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@geospiza-fortis
Created June 16, 2021 01:35
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{
"cells": [
{
"cell_type": "markdown",
"id": "791cca87-5978-4ef1-abef-2c8cb4f0d1ac",
"metadata": {},
"source": [
"https://github.com/stanford-futuredata/ASAP/blob/master/ASAP.ipynb"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "09e95116-87a4-4a81-818e-ba4da168492d",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"import numpy as np\n",
"import scipy.stats\n",
"from matplotlib import pyplot as plt\n",
"import pandas as pd\n",
"import json\n",
"import numpy.fft\n",
"from decimal import Decimal\n",
"import math\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "f44e4946-d4cf-49b5-a60e-2641dc6e0de3",
"metadata": {},
"outputs": [],
"source": [
"# ASAP\n",
"class Metrics(object):\n",
" def __init__(self, values):\n",
" self.set_values( values )\n",
"\n",
" def set_values(self, values):\n",
" self.values = values\n",
" self.r = self.k = None\n",
"\n",
" @property\n",
" def kurtosis(self):\n",
" if self.k is None:\n",
" self.k = scipy.stats.kurtosis(self.values)\n",
" return self.k\n",
"\n",
" @property\n",
" def roughness(self):\n",
" if self.r is None:\n",
" self.r = np.std(np.diff(self.values))\n",
" return self.r\n",
"\n",
"class ACF(Metrics):\n",
" CORR_THRESH = 0.2\n",
" def __init__(self, values, max_lag=None):\n",
" super(ACF, self).__init__(values)\n",
" if max_lag is None:\n",
" max_lag = len(values) / 5\n",
" self.max_lag = int(max_lag)\n",
" self.max_acf = 0.0\n",
"\n",
" # Calculate autocorrelation via FFT\n",
" # Demean\n",
" demeaned = values - np.mean(values)\n",
" # Pad data to power of 2 \n",
" l = int(2.0 ** (int(math.log(len(demeaned),2.0)) + 1))\n",
" padded = np.append(demeaned, ([0.0] * (l - len(demeaned)))) \n",
" # FFT and inverse FFT\n",
" F_f = numpy.fft.fft( padded )\n",
" R_t = numpy.fft.ifft( F_f * np.conjugate(F_f) )\n",
" self.correlations = R_t[:max_lag].real / R_t[0].real\n",
" \n",
" # Find autocorrelation peaks \n",
" self.peaks = []\n",
" if len(self.correlations) >1 :\n",
" positive = self.correlations[1] > self.correlations[0]\n",
" max = 1\n",
" for i in range(2, len(self.correlations)):\n",
" if not positive and self.correlations[i] > self.correlations[i-1]:\n",
" max = i\n",
" positive = not positive\n",
" elif positive and self.correlations[i] > self.correlations[max]:\n",
" max = i\n",
" elif positive and self.correlations[i] < self.correlations[i-1]:\n",
" if max > 1 and self.correlations[max] > self.CORR_THRESH:\n",
" self.peaks.append(max)\n",
" if self.correlations[max] > self.max_acf:\n",
" self.max_acf = self.correlations[max]\n",
" positive = not positive\n",
" # If there is no autocorrelation peak within the MAX_WINDOW boundary,\n",
" # try windows from the largest to the smallest \n",
" if len(self.peaks) <= 1:\n",
" self.peaks = range(2, len(self.correlations))\n",
" \n",
"def moving_average(data, _range):\n",
" ret = np.cumsum(data)\n",
" ret[_range:] = ret[_range:] - ret[:-_range]\n",
" return ret[_range - 1:] / _range\n",
"\n",
"def SMA(data, _range, slide):\n",
" ret = moving_average(data, _range)[::slide]\n",
" return list(ret)\n",
" \n",
"def binary_search(head,tail,data,min_obj,orig_kurt,window_size):\n",
" while head <= tail:\n",
" w = int(round((head + tail) / 2.0))\n",
" smoothed = SMA(data,w,1)\n",
" metrics = Metrics(smoothed)\n",
" if metrics.kurtosis >= orig_kurt:\n",
" if metrics.roughness < min_obj:\n",
" window_size = w\n",
" min_obj = metrics.roughness\n",
" head = w + 1\n",
" else:\n",
" tail = w - 1\n",
" return window_size\n",
"\n",
"def smooth_ASAP(data, max_window=5, resolution=None):\n",
" data = np.array(data)\n",
" # Preaggregate according to resolution\n",
" slide_size = 1\n",
" window_size = 1\n",
" if resolution and len(data) >= 2 * resolution:\n",
" slide_size = len(data) // resolution\n",
" data = SMA(data, slide_size, slide_size)\n",
" acf = ACF(data, max_lag=len(data) // max_window)\n",
" peaks = acf.peaks\n",
" orig_kurt = acf.kurtosis\n",
" min_obj = acf.roughness\n",
" lb = 1\n",
" largest_feasible = -1\n",
" tail = len(data) / max_window\n",
" for i in range(len(peaks) - 1, -1, -1):\n",
" w = peaks[i]\n",
"\n",
" if w < lb or w == 1:\n",
" break\n",
" elif math.sqrt(1 - acf.correlations[w]) * window_size > math.sqrt(1 - acf.correlations[window_size]) * w:\n",
" continue\n",
"\n",
" smoothed = SMA(data, w, 1)\n",
" metrics = Metrics(smoothed)\n",
" if metrics.roughness < min_obj and metrics.kurtosis >= orig_kurt:\n",
" min_obj = metrics.roughness\n",
" window_size = w\n",
" lb = round( max(w*math.sqrt( (acf.max_acf -1) / (acf.correlations[w]-1) ), lb) )\n",
" if largest_feasible > 0:\n",
" if largest_feasible < len(peaks) - 2:\n",
" tail = peaks[largest_feasible + 1]\n",
" lb = max(lb, peaks[largest_feasible] + 1)\n",
"\n",
" window_size = binary_search(lb, tail, data, min_obj, orig_kurt, window_size)\n",
" return window_size, slide_size"
]
},
{
"cell_type": "code",
"execution_count": 99,
"id": "4d9ff74b-c7a2-4eb0-bb50-9e5855cfa3db",
"metadata": {},
"outputs": [],
