{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": [ "# Variogram Points Cloud\n", "\n", "Variogram Point Cloud analysis is an additional, essential data preparation step that may save you a lot of headaches with more sophisticated analysis. Variogram point cloud shows distribution of semivariances along lags, and with this you can easily find outliers or heavily skewed distributions that affect modeling.\n", "\n", "## Prerequisites\n", "\n", "- **Domain**:\n", " - semivariance and covariance functions\n", "- **Package**:\n", " - `ExperimentalVariogram`\n", "- **Programming**:\n", " - Python basics\n", "\n", "## Table of contents\n", "\n", "1. Create Variogram Point Cloud.\n", "2. Analyze Variogram Point Cloud.\n", "3. Detect and remove outliers.\n", "4. Calculate experimental semivariance from the cloud.\n", "5. Is Variogram Point Cloud a scatterplot?\n", "\n", "## More resources\n", "\n", "See `tutorials/api-examples/a-1-5-variogram-point-cloud` : directional point cloud and variogram cloud API." ], "id": "a207c72ca85ed0c9" }, { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2025-12-21T14:57:05.668145Z", "start_time": "2025-12-21T14:57:02.106051Z" } }, "source": [ "# import packages\n", "import geopandas as gpd\n", "import numpy as np\n", "import pandas as pd\n", "from pyinterpolate import VariogramCloud" ], "outputs": [], "execution_count": 1 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:06.725090Z", "start_time": "2025-12-21T14:57:05.785783Z" } }, "cell_type": "code", "source": [ "# Load DEM data\n", "\n", "df = pd.read_csv(\n", " '../data/dem.csv'\n", ")\n", "# Populate geometry column and set CRS\n", "\n", "dem_geometry = gpd.points_from_xy(x=df['longitude'], y=df['latitude'], crs='epsg:4326')\n", "dem = gpd.GeoDataFrame(df, geometry=dem_geometry)\n", "\n", "# Transform crs to metric values\n", "dem.to_crs(epsg=2180, inplace=True)\n", "dem.plot(column='dem', cmap='gist_earth', alpha=0.6, vmin=0, legend=True);" ], "id": "edce17bb4057f7e6", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 2 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 1. Create Variogram Point Cloud\n", "\n", "We will generate the Variogram Point Cloud. We calculate it for 16 lags and test different cloud variogram visualization methods." ], "id": "13bc27ae2aff5ea1" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:06.761942Z", "start_time": "2025-12-21T14:57:06.757573Z" } }, "cell_type": "code", "source": [ "n_lags = 16\n", "max_range = 10_000\n", "step_size = max_range / n_lags" ], "id": "cadc1487db66bf88", "outputs": [], "execution_count": 3 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:12.310011Z", "start_time": "2025-12-21T14:57:06.782824Z" } }, "cell_type": "code", "source": [ "vc = VariogramCloud(\n", " values=dem['dem'],\n", " geometries=dem['geometry'],\n", " step_size=step_size,\n", " max_range=max_range\n", ")" ], "id": "ab92e02c49756e1b", "outputs": [], "execution_count": 4 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 2. Analyze Variogram Point Cloud\n", "\n", "### Check points statistics for each lag\n", "\n", "We can use method `.describe()` to see general statistics for each lag. It might be useful when you automate your pipelines, to monitor your data drift.\n", "\n", "- `count` : how many point pairs are grouped within lag\n", "- `mean` : average semivariance (we will come back to this indicator later)\n", "- `std` : standard deviation of semivariances between point pairs\n", "- `min` : minimum semivariance between point pairs\n", "- `max` : maximum semivariance between point pairs\n", "- `25%` : 1st quartile of semivariances\n", "- `median` : median semivariance, comparing it to mean might tell us how data is distributed, when those values are different then distribution is skewed in one direction\n", "- `75%` : 3rd quartile of semivariances\n", "- `skewness` : positive skewness might indicate that the distribution has a long right tail, negative skewness - the distribution has a long left tail, and zero might be a signal that distribution is balanced ([more about skewness](https://en.wikipedia.org/wiki/Skewness))\n", "- `kurtosis` : `scipy` representation of kurtosis, the measure that might be useful for comparing distributions with the same mean and variance but different tails, and it might indicate outliers in a distribution ([more about kurtosis](https://www.youtube.com/watch?v=Pf7awGwzy4k))" ], "id": "51e12060ae1402f5" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:16.500459Z", "start_time": "2025-12-21T14:57:14.414958Z" } }, "cell_type": "code", "source": "vc.describe(as_dataframe=True)", "id": "875f9cb92224f299", "outputs": [ { "data": { "text/plain": [ " 625.0 1250.0 1875.0 2500.0 \\\n", "count 135536.000000 386278.000000 613496.000000 824114.000000 \n", "mean 18.478983 43.719468 73.489310 107.858598 \n", "std 126.662744 275.407396 419.778941 556.335979 \n", "min 0.000000 0.000000 0.000000 0.000000 \n", "max 3908.897133 4883.322511 5716.084231 5850.409025 \n", "25% 0.479607 0.927684 1.326242 1.796418 \n", "median 