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Last active February 3, 2020 03:24
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pyproj\n",
"import pandas as pd\n",
"import numpy as np\n",
"import itertools\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"plt.ion()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Geographic 2D CRS: EPSG:4740>\n",
"Name: PZ-90\n",
"Axis Info [ellipsoidal]:\n",
"- Lat[north]: Geodetic latitude (degree)\n",
"- Lon[east]: Geodetic longitude (degree)\n",
"Area of Use:\n",
"- name: World\n",
"- bounds: (-180.0, -90.0, 180.0, 90.0)\n",
"Datum: Parametry Zemli 1990\n",
"- Ellipsoid: PZ-90\n",
"- Prime Meridian: Greenwich"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"glonass_xyz = pyproj.Proj(\"EPSG:4922\")\n",
"glonass_ll = pyproj.Proj(\"EPSG:4740\")\n",
"glonass_ll.crs"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Время', 'Latitude', 'Longitude', 'Направление дв (гр)',\n",
" 'Скорость (км/ч)', 'Пробег от пред т (м)', 'Угол поворота (гр)'],\n",
" dtype='object')"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.read_excel(\"track.xlsx\").columns"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"LonlatGeod = glonass_ll.crs.get_geod()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>datetime</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>direction_angles</th>\n",
" <th>velocity_kmph</th>\n",
" <th>stepsize_meters</th>\n",
" <th>turn_angles</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2020-01-23 08:34:24</td>\n",
" <td>51.705674</td>\n",
" <td>39.072788</td>\n",
" <td>168.0</td>\n",
" <td>4.0</td>\n",
" <td>4.08</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2020-01-23 08:35:29</td>\n",
" <td>51.705491</td>\n",
" <td>39.072859</td>\n",
" <td>159.0</td>\n",
" <td>9.8</td>\n",
" <td>20.91</td>\n",
" <td>-9.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2020-01-23 08:35:48</td>\n",
" <td>51.705008</td>\n",
" <td>39.073174</td>\n",
" <td>147.0</td>\n",
" <td>12.9</td>\n",
" <td>57.95</td>\n",
" <td>-12.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2020-01-23 08:35:51</td>\n",
" <td>51.704984</td>\n",
" <td>39.073379</td>\n",
" <td>97.0</td>\n",
" <td>18.3</td>\n",
" <td>14.35</td>\n",
" <td>-50.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2020-01-23 08:35:55</td>\n",
" <td>51.705036</td>\n",
" <td>39.073669</td>\n",
" <td>80.0</td>\n",
" <td>19.2</td>\n",
" <td>20.79</td>\n",
" <td>-17.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1120</th>\n",
" <td>2020-01-23 18:34:10</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
" <td>334.0</td>\n",
" <td>0.1</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1121</th>\n",
" <td>2020-01-23 18:46:24</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
" <td>334.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1122</th>\n",
" <td>2020-01-23 18:46:54</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
" <td>334.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1123</th>\n",
" <td>2020-01-23 19:52:54</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
" <td>334.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1124</th>\n",
" <td>2020-01-23 19:53:24</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
" <td>334.0</td>\n",
" <td>0.1</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1125 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" datetime latitude longitude direction_angles \\\n",
"0 2020-01-23 08:34:24 51.705674 39.072788 168.0 \n",
"1 2020-01-23 08:35:29 51.705491 39.072859 159.0 \n",
"2 2020-01-23 08:35:48 51.705008 39.073174 147.0 \n",
"3 2020-01-23 08:35:51 51.704984 39.073379 97.0 \n",
"4 2020-01-23 08:35:55 51.705036 39.073669 80.0 \n",
"... ... ... ... ... \n",
"1120 2020-01-23 18:34:10 51.705735 39.072783 334.0 \n",
"1121 2020-01-23 18:46:24 51.705735 39.072783 334.0 \n",
"1122 2020-01-23 18:46:54 51.705735 39.072783 334.0 \n",
"1123 2020-01-23 19:52:54 51.705735 39.072783 334.0 \n",
"1124 2020-01-23 19:53:24 51.705735 39.072783 334.0 \n",
"\n",
" velocity_kmph stepsize_meters turn_angles \n",
"0 4.0 4.08 0.0 \n",
"1 9.8 20.91 -9.0 \n",
"2 12.9 57.95 -12.0 \n",
"3 18.3 14.35 -50.0 \n",
"4 19.2 20.79 -17.0 \n",
"... ... ... ... \n",
"1120 0.1 0.00 0.0 \n",
"1121 0.0 0.00 0.0 \n",
"1122 0.0 0.00 0.0 \n",
"1123 0.0 0.00 0.0 \n",
"1124 0.1 0.00 0.0 \n",
"\n",
"[1125 rows x 7 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"COLUMNS = [\n",
" \"datetime\",\n",
" \"latitude\",\n",
" \"longitude\",\n",
" \"direction_angles\",\n",
" \"velocity_kmph\",\n",
" \"stepsize_meters\",\n",
" \"turn_angles\",\n",
" ]\n",
"df = pd.read_excel(\"track.xlsx\",\n",
" names=COLUMNS,\n",
" converters={\n",
" \"datetime\": pd.to_datetime,\n",
" **{\n",
" k: (lambda x: float(str(x).replace(\",\", \".\")))\n",
" for k in COLUMNS[1:]\n",
" }})\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[51.7056739, 51.7054911, 51.7050078, ..., 51.7057348, 51.7057348,\n",
" 51.7057348],\n",
" [39.0727876, 39.0728591, 39.0731739, ..., 39.0727833, 39.0727833,\n",
" 39.0727833]])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ll = np.stack((df.latitude, df.longitude))\n",
"ll"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[3074883.71333896, 3074892.99039117, 3074912.03763221, ...,\n",
" 3074879.772138 , 3074879.772138 , 3074879.772138 ],\n",
" [2496466.224224 , 2496480.12270516, 2496523.61790768, ...,\n",
" 2496462.64152309, 2496462.64152309, 2496462.64152309],\n",
" [4982574.69939264, 4982562.09548204, 4982528.77209861, ...,\n",
" 4982578.89838665, 4982578.89838665, 4982578.89838665]])"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xyz = np.stack(\n",
" pyproj.transform(\n",
" glonass_ll,\n",
" glonass_xyz,\n",
" *ll,\n",
" z=np.zeros_like(df.latitude)))\n",
"xyz"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"lengths = LonlatGeod.line_lengths(*ll)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>datetime</th>\n",
" <th>latitude</th>\n",
" <th>longitude</th>\n",
" <th>direction_angles</th>\n",
" <th>velocity_kmph</th>\n",
" <th>stepsize_meters</th>\n",
" <th>turn_angles</th>\n",
" <th>lengths</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2020-01-23 08:34:24</td>\n",
" <td>51.705674</td>\n",
" <td>39.072788</td>\n",
" <td>168.0</td>\n",
" <td>4.0</td>\n",
" <td>4.08</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2020-01-23 08:35:29</td>\n",
" <td>51.705491</td>\n",
" <td>39.072859</td>\n",
" <td>159.0</td>\n",
" <td>9.8</td>\n",
" <td>20.91</td>\n",
" <td>-9.0</td>\n",
" <td>17.698864</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2020-01-23 08:35:48</td>\n",
" <td>51.705008</td>\n",
" <td>39.073174</td>\n",
" <td>147.0</td>\n",
" <td>12.9</td>\n",
" <td>57.95</td>\n",
" <td>-12.0</td>\n",
" <td>54.502962</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2020-01-23 08:35:51</td>\n",
" <td>51.704984</td>\n",
" <td>39.073379</td>\n",
" <td>97.0</td>\n",
" <td>18.3</td>\n",
" <td>14.35</td>\n",
" <td>-50.0</td>\n",
" <td>22.818291</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2020-01-23 08:35:55</td>\n",
" <td>51.705036</td>\n",
" <td>39.073669</td>\n",
" <td>80.0</td>\n",
" <td>19.2</td>\n",
" <td>20.79</td>\n",
" <td>-17.0</td>\n",
" <td>32.503075</td>\n",
" </tr>\n",
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" <td>...</td>\n",
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" <tr>\n",
" <th>1120</th>\n",
" <td>2020-01-23 18:34:10</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
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" <tr>\n",
" <th>1121</th>\n",
" <td>2020-01-23 18:46:24</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
" <td>334.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1122</th>\n",
" <td>2020-01-23 18:46:54</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
" <td>334.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1123</th>\n",
" <td>2020-01-23 19:52:54</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
" <td>334.0</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
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" <tr>\n",
" <th>1124</th>\n",
" <td>2020-01-23 19:53:24</td>\n",
" <td>51.705735</td>\n",
" <td>39.072783</td>\n",
" <td>334.0</td>\n",
" <td>0.1</td>\n",
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"</table>\n",
"<p>1125 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" datetime latitude longitude direction_angles \\\n",
"0 2020-01-23 08:34:24 51.705674 39.072788 168.0 \n",
"1 2020-01-23 08:35:29 51.705491 39.072859 159.0 \n",
"2 2020-01-23 08:35:48 51.705008 39.073174 147.0 \n",
"3 2020-01-23 08:35:51 51.704984 39.073379 97.0 \n",
"4 2020-01-23 08:35:55 51.705036 39.073669 80.0 \n",
"... ... ... ... ... \n",
"1120 2020-01-23 18:34:10 51.705735 39.072783 334.0 \n",
"1121 2020-01-23 18:46:24 51.705735 39.072783 334.0 \n",
"1122 2020-01-23 18:46:54 51.705735 39.072783 334.0 \n",
"1123 2020-01-23 19:52:54 51.705735 39.072783 334.0 \n",
"1124 2020-01-23 19:53:24 51.705735 39.072783 334.0 \n",
"\n",
" velocity_kmph stepsize_meters turn_angles lengths \n",
"0 4.0 4.08 0.0 0.000000 \n",
"1 9.8 20.91 -9.0 17.698864 \n",
"2 12.9 57.95 -12.0 54.502962 \n",
"3 18.3 14.35 -50.0 22.818291 \n",
"4 19.2 20.79 -17.0 32.503075 \n",
"... ... ... ... ... \n",
"1120 0.1 0.00 0.0 0.000000 \n",
"1121 0.0 0.00 0.0 0.000000 \n",
"1122 0.0 0.00 0.0 0.000000 \n",
"1123 0.0 0.00 0.0 0.000000 \n",
"1124 0.1 0.00 0.0 0.000000 \n",
"\n",
"[1125 rows x 8 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = df.assign(lengths=(np.concatenate([[0], lengths])))\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>time</th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>z</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.0</td>\n",
" <td>3.074884e+06</td>\n",
" <td>2.496466e+06</td>\n",
" <td>4.982575e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>65.0</td>\n",
" <td>3.074893e+06</td>\n",
" <td>2.496480e+06</td>\n",
" <td>4.982562e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>84.0</td>\n",
" <td>3.074912e+06</td>\n",
" <td>2.496524e+06</td>\n",
" <td>4.982529e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>87.0</td>\n",
" <td>3.074905e+06</td>\n",
" <td>2.496536e+06</td>\n",
" <td>4.982527e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>91.0</td>\n",
" <td>3.074889e+06</td>\n",
" <td>2.496549e+06</td>\n",
" <td>4.982531e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
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" <td>...</td>\n",
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" <th>1120</th>\n",
" <td>35986.0</td>\n",
" <td>3.074880e+06</td>\n",
" <td>2.496463e+06</td>\n",
" <td>4.982579e+06</td>\n",
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" <tr>\n",
" <th>1121</th>\n",
" <td>36720.0</td>\n",
" <td>3.074880e+06</td>\n",
" <td>2.496463e+06</td>\n",
" <td>4.982579e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1122</th>\n",
" <td>36750.0</td>\n",
" <td>3.074880e+06</td>\n",
" <td>2.496463e+06</td>\n",
" <td>4.982579e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1123</th>\n",
" <td>40710.0</td>\n",
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" <td>2.496463e+06</td>\n",
" <td>4.982579e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1124</th>\n",
" <td>40740.0</td>\n",
" <td>3.074880e+06</td>\n",
" <td>2.496463e+06</td>\n",
" <td>4.982579e+06</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1125 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" time x y z\n",
"0 0.0 3.074884e+06 2.496466e+06 4.982575e+06\n",
"1 65.0 3.074893e+06 2.496480e+06 4.982562e+06\n",
"2 84.0 3.074912e+06 2.496524e+06 4.982529e+06\n",
"3 87.0 3.074905e+06 2.496536e+06 4.982527e+06\n",
"4 91.0 3.074889e+06 2.496549e+06 4.982531e+06\n",
"... ... ... ... ...\n",
"1120 35986.0 3.074880e+06 2.496463e+06 4.982579e+06\n",
"1121 36720.0 3.074880e+06 2.496463e+06 4.982579e+06\n",
"1122 36750.0 3.074880e+06 2.496463e+06 4.982579e+06\n",
"1123 40710.0 3.074880e+06 2.496463e+06 4.982579e+06\n",
"1124 40740.0 3.074880e+06 2.496463e+06 4.982579e+06\n",
"\n",
"[1125 rows x 4 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.DataFrame({\n",
" \"time\": df.datetime - df.datetime[0],\n",
" \"x\": xyz[0],\n",
" \"y\": xyz[1],\n",
" \"z\": xyz[2],\n",
"})\n",
"data = data.assign(time=data.time.astype(\"timedelta64[ns]\").to_numpy().astype(np.float64) * 1e-9)\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"t = data[[\"time\"]].to_numpy()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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" <tr>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1125 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" time x y z\n",
"0 NaN NaN NaN NaN\n",
"1 65.0 9.277052 13.898481 -12.603911\n",
"2 19.0 19.047241 43.495203 -33.323383\n",
"3 3.0 -7.305892 12.295643 -1.641012\n",
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"... ... ... ... ...\n",
