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NimaSarajpoorNimaSarajpoor
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add new example
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‎docs/Tutorial_DAMP.ipynb‎

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" [ 0, 56]])"
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"outputs": [
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"text": [
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"discord_dist: 8.500883427933504\n",
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"discord_index: 209\n",
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"running time [sec]: 4.833993911743164\n"
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"running time [sec]: 5.248243093490601\n"
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]
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"cell_type": "code",
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"text": [
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"discord_dist: 8.500883427933504\n",
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"discord_index: 209\n",
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"running time [sec]: 2.2122771739959717\n"
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"running time [sec]: 2.2584328651428223\n"
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},
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{
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"cell_type": "markdown",
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"id": "90688aa9",
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"id": "d5fccfb3",
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"metadata": {},
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"source": [
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"## Example 2"
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]
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"id": "d8e9fa63",
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"metadata": {},
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"outputs": [],
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"source": [
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"seed = 100\n",
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"np.random.seed(seed)\n",
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"\n",
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"T = np.random.rand(100000)\n",
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"m = 50\n",
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"split_index = 5000"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "263bca9c",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"discord_dist: 7.606279752022369\n",
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"discord_index: 8109\n",
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"running time [sec]: 5.100044012069702\n"
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]
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}
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],
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"source": [
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"naive_DAMP(T, m, split_index) # dummpy run\n",
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"\n",
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"t_start = time.time()\n",
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"excl_zone_denom = core.config.STUMPY_EXCL_ZONE_DENOM\n",
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"core.config.STUMPY_EXCL_ZONE_DENOM = 1\n",
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"PL, discord_score, discord_idx = naive_DAMP(T, m, split_index)\n",
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"core.config.STUMPY_EXCL_ZONE_DENOM = excl_zone_denom\n",
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"t_end = time.time()\n",
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"\n",
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"print('discord_dist: ', discord_score)\n",
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"print('discord_index: ', discord_idx)\n",
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"print('running time [sec]: ', t_end - t_start)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "78d09bda",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"discord_dist: 7.606279752022363\n",
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"discord_index: 8109\n",
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"running time [sec]: 6.70897912979126\n"
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]
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}
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],
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"source": [
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"DAMP(T, m, split_index) # dummpy run\n",
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"\n",
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"t_start = time.time()\n",
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"excl_zone_denom = core.config.STUMPY_EXCL_ZONE_DENOM\n",
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"core.config.STUMPY_EXCL_ZONE_DENOM = 1\n",
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"PL, discord_score, discord_idx = DAMP(T, m, split_index)\n",
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"core.config.STUMPY_EXCL_ZONE_DENOM = excl_zone_denom\n",
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"t_end = time.time()\n",
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"\n",
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"print('discord_dist: ', discord_score)\n",
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"print('discord_index: ', discord_idx)\n",
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"print('running time [sec]: ', t_end - t_start)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "90688aa9",
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"metadata": {},
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"source": [
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"## Example 3"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"id": "6d64f488",
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"metadata": {},
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"outputs": [],
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"id": "159e03dc",
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"outputs": [
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"text": [
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"discord_dist: 29.42331306408431\n",
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"discord_index: 6110\n",
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"running time [sec]: 5.537461042404175\n"
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"running time [sec]: 5.572257995605469\n"
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"outputs": [
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"text": [
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"discord_dist: 29.423313064084333\n",
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"discord_index: 6110\n",
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"running time [sec]: 55.6033251285553\n"
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"running time [sec]: 55.545814990997314\n"
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]
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}
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],

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