3.245548 7.752124 13.202538 20.709089 \n", "75% 21.981884 58.321571 102.267010 156.939120 \n", "skewness 9.024150 7.024262 5.707327 4.571970 \n", "kurtosis 119.290276 64.629350 40.612849 24.571369 \n", "lag 625.000000 1250.000000 1875.000000 2500.000000 \n", "\n", " 3125.0 3750.0 4375.0 5000.0 \\\n", "count 1.012348e+06 1.186224e+06 1.340790e+06 1.479106e+06 \n", "mean 1.478527e+02 1.875977e+02 2.312974e+02 2.768622e+02 \n", "std 6.930238e+02 8.128981e+02 9.238568e+02 1.022283e+03 \n", "min 0.000000e+00 3.274181e-11 1.455192e-11 0.000000e+00 \n", "max 6.097542e+03 6.089071e+03 6.443930e+03 7.487043e+03 \n", "25% 2.291578e+00 2.942269e+00 3.957437e+00 5.282839e+00 \n", "median 3.139443e+01 4.577791e+01 6.744675e+01 9.467516e+01 \n", "75% 2.217191e+02 2.976144e+02 4.071552e+02 5.543432e+02 \n", "skewness 3.780406e+00 3.274606e+00 2.877575e+00 2.561271e+00 \n", "kurtosis 1.598170e+01 1.138748e+01 8.427998e+00 6.462801e+00 \n", "lag 3.125000e+03 3.750000e+03 4.375000e+03 5.000000e+03 \n", "\n", " 5625.0 6250.0 6875.0 7500.0 \\\n", "count 1.599394e+06 1.696596e+06 1.778474e+06 1.847620e+06 \n", "mean 3.205265e+02 3.616242e+02 4.027444e+02 4.367675e+02 \n", "std 1.107589e+03 1.174940e+03 1.230325e+03 1.264571e+03 \n", "min 3.637979e-12 1.309672e-10 0.000000e+00 4.401954e-10 \n", "max 8.170291e+03 8.217915e+03 8.283208e+03 8.325632e+03 \n", "25% 7.001901e+00 9.187945e+00 1.247976e+01 1.671459e+01 \n", "median 1.282328e+02 1.712477e+02 2.327524e+02 3.030020e+02 \n", "75% 7.001038e+02 8.333103e+02 9.602858e+02 1.073569e+03 \n", "skewness 2.344063e+00 2.180223e+00 2.018141e+00 1.898245e+00 \n", "kurtosis 5.308429e+00 4.580614e+00 3.828618e+00 3.284539e+00 \n", "lag 5.625000e+03 6.250000e+03 6.875000e+03 7.500000e+03 \n", "\n", " 8125.0 8750.0 9375.0 \n", "count 1.897284e+06 1.936610e+06 1.959002e+06 \n", "mean 4.649048e+02 4.902991e+02 5.148492e+02 \n", "std 1.281077e+03 1.295998e+03 1.316194e+03 \n", "min 0.000000e+00 3.637979e-12 3.637979e-12 \n", "max 8.447563e+03 8.344179e+03 8.345417e+03 \n", "25% 2.250293e+01 3.032104e+01 4.282639e+01 \n", "median 3.885612e+02 4.708155e+02 5.404376e+02 \n", "75% 1.181997e+03 1.269811e+03 1.356085e+03 \n", "skewness 1.814415e+00 1.746984e+00 1.699327e+00 \n", "kurtosis 2.974452e+00 2.742198e+00 2.588314e+00 \n", "lag 8.125000e+03 8.750000e+03 9.375000e+03 " ], "text/html": [ "
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count135536.000000386278.000000613496.000000824114.0000001.012348e+061.186224e+061.340790e+061.479106e+061.599394e+061.696596e+061.778474e+061.847620e+061.897284e+061.936610e+061.959002e+06
mean18.47898343.71946873.489310107.8585981.478527e+021.875977e+022.312974e+022.768622e+023.205265e+023.616242e+024.027444e+024.367675e+024.649048e+024.902991e+025.148492e+02
std126.662744275.407396419.778941556.3359796.930238e+028.128981e+029.238568e+021.022283e+031.107589e+031.174940e+031.230325e+031.264571e+031.281077e+031.295998e+031.316194e+03
min0.0000000.0000000.0000000.0000000.000000e+003.274181e-111.455192e-110.000000e+003.637979e-121.309672e-100.000000e+004.401954e-100.000000e+003.637979e-123.637979e-12
max3908.8971334883.3225115716.0842315850.4090256.097542e+036.089071e+036.443930e+037.487043e+038.170291e+038.217915e+038.283208e+038.325632e+038.447563e+038.344179e+038.345417e+03
25%0.4796070.9276841.3262421.7964182.291578e+002.942269e+003.957437e+005.282839e+007.001901e+009.187945e+001.247976e+011.671459e+012.250293e+013.032104e+014.282639e+01
median3.2455487.75212413.20253820.7090893.139443e+014.577791e+016.744675e+019.467516e+011.282328e+021.712477e+022.327524e+023.030020e+023.885612e+024.708155e+025.404376e+02
75%21.98188458.321571102.267010156.9391202.217191e+022.976144e+024.071552e+025.543432e+027.001038e+028.333103e+029.602858e+021.073569e+031.181997e+031.269811e+031.356085e+03
skewness9.0241507.0242625.7073274.5719703.780406e+003.274606e+002.877575e+002.561271e+002.344063e+002.180223e+002.018141e+001.898245e+001.814415e+001.746984e+001.699327e+00
kurtosis119.29027664.62935040.61284924.5713691.598170e+011.138748e+018.427998e+006.462801e+005.308429e+004.580614e+003.828618e+003.284539e+002.974452e+002.742198e+002.588314e+00
lag625.0000001250.0000001875.0000002500.0000003.125000e+033.750000e+034.375000e+035.000000e+035.625000e+036.250000e+036.875000e+037.500000e+038.125000e+038.750000e+039.375000e+03
\n", "
" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 5 }, { "metadata": {}, "cell_type": "markdown", "source": [ "This representation of data is tricky, and it shouldn't be the only step of data exploration. We need to look into distribution graphs.\n", "\n", "The `VariogramCloud` class has three plot types:\n", "\n", "- **Scatter plot** - shows the general dispersion of semivariances.\n", "- **Box plot** - an excellent tool for outliers detection. It shows dispersion and quartiles of semivariances per lag. We can check distribution differences and their deviation from normality or skewness.\n", "- **Violin plot** - it is a box plot on steroids. We can read all information from the box plot and see kernel density plots." ], "id": "6e9c1d8df99139ef" }, { "metadata": {}, "cell_type": "markdown", "source": "### Scatter plot", "id": "9e9e33d7ccf860bc" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:34.695151Z", "start_time": "2025-12-21T14:57:18.283007Z" } }, "cell_type": "code", "source": "vc.plot('scatter');", "id": "a5763ef04719767a", "outputs": [ { "data": { "text/plain": [ "
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UhrrddtttYaeddkpfuM8444xmPWecoyiuSnbppZeG008/PYUBMeSJ4VKcdLkoBhdxrqb4RTg+ZxzGc+ONN6YgYurUqav8XLNnzw433HBDCiZieBSHaMUwIE5y3R7Eeabuueee1CMsHuc4lCkGapdffnntamYtIT5+nKD5sssuS0PnYljSWIgUQ5X43oi9X2K7YsgVeyDF0CbO4xODnMbEXkwxcIyv2Z133pkm1T7zzDM/NpTwmGOOSeFeHDYZA544fC5OQl7sGVQU5wuKK6PFFcnieydOkh7Dp9hr7aijjlrlnj/xOb73ve+lObLi8MHYnnhs6opBYwxu4vsmngdxZb74msRV+mKo2VLi8Y/7HfcnBoYx2I3nQQwT6wdjMdSLxzCeE/F4jhgxIr0ucWLxuisdAkBeVRRWdzZIAKBsDR06NAUcMWiAVRUDxThHVnvpgdYSYk+pHXfcMQWj9XsSAkDemBMJAHJs+fLlaQ6aumLvoTjcae+9926zdkFbWLJkycdui8PbYk+2uLobAOSd4WwAkGNxAu84ZCcOIYpDluJkwXGYURzSE4cxQZ7EYYiTJk1K8x3F4XVxPqd4OfbYY8PAgQPbunkA0OaESACQY3Hp9zgvTZxbJ67CFedOihMRF+fDgTyJk9vHIZxx1bg4JG/QoEFpvrA4VxUAYE4kAAAAAFaBOZEAAAAAKEmIBAAAAEB+50SqqakJb731VujZs2eoqKho6+YAAAAAtIg4M9HChQvTwihxFdE1pWxDpBggWUUDAAAAKFezZs0KG2+88Rp7vrINkWIPpOIB7dWrV1s3BwAAAKBFLFiwIHWcKWYfa0rZhkjFIWwxQBIiAQAAAOVmTU/fY2JtAAAAAEoSIgEAAABQkhAJAAAAgJKESAAAAACUJEQCAAAAoCQhEgAAAAAlCZEAAAAAKEmIBAAAAEBJQiQAAAAAShIiAQAAAFCSEAkAAACAkoRIAAAAAJQkRAIAAACgJCESAAAAACUJkQAAAAAoSYgEAAAAQElCJAAAAABKEiIBAAAAUJIQCQAAAICShEgAAAAAlCREAgAAAKAkIRIAAAAAJQmRAAAAAChJiAQAAABASUIkAAAA2tSMOQvDqDETUwXaLyESAAAAbeqicdPC5FlVqQLtlxAJAACANnXW/kPC0IF9UgXaLyESAAAAACUJkQAAAGhTp9w+OTwy/e1UgfZLiAQAAECbem3+okwF2ichEgAAAG3qiq8PDX17dEoVaL+ESAAAALSp4VsPCM+es0+qhDBjzsIwaszEVPPOsWhfhEgAAABtwJdjGnLRuGlh8qyqVPPOsWhfhEgAAABtwJfjj4x/aXbY6YIHUyWEs/YfEoYO7JNq3jkW7YsQCQAAoA0cuvugUFHxQc27U//4Qpi/aHmqhHDv5DfCo9PfTjXv/vnvReH5N6pSpe0JkQAAgDXC8K2sGya8GhYsqU417w7bbWCo+LASwlWPvBoKH9a8O+m2ySlgjJW2J0QCAADWiB/dNSVMeGVeqoRQtWhZqK4ppJp3/zNxVgpNYiWE9Xp0ytQ8qwk1mUrbEiIBAABrRqFezbl/zluUqXn2mc3WzdS8W1ZTk6l5dtU3dgp9e3RKlbYnRAIAANaIL2+/Yabm3dKabM2ze1+cm6l59+XtNszUPBu+9YDw7Dn7pErbEyIBAABrxOUPvZyGb8UKNOzWv7+ZqXlmLrX2RYgEAACtxJefrD7dOmUqsHLrr9M5U/PsonHTwuRZVanS9oRIAADQSnz5yXpnybJMBVZu0fLqTM2zQ3cfFCoqPqi0PSESAAC0krP2HxKGDuyTKiGM+vQmaRn3WKGubQf0yNS823L9HpmaZxeMfSnMX7Q8VdqeEAkAgBZlCBcN+e3f/pkWZouVEAb365apefbi7EWZmnfPvL4gU/PstflLMpW2JUQCAKBFGcL1kR/dNSVMeGVeqoTw/tIVmZp3M+YtyVTg43Yd1CtTaVtCJAAAWpQhXHUU6tWcW16vApSiV1b7IkQCAKBFDe7fM4wZtVuqeXfxwduFPbfolyohDOrTJVOBlSsuymZxNtqbyrZuAAAAlHugxgder1qaqVDUvTKExdUfVEJ4b1m2QnuhJxIAALSS8S/NDjtd8GCqQMNigFS3Au2TEAkAAFrJqX98IS1NHSvAqupUka3QXgiRAACglZwyfItQ2aEiVYBVtV6PTpkKa2WItGLFinDOOeeEzTbbLHTr1i188pOfDBdccEEoFD5abiL+/+jRo8OGG26YthkxYkR45ZVXMo8zf/78cMghh4RevXqFPn36hKOOOiq89957mW1eeOGFsOeee4auXbuGgQMHhssuu6y5+woAAGvU+Olvh55dK1OF+kyeTENmv7c8U2GtDJF+/OMfh+uuuy5cc801Ydq0ael6DHeuvvrq2m3i9auuuipcf/314emnnw49evQI++67b3j//fdrt4kB0tSpU8NDDz0Uxo4dG/7617+GY489tvb+BQsWhH322SdssskmYdKkSeHyyy8P5513XvjlL3/ZUvsNAACt7qz9h4ShA/ukCvWZPPkjX9p2g0wF2qcmzX3/t7/9LXzlK18JBxxwQLq+6aabhj/84Q9h4sSJtb2QrrzyynD22Wen7aLf/e53oX///uGuu+4K3/zmN1P4dP/994dnnnkm7LLLLmmbGELtv//+4Sc/+UnYaKONws033xyWLVsWfvvb34bOnTuHbbbZJkyePDn87Gc/y4RNAADQnj31j3lhwivzUo0rtQErN/bFubX1oy4KwFrdE2mPPfYI48ePDy+//HK6/vzzz4fHH3887Lfffun6zJkzw+zZs9MQtqLevXuH3XffPTz55JPpeqxxCFsxQIri9h06dEg9l4rb7LXXXilAKoq9maZPnx7eeeedlbZt6dKlqQdT3QsAALSlc+99KVTXFFIFGlacIOWjiVKAtb4n0hlnnJHCma222ip07NgxzZF00UUXpeFpUQyQotjzqK54vXhfrBtskO2iWFlZGfr27ZvZJs67VP8xivetu+66H2vbJZdcEv77v/+7KbsDAACtqnNlCEuWf1ABIFc9kW6//fY01OyWW24Jzz77bLjpppvSELRY29qZZ54Z3n333drLrFmz2rpJAADk3MgdN85UAMhNiHTqqaem3khxbqPtttsuHHbYYeHkk09OvYCiAQMGpDpnzpzMz8XrxftinTv3g/GuRdXV1WnFtrrbrOwx6j5HfV26dEmrvdW9AABAW7rlmTcyFQByEyItXrw4zV1UVxzWVlNTk/4/DkGLIU+cN6koDn+Lcx0NGzYsXY+1qqoqrbpW9PDDD6fHiHMnFbeJK7YtX/7RcoZxJbctt9xypUPZAACgPaopZCsA5CZE+tKXvpTmQLrvvvvCa6+9Fu688860YtrBBx+c7q+oqAgnnXRSuPDCC8M999wTpkyZEg4//PC04tpBBx2UthkyZEj44he/GI455pi0qtsTTzwRTjjhhNS7KW4Xffvb306Tah911FFh6tSp4bbbbgs///nPwymnnNIaxwAAAFpFzy4dMhUA1mZNmuLv6quvDuecc074/ve/n4akxdDnu9/9bhg9enTtNqeddlpYtGhROPbYY1OPo89+9rPh/vvvD127dq3dJs6rFIOj4cOHp55NI0eODFdddVVmRbcHH3wwHH/88WHnnXcO/fr1S88RHxMAANYWC5fWZCoA5CZE6tmzZ7jyyivTpSGxN9L555+fLg2JK7HFybkbs/3224cJEyY0pXkAALQD41+aHU794wvh8pHbh+Fbr3w+SwBg7aNfLQAALSoGSPMXLU8VACgfQiQAAFrUKcO3CJUdKlIFAMqHEAkAgBZ1+6Q3QnVNIVUAoHwIkQAAaFEvz16QqQBAeRAiAQDQot5fka0AQHkQIgEAAABQkhAJAIAW1bkiWwGA8iBEAgCgRRUK2QoAlAchEgAALWp5vQoAlAchEgAALWrQul0zFQAoD0IkAABa1Llf2ib07dEpVQCgfAiRAABoUb9/+vU0H1KsAED5ECIBANCiDt19UKio+KACAOVDiAQAQIu6YcKrYcGS6lQBgPIhRAIAoEVVLVoWqmsKqQIA5UOIBABAi3rz3SWZCgCUByESAAAtasPeXTMVACgPQiQAAFpU104dQ8WHFQAoH0IkAABa1FvvLA6FDysAUD6ESAAAtKj5i1dkKgBQHoRIAAC0qIp6FQAoD0IkAABaVPfO2QoAlAchEgAALWrRsmwFAMqDEAkAgBa1TpdsBQDKgxAJAIAW1bljx0wFAMqDEAkAgBZldTYAKE9CJACAZpoxZ2EYNWZiqgAA5UqIBADQTD+6a0qY8Mq8VAEAypUQCQCgmRYvqw4ragqpAgCUKyESAEAzLVxSHQofVgCAciVEAgBoplnzl2QqAEA5EiIBADRT/15dMhUAoBwJkQAAmmnR8upMBQAoR0IkAIBmuuLrQ0PfHp1SBQAoV0IkAIBm+lfVkrBgSXWqAADlSogEANBM542dFqprCqkCAJQrIRIAQDPtt/X6mQoAUI6ESAAAzXTf1LmZCgBQjoRIAADNVFPIVgCAciREAgBopg17dclUAIByJEQCAGimd5csy1QAgHIkRAIAaKaaD8exFSsAQDkSIgEANFNFh2wFAChHPuoAADTTJ9fvGSo+rITQsV4FAMqDEAkAoJmu/MaOYe8t10+VEFbUqwBAeahs6wYAAKztBvfvGcaM2q2tmwEA0Kr0RAIAaKYZcxaGUWMmpgoAUK6ESAAAzXTRuGlh8qyqVAEAypUQCQCgmbbfqGeoWrw8VQCAciVEAgBopmsfmxkKH1YAgHIlRAIAaKZN1+uWqQAA5UiIBADQTN8Ztmmo7FCRKgBAuRIiAQA008/GvxKqawqpAgCUKyESAEAzXT5y+9C3R6dUAQDKVWVbNwAAYG03fOsB4dmtB7R1MwAAWpWeSAAAAACUJEQCAGim8S/NDjtd8GCqhNC9MlsBgPIgRAIAaKZT//hCmL9oeaqEsLg6WwGA8iBEAgBoplOGbxEqO1SkCgBQroRIAADNdPukN0J1TSFVAIByJUQCAGimGXMXZioAQDkSIgEANFNFh2wFAChHPuoAADTTmfsOSXMixUoInetVAKA8CJEAAJrpnin/ytS8W1avAgDlQYgEANBMb/x7cZpYO1YAgHIlRAIAaKa3FizNVACAciREAgBopu6dshUAoBwJkQAAmmnx8mwFAChHQiQAAAAAShIiAQA0U78enTIVAKAcCZEAAJpp/qLlmQoAUI6ESAAAzbTX4L6ZCgBQjoRIAADN9OiM+ZkKAFCOhEgAAAAAlCREAgAAAKAkIRIAAAAAJQmRAAAAAChJiAQAAABASUIkAIBm6tejMlMBAMqREAkAoJk2X79nqOxQkSoAQLkSIgEANNPFB28X9tyiX6oAAOVKn2sAgGYa3L9nGDNqt7ZuBgBAq9ITCQCgmWbMWRhGjZmYKgBAuRIiAQA000XjpoXJs6pSBQAoV0IkAIBmGr7l+mHh+9WpAgCUKyESAEAzXf7Qy6G6ppAqAEC5EiIBADTTwHW7hYoPKwBAuRIiAQA008kjPhXW7dEpVQCAciVEAgBophsmvBoWLKlOFQCgXAmRAACaac6776c5kWIFAChXQiQAgGb65/wlmQoAUI6ESAAAAACUJEQCAAAAoCQhEgAAAAAlCZEAAAAAKEmIBACslhlzFoZRYyammneD1u2aqQAA5UiIBACslovGTQuTZ1WlmnfH7rl5qOxQkSoAQLkSIgEAq+Ws/YeEoQP7pJp3lz/0cqiuKaQKAFCuKtu6AQDA2mlw/55hzKjd2roZ7UKhsCJTAQDKkZ5IAADNtOD9QqYCAJQjIRIAAAAAJQmRAAAAAChJiAQAAABASUIkAAAAAEoSIgEANFPnimwFAChHQiQAgGZaXshWAIByJEQCAFbLjDkLw6gxE1PNu2J2JEMCAMqZEAkAWC0XjZsWJs+qShUAgPInRAIAVstZ+w8JQwf2SRUAgPInRAIAAACgJCESALBafnTXlDDhlXmpAgBQ/oRIAMBqqVq0LFTXFFIFAKD8CZEAgNUye+H7mQoAQHkTIgEAq+XL222YqQAAlDchEgCwWm555o1MBQCgvAmRAIDVUlPIVgAAypsQCQAAAICShEgAwGqprFcBAChvQiQAGjVjzsIwaszEVKGu6noVAIDyJkQCoFEXjZsWJs+qSjXvBGpZ/Xp0ylQAAMqbEAmARp21/5AwdGCfVPNOoJY1f9HyTAUAoLw1OUR68803w6GHHhrWW2+90K1bt7DddtuFv//977X3FwqFMHr06LDhhhum+0eMGBFeeeWVzGPMnz8/HHLIIaFXr16hT58+4aijjgrvvfdeZpsXXngh7LnnnqFr165h4MCB4bLLLmvOfgKwmgb37xnGjNot1bwTqGV1qcxWAADKW5NCpHfeeSd85jOfCZ06dQp//vOfw0svvRR++tOfhnXXXbd2mxj2XHXVVeH6668PTz/9dOjRo0fYd999w/vvv1+7TQyQpk6dGh566KEwduzY8Ne//jUce+yxtfcvWLAg7LPPPmGTTTYJkyZNCpdffnk477zzwi9/+cuW2m8AoJmWVGcrAADlrUn/dvjjH/849QoaM2ZM7W2bbbZZphfSlVdeGc4+++zwla98Jd32u9/9LvTv3z/cdddd4Zvf/GaYNm1auP/++8MzzzwTdtlll7TN1VdfHfbff//wk5/8JGy00Ubh5ptvDsuWLQu//e1vQ+fOncM222wTJk+eHH72s59lwiYAWJN+dNeU8Ow/q1K9/bt7tHVzAACg/fZEuueee1Lw8/Wvfz1ssMEGYccddwy/+tWvau+fOXNmmD17dhrCVtS7d++w++67hyeffDJdjzUOYSsGSFHcvkOHDqnnUnGbvfbaKwVIRbE30/Tp01NvKABoE4V6FQAAcqRJIdKrr74arrvuurDFFluEBx54IHzve98LP/jBD8JNN92U7o8BUhR7HtUVrxfvizUGUHVVVlaGvn37ZrZZ2WPUfY76li5dmobB1b0AQEv67l6bh17dKlMFAIC8aVKIVFNTE3baaadw8cUXp15IcWjZMccck+Y/amuXXHJJ6vVUvMRhdwDQkn7/9OuhUPigAgBA3jQpRIorrm299daZ24YMGRJef/2DD9MDBgxIdc6cOZlt4vXifbHOnTs3c391dXVasa3uNit7jLrPUd+ZZ54Z3n333drLrFmzmrJrAFDS9hv1DFWLl6cKAAB506QQKa7MFuclquvll19Oq6gVJ9mOIc/48eNr74/DyuJcR8OGDUvXY62qqkqrrhU9/PDDqZdTnDupuE1csW358uW128SV3LbccsvMSnB1denSJfTq1StzAaD5ZsxZGEaNmZhq3l3z6KtpOqRYAQAgb5oUIp188snhqaeeSsPZZsyYEW655Zbwy1/+Mhx//PHp/oqKinDSSSeFCy+8ME3CPWXKlHD44YenFdcOOuig2p5LX/ziF9MwuIkTJ4YnnnginHDCCWnltrhd9O1vfztNqn3UUUeFqVOnhttuuy38/Oc/D6ecckprHAMAGhFXIpvwyrxU866ikK0AAJAnlU3ZeNdddw133nlnGjp2/vnnp55HV155ZTjkkENqtznttNPCokWL0nxJscfRZz/72XD//feHrl271m5z8803p+Bo+PDhaVW2kSNHhquuuqr2/jin0YMPPpjCqZ133jn069cvjB49Oj0mAGuYFclqVderAACQJ00KkaIDDzwwXRoSeyPFgCleGhJXYou9mBqz/fbbhwkTJjS1eQC0sLgS2al/fMGKZAAAkHNNGs4GQP5YkewjXTpmKwAA5IkQCYBGnbX/kDB0YJ9U865758pMBQCAPBEiAdRjNbKsf/57UXj+japU8+6dJdWZCgAAeSJEAqjnonHTwuRZVakSwol/eC7MX7Q8VQAAIL+ESAD1GL6VtXh5TaYCAAD5JEQCqOepf8wLE16Zlyoh9OzSIVMBAIB88o0AoJ5z730pVNcUUiWEhUtrMhUAAMgnIRJAPcWFtyzA9YF1ulRkKgAAkE9CJIB6rvnWzqFvj06pEsKipYVMBQAA8sm/swPUM3zrAeHZrQe0dTPajWJ0JEICAIB80xMJoJ4ZcxaGUWMmpgoAAMAHhEhAMv6l2WGnCx5MNe++f/Ok8Mj0t1MFAADgA0IkIDn1jy+E+YuWp5p3r8xdlKkAAAAIkYAPXT5y+zSZdKx5V/zF6BckAADAR0ysDSQmk/7IinoVAAAA/9AOAAAAwCoQIgGJFck+smGvLpkKAACAEAn40EXjpoXJs6pSzbt3Fi3NVAAAAIRIwIfO2n9IGDqwT6p59/6KbAUAAECIBPAxXTpmKwAAAEIk4EOn3D45PDL97VTzrqJeBQAAQIgEfOgf897L1DwznA0AAODjhEhAstl6PVLPm1gBAACgPiESkJw84lNh3R6dUgUAAID6hEhAcsOEV8OCJdWpAgAAQH1CJCCpWrQsVNcUUgUAAID6hEhA8sY7izMVAAAA6hIiAUlFh2wFAACAunxdBJIvbLF+pgIAAEBdQiQguffFuZkKAAAAdQmRAAAAAChJiAQAAABASUIkIPnh5zcPFR9WAAAAqE+IBCRPvvZO6NihIlUAAACoT4gEJIuXVYcVNYVUAQAAoD4hEpB071SZeiLFCgAAAPUJkYDku3ttHnp1q0wVAAAA6hMiAckNE14NC5ZUpwoAAAD1CZGApGrRslBdU0gVAAAA6hMiAcmb7y7JVAAAAKhLiAQkm63XI1R8WAEAAKA+IRKQnDziU2HdHp1SBQAAgPqESEBiYm0AAAAaI0QCPlCoV3OsT7eOmQoAAIAQCfjQpzbokVZnizXvlixdkakAAAAIkYAP3TzxjUzNs6U12QoAAIAQCfjQgdtukKkAAABQlxAJSP76j/mZCgAAAHUJkYBk4LrdQsWHFQAAAOoTIgHJ8C3Xz1QAAACoS4gEJNc+NjMUPqwAAABQnxAJSDbq0yVTAQAAoC4hEpBUVxcyFQAAAOoSIgHJWwuWZioAAADUJUQCAAAAoCQhEgAAAAAlCZEAAAAAKEmIBAAAAEBJQiQg2XZAj0wFAACAuoRIQPLi7EWZCgAAAHUJkYDMLwO/FAAAAFgZ3xeBpKJeBQAAgLqESECyol4FAACAuoRIAAAAAJQkRAIAAACgJCESkJhYGwAAgMb4vggkNfUqAAAA1CVEIrfGvzQ77HTBg6kSwuB+3TIVAAAA6hIikVsn3TY5zF+0PFVCmDFvSaYCAABAXUIkcqvmw4FbxZp3/bp3zFQAAACoS4hEbp2575BQ2aEiVUKYt3hFpgIAAEBdQiRya/z0t0PPrpWpAgAAAI0TIpFbZ+0/JAwd2CdVAAAAoHGVJe6HsjW4f88wZtRubd0MAAAAWCvoiQQAAABASUIkAAAAAEoSIpFbM+YsDKPGTEwVAAAAaJwQidy6aNy0MHlWVaoAAABA44RI5JbV2QAAAGDVCZEAAAAAKEmIRG4ZzpY1qG/XTAUAAIC6hEjk1id6dwnvLF6eKiF0reyYqQAAAFCXEIncunniG5madzPnLcpUAAAAqEuIRG7179U5U/NueU22AgAAQF1CJHJrUN8eobJDRaoAAABA44RI5NbFB28X9tyiX6oAAABA44RI5NZT/5gXJrwyL1UAAACgcUIkcuu8sdