if(null==e);else{if(Array.isArray(e)){for(var n=0;n<e.length;n++)if(u(t,e[n]))return!0;return!1}if(e.constructor===Object){for(var a in e)if(t==a)return!0;return!1}if(e.constructor==String)return e.indexOf(t)>=0}var s=Error(\"Not a container: \"+e);throw s.name=\"TypeError\",s},u=function t(e,n){if(null==e||null==n);else{if(Array.isArray(e)&&Array.isArray(n)){for(var a=0,s=e.length==n.length;s&&a<e.length;)s=t(e[a],n[a]),a+=1;return s}if(e.constructor===Object&&n.constructor===Object){var i=Object.keys(e),r=Object.keys(n);i.sort(),r.sort();for(var o,a=0,s=t(i,r);s&&a<i.length;)o=i[a],s=t(e[o],n[o]),a+=1;return s}}return e==n},g=function(t,e){if(void 0===t||\"undefined\"!=typeof window&&window===t||\"undefined\"!=typeof global&&global===t)throw\"Class constructor is called as a function.\";for(var n in t)void 0!==Object[n]||\"function\"!=typeof t[n]||t[n].nobind||(t[n]=t[n].bind(t));t.__init__&&t.__init__.apply(t,e)},p=function(t,e){if((\"number\"==typeof t)+(\"number\"==typeof e)===1){if(t.constructor===String)return b.call(t,e);if(e.constructor===String)return b.call(e,t);if(Array.isArray(e)){var n=t;t=e,e=n}if(Array.isArray(t)){for(var a=[],s=0;s<e;s++)a=a.concat(t);return a}}return t*e},v=function(t){return null===t||\"object\"!=typeof t?t:void 0!==t.length?!!t.length&&t:void 0!==t.byteLength?!!t.byteLength&&t:t.constructor!==Object||!!Object.getOwnPropertyNames(t).length&&t},m=function(t){if(!Array.isArray(this))return this.append.apply(this,arguments);this.push(t)},x=function(t,e){return this.constructor!==Object?this.get.apply(this,arguments):void 0!==this[t]?this[t]:void 0!==e?e:null},y=function(t){if(!Array.isArray(this))return this.remove.apply(this,arguments);for(var e=0;e<this.length;e++)if(u(this[e],t))return void this.splice(e,1);var n=Error(t);throw n.name=\"ValueError\",n},b=function(t){if(this.repeat)return this.repeat(t);if(t<1)return\"\";for(var e=\"\",n=this.valueOf();t>1;)1&t&&(e+=n),t>>=1,n+=n;return e+n},w=function(t){return this.constructor!==String?this.startswith.apply(this,arguments):0==this.indexOf(t)};c=window.console,h=function(t,e){var n,a,s,i,r,o,l;for(e=void 0===e?\"periodic check\":e,i=[];a=t.getError(),!(u(a,t.NO_ERROR)||v(i)&&u(a,i[i.length-1]));)m.call(i,a);if(i.length){for(r=\"\",\"object\"!=typeof(o=i)||Array.isArray(o)||(o=Object.keys(o)),l=0;l<o.length;l+=1)n=o[l],r=f(r,n);throw(s=new Error(\"RuntimeError:OpenGL got errors (\"+e+\"): \"+r)).name=\"RuntimeError\",s}return null},(s=function(){g(this,arguments)}).prototype._base_class=Object,s.prototype._class_name=\"GlooObject\",s.prototype.__init__=function(t){if(this._gl=t,this.handle=null,this._create(),null===this.handle)throw\"AssertionError: this.handle !== null\";return null},s.prototype._create=function(){var t;throw(t=new Error(\"NotImplementedError:\")).name=\"NotImplementedError\",t},((r=function(){g(this,arguments)}).prototype=Object.create(s.prototype))._base_class=s.prototype,r.prototype._class_name=\"Program\",r.prototype.UTYPEMAP={float:\"uniform1fv\",vec2:\"uniform2fv\",vec3:\"uniform3fv\",vec4:\"uniform4fv\",int:\"uniform1iv\",ivec2:\"uniform2iv\",ivec3:\"uniform3iv\",ivec4:\"uniform4iv\",bool:\"uniform1iv\",bvec2:\"uniform2iv\",bvec3:\"uniform3iv\",bvec4:\"uniform4iv\",mat2:\"uniformMatrix2fv\",mat3:\"uniformMatrix3fv\",mat4:\"uniformMatrix4fv\",sampler1D:\"uniform1i\",sampler2D:\"uniform1i\",sampler3D:\"uniform1i\"},r.prototype.ATYPEMAP={float:\"vertexAttrib1f\",vec2:\"vertexAttrib2f\",vec3:\"vertexAttrib3f\",vec4:\"vertexAttrib4f\"},r.prototype.ATYPEINFO={float:[1,5126],vec2:[2,5126],vec3:[3,5126],vec4:[4,5126]},r.prototype._create=function(){return this.handle=this._gl.createProgram(),this.locations={},this._unset_variables=[],this._validated=!1,this._samplers={},this._attributes={},this._known_invalid=[],null},r.prototype.delete=function(){return this._gl.deleteProgram(this.handle),null},r.prototype.activate=function(){return this._gl.useProgram(this.handle),null},r.prototype.deactivate=function(){return this._gl.useProgram(0),null},r.prototype.set_shaders=function(t,e){var