{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "from sonipy.sonify import SonifyTool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# % matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The basics \n",
    "Find the soni-py code on github [here](github.com/lockepatton/sonipy), and an online interactive version [here](https://mybinder.org/v2/gh/lockepatton/sonipy/master?filepath=demos%2FTutorial.ipynb)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's create some x and y data to sonify."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0,5,50)\n",
    "y = np.sin(x**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(4,2))\n",
    "plt.scatter(x,y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is the simpliest way to sonify an audio file. The tone can then be played in a jupyter notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multitones created\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Tone = SonifyTool(x, y)\n",
    "Tone.play(autoplay=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SonifyTool takes a `bliplength` parameter to change the time length of each blip in seconds."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also save the tone as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing .\\tones/multitone.wav\n",
      "Saved multitone as .\\tones/multitone.wav.\n"
     ]
    }
   ],
   "source": [
    "Tone.save(path='.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Saving the tone creates a folder called \"tones\" in the current directory.\n",
    "\n",
    "If you want your tones saved elsewhere, change path to your desired directory."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The adjustments\n",
    "\n",
    "## duration\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are three inputs that help you change how x scales with time, which `SonifyTool` will take inside a `durations_args` dictionary.\n",
    "\n",
    "- `time_total` : Total time difference between first and last blip (in ms).\n",
    "- `dtime_min` : Minimum allowed time difference between blips (in ms).\n",
    "- `dtime_max` : Maximum allowed time difference between blips (in ms)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multitones created\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# choose 1 of 3\n",
    "duration_args = {\n",
    "    \"time_total\": 1000, # 10 seconds or 10,000 ms\n",
    "#     \"dtime_min\": 50, # .2 second or 200 ms\n",
    "#     \"dtime_max\": 100, # .1 second or 500 ms\n",
    "}\n",
    "\n",
    "Tone = SonifyTool(x,y, duration_args=duration_args)\n",
    "Tone.play(autoplay=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Alternately, you can simply pass a `duration_scale` (in units of x value per ms)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multitones created\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "duration_scale = 1. / 200. # x value / time (ms)\n",
    "\n",
    "Tone = SonifyTool(x, y, duration_scale=duration_scale)\n",
    "Tone.play(autoplay=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## frequency\n",
    "\n",
    "Here's how to change how frequency scales with y. `SonifyTool` will take `frequency_args` with the following options for inputs:\n",
    "\n",
    "- `frequency_min` : the minimum frequency that the y values hit.\n",
    "- `frequency_max` : the maximum frequency that the y values hit.\n",
    "- `cents_per_value` : a y scale parameter, in units of \"pitch\" per y value (cents/y). \n",
    "\n",
    "[Cents](https://en.wikipedia.org/wiki/Cent_(music)) are a logarithmic unit of tone intervals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multitones created\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C4 = 261.6 # Hz\n",
    "\n",
    "# choose 2 of 3\n",
    "frequency_args = {\n",
    "#     \"frequency_min\": 2 * C4,\n",
    "    \"frequency_max\": 10 * C4,\n",
    "    \"cents_per_value\": 1400.,\n",
    "}\n",
    "\n",
    "Tone = SonifyTool(x, y, frequency_args=frequency_args)\n",
    "Tone.play(autoplay=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The same information that is contained inside the audio file can be visualized in the following plot formats. The beauty of the soundfile is not having to deal with these, hence why I've left them for last.\n",
    "\n",
    "As a plot, x and y would look like this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cvD/ui/fGffHeuDdPen9oWQIAALCBZAkAAMCGJq4OwBOUl5crJydHQUFB8vFxz/zzxIkTkqRDhw6ppKTExdHgXLw/7ov3xn3x3rg3I7w/lZWVOnz4sPr06aMmTepOiRiz5ABffPGF+vfv7+owAADAefj888915ZVX1vk4LUsOEBQUJKnqxQ4JCXFxNAAAwB6FhYXq37+/5Xe8LiRLDlDd9RYSEqJOnTq5OBoAANAQ9Q2hcc8BNgAAAG6CZAkAAMAGkiUAAAAbSJYAAABsIFkCAACwgWQJAADABpIlAAAAG0iWAAAAbCBZAgAAsMFQyVJmZqZGjRqljh07ymQy6b333qt3m82bNys6OlrNmjXTJZdcor///e816qxatUoRERHy9/dXRESE1qxZ44Togf8pK69UWtYePbN2p9Ky9qisvNLVIQEA6mCoZOnUqVPq3bu35s6da1f9vXv3asSIEYqLi1NOTo7+8pe/6OGHH9aqVassdbKzszVu3DglJCRox44dSkhI0NixY/XZZ5856zDg5VLT8xQ+db1mrsvXm9n7NXNdvsKnrldqep6rQwMMhxMPNAaT2Ww2uzqI82EymbRmzRqNHj26zjpPPPGE3n//feXn51vKJk6cqB07dig7O1uSNG7cOJWUlGj9+vWWOsOGDVObNm307rvv2hXLwYMH1blzZx04cIBrw8Gm1PQ8LcjcW+fj9w0OU8qICElVPwLLs/dp/y+n1bVtCyXEhMqviaHObwCnSk3P06Ksvao861fMxyQlxf3vcwTYYu/vt0d/82ZnZys+Pt6qbOjQodq2bZvOnDljs86WLVvq3G9paalKSkostxMnTjg+eHicsvJKLcqqO1GSpEVZe1VWXknrE1CP6hOPynNO9yvN0oLMvXxW4FAenSwVFRUpKCjIqiwoKEjl5eU6evSozTpFRUV17jc1NVUBAQGWW0QEZzCo3/LsfTW+2M9VaZbGp33OjwBgQ0NOPABH8OhkSarqrjtbda/j2eW11Tm37GwpKSkqLi623PLy+PFC/fb/ctquelv3/mzzcX4EjI0xNhfO3hOP5dn7GiWexsL/jus0cXUAzhQcHFyjhejIkSNq0qSJ2rVrZ7POua1NZ/P395e/v7/lfklJiQOjhqfq2raFXfXqG0RY/SOQGHfJhQeFRlXbGJtZ6fmMsWkge0887K1nBPzvuJZHtyzFxMQoIyPDquzDDz9Uv3791LRpU5t1YmNjGy1OeIeEmFD51N1g2SCe9CPgLRhj4zj2nnjYW8/d8b/jeoZKlk6ePKnc3Fzl5uZKqloaIDc3VwUFBZKqusfuvPNOS/2JEydq//79Sk5OVn5+vhYvXqy0tDRNmTLFUueRRx7Rhx9+qOeff17ffvutnn/+eW3cuFGTJ09uzEODh6mtudyviY+S4sJsbjfwkrZ27d9TfgS8RUPG2NDVUj97Tjx8TFX1jI7xWe7BUN1w27Zt0zXXXGO5n5ycLEkaP368li5dqsLCQkviJElhYWFKT0/Xo48+qjfeeEMdO3bU66+/rjFjxljqxMbGasWKFXr66ac1depUdevWTStXrtSAAQMa78DgUexpLq9ruvNj8eEKn7re5ngMT/kR8CYNGdz/2b6f6WqpR/WJh61lOJLiwjxiqY2GjM+ia955DJUsXX311bK1LNTSpUtrlF111VX68ssvbe735ptv1s0333yh4QF1rqNU3VwuSSkjIvRYfHidayh5y4+AN7G32zS7lsH95/7voEp9Jx6e8lp54/gsd2SoZAlwZ/Y2lz8WHy6/Jj51ngV6y4+AN3FEt+nZ/zuoUt+JhyfwtvFZ7opkCXAQRzaXe8OPgDdJiAnVrPT8ev8/bKGrpXa2Tjw8gT3/O3TNOx/JEuAgjm4u9/QfAW9izxgbe9DV4n28aXyWO+PVBRyE5nLYkjIiQvcNDqsxi8vHxCxI2Gbrf+fs60nCeQx7IV13woV0IVWNWbJnJtu3M4dzFujFartAsiT+d1AvLq7tePb+ftMNBzgIzeWwR13dq/zvoD50zbsOyRLgQMxkw/nifwdwX3TDOQDdcDhXYzSX0yTvmXhfgcZDNxzgQs5uLueimp6LrhbA/ZAsAQZj7yrhAADHoG0XMBAuqgkAjY9kCTCQhqwSDgBwDLrhgPPgqkG4XFQTABofyRLQQK4cXM0q4QDQ+OiGAxqgenD1uV1h1YOrU9PznPr8CTGhNS55cC4uqgkAjkWyBNjJHQZXV68SbgsrPQOAY/GNCtjJXQZXc1FNAGhcjFkC7OROg6tTRkTosfhwVnoGgEZAsgTYyd0GV7PSMwA0Dk5DATsxuBoAvBPJEmAnBlcDgHeiGw5ogOrB0+eus+RjEhexBQAPRbIENBCDq4HG46rV8oGzkSwB54HB1YDzuXK1fOBsJEsAALdTvVr+uapXy5dEwlQLWuKcg2QJAOBW7F0t/7H4cBKBs9AS5zz8lwEA3Iq7rJZvJK6+bqWnI1kCALgVd1ot3wjc4bqVno5kCQDgVtxttXx3R0uc85EsAQDcCqvlNwwtcc5HsgQAcCuslt8wtMQ5n+H+0+bNm6ewsDA1a9ZM0dHRysrKqrPuhAkTZDKZatx69eplqbN06dJa6/z222+NcThwQ2XllUrL2qNn1u5UWtYe+vkBF0gZEaH7BofVaGHyMUn3DWZ219loiXM+Qy0dsHLlSk2ePFnz5s3ToEGDtGDBAg0fPlx5eXnq0qVLjfqvvfaannvuOcv98vJy9e7dW7fccotVvdatW2vXrl1WZc2aNXPOQcCtMfUWcB+slm+f6pa42talqkZL3IUxVLL0yiuvKDExUffcc48kac6cOfrggw80f/58paam1qgfEBCggIAAy/333ntPx44d01133WVVz2QyKTg42LnBw+2xCB7gflgt3z5ct9K5DJMslZWVafv27XryySetyuPj47Vlyxa79pGWlqYhQ4aoa9euVuUnT55U165dVVFRoSuuuEIzZ85Unz59HBY73B+L4AEwOlrinMcwydLRo0dVUVGhoKAgq/KgoCAVFRXVu31hYaHWr1+vd955x6o8PDxcS5cuVVRUlEpKSvTaa69p0KBB2rFjh7p3717rvkpLS1VaWmq5f+LEifM4IriThky95SwXgLuiJc45DJMsVTOZrEexmc3mGmW1Wbp0qS6++GKNHj3aqnzgwIEaOHCg5f6gQYPUt29f/e1vf9Prr79e675SU1M1ffr0hgcPt+WpU2+5ThQAXDjDJEuBgYHy9fWt0Yp05MiRGq1N5zKbzVq8eLESEhLk5+dns66Pj4+uvPJK7d69u846KSkpSk5Ottw/dOiQIiLoDzYyT5x6y2B1AHAMw5xi+vn5KTo6WhkZGVblGRkZio2Ntbnt5s2b9f333ysxMbHe5zGbzcrNzVVISEiddfz9/dW6dWvLrVWrVvYdBNyWp0295TpRAOA4hkmWJCk5OVn/+Mc/tHjxYuXn5+vRRx9VQUGBJk6cKKmqxefOO++ssV1aWpoGDBigyMjIGo9Nnz5dH3zwgfbs2aPc3FwlJiYqNzfXsk94B09aBI/rRAGAYxmmG06Sxo0bp59//lkzZsxQYWGhIiMjlZ6ebpndVlhYqIKCAqttiouLtWrVKr322mu17vP48eO69957VVRUpICAAPXp00eZmZnq37+/048H7sVTpt4yWB0AHMtkNpvr+VpFfQ4ePKjOnTvrwIED6tSpk6vDwQUy+qDoZ9bu1JvZ++utd2dMV824oWZrKwB4C3t/vw3VsgQ0BqNPvfXEwepGYvRkG0BNJEuAh0mICdWs9HybXXFGGqxuJMxABDwTpzuAh/GkwepGwgxEwHPxbQl4IK7Y3riYgQh4NrrhAA/FdaIaDzMQAc9GsgR4MKMPVjcKT71cDoAqnGICwAViBiLg2UiWAOACedrlcgBYI1kCgAvEDETAszFmCQAcwFMulwOgJpIlAHAQZiC6J1ZVx4UiWYLX4YsTztQYMxD5H7Yfq6rDEUiW4FX44oTR8T9sv+pV1c9Vvaq6JF4z2IVTEXgNLkcBo+N/2H6sqg5HIlmCV+CLE0bH/3DDNGRVdaA+JEvwCnxxwuj4H24YVlWHI5EswSvwxQmj43+4YVhVHY5EsgSvwBcnjI7/4YZhVXU4EskSvAJfnDA6/ocbhlXV4Uj8l8Ar8MUJo+N/uOFSRkTovsFhNZJMH5N032CWWoD9WGcJXoPLUcDo+B9uOFZVhyOYzGZzPfMrUJ+DBw+qc+fOOnDggDp16uTqcFAPVj+G0fE/DDiGvb/ftCzB6zTG5SgAZ+J/GGhcnIoAAADYQLIEAABgA8kSAACADSRLAAAANpAsAQAA2ECyBAAAYAPJEgAAgA0kSwAAADaQLAEAANhguGRp3rx5CgsLU7NmzRQdHa2srKw6627atEkmk6nG7dtvv7Wqt2rVKkVERMjf318RERFas2aNsw8DAAAYhKGSpZUrV2ry5Ml66qmnlJOTo7i4OA0fPlwFBQU2t9u1a5cKCwstt+7du1sey87O1rhx45SQkKAdO3YoISFBY8eO1Weffebsw4ETlJVXKi1rj55Zu1NpWXtUVl7p6pAAAAZnqAvpDhgwQH379tX8+fMtZT179tTo0aOVmppao/6mTZt0zTXX6NixY7r44otr3ee4ceNUUlKi9evXW8qGDRumNm3a6N1337UrLi6k6x5S0/O4GjsAwG72/n4bpmWprKxM27dvV3x8vFV5fHy8tmzZYnPbPn36KCQkRNdee60+/vhjq8eys7Nr7HPo0KE291laWqqSkhLL7cSJEw08GjhaanqeFmRaJ0qSVGmWFmTuVWp6nmsCAwAYnmGSpaNHj6qiokJBQUFW5UFBQSoqKqp1m5CQEC1cuFCrVq3S6tWr1aNHD1177bXKzMy01CkqKmrQPiUpNTVVAQEBlltEBK0WrlRWXqlFWXtt1lmUtZcuOQDAeWni6gAaymQyWd03m801yqr16NFDPXr0sNyPiYnRgQMH9NJLL2nw4MHntU9JSklJUXJysuX+oUOHSJhcaHn2vhotSueqNFfVS4y7pHGCAgB4DMMkS4GBgfL19a3R4nPkyJEaLUO2DBw4UG+99ZblfnBwcIP36e/vL39/f8v9kpISu58fjrf/l9MOredNysortTx7n/b/clpd27ZQQkyo/JoYpsEZABqFYb4V/fz8FB0drYyMDKvyjIwMxcbG2r2fnJwchYSEWO7HxMTU2OeHH37YoH3Ctbq2beHQet4iNT1P4VPXa+a6fL2ZvV8z1+UrfOp6xncBwDkM07IkScnJyUpISFC/fv0UExOjhQsXqqCgQBMnTpRU1T126NAhvfnmm5KkOXPmKDQ0VL169VJZWZneeustrVq1SqtWrbLs85FHHtHgwYP1/PPP64YbbtDatWu1ceNGffLJJy45RjRcQkyoZqXn2+yK8zFV1UOV6gHx56oeEC+JGYQA8F+GSpbGjRunn3/+WTNmzFBhYaEiIyOVnp6url27SpIKCwut1lwqKyvTlClTdOjQITVv3ly9evXSunXrNGLECEud2NhYrVixQk8//bSmTp2qbt26aeXKlRowYECjHx/Oj18THyXFhdX6418tKS6M7qX/sndA/GPx4bxmACCDrbPkrlhnyT2wzpJ90rL2aOa6/HrrTb2+JwPiAXg0e3+/DdWyBNiSMiJCj8WHM2C5HgyIB4CGIVmCR/Fr4kNrSD0YEA8ADcMpN+BlEmJC5VP3MmKSGBAPAGcjWQK8TPWAeFsYEA8A/0M3HOCFqge8MyAeAOpHsgR4KQbEA4B9SJYAL8aAeMB9cPkh90WyBACAi9W2Ttys9Hy6xd0EyRIAAC7E5YfcH+17AAC4iL2XHyorr2ykiFAbkiUAAFxkefY+mxcBl6pamJZn72uUeFA7uuFgKAyABOBJuPyQMZAswTAYAAnA03D5IWPglByGUD0A8tzm6uoBkKnpea4JDAAuAJcfMgaSJbg9BkAC8FRcfsgYePXh9hgACcCTpYyI0H2Dw2q0MPmYpPsGM8zAHTBmCW6PAZAAPB2XH3JvJEtwewyABOANuPyQ+yJlhdtjACQAwJVIluD2GAAJAHAluuFgCNUDHM9dZ8nHJNZZAgA4FckSDIMBkAAAVyBZgqEwABIA0Ng4JQcAALCBZAkAAMAGkiUAAAAbSJYAAABsIFkCAACwgWQJAADABpYOgNsoK69kDSUAgNshWYJbSE3Pq7E696z0fFbnBgC4nOFO2+fNm6ewsDA1a9ZM0dHRysrKqrPu6tWrdd1116l9+/Zq3bq1YmJi9MEHH1jVWbp0qUwmU43bb7/95uxDwX+lpudpQaZ1oiRJlWZpQeZepabnuSYwAABksGRp5cqVmjx5sp566inl5OQoLi5Ow4cPV0FBQa31MzMzdd111yk9PV3bt2/XNddco1GjRiknJ8eqXuvWrVVYWGh1a9asWWMcktcrK6/Uoqy9NussytqrsvLKRooIAABrhuqGe+WVV5SYmKh77rlHkjRnzhx98MEHmj9/vlJTU2vUnzNnjtX92bNna+3atfr3v/+tPn36WMpNJpOCg4OdGjtqtzx7X40WpXNVmqvqcZkTAIArGKZlqaysTNu3b1d8fLxVeXx8vLZs2WLXPiorK3XixAm1bdvWqvzkyZPq2rWrOnXqpJEjR9ZoeTpXaWmpSkpKLLcTJ0407GBgsf+X0w6tBwCAoxkmWTp69KgqKioUFBRkVR4UFKSioiK79vHyyy/r1KlTGjt2rKUsPDxcS5cu1fvvv693331XzZo106BBg7R79+4695OamqqAgADLLSKCAcjnq2vbFg6tBzhTWXml0rL26Jm1O5WWtYfuYcBLGKobTqrqMjub2WyuUVabd999V9OmTdPatWvVoUMHS/nAgQM1cOBAy/1Bgwapb9+++tvf/qbXX3+91n2lpKQoOTnZcv/QoUMkTOcpISZUs9LzbXbF+Ziq6gGuxIxNwHsZpmUpMDBQvr6+NVqRjhw5UqO16VwrV65UYmKi/vnPf2rIkCE26/r4+OjKK6+02bLk7++v1q1bW26tWrWy/0Bgxa+Jj5LiwmzWSYoLY70luBQzNgHvZphfID8/P0VHRysjI8OqPCMjQ7GxsXVu9+6772rChAl65513dP3119f7PGazWbm5uQoJCbngmGGflBERum9wmHzOaSD0MUn3DeasHa7FjE0AhuqGS05OVkJCgvr166eYmBgtXLhQBQUFmjhxoqSq7rFDhw7pzTfflFSVKN1555167bXXNHDgQEurVPPmzRUQECBJmj59ugYOHKju3burpKREr7/+unJzc/XGG2+45iC9VMqICD0WH84K3nA7zNgEYKhkady4cfr55581Y8YMFRYWKjIyUunp6erataskqbCw0GrNpQULFqi8vFwPPvigHnzwQUv5+PHjtXTpUknS8ePHde+996qoqEgBAQHq06ePMjMz1b9//0Y9NlR1yfFjA3fDjE0AJrPZXM85E+pz8OBBde7cWQcOHFCnTp1cHQ4AB0rL2qOZ6/LrrTf1+p4k+w3E9SDhavb+fhuqZQkAGhszNp2D2YUwElJ4ALCBGZuOx+xCGA2fbjQaFvSDUTFj03GYXQgjohsOjYImdxgdMzYdg9mFMCKSJThddZP7uaqb3CWRMMEQmLF54ZhdCCPilAhORZM7gLNxPUgYEckSnKohTe4APF9CTGiNsV/nYnYh3M0FJ0slJSV67733lJ9f/zok8D40uQM4G7MLYUQNHrM0duxYDR48WJMmTdKvv/6qfv36ad++fTKbzVqxYoXGjBnjjDhhUDS5Gx8LB8LRqsconjvpw8ckJn3ALTU4WcrMzNRTTz0lSVqzZo3MZrOOHz+uZcuW6dlnnyVZghUW9DM2ZjHCWZhdCCNpcLJUXFystm3bSpI2bNigMWPGqEWLFrr++uv1+OOPOzxAGFt1k3tts+Gq0eTunpjFCGdjdiGMosG/UJ07d1Z2drZOnTqlDRs2KD4+XpJ07NgxNWvWzOEBwvhY0M94mMUIAP/T4JalyZMn64477lDLli3VpUsXXX311ZKquueioqIcHR88BE3uxsLCgQDwPw1Olh544AH1799fBw4c0HXXXScfn6ofu0suuUTPPvuswwOE56DJ3TiYxQgA/3NeK3j369dPl19+ufbu3atu3bqpSZMmuv766x0dGwAXYRYjAPxPg/tATp8+rcTERLVo0UK9evVSQUGBJOnhhx/Wc8895/AAYRxcKNdzsHAgAPxPg5OllJQU7dixQ5s2bbIa0D1kyBCtXLnSocHBOFLT8xQ+db1mrsvXm9n7NXNdvsKnrldqep6rQ8N5YOFAAPifBnfDvffee1q5cqUGDhwok+l/p54RERH64YcfHBocjIEp5p6JhQMBoEqDk6WffvpJHTp0qFF+6tQpq+QJ3sHeKeaPxYfTCmFAzGIEgPPohrvyyiu1bt06y/3qBGnRokWKiYlxXGQwBC6U6/mqZzHOuCFSiXGXkCgB8DoNbllKTU3VsGHDlJeXp/Lycr322mv65ptvlJ2drc2bNzsjRrgxppgDADxdg08RY2Nj9emnn+r06dPq1q2bPvzwQwUFBSk7O1vR0dHOiBFujCnmgPthZirgWCaz2VxPJwrqc/DgQXXu3FkHDhxQp06dXB1Ooyorr1T41PX1Xij325nD6b4BGkFtFz9mUD5QO3t/vxvcDVe9rlJdunTp0tBdwgDKyitrHeTLhXIB98HMVMA5GpwshYaG2pz1VlFRcUEBwf3UdqY6Kz3fcqbKFHPA9ZiZCjhPg5OlnJwcq/tnzpxRTk6OXnnlFc2aNcthgcE92HumyhRzwLW4+DHgPA1Olnr37l2jrF+/furYsaNefPFF3XTTTQ4JDK7X0DNVLpQLuA4zUwHncdhp/2WXXaYvvvjCUbuDG2ANJcA4mJkKOE+Dk6WSkhKrW3Fxsb799ltNnTpV3bt3d0aMcBHOVAHj4OLHgPM0uBvu4osvrjHA22w2q3PnzlqxYoXDAkPjqm22G2eqgHEwMxVwngYnSx9//LHVfR8fH7Vv316XXnqpmjRp8O7QCOqa9l+trtludw2qOlOtbw0lzlQB98DMVMA5DLco5bx58/Tiiy+qsLBQvXr10pw5cxQXF1dn/c2bNys5OVnffPONOnbsqD//+c+aOHGiVZ1Vq1Zp6tSp+uGHH9StWzfNmjVLN954o90xufOilPUtUFfXbLdql3dqra8OltT5+H2D+QIG3E19J0gAqjh0Ucr333/f7if+4x//aHfdhlq5cqUmT56sefPmadCgQVqwYIGGDx+uvLy8WhfD3Lt3r0aMGKGkpCS99dZb+vTTT/XAAw+offv2GjNmjCQpOztb48aN08yZM3XjjTdqzZo1Gjt2rD755BMNGDDAacfSGOqb9l9eadaST/fZ3MfOQyW6Z1CYFm/hTBUwCmamAo5lV8uSj499ZyQmk8mpi1IOGDBAffv21fz58y1lPXv21OjRo5Wamlqj/hNPPKH3339f+fn5lrKJEydqx44dys7OliSNGzdOJSUlWr9+vaXOsGHD1KZNG7377rt2xeWOLUv2XIbEXlOv76mEmFDOVAEAHsWhLUuVla6/CGNZWZm2b9+uJ5980qo8Pj5eW7ZsqXWb7OxsxcfHW5UNHTpUaWlpOnPmjJo2bars7Gw9+uijNerMmTOnzlhKS0tVWlpquX/ixIkGHo3z2TPt3177fznNmSoAwGsZpmng6NGjqqioUFBQkFV5UFCQioqKat2mqKio1vrl5eU6evSozTp17VOSUlNTFRAQYLlFRLhfV5Qjp/Mz2w0A4M3Oa/raqVOntHnzZhUUFKisrMzqsYcfftghgdWltmULbF2rrrb655Y3dJ8pKSlKTk623D906JDbJUz2JjgmSbYaoJjtBgDwdud1bbgRI0bo9OnTOnXqlNq2baujR4+qRYsW6tChg9OSpcDAQPn6+tZo8Tly5EiNlqFqwcHBtdZv0qSJ2rVrZ7NOXfuUJH9/f/n7+1vul5TUPVvMVRJiQjUrPb/eaf93x4bpH5+yLgsAeANmSp6fBr9Cjz76qEaNGqVffvlFzZs319atW7V//35FR0frpZdeckaMkiQ/Pz9FR0crIyPDqjwjI0OxsbG1bhMTE1Oj/ocffqh+/fqpadOmNuvUtU+jqF6gzpakuDA9PSpC9w0Oq7Hyr4+JZQEAwJOkpucpfOp6zVyXrzez92vmunyFT12v1PQ8V4fm9hrcspSbm6sFCxbI19dXvr6+Ki0t1SWXXKIXXnhB48ePd+qFdJOTk5WQkKB+/fopJiZGCxcuVEFBgWXdpJSUFB06dEhvvvmmpKqZb3PnzlVycrKSkpKUnZ2ttLQ0q1lujzzyiAYPHqznn39eN9xwg9auXauNGzfqk08+cdpxNBZ7F6hLGRGhx+LDOdsAAA9V31Iykjg5tqHByVLTpk0t43mCgoJUUFCgnj17KiAgQAUFBQ4P8Gzjxo3Tzz//rBkzZqiwsFCRkZFKT09X165dJUmFhYVWMYSFhSk9PV2PPvqo3njjDXXs2FGvv/66ZY0lSYqNjdWKFSv09NNPa+rUqerWrZtWrlxp+DWWqtmbCDHbDQA8U1l5pRZl1T3cQqo6qX4sPpyT5Do0eAXv+Ph4TZgwQbfffrsmTpyonJwcPfzww1q+fLmOHTumzz77zFmxui13XGcJAABJSsvao5nr8uutN/X6nl530mzv77fdKWR5ebkkafbs2QoJCZEkzZw5U+3atdP999+vI0eOaOHChRcYNgAAcCR7l5Jx5JIznsbubriQkBCNHz9ed999t/r16ydJat++vdLT050WHAAAuDD2LiXDmnp1s7tlKTk5Wf/+978VFRWlmJgYpaWl6eTJk86MDQAAXKCEmNAaM57PxZp6ttmdLKWkpGjXrl3atGmTwsPDNXnyZIWEhOiuu+7Sp59+6swYAQDAebJ3KRkGd9etwa9MXFyclixZoqKiIs2ZM0fff/+94uLi1KNHD73wwgvOiBEAAFyAlBGsqXchGjwbrjbr1q3TnXfeqePHj6uiosIRcRkKs+EAAEbACt7W7P39Pq9rw0nS6dOntXLlSi1ZskSffvqpunXrpscff/x8dwcAAJyMNfXOT4OTpaysLC1ZskT/+te/VFFRoZtvvlnPPvusBg8e7Iz4AAAAXMruZGn27NlaunSpfvjhB/Xr108vvviibrvtNrVu3dqZ8QEAALiU3cnSq6++qj/96U9KTExUZGSkM2MCAABwG3YnSz/++KOaNm3qzFgAAGh0DHpGfexOlkiUAACeJjU9T4uy9qryrHnhs9LzlRTHdPoL4WkJ6HnPhgMAwMhS0/O0IHNvjfJKsyzlJEwN54kJqN1p3sGDB50ZBwAAjaasvFKLsmomSmdblLVXZeWVjRSRZ6hOQCvPWcGxOgFNTc9zTWAXyO5kKTIyUsuXL3dmLAAANIrl2ftq/KCfq9JcVQ/28eQE1O5kafbs2XrwwQc1ZswY/fzzz86MCQAAp9r/y2mH1oNnJ6B2J0sPPPCAduzYoWPHjqlXr156//33nRkXAABO07VtC4fWg2cnoA0a4B0WFqaPPvpIc+fO1ZgxY9SzZ081aWK9iy+//NKhAQIA4GgJMaGalZ5vsyXEx1RVD/bx5AS0wbPh9u/fr1WrVqlt27a64YYbaiRLAAC4O78mPkqKC6t1Nly1pLgwQ093b2yenIA2KNNZtGiRHnvsMQ0ZMkQ7d+5U+/btnRUXAABOVT2N/dxp7j4mGXqau6t4cgJqd7I0bNgwff7555o7d67uvPNOZ8YEAECjSBkRocfiwz1qAUVX8tQE1O5kqaKiQl999ZU6derkzHgAAGhUfk18lBh3iavD8BiemIDanSxlZGQ4Mw4AAOAhPC0BNW6aBwAA0AhIlgAAAGwgWQIAALCBZAkAAMAGVpQEcEHKyis9atYLAJyLZAnAeUtNz6uxnsqs9HxDr6cCAOciWQJwXlLT82pdqbfSLEs5CRMAT0BbOYAGKyuv1KKsui9pIFWt4FtWXtlIEQGA8xgmWTp27JgSEhIUEBCggIAAJSQk6Pjx43XWP3PmjJ544glFRUXpoosuUseOHXXnnXfqxx9/tKp39dVXy2QyWd1uvfVWJx8NYGzLs/fZvFimVNXCtDx7X6PEAwDOZJhk6fbbb1dubq42bNigDRs2KDc3VwkJCXXWP336tL788ktNnTpVX375pVavXq3vvvtOf/zjH2vUTUpKUmFhoeW2YMECZx4KYHj7fznt0HoA4M4MMWYpPz9fGzZs0NatWzVgwABJ0qJFixQTE6Ndu3apR48eNbYJCAiocYmWv/3tb+rfv78KCgrUpUsXS3mLFi0UHBzs3IMAPEjXti0cWg8A3JkhWpays7MVEBBgSZQkaeDAgQoICNCWLVvs3k9xcbFMJpMuvvhiq/K3335bgYGB6tWrl6ZMmaITJ044KnTAIyXEhMrHZLuOj6mqHgAYnSFaloqKitShQ4ca5R06dFBRUZFd+/jtt9/05JNP6vbbb1fr1q0t5XfccYfCwsIUHBysnTt3KiUlRTt27LB54eDS0lKVlpZa7pNcwdv4NfFRUlxYrbPhqiXFhbHeEgCP4NJkadq0aZo+fbrNOl988YUkyWSqeRprNptrLT/XmTNndOutt6qyslLz5s2zeiwpKcnyd2RkpLp3765+/frpyy+/VN++fWvdX2pqar1xA56uelmAc9dZ8jHJsOssscAmgNqYzGZzPXNanOfo0aM6evSozTqhoaF65513lJycXGP228UXX6xXX31Vd911V53bnzlzRmPHjtWePXv00UcfqV27djafz2w2y9/fX8uXL9e4ceNqrXNuy9KhQ4cUERGhAwcOqFOnTjb3D3gaT0kwaltg08iJH4D6HTx4UJ07d67399ulLUuBgYEKDAyst15MTIyKi4v1+eefq3///pKkzz77TMXFxYqNja1zu+pEaffu3fr444/rTZQk6ZtvvtGZM2cUEhJSZx1/f3/5+/tb7peUlNS7X8BT+TXxUWLcJa4O44KwwCYAWwxx+tezZ08NGzZMSUlJ2rp1q7Zu3aqkpCSNHDnSaiZceHi41qxZI0kqLy/XzTffrG3btuntt99WRUWFioqKVFRUpLKyMknSDz/8oBkzZmjbtm3at2+f0tPTdcstt6hPnz4aNGiQS44VQONigU0A9TFEsiRVzViLiopSfHy84uPjdfnll2v58uVWdXbt2qXi4mJJVU1r77//vg4ePKgrrrhCISEhllv1DDo/Pz/95z//0dChQ9WjRw89/PDDio+P18aNG+Xr69voxwig8bHAJoD6GGI2nCS1bdtWb731ls06Zw+/Cg0NVX3DsTp37qzNmzc7JD4AxsQCmwDqY5iWJQBwBhbYBFAfkiUAXo0FNgHUh2QJgFerXmDTFhbYBLybYcYsAYCzeOICmwAch2QJAFSVMD0WH+4RC2wCcCySJQD4L09YYBOA43HKBAAAYAPJEgAAgA0kSwAAADaQLAEAANhAsgQAAGADyRIAAIANJEsAAAA2kCwBAADYQLIEAABgA8kSAACADSRLAAAANpAsAQAA2ECyBAAAYAPJEgAAgA0kSwAAADaQLAEAANhAsgQAAGADyRIAAIANJEsAAAA2NHF1AAAAeIOy8kotz96n/b+cVte2LZQQEyq/JrRZGAHJEgAATpaanqdFWXtVaf5f2az0fCXFhSllRITrAoNdSJYAAHCi1PQ8LcjcW6O80ixLOQmTe6P9DwAAJykrr9SirJqJ0tkWZe1VWXllI0WE80GyBACAkyzP3mfV9VabSnNVPbgvkiUAAJxk/y+nHVoPrmGYZOnYsWNKSEhQQECAAgIClJCQoOPHj9vcZsKECTKZTFa3gQMHWtUpLS3VQw89pMDAQF100UX64x//qIMHDzrxSAAA3qJr2xYOrQfXMEyydPvttys3N1cbNmzQhg0blJubq4SEhHq3GzZsmAoLCy239PR0q8cnT56sNWvWaMWKFfrkk0908uRJjRw5UhUVFc46FADwCmXllUrL2qNn1u5UWtYerxyXkxATKh+T7To+pqp6cF+GmA2Xn5+vDRs2aOvWrRowYIAkadGiRYqJidGuXbvUo0ePOrf19/dXcHBwrY8VFxcrLS1Ny5cv15AhQyRJb731ljp37qyNGzdq6NChjj8YAPACTJWv4tfER0lxYbXOhquWFBfGektuzhDvTnZ2tgICAiyJkiQNHDhQAQEB2rJli81tN23apA4dOuiyyy5TUlKSjhw5Ynls+/btOnPmjOLj4y1lHTt2VGRkZL37BQDUrnqq/LkDm6unyqem57kmMBdJGRGh+waH1Whh8jFJ9w32ruTRqAzRslRUVKQOHTrUKO/QoYOKiorq3G748OG65ZZb1LVrV+3du1dTp07VH/7wB23fvl3+/v4qKiqSn5+f2rRpY7VdUFCQzf2WlpaqtLTUcv/EiRPncVQA4HnsnSr/WHy4V7WmpIyI0GPx4azgbVAuTZamTZum6dOn26zzxRdfSJJMppqdvmazudbyauPGjbP8HRkZqX79+qlr165at26dbrrppjq3q2+/qamp9cYNAN6oIVPlE+MuaZyg3IRfEx+vO2ZP4dJkadKkSbr11ltt1gkNDdVXX32lw4cP13jsp59+UlBQkN3PFxISoq5du2r37t2SpODgYJWVlenYsWNWrUtHjhxRbGxsnftJSUlRcnKy5f6hQ4cUEUEzKgAwVR6eyKXJUmBgoAIDA+utFxMTo+LiYn3++efq37+/JOmzzz5TcXGxzaTmXD///LMOHDigkJAQSVJ0dLSaNm2qjIwMjR07VpJUWFionTt36oUXXqhzP/7+/vL397fcLykpsTsGAPBkTJWHJzJEZ2nPnj01bNgwJSUlaevWrdq6dauSkpI0cuRIq5lw4eHhWrNmjSTp5MmTmjJlirKzs7Vv3z5t2rRJo0aNUmBgoG688UZJUkBAgBITE/XYY4/pP//5j3JycvSnP/1JUVFRltlxAOCJnDWtn6ny8ESGGOAtSW+//bYefvhhy8y1P/7xj5o7d65VnV27dqm4uFiS5Ovrq6+//lpvvvmmjh8/rpCQEF1zzTVauXKlWrVqZdnm1VdfVZMmTTR27Fj9+uuvuvbaa7V06VL5+vo23sEBQCNy5rR+psrDE5nMZnM9Q/FQn4MHD6pz5846cOCAOnXq5OpwAKBO1dP66+Koqey1JWQ+JnndOktwb/b+fhumZQkAcGEac1o/U+XhSUiWAMBLNPa0fqbKw1OQLAFwurLySloY3ADT+oHzQ7IEwKm4Rpj7YFo/cH44tQPgNFwjzL0wrR84PyRLAJzC3sHEjlrfB/WrntZvC9P6gZr4RABwioYMJkbjSRkRofsGh9VoYfIxOW7ZAMDTMGYJgFMwmNh9Ma0faBiSJQBOwWBi98a0fsB+nEYAcAoGEwPwFCRLAJyCwcQAPAXdcACcpnqwMNcIA2BkJEsAnIrBxACMjmQJgNMxmBiAkXFqBwAAYAPJEgAAgA0kSwAAADaQLAEAANhAsgQAAGADyRIAAIANJEsAAAA2kCwBAADYwKKUALxCWXklq4gDOC8kSwA8Xmp6Xo3r081Kz+f6dADsQrIEwKOlpudpQebeGuWVZlnKSZgA2EIbNACPVVZeqUVZNROlsy3K2quy8spGigiAEZEsAfBYy7P3WXW91abSXFUPAOpCsgTAY+3/5bRD6wHwTiRLADxW17YtHFoPgHciWQLgsRJiQuVjsl3Hx1RVDwDqQrIEwGP5NfFRUlyYzTpJcWGstwTAJpYOAODRqpcFOHedJR+TWGcJgF0Mczp17NgxJSQkKCAgQAEBAUpISNDx48dtbmMymWq9vfjii5Y6V199dY3Hb731VicfDYDGlDIiQt/OHK6p1/fUnTFdNfX6nvp25nASJQB2MUzL0u23366DBw9qw4YNkqR7771XCQkJ+ve//13nNoWFhVb3169fr8TERI0ZM8aqPCkpSTNmzLDcb968uQMjB+AO/Jr4KDHuEleHAcCADJEs5efna8OGDdq6dasGDBggSVq0aJFiYmK0a9cu9ejRo9btgoODre6vXbtW11xzjS65xPoLs0WLFjXqAgAASAbphsvOzlZAQIAlUZKkgQMHKiAgQFu2bLFrH4cPH9a6deuUmJhY47G3335bgYGB6tWrl6ZMmaITJ07Y3FdpaalKSkost/rqAwAA4zJEy1JRUZE6dOhQo7xDhw4qKiqyax/Lli1Tq1atdNNNN1mV33HHHQoLC1NwcLB27typlJQU7dixQxkZGXXuKzU1VdOnT2/YQQAAAENyacvStGnT6hyEXX3btm2bpKrB2ucym821ltdm8eLFuuOOO9SsWTOr8qSkJA0ZMkSRkZG69dZb9a9//UsbN27Ul19+Wee+UlJSVFxcbLnl5eU14KgBAICRuLRladKkSfXOPAsNDdVXX32lw4cP13jsp59+UlBQUL3Pk5WVpV27dmnlypX11u3bt6+aNm2q3bt3q2/fvrXW8ff3l7+/v+V+SUlJvfsFAADG5NJkKTAwUIGBgfXWi4mJUXFxsT7//HP1799fkvTZZ5+puLhYsbGx9W6flpam6Oho9e7du96633zzjc6cOaOQkJD6DwAAAHg8Qwzw7tmzp4YNG6akpCRt3bpVW7duVVJSkkaOHGk1Ey48PFxr1qyx2rakpET/93//p3vuuafGfn/44QfNmDFD27Zt0759+5Senq5bbrlFffr00aBBg5x+XAAAwP0ZIlmSqmasRUVFKT4+XvHx8br88su1fPlyqzq7du1ScXGxVdmKFStkNpt122231dinn5+f/vOf/2jo0KHq0aOHHn74YcXHx2vjxo3y9fV16vEAAABjMJnNZnP91WDLwYMH1blzZx04cECdOnVydTgAAAcrK6/U8ux92v/LaXVt20IJMaFcU9AD2Pv7bYilAwAAcJXU9Lwa1xaclZ7PtQW9CMkSAAB1SE3P04LMvTXKK82ylJMweT7aEAEAqEVZeaUWZdVMlM62KGuvysorGykiuArJEgAAtVievc+q6602leaqevBsdMMBAFCL/b+cdmg9o2Awe00kSwBcji9nuKOubVs4tJ4RMJi9diRLAFyKL2e4q4SYUM1Kz7fZFedjqqrnCRjMXjdO3QC4TPWX87k/RtVfzqnpXKQaruPXxEdJcWE26yTFhXlEKyiD2W0z/jsMwJD4coYRpIyI0H2Dw+Rjsi73MUn3Dfac1k8Gs9tGNxwAl2jIl3Ni3CWNExRQi5QREXosPtyjx9V562B2e5EsAXAJvpxhJH5NfDw6affGwewN4TlpMQBD4csZcB8JMaE1uhrP5UmD2RuKZAmAS/DlDLgPbxrMfj6886gBuBxfzoB78ZbB7OeDMUsAXKb6y/fcdZZ8TGKdJcAFvGEw+/kgWQLgUnw5A+6lvsHs3rjiPskSAJfz9JlGgKfw1hX3SZYAAEC9vPlyKJ7dbgYAAC6Yt6+4T7IEAABs8vbLodANBwA4L9440NdbefuK+yRLADwCP9yOVd/r6a0Dfb2Vt6+4T7IEwPD44Xas+l5Pbx7o660SYkI1Kz3fZlecJ6+4z2kXAEOr/uE+90u8+oc7NT3PNYEZVH2v58z/941XD/T1Vt6+4r5nHhUAr+DtM3QczZ7XM+0T7x7o6828+XIodMMBMKyGzNBh0cv62fN62stTB/p6O29dcZ9kCYBhefsMHUdz5OvkqQN96+JNEwy8ccV9kiUAhuXtM3Qczd7XySTJVgOUJw/0rQ0TDDyfZ6a9ALxCQkxojfET5/K2H+4LYe/rmTjIewf6nosJBt7BO/6bARhaWXml0rL26Jm1O5WWtccyYNvbZ+g4mr2v59OjvHeg79mYYOA96IYD4Nbq6+Ko/mE+t46PSXSDnAd7X09vHeh7NiYYeA/DJEuzZs3SunXrlJubKz8/Px0/frzebcxms6ZPn66FCxfq2LFjGjBggN544w316tXLUqe0tFRTpkzRu+++q19//VXXXnut5s2bp06dOjnxaADYw97FD/nhdix7X09vHOh7NiYYeA/DfJOUlZXplltu0f3332/3Ni+88IJeeeUVzZ07V1988YWCg4N13XXX6cSJE5Y6kydP1po1a7RixQp98sknOnnypEaOHKmKigpnHAYAOzW0i6P6h3vGDZFKjLuEROkC8XrWjwkG3sMw//3Tp0/Xo48+qqioKLvqm81mzZkzR0899ZRuuukmRUZGatmyZTp9+rTeeecdSVJxcbHS0tL08ssva8iQIerTp4/eeustff3119q4caMzDwdAPbz9Kudwf0ww8B6GSZYaau/evSoqKlJ8fLylzN/fX1dddZW2bNkiSdq+fbvOnDljVadjx46KjIy01KlNaWmpSkpKLLezW6oAOAZdHHB3TDDwHh77DhYVFUmSgoKCrMqDgoIsjxUVFcnPz09t2rSps05tUlNTFRAQYLlFRDCAFHA0ujhgBN58CRBv4tJkadq0aTKZTDZv27Ztu6DnMJms/4PNZnONsnPVVyclJUXFxcWWW14e62gAjkYXB4wiZUSEvp05XFOv76k7Y7pq6vU99e3M4SRKHsSls+EmTZqkW2+91Wad0NDQ89p3cHCwpKrWo5CQEEv5kSNHLK1NwcHBKisr07Fjx6xal44cOaLY2Ng69+3v7y9/f3/L/ZKSkvOKEUDdqrs4apsNV40uDrgLb58Z6OlcmiwFBgYqMDDQKfsOCwtTcHCwMjIy1KdPH0lVM+o2b96s559/XpIUHR2tpk2bKiMjQ2PHjpUkFRYWaufOnXrhhRecEhcA+7GGEgB3YJh1lgoKCvTLL7+ooKBAFRUVys3NlSRdeumlatmypSQpPDxcqampuvHGG2UymTR58mTNnj1b3bt3V/fu3TV79my1aNFCt99+uyQpICBAiYmJeuyxx9SuXTu1bdtWU6ZMUVRUlIYMGeKqQwVwFtZQAuBqhkmWnnnmGS1btsxyv7q16OOPP9bVV18tSdq1a5eKi4stdf785z/r119/1QMPPGBZlPLDDz9Uq1atLHVeffVVNWnSRGPHjrUsSrl06VL5+vo2zoEBqBddHABcyWQ2m+tZyQT1OXjwoDp37qwDBw6w8jcAAAZh7+837dgAAAA2kCwBAADYQLIEAABgA8kSAACADSRLAAAANpAsAQAA2ECyBAAAYAPJEgAAgA2GWcHbnVVWVkqquq4cAAAwhurf7erf8bqQLDnA4cOHJUn9+/d3cSQAAKChDh8+rC5dutT5OJc7cYDy8nLl5OQoKChIPj7u2bN54sQJRUREKC8vz+raeGg4XkvH4bV0DF5Hx+G1dBwjvJaVlZU6fPiw+vTpoyZN6m4/IlnyEiUlJQoICFBxcbFat27t6nAMjdfScXgtHYPX0XF4LR3Hk15L92wGAQAAcBMkSwAAADaQLHkJf39//fWvf5W/v7+rQzE8XkvH4bV0DF5Hx+G1dBxPei0ZswQAAGADLUsAAAA2kCwBAADYQLIEAABgA8kSAACADSRLXmLevHkKCwtTs2bNFB0draysLFeHZDiZmZkaNWqUOnbsKJPJpPfee8/VIRlSamqqrrzySrVq1UodOnTQ6NGjtWvXLleHZUjz58/X5ZdfrtatW6t169aKiYnR+vXrXR2W4aWmpspkMmny5MmuDsVwpk2bJpPJZHULDg52dVgXjGTJC6xcuVKTJ0/WU089pZycHMXFxWn48OEqKChwdWiGcurUKfXu3Vtz5851dSiGtnnzZj344IPaunWrMjIyVF5ervj4eJ06dcrVoRlOp06d9Nxzz2nbtm3atm2b/vCHP+iGG27QN9984+rQDOuLL77QwoULdfnll7s6FMPq1auXCgsLLbevv/7a1SFdMJYO8AIDBgxQ3759NX/+fEtZz549NXr0aKWmprowMuMymUxas2aNRo8e7epQDO+nn35Shw4dtHnzZg0ePNjV4Rhe27Zt9eKLLyoxMdHVoRjOyZMn1bdvX82bN0/PPvusrrjiCs2ZM8fVYRnKtGnT9N577yk3N9fVoTgULUserqysTNu3b1d8fLxVeXx8vLZs2eKiqID/KS4ullT1I4/zV1FRoRUrVujUqVOKiYlxdTiG9OCDD+r666/XkCFDXB2Koe3evVsdO3ZUWFiYbr31Vu3Zs8fVIV2wui+xC49w9OhRVVRUKCgoyKo8KChIRUVFLooKqGI2m5WcnKzf//73ioyMdHU4hvT1118rJiZGv/32m1q2bKk1a9YoIiLC1WEZzooVK/Tll1/qiy++cHUohjZgwAC9+eabuuyyy3T48GE9++yzio2N1TfffKN27dq5OrzzRrLkJUwmk9V9s9lcowxobJMmTdJXX32lTz75xNWhGFaPHj2Um5ur48ePa9WqVRo/frw2b95MwtQABw4c0COPPKIPP/xQzZo1c3U4hjZ8+HDL31FRUYqJiVG3bt20bNkyJScnuzCyC0Oy5OECAwPl6+tboxXpyJEjNVqbgMb00EMP6f3331dmZqY6derk6nAMy8/PT5deeqkkqV+/fvriiy/02muvacGCBS6OzDi2b9+uI0eOKDo62lJWUVGhzMxMzZ07V6WlpfL19XVhhMZ10UUXKSoqSrt373Z1KBeEMUsezs/PT9HR0crIyLAqz8jIUGxsrIuigjczm82aNGmSVq9erY8++khhYWGuDsmjmM1mlZaWujoMQ7n22mv19ddfKzc313Lr16+f7rjjDuXm5pIoXYDS0lLl5+crJCTE1aFcEFqWvEBycrISEhLUr18/xcTEaOHChSooKNDEiRNdHZqhnDx5Ut9//73l/t69e5Wbm6u2bduqS5cuLozMWB588EG98847Wrt2rVq1amVp9QwICFDz5s1dHJ2x/OUvf9Hw4cPVuXNnnThxQitWrNCmTZu0YcMGV4dmKK1ataoxZu6iiy5Su3btGEvXQFOmTNGoUaPUpUsXHTlyRM8++6xKSko0fvx4V4d2QUiWvMC4ceP0888/a8aMGSosLFRkZKTS09PVtWtXV4dmKNu2bdM111xjuV/d/z5+/HgtXbrURVEZT/USFldffbVV+ZIlSzRhwoTGD8jADh8+rISEBBUWFiogIECXX365NmzYoOuuu87VocFLHTx4ULfddpuOHj2q9u3ba+DAgdq6davhf29YZwkAAMAGxiwBAADYQLIEAABgA8kSAACADSRLAAAANpAsAQAA2ECyBAAAYAPJEgAAgA0kSwBgp9DQUM2ZM8fVYQBoZCRLAAyjoqJCsbGxGjNmjFV5cXGxOnfurKeffrrW7aKionTPPffU+ti7776rpk2b6vDhww6PF4BnIFkCYBi+vr5atmyZNmzYoLfffttS/tBDD6lt27Z65plnat0uMTFR//znP3X69Okajy1evFgjR45UUFCQ0+IGYGwkSwAMpXv37kpNTdVDDz2kH3/8UWvXrtWKFSu0bNky+fn51bpNQkKCSktL9X//939W5QUFBfroo4+UmJioH374QTfccIOCgoLUsmVLXXnlldq4cWOdcezbt08mk0m5ubmWsuPHj8tkMmnTpk2Wsry8PI0YMUItW7ZUUFCQEhISdPToUcvj//rXvxQVFaXmzZurXbt2GjJkiE6dOnV+Lw4ApyBZAmA4Dz30kHr37q0777xT9957r5555hldccUVddZv166dbrjhBi1ZssSqfMmSJQoKCtLw4cN18uRJjRgxQhs3blROTo6GDh2qUaNGqaCg4LzjLCws1FVXXaUrrrhC27Zt04YNG3T48GGNHTvW8vhtt92mu+++W/n5+dq0aZNuuukmcclOwL00cXUAANBQJpNJ8+fPV8+ePRUVFaUnn3yy3m3uvvtujRgxQnv27NEll1wis9mspUuXasKECfL19VXv3r3Vu3dvS/1nn31Wa9as0fvvv69JkyadV5zz589X3759NXv2bEvZ4sWL1blzZ3333Xc6efKkysvLddNNN1muyh4VFXVezwXAeWhZAmBIixcvVosWLbR3714dPHiw3vrx8fHq1KmTpXXpo48+0r59+3TXXXdJkk6dOqU///nPioiI0MUXX6yWLVvq22+/vaCWpe3bt+vjjz9Wy5YtLbfw8HBJ0g8//KDevXvr2muvVVRUlG655RYtWrRIx44dO+/nA+AcJEsADCc7O1uvvvqq1q5dq5iYGCUmJtbbdeXj46MJEyZo2bJlqqys1JIlSzR48GB1795dkvT4449r1apVmjVrlrKyspSbm6uoqCiVlZXVuT9JVs975swZqzqVlZUaNWqUcnNzrW67d+/W4MGD5evrq4yMDK1fv14RERH629/+ph49emjv3r0X8vIAcDCSJQCG8uuvv2r8+PG67777NGTIEP3jH//QF198oQULFtS77V133aWDBw9q9erVWr16tRITEy2PZWVlacKECbrxxhsVFRWl4OBg7du3r859tW/fXlLVuKNqZw/2lqS+ffvqm2++UWhoqC699FKr20UXXSSpqktx0KBBmj59unJycuTn56c1a9Y04BUB4GwkSwAM5cknn1RlZaWef/55SVKXLl308ssv6/HHH7eZ3EhSWFiY/vCHP+jee+9V06ZNdfPNN1seu/TSS7V69Wrl5uZqx44duv3221VZWVnnvpo3b66BAwfqueeeU15enjIzM2us8/Tggw/ql19+0W233abPP/9ce/bs0Ycffqi7775bFRUV+uyzzzR79mxt27ZNBQUFWr16tX766Sf17Nnz/F8gAA5HsgTAMDZv3qw33nhDS5cutbTMSFJSUpJiY2Pt6o5LTEzUsWPHdOutt6pFixaW8ldffVVt2rRRbGysRo0apaFDh6pv374297V48WKdOXNG/fr10yOPPKJnn33W6vGOHTvq008/VUVFhYYOHarIyEg98sgjCggIkI+Pj1q3bq3MzEyNGDFCl112mZ5++mm9/PLLGj58+Hm8OgCcxWRmjioAAECdaFkCAACwgWQJAADABpIlAAAAG0iWAAAAbCBZAgAAsIFkCQAAwAaSJQAAABtIlgAAAGwgWQIAALCBZAkAAMAGkiUAAAAbSJYAAABs+P/QWHHdRogNdAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sonipy.visualisation import plotData\n",
    "fig, axes = plotData(Tone)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Tone.plotTone()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Tone.plotSpectrogram();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Tone.plotSpectrum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note the blip plot below is not supported in python 3.7:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.11.5'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pythonversion = (sys.version.split(' ')[0])\n",
    "pythonversion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if pythonversion[:3] != \"3.7\":\n",
    "    Tone.plotBlips()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# For the extra curious"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hidden information\n",