"1120 19.0 0.000000 0.000000 0.000000\n",
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"1123 3960.0 0.000000 0.000000 0.000000\n",
"1124 30.0 0.000000 0.000000 0.000000\n",
"\n",
"[1125 rows x 4 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.diff()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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" <tr>\n",
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" <tr>\n",
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],
"text/plain": [
" x y z\n",
"0 NaN NaN NaN\n",
"1 0.142724 0.213823 -0.193906\n",
"2 1.002486 2.289221 -1.753862\n",
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"... ... ... ...\n",
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"\n",
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]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ddata = data.diff()\n",
"dt = ddata[[\"time\"]].to_numpy()\n",
"velocities = ddata[[\"x\", \"y\", \"z\"]] / dt\n",
"velocities"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f1df2702c90>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df2 = df.assign(velo_est=df.lengths/(dt.reshape(-1)/60/60)/1000)\n",
"df2.index = t.reshape(-1)\n",
"f, ax = plt.subplots(figsize=(20, 10))\n",
"df2.velocity_kmph.plot()\n",
"df2.velo_est.plot()\n",
"ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f1df050fcd0>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(figsize=(20, 10))\n",
"df2.velocity_kmph.plot()\n",
"df2.fillna(0).velo_est.rolling(10).mean().plot()\n",
"ax.legend()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"xyz_points = xyz.T"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[3074883.71333896, 2496466.224224 , 4982574.69939264],\n",
" [3074892.99039117, 2496480.12270516, 4982562.09548204]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xyz_points[:2]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[3074879.772138 , 2496462.64152309, 4982578.89838665],\n",
" [3074879.772138 , 2496462.64152309, 4982578.89838665]])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xyz_points[-2:]"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 9.2770522 , 13.89848116, -12.6039106 ])"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dt[1] * velocities.to_numpy()[1]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([3074892.99039117, 2496480.12270516, 4982562.09548204])"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xyz_points[0] + dt[1] * velocities.to_numpy()[1]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[3074883.71333896, 2496466.224224 , 4982574.69939264],\n",
" [3074892.99039117, 2496480.12270516, 4982562.09548204],\n",
" [3074912.03763221, 2496523.61790768, 4982528.77209861],\n",
" ...,\n",
" [3074879.772138 , 2496462.64152309, 4982578.89838665],\n",
" [3074879.772138 , 2496462.64152309, 4982578.89838665],\n",
" [3074879.772138 , 2496462.64152309, 4982578.89838665]])"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"((velocities * dt).cumsum().fillna(0) + xyz_points[0]).to_numpy()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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" <td>-0.011048</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1121</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1122</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1123</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1124</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1125 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" x y z\n",
"0 NaN NaN NaN\n",
"1 NaN NaN NaN\n",
"2 0.045251 0.109231 -0.082103\n",
"3 -1.145928 0.603109 0.402286\n",
"4 -0.399560 -0.229426 0.359115\n",
"... ... ... ...\n",
"1120 0.007499 0.012962 -0.011048\n",
"1121 0.000000 0.000000 0.000000\n",
"1122 0.000000 0.000000 0.000000\n",
"1123 0.000000 0.000000 0.000000\n",
"1124 0.000000 0.000000 0.000000\n",
"\n",
"[1125 rows x 3 columns]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def accel_from_velo(velocities):\n",
" accel = velocities.diff() / dt\n",
" return accel\n",
"\n",
"accel = accel_from_velo(velocities)\n",
"accel"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import cm"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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