n,a,s,i,r,o,l,_,h,c,d,u,g;for(o=this._gl,this._linked=!1,g=o.createShader(o.VERTEX_SHADER),r=o.createShader(o.FRAGMENT_SHADER),d=[[t,g,\"vertex\"],[e,r,\"fragment\"]],_=0;_<2;_+=1)if(n=(c=d[_])[0],l=c[1],u=c[2],o.shaderSource(l,n),o.compileShader(l),h=o.getShaderParameter(l,o.COMPILE_STATUS),!v(h))throw i=o.getShaderInfoLog(l),(s=new Error(\"RuntimeError:\"+f(\"errors in \"+u+\" shader:\\n\",i))).name=\"RuntimeError\",s;if(o.attachShader(this.handle,g),o.attachShader(this.handle,r),o.linkProgram(this.handle),!v(o.getProgramParameter(this.handle,o.LINK_STATUS)))throw(a=new Error(\"RuntimeError:Program link error:\\n\"+o.getProgramInfoLog(this.handle))).name=\"RuntimeError\",a;return this._unset_variables=this._get_active_attributes_and_uniforms(),o.detachShader(this.handle,g),o.detachShader(this.handle,r),o.deleteShader(g),o.deleteShader(r),this._known_invalid=[],this._linked=!0,null},r.prototype._get_active_attributes_and_uniforms=function(){var t,e,n,a,s,i,r,o,l,_,h,c,d,u,g,p,x,y,b;for(o=this._gl,this.locations={},u=new window.RegExp(\"(\\\\w+)\\\\s*(\\\\[(\\\\d+)\\\\])\\\\s*\"),s=o.getProgramParameter(this.handle,o.ACTIVE_UNIFORMS),e=o.getProgramParameter(this.handle,o.ACTIVE_ATTRIBUTES),y=[],\"object\"!=typeof(p=[[t=[],e,o.getActiveAttrib,o.getAttribLocation],[y,s,o.getActiveUniform,o.getUniformLocation]])||Array.isArray(p)||(p=Object.keys(p)),x=0;x<p.length;x+=1)for(b=p[x],n=(g=b)[0],a=g[1],i=g[2],r=g[3],l=0;l<a;l+=1){if(_=i.call(o,this.handle,l),d=_.name,c=d.match(u),v(c))for(d=c[1],h=0;h<_.size;h+=1)m.call(n,[d+\"[\"+h+\"]\",_.type]);else m.call(n,[d,_.type]);this.locations[d]=r.call(o,this.handle,d)}return f(function(){var e,n,a,s=[];for(\"object\"!=typeof(n=t)||Array.isArray(n)||(n=Object.keys(n)),a=0;a<n.length;a++)e=n[a],s.push(e[0]);return s}.apply(this),function(){var t,e,n,a=[];for(\"object\"!=typeof(e=y)||Array.isArray(e)||(e=Object.keys(e)),n=0;n<e.length;n++)t=e[n],a.push(t[0]);return a}.apply(this))},r.prototype.set_texture=function(t,e){var n,a,s;if(!v(this._linked))throw(n=new Error(\"RuntimeError:Cannot set uniform when program has no code\")).name=\"RuntimeError\",n;return a=x.call(this.locations,t,-1),v(a<0)?(d(t,this._known_invalid)||(m.call(this._known_invalid,t),c.log(\"Variable \"+t+\" is not an active texture\")),null):(d(t,this._unset_variables)&&y.call(this._unset_variables,t),this.activate(),s=function(){return\"function\"==typeof this.keys?this.keys.apply(this,arguments):Object.keys(this)}.call(this._samplers).length,d(t,this._samplers)&&(s=this._samplers[t][this._samplers[t].length-1]),this._samplers[t]=[e._target,e.handle,s],this._gl.uniform1i(a,s),null)},r.prototype.set_uniform=function(t,e,n){var a,s,i,r,o,l,_;if(!v(this._linked))throw(i=new Error(\"RuntimeError:Cannot set uniform when program has no code\")).name=\"RuntimeError\",i;if(o=x.call(this.locations,t,-1),v(o<0))return d(t,this._known_invalid)||(m.call(this._known_invalid,t),c.log(\"Variable \"+t+\" is not an active uniform\")),null;if(d(t,this._unset_variables)&&y.call(this._unset_variables,t),s=1,w.call(e,\"mat\")||(a=x.call({int:\"float\",bool:\"float\"},e,function(t){if(this.constructor!==String)return this.lstrip.apply(this,arguments);t=void 0===t?\" \\t\\r\\n\":t;for(var e=0;e<this.length;e++)if(t.indexOf(this[e])<0)return this.slice(e);return\"\"}.call(e,\"ib\")),s=Math.floor(n.length/this.ATYPEINFO[a][0])),v(s>1))for(l=0;l<s;l+=1)d(t+\"[\"+l+\"]\",this._unset_variables)&&d(_=t+\"[\"+l+\"]\",this._unset_variables)&&y.call(this._unset_variables,_);return r=this.UTYPEMAP[e],this.activate(),w.call(e,\"mat\")?this._gl[r](o,!1,n):this._gl[r](o,n),null},r.prototype.set_attribute=function(t,e,n,a,s){var i,r,o,l,h,f,u,g;if(a=void 0===a?0:a,s=void 0===s?0:s,!v(this._linked))throw(r=new Error(\"RuntimeError:Cannot set attribute when program has no code\")).name=\"RuntimeError\",r;return f=n instanceof _,h=x.call(this.locations,t,-1),v(h<0)?(d(t,this._known_invalid)||(m.call(this._known_invalid,t),v(f)&&v(s>0)||c.log(\"Variable \"+t+\" is not an active attribute\")),null):(d(t,this._unset_variables)&&y.call(this._unset_variables,t),this.activate(),v(f)?(g=this.ATYPEINFO[e],u=g[0],l=g[1],o=\"vertexAttribPointer\",i=[u,l,this._gl.FALSE,a,s],this._attributes[t]=[n.handle,h,o,i]):(o=this.ATYPEMAP[e],this._attributes[t]=[0,h,o,n]),null)},r.prototype._pre_draw=function(){var t,e,n,a,s,i,r,o,l,_,h,c;for(c in this.activate(),r=this._samplers)r.hasOwnProperty(c)&&(c=r[c],l=(i=c)[0],o=i[1],_=i[2],this._gl.activeTexture(f(this._gl.TEXTURE0,_)),this._gl.bindTexture(l,o));for(c in s=this._attributes)s.hasOwnProperty(c)&&(c=s[c],h=(a=c)[0],e=a[1],n=a[2],t=a[3],v(h)?(this._gl.bindBuffer(this._gl.ARRAY_BUFFER,h),this._gl.enableVertexAttribArray(e),this._gl[n].apply(this._gl,[].concat([e],t))):(this._gl.bindBuffer(this._gl.ARRAY_BUFFER,null),this._gl.disableVertexAttribArray(e),this._gl[n].apply(this._gl,[].concat([e],t))));return v(this._validated)||(this._validated=!0,this._validate()),null},r.prototype._validate=function(){var t;if(this._unset_variables.length&&c.log(\"Program has unset variables: \"+this._unset_variables),this._gl.validateProgram(this.handle),!v(this._gl.getProgramParameter(this.handle,this._gl.VALIDATE_STATUS)))throw c.log(this._gl.getProgramInfoLog(this.handle)),(t=new Error(\"RuntimeError:Program validation error\")).name=\"RuntimeError\",t;return null},r.prototype.draw=function(t,e){var n,a,s,r,o;if(!v(this._linked))throw(a=new Error(\"RuntimeError:Cannot draw program if code has not been set\")).name=\"RuntimeError\",a;return h(this._gl,\"before draw\"),v(e instanceof i)?(this._pre_draw(),e.activate(),n=e._buffer_size/2,r=this._gl.UNSIGNED_SHORT,this._gl.drawElements(t,n,r,0),e.deactivate()):(s=(o=e)[0],n=o[1],v(n)&&(this._pre_draw(),this._gl.drawArrays(t,s,n))),h(this._gl,\"after draw\"),null},((a=function(){g(this,arguments)}).prototype=Object.create(s.prototype))._base_class=s.prototype,a.prototype._class_name=\"Buffer\",a.prototype._target=null,a.prototype._usage=35048,a.prototype._create=function(){return this.handle=this._gl.createBuffer(),this._buffer_size=0,null},a.prototype.delete=function(){return this._gl.deleteBuffer(this.handle),null},a.prototype.activate=function(){return this._gl.bindBuffer(this._target,this.handle),null},a.prototype.deactivate=function(){return this._gl.bindBuffer(this._target,null),null},a.prototype.set_size=function(t){return u(t,this._buffer_size)||(this.activate(),this._gl.bufferData(this._target,t,this._usage),this._buffer_size=t),null},a.prototype.set_data=function(t,e){return this.activate(),this._gl.bufferSubData(this._target,t,e),null},(_=function(){g(this,arguments)}).prototype=Object.create(a.prototype),_.prototype._base_class=a.prototype,_.prototype._class_name=\"VertexBuffer\",_.prototype._target=34962,(i=function(){g(this,arguments)}).prototype=Object.create(a.prototype),i.prototype._base_class=a.prototype,i.prototype._class_name=\"IndexBuffer\",i.prototype._target=34963,((o=function(){g(this,arguments)}).prototype=Object.create(s.prototype))._base_class=s.prototype,o.prototype._class_name=\"Texture2D\",o.prototype._target=3553,o.prototype._types={Int8Array:5120,Uint8Array:5121,Int16Array:5122,Uint16Array:5123,Int32Array:5124,Uint32Array:5125,Float32Array:5126},o.prototype._create=function(){return this.handle=this._gl.createTexture(),this._shape_format=null,null},o.prototype.delete=function(){return this._gl.deleteTexture(this.handle),null},o.prototype.activate=function(){return this._gl.bindTexture(this._target,this.handle),null},o.prototype.deactivate=function(){return this._gl.bindTexture(this._target,0),null},o.prototype._get_alignment=function(t){var e,n,a;for(\"object\"!=typeof(n=[4,8,2,1])||Array.isArray(n)||(n=Object.keys(n)),a=0;a<n.length;a+=1)if(e=n[a],u(t%e,0))return e;return null},o.prototype.set_wrapping=function(t,e){return this.activate(),this._gl.texParameterf(this._target,this._gl.TEXTURE_WRAP_S,t),this._gl.texParameterf(this._target,this._gl.TEXTURE_WRAP_T,e),null},o.prototype.set_interpolation=function(t,e){return this.activate(),this._gl.texParameterf(this._target,this._gl.TEXTURE_MIN_FILTER,t),this._gl.texParameterf(this._target,this._gl.TEXTURE_MAG_FILTER,e),null},o.prototype.set_size=function(t,e){var n,a,s;return n=(a=t)[0],s=a[1],u([n,s,e],this._shape_format)||(this._shape_format=[n,s,e],this.activate(),this._gl.texImage2D(this._target,0,e,s,n,0,e,this._gl.UNSIGNED_BYTE,null)),this.u_shape=[n,s],null},o.prototype.set_data=function(t,e,n){var