"source": [
"# Plot time series before and after smoothing\n",
"def plot(data, window_size, slide_size, title=None):\n",
" plt.clf()\n",
" plt.figure()\n",
" data = SMA(data, slide_size, slide_size)\n",
" method_names = [\"Original\", \"Smoothed\"]\n",
" fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n",
" if title:\n",
" fig.suptitle(title)\n",
" smoothed = SMA(data, window_size, 1)\n",
" smoothed_range = range(int(window_size/2), int(window_size/2) + len(smoothed))\n",
" ax1.set_xlim(0, len(data))\n",
" ax1.plot(data, linestyle='-', linewidth=1.5)\n",
" ax2.plot(smoothed_range, smoothed, linestyle='-', linewidth=1.5)\n",
" axes = [ax1, ax2]\n",
" for i in range(2):\n",
" axes[i].get_xaxis().set_visible(False)\n",
" axes[i].text(0.02, 0.8, \"%s\" %(method_names[i]),\n",
" verticalalignment='center', horizontalalignment='left',\n",
" transform=axes[i].transAxes, fontsize=25)\n",
" fig.set_size_inches(16, 6)\n",
" plt.tight_layout(w_pad=1)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b564ce04-8957-4c95-b26c-ac8684a0b3f3",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_json(\"https://storage.googleapis.com/geospiza/query/maplelegends-online-count.json\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1af7bf77-2ac1-4bfd-94a0-ee9e54ff9e4f",
"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>timestamp</th>\n",
" <th>usercount</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2021-06-15 23:00:00.847000+00:00</td>\n",
" <td>1525</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2021-06-15 22:45:00.675000+00:00</td>\n",
" <td>1531</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2021-06-15 22:30:01.296000+00:00</td>\n",
" <td>1541</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2021-06-15 22:15:01.171000+00:00</td>\n",
" <td>1557</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2021-06-15 22:00:00.621000+00:00</td>\n",
" <td>1577</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" timestamp usercount\n",
"0 2021-06-15 23:00:00.847000+00:00 1525\n",
"1 2021-06-15 22:45:00.675000+00:00 1531\n",
"2 2021-06-15 22:30:01.296000+00:00 1541\n",
"3 2021-06-15 22:15:01.171000+00:00 1557\n",
"4 2021-06-15 22:00:00.621000+00:00 1577"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "3ae4d581-7acf-479b-8d0d-f8ae539c1dd0",
"metadata": {},
"outputs": [],
"source": [
"df = df.sort_values(\"timestamp\").reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 145,
"id": "a63cb06a-434b-42a0-bbc0-f79dfb795d98",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df[(df.timestamp >= \"2020-09-12\")&(df.timestamp <= \"2020-09-14\")].plot(\"timestamp\", \"usercount\")\n",
"plt.title(\"concurrent users online vs time (Sept 12-14, 2020)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 120,
"id": "3315720d-d450-433b-9dff-3116b347587e",
"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"
}
],
"source": [
"df[df.timestamp > \"2021-06-12\"].plot(\"timestamp\", \"usercount\")\n",
"plt.title(\"concurrent users online vs time\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 102,
"id": "24bb4fc6-12cc-4b31-99f7-b297e0833f21",
"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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Window Size: 574\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"raw_data = list(df[df.timestamp > \"2020-07-01\"].usercount.values)\n",
"# raw_data = df.usercount.values\n",
"plt.plot(raw_data)\n",
"plt.show()\n",
"window_size, slide_size = smooth_ASAP(raw_data)\n",
"print(f\"Window Size: {window_size}\")\n",
"plot(raw_data, window_size, slide_size, title=\"usercount from 2020-07-01 to 2021-06-15\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 117,
"id": "61b5ea18-6431-46c0-9b32-59697e6703fe",
"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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Window Size: 1248\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"raw_data = list(df[(df.timestamp > \"2021-04-01\") & (df.timestamp < \"2021-06-07\")].usercount.values)\n",
"plt.plot(raw_data)\n",
"plt.show()\n",
"window_size, slide_size = smooth_ASAP(raw_data)\n",
"print(f\"Window Size: {window_size}\")\n",
"plot(raw_data, window_size, slide_size, title=\"usercount from 2021-03-07 to 2021-06-07\")"
]
},
{
"cell_type": "code",
"execution_count": 152,
"id": "c0229429-d441-44c7-b8b1-3857433e3f0f",
"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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Window Size: 1\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"subset = df[(df.timestamp >= \"2020-09-11\") & (df.timestamp < \"2020-09-13\")]\n",
"subset.plot(\"timestamp\", \"usercount\")\n",
"plt.show()\n",
"raw_data = subset.usercount.values\n",
"window_size, slide_size = smooth_ASAP(raw_data)\n",
"print(f\"Window Size: {window_size}\")\n",
"plot(raw_data, window_size, slide_size, title=\"usercount from 2021-03-07 to 2021-06-07\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "78dc8d35-4955-41af-b056-e29bb90f4d5a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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