    "The details of the sonification can be found inside Tone. These include details like the y frequency scale (cent / y value), the x durations scale (x value / ms), total time (ms), or any of the following:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['bliplength',\n",
       " 'multitone',\n",
       " 'multitones',\n",
       " 'x',\n",
       " 'x_dtime_max',\n",
       " 'x_dtime_min',\n",
       " 'x_durations',\n",
       " 'x_dx',\n",
       " 'x_dx_max',\n",
       " 'x_dx_min',\n",
       " 'x_scale',\n",
       " 'x_starttimes',\n",
       " 'x_time_total',\n",
       " 'y',\n",
       " 'y_cents_per_value',\n",
       " 'y_freq_translate_to_range',\n",
       " 'y_frequencies',\n",
       " 'y_frequency_max',\n",
       " 'y_frequency_min',\n",
       " 'y_input_frequency_args',\n",
       " 'y_inputs',\n",
       " 'y_n_inputs',\n",
       " 'y_value_max',\n",
       " 'y_value_min',\n",
       " 'y_values']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Tone.keys"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Can I play with the actual soundfile?\n",
    "\n",
    "If you'd like to mess with the soundfile once created, you should play with `Tone.multitone`, which is an instance of `thinkdsp.Wave`. For all the details on how to use it, see [ThinkDSP](https://github.com/AllenDowney/ThinkDSP/tree/9ae1b562742358e25a82b5f3e870f614faf001a1).\n",
    "\n",
    "For the extra curious, each individual tone is placed within `Tone.multitones`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.11.5'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from platform import python_version\n",
    "python_version()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "print(sum(Tone.multitones))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Tone.play(autoplay=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A note on comparing data\n",
    "##### Would you like your pitch to scale the same way across plots/tones? \n",
    "\n",
    "If you'd like to compare multiple soundfiles consistently, I'd recommend passing the same `cents_per_value` for each soundfile. You will also pass a `frequency_min` or `frequency_max`. If you'd like the maximum frequencies or minimum frequencies to match to values that aren't the maximum or minimum in your input data, you may pass a `value_min` or `value_max` to force the corresponding minimum/maximum frequency to the same y value, grounding the scale across differnt Tones.\n",
    "\n",
    "To save you the calculation, you can find a cent_per_value function inside `sonipy.scales.frequency`.\n",
    "\n",
    "Here's some basic code to do just that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "C4 = 261.6 # Hz\n",
    "frequency_min = 2 * C4\n",
    "frequency_max = 10 * C4\n",
    "value_min = min(y)\n",
    "value_max = max(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sonipy.scales.frequency import cent_per_value\n",
    "myscale = cent_per_value(f_min = frequency_min, f_max = frequency_max,\n",
    "                         v_min = value_min, v_max = value_max)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "multitones created\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequency_args = {\n",
    "    \"frequency_min\": frequency_min,\n",
    "    \"cents_per_value\" : myscale/2,\n",
    "    \"value_min\" : min(y),\n",
    "}\n",
    "\n",
    "Tone = SonifyTool(x,y, frequency_args=frequency_args)\n",
    "Tone.play(autoplay=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Want to contribute? Have feedback?\n",
    "\n",
    "Contributions and collaborations are welcomed and awesome! [Here](https://github.com/lockepatton/sonipy/blob/master/contributing.md) is a great place to start. This project is perfect to people learning to work with packages so give it a try. Feel free to open an issue/pull request here on github, send us a tweet at @Astro_Locke or email locke.patton@cfa.harvard.edu if you have questions or would like to brainstorm your ideas."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}