a,s,i,r,o,l,_,h,c,f;if(u(e.length,2)&&(e=[e[0],e[1],1]),this.activate(),i=this._shape_format[2],o=(l=e)[0],h=l[1],l[2],f=(_=t)[0],c=_[1],null===(r=x.call(this._types,n.constructor.name,null)))throw(s=new Error(\"ValueError:Type \"+n.constructor.name+\" not allowed for texture\")).name=\"ValueError\",s;return a=this._get_alignment(p(e[e.length-2],e[e.length-1])),u(a,4)||this._gl.pixelStorei(this._gl.UNPACK_ALIGNMENT,a),this._gl.texSubImage2D(this._target,0,c,f,h,o,i,r,n),u(a,4)||this._gl.pixelStorei(this._gl.UNPACK_ALIGNMENT,4),null},((l=function(){g(this,arguments)}).prototype=Object.create(o.prototype))._base_class=o.prototype,l.prototype._class_name=\"Texture3DLike\",l.prototype.GLSL_SAMPLE_NEAREST=\"\\n        vec4 sample3D(sampler2D tex, vec3 texcoord, vec3 shape, vec2 tiles) {\\n            shape.xyz = shape.zyx;  // silly row-major convention\\n            float nrows = tiles.y, ncols = tiles.x;\\n            // Don't let adjacent frames be interpolated into this one\\n            texcoord.x = min(texcoord.x * shape.x, shape.x - 0.5);\\n            texcoord.x = max(0.5, texcoord.x) / shape.x;\\n            texcoord.y = min(texcoord.y * shape.y, shape.y - 0.5);\\n            texcoord.y = max(0.5, texcoord.y) / shape.y;\\n\\n            float zindex = floor(texcoord.z * shape.z);\\n\\n            // Do a lookup in the 2D texture\\n            float u = (mod(zindex, ncols) + texcoord.x) / ncols;\\n            float v = (floor(zindex / ncols) + texcoord.y) / nrows;\\n\\n            return texture2D(tex, vec2(u,v));\\n        }\\n    \",l.prototype.GLSL_SAMPLE_LINEAR=\"\\n        vec4 sample3D(sampler2D tex, vec3 texcoord, vec3 shape, vec2 tiles) {\\n            shape.xyz = shape.zyx;  // silly row-major convention\\n            float nrows = tiles.y, ncols = tiles.x;\\n            // Don't let adjacent frames be interpolated into this one\\n            texcoord.x = min(texcoord.x * shape.x, shape.x - 0.5);\\n            texcoord.x = max(0.5, texcoord.x) / shape.x;\\n            texcoord.y = min(texcoord.y * shape.y, shape.y - 0.5);\\n            texcoord.y = max(0.5, texcoord.y) / shape.y;\\n\\n            float z = texcoord.z * shape.z;\\n            float zindex1 = floor(z);\\n            float u1 = (mod(zindex1, ncols) + texcoord.x) / ncols;\\n            float v1 = (floor(zindex1 / ncols) + texcoord.y) / nrows;\\n\\n            float zindex2 = zindex1 + 1.0;\\n            float u2 = (mod(zindex2, ncols) + texcoord.x) / ncols;\\n            float v2 = (floor(zindex2 / ncols) + texcoord.y) / nrows;\\n\\n            vec4 s1 = texture2D(tex, vec2(u1, v1));\\n            vec4 s2 = texture2D(tex, vec2(u2, v2));\\n\\n            return s1 * (zindex2 - z) + s2 * (z - zindex1);\\n        }\\n    \",l.prototype._get_tile_info=function(t){var e,n,a,s;if(n=this._gl.getParameter(this._gl.MAX_TEXTURE_SIZE),s=Math.floor(n/t[1]),s=Math.min(s,t[0]),a=window.Math.ceil(t[0]/s),v(p(a,t[2])>n))throw(e=new Error(\"RuntimeError:Cannot fit 3D data with shape \"+t+\" onto simulated 2D texture.\")).name=\"RuntimeError\",e;return[s,a]},l.prototype.set_size=function(t,e){var n,a,s,i;return i=this._get_tile_info(t),a=i[0],n=i[1],s=[p(t[1],a),p(t[2],n)],l.prototype._base_class.set_size.call(this,s,e),this.u_shape=[t[0],t[1],t[2]],this.u_tiles=[n,a],null},l.prototype.set_data=function(t,e,n){var a,s,i,r,o,_,h,c,f,d,g,m,x;if(u(e.length,3)&&(e=[e[0],e[1],e[2],1]),!function(t){for(var e=0;e<t.length;e++)if(!v(t[e]))return!1;return!0}(function(){var e,n,a,s=[];for(\"object\"!=typeof(n=t)||Array.isArray(n)||(n=Object.keys(n)),a=0;a<n.length;a++)e=n[a],s.push(u(e,0));return s}.apply(this)))throw(r=new Error(\"ValueError:Texture3DLike does not support nonzero offset (for now)\")).name=\"ValueError\",r;if(f=this._get_tile_info(e),_=f[0],o=f[1],c=[p(e[1],_),p(e[2],o),e[3]],u(o,1))l.prototype._base_class.set_data.call(this,[0,0],c,n);else for(a=n.constructor,x=new a(p(p(c[0],c[1]),c[2])),l.prototype._base_class.set_data.call(this,[0,0],c,x),m=0;m<e[0];m+=1)d=[Math.floor(m/o),m%o],h=d[0],s=d[1],i=Math.floor(n.length/e[0]),g=n.slice(p(m,i),p(m+1,i)),l.prototype._base_class.set_data.call(this,[p(h,e[1]),p(s,e[2])],e.slice(1),g);return null},e.exports={Buffer:a,GlooObject:s,IndexBuffer:i,Program:r,Texture2D:o,Texture3DLike:l,VertexBuffer:_,check_error:h,console:c}}})}(this);\n      //# sourceMappingURL=bokeh-gl.min.js.map\n      /* END bokeh-gl.min.js */\n    },\n    \n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<link rel=\"stylesheet\" href=\"https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css\">\n",
+       "<style>div.bk-hbox {\n",
+       "    display: flex;\n",
+       "    justify-content: center;\n",
+       "}\n",
+       "\n",
+       "div.bk-hbox div.bk-plot {\n",
+       "    padding: 8px;\n",
+       "}\n",
+       "\n",
+       "div.bk-hbox div.bk-data-table {\n",
+       "    padding: 20px;\n",
+       "}\n",
+       "\n",
+       "div.hololayout {\n",
+       "  display: flex;\n",
+       "  align-items: center;\n",
+       "  margin: 0;\n",
+       "}\n",
+       "\n",
+       "div.holoframe {\n",
+       "  width: 75%;\n",
+       "}\n",
+       "\n",
+       "div.holowell {\n",
+       "  display: flex;\n",
+       "  align-items: center;\n",
+       "}\n",
+       "\n",
+       "form.holoform {\n",
+       "  background-color: #fafafa;\n",
+       "  border-radius: 5px;\n",
+       "  overflow: hidden;\n",
+       "  padding-left: 0.8em;\n",
+       "  padding-right: 0.8em;\n",
+       "  padding-top: 0.4em;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);\n",
+       "  margin-bottom: 20px;\n",
+       "  border: 1px solid #e3e3e3;\n",
+       "}\n",
+       "\n",
+       "div.holowidgets {\n",
+       "  padding-right: 0;\n",
+       "  width: 25%;\n",
+       "}\n",
+       "\n",
+       "div.holoslider {\n",
+       "  min-height: 0 !important;\n",
+       "  height: 0.8em;\n",
+       "  width: 100%;\n",
+       "}\n",
+       "\n",
+       "div.holoformgroup {\n",
+       "  padding-top: 0.5em;\n",
+       "  margin-bottom: 0.5em;\n",
+       "}\n",
+       "\n",
+       "div.hologroup {\n",
+       "  padding-left: 0;\n",
+       "  padding-right: 0.8em;\n",
+       "  width: 100%;\n",
+       "}\n",
+       "\n",
+       ".holoselect {\n",
+       "  width: 92%;\n",
+       "  margin-left: 0;\n",
+       "  margin-right: 0;\n",
+       "}\n",
+       "\n",
+       ".holotext {\n",
+       "  padding-left:  0.5em;\n",
+       "  padding-right: 0;\n",
+       "  width: 100%;\n",
+       "}\n",
+       "\n",
+       ".holowidgets .ui-resizable-se {\n",
+       "  visibility: hidden\n",
+       "}\n",
+       "\n",
+       ".holoframe > .ui-resizable-se {\n",
+       "  visibility: hidden\n",
+       "}\n",
+       "\n",
+       ".holowidgets .ui-resizable-s {\n",
+       "  visibility: hidden\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* CSS rules for noUISlider based slider used by JupyterLab extension  */\n",
+       "\n",
+       ".noUi-handle {\n",
+       "  width: 20px !important;\n",
+       "  height: 20px !important;\n",
+       "  left: -5px !important;\n",
+       "  top: -5px !important;\n",
+       "}\n",
+       "\n",
+       ".noUi-handle:before, .noUi-handle:after {\n",
+       "  visibility: hidden;\n",
+       "  height: 0px;\n",
+       "}\n",
+       "\n",
+       ".noUi-target {\n",
+       "  margin-left: 0.5em;\n",
+       "  margin-right: 0.5em;\n",
+       "}\n",
+       "</style>\n",
        "\n",
        "\n",
        "<div class=\"logo-block\">\n",
@@ -1598,14 +3103,6 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
     }
    ],
    "source": [
@@ -1713,7 +3210,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -1744,61 +3241,61 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>1665</th>\n",
+       "      <th>943</th>\n",
        "      <td>control</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2488</th>\n",
-       "      <td>test</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1476</th>\n",
+       "      <th>1810</th>\n",
        "      <td>control</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1605</th>\n",
-       "      <td>control</td>\n",
-       "      <td>0</td>\n",
+       "      <th>2525</th>\n",
+       "      <td>test</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1076</th>\n",
-       "      <td>control</td>\n",
-       "      <td>0</td>\n",
+       "      <th>2568</th>\n",
+       "      <td>test</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1337</th>\n",
+       "      <th>1715</th>\n",
        "      <td>control</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2748</th>\n",
+       "      <th>2245</th>\n",
        "      <td>test</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1126</th>\n",
+       "      <th>1379</th>\n",
        "      <td>control</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1938</th>\n",
+       "      <th>2132</th>\n",
+       "      <td>test</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1059</th>\n",
        "      <td>control</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2718</th>\n",
+       "      <th>2790</th>\n",
        "      <td>test</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
@@ -1809,19 +3306,19 @@
       ],
       "text/plain": [
        "        group  clicks  group_enc\n",
-       "1665  control       0          0\n",
-       "2488     test       1          1\n",
-       "1476  control       0          0\n",
-       "1605  control       0          0\n",
-       "1076  control       0          0\n",
-       "1337  control       0          0\n",
-       "2748     test       1          1\n",
-       "1126  control       0          0\n",
-       "1938  control       0          0\n",
-       "2718     test       0          1"
+       "943   control       0          0\n",
+       "1810  control       0          0\n",
+       "2525     test       0          1\n",
+       "2568     test       0          1\n",
+       "1715  control       1          0\n",
+       "2245     test       0          1\n",
+       "1379  control       0          0\n",
+       "2132     test       0          1\n",
+       "1059  control       0          0\n",
+       "2790     test       0          1"
       ]
      },
-     "execution_count": 107,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1861,7 +3358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1881,7 +3378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1917,7 +3414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -1928,8 +3425,8 @@
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
       "NUTS: [p]\n",
-      "Sampling 4 chains: 100%|██████████| 10000/10000 [00:01<00:00, 5568.18draws/s]\n",
-      "The acceptance probability does not match the target. It is 0.8937905575571169, but should be close to 0.8. Try to increase the number of tuning steps.\n"
+      "Sampling 4 chains: 100%|██████████| 10000/10000 [00:01<00:00, 6005.16draws/s]\n",
+      "The acceptance probability does not match the target. It is 0.897068180622542, but should be close to 0.8. Try to increase the number of tuning steps.\n"
      ]
     }
    ],
@@ -1940,7 +3437,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -1951,8 +3448,7 @@
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
       "NUTS: [p]\n",
-      "Sampling 4 chains: 100%|██████████| 10000/10000 [00:01<00:00, 6430.66draws/s]\n",
-      "The acceptance probability does not match the target. It is 0.8816906082911857, but should be close to 0.8. Try to increase the number of tuning steps.\n"
+      "Sampling 4 chains: 100%|██████████| 10000/10000 [00:01<00:00, 6132.55draws/s]\n"
      ]
     }
    ],
@@ -1972,12 +3468,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -1986,7 +3482,8 @@
       "image/png": {
        "height": 296,
        "width": 440
-      }
+      },
+      "needs_background": "light"
      },
      "output_type": "display_data"
     }
@@ -2000,12 +3497,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2014,7 +3511,8 @@
       "image/png": {
        "height": 296,
        "width": 440
-      }
+      },
+      "needs_background": "light"
      },
      "output_type": "display_data"
     }
@@ -2064,7 +3562,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2106,7 +3604,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -2117,7 +3615,7 @@
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
       "NUTS: [p_test, p_control]\n",
-      "Sampling 4 chains: 100%|██████████| 10000/10000 [00:01<00:00, 5123.61draws/s]\n"
+      "Sampling 4 chains: 100%|██████████| 10000/10000 [00:01<00:00, 5150.63draws/s]\n"
      ]
     }
    ],
@@ -2135,12 +3633,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 119,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1490.4x331.2 with 3 Axes>"
       ]
@@ -2149,7 +3647,8 @@
       "image/png": {
        "height": 339,
        "width": 1498
-      }
+      },
+      "needs_background": "light"
      },
      "output_type": "display_data"
     }
@@ -2191,12 +3690,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 120,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2204,8 +3703,9 @@
      "metadata": {
       "image/png": {
        "height": 281,
-       "width": 408
-      }
+       "width": 442
+      },
+      "needs_background": "light"
      },
      "output_type": "display_data"
     }
@@ -2251,7 +3751,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 121,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -2789,7 +4289,7 @@
        "[805 rows x 4 columns]"
       ]
      },
-     "execution_count": 121,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2841,7 +4341,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2865,7 +4365,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -2876,7 +4376,8 @@
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
       "NUTS: [p]\n",
-      "Sampling 4 chains: 100%|██████████| 10000/10000 [00:19<00:00, 502.26draws/s]\n",
+      "Sampling 4 chains: 100%|██████████| 10000/10000 [00:20<00:00, 491.08draws/s]\n",
+      "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
       "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n"
      ]
     }
@@ -2899,7 +4400,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 124,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2926,13 +4427,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 125,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "e2c04a7966014f4893be81eb2322f70a",
+       "model_id": "7d549d62ca2f44e994d7c8569f8d5150",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2994,7 +4495,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 126,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3018,7 +4519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 127,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -3029,9 +4530,7 @@
       "Initializing NUTS using jitter+adapt_diag...\n",
       "Multiprocess sampling (4 chains in 4 jobs)\n",
       "NUTS: [p, b_prior, a_prior]\n",
-      "Sampling 4 chains: 100%|██████████| 10000/10000 [01:56<00:00, 86.10draws/s]\n",
-      "The acceptance probability does not match the target. It is 0.9042253944368072, but should be close to 0.8. Try to increase the number of tuning steps.\n",
-      "The number of effective samples is smaller than 25% for some parameters.\n"
+      "Sampling 4 chains:  55%|█████▌    | 5521/10000 [01:03<00:50, 88.67draws/s]"
      ]
     }
    ],
@@ -3056,24 +4555,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 128,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "60644f18f3cb45079b055a9de1f9acb3",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "interactive(children=(SelectMultiple(description='player_encs', index=(0, 1, 2, 6), options=(('abadfe01', 0), …"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "interact(scrub_posterior, player_encs=player_select, metric=metric_select, trace=fixed(trace_hierarchical));"
    ]
@@ -3140,7 +4624,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3167,29 +4651,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "sns.distplot(df_fortis['blength']);"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3203,22 +4674,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using jitter+adapt_diag...\n",
-      "Sequential sampling (2 chains in 1 job)\n",
-      "NUTS: [σ_1, μ_1]\n",
-      "100%|██████████| 2500/2500 [00:01<00:00, 1914.62it/s]\n",
-      "100%|██████████| 2500/2500 [00:01<00:00, 1934.66it/s]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# bust it out & sample\n",
     "with model:\n",
@@ -3227,30 +4685,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/anaconda3/envs/bayesian-modelling-tutorial/lib/python3.7/site-packages/arviz/data/io_pymc3.py:56: FutureWarning: arrays to stack must be passed as a \"sequence\" type such as list or tuple. Support for non-sequence iterables such as generators is deprecated as of NumPy 1.16 and will raise an error in the future.\n",
-      "  chain_likelihoods.append(np.stack(log_like))\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 993.6x331.2 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "az.plot_posterior(samples);"
    ]
@@ -3278,7 +4715,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3305,7 +4742,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3328,34 +4765,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using jitter+adapt_diag...\n",
-      "Sequential sampling (2 chains in 1 job)\n",
-      "NUTS: [p_b, p_a]\n",
-      "100%|██████████| 2500/2500 [00:01<00:00, 1947.98it/s]\n",
-      "100%|██████████| 2500/2500 [00:01<00:00, 1990.07it/s]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1490.4x331.2 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "with Model:\n",
     "    samples = pm.sample(2000, njobs=1)\n",
@@ -3386,7 +4798,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3410,34 +4822,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using jitter+adapt_diag...\n",
-      "Sequential sampling (2 chains in 1 job)\n",
-      "NUTS: [σ_2, μ_2, σ_1, μ_1]\n",
-      "100%|██████████| 2500/2500 [00:04<00:00, 551.44it/s]\n",
-      "100%|██████████| 2500/2500 [00:02<00:00, 1216.14it/s]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1987.2x331.2 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# bust it out & sample\n",
     "with model:\n",
diff --git a/notebooks/05-student-bayesian-curve-regression.ipynb b/notebooks/05-student-bayesian-curve-regression.ipynb
index 6c41eba..cdaa4e1 100644
--- a/notebooks/05-student-bayesian-curve-regression.ipynb
+++ b/notebooks/05-student-bayesian-curve-regression.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -54,78 +54,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "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>t</th>\n",
-       "      <th>activity</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>0</td>\n",
-       "      <td>63.496714</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1</td>\n",
-       "      <td>62.281634</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2</td>\n",
-       "      <td>62.495498</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3</td>\n",
-       "      <td>62.806653</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>4</td>\n",
-       "      <td>60.493075</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   t   activity\n",
-       "0  0  63.496714\n",
-       "1  1  62.281634\n",
-       "2  2  62.495498\n",
-       "3  3  62.806653\n",
-       "4  4  60.493075"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "np.random.seed(42)\n",
     "\n",
@@ -142,26 +73,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "image/png": {
-       "height": 248,
-       "width": 369
-      },
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "ax = df['activity'].plot()"
    ]
@@ -205,7 +119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -230,21 +144,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Auto-assigning NUTS sampler...\n",
-      "Initializing NUTS using jitter+adapt_diag...\n",
-      "Multiprocess sampling (4 chains in 4 jobs)\n",
-      "NUTS: [sd, C, tau, A]\n",
-      "Sampling 4 chains: 100%|██████████| 16000/16000 [00:07<00:00, 2272.16draws/s]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Put your code here\n"
    ]
@@ -260,52 +162,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 864x576 with 8 Axes>"
-      ]
-     },
-     "metadata": {
-      "image/png": {
-       "height": 584,
-       "width": 872
-      },
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "az.plot_trace(trace);"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1987.2x331.2 with 4 Axes>"
-      ]
-     },
-     "metadata": {
-      "image/png": {
-       "height": 339,
-       "width": 1995
-      },
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "az.plot_posterior(trace);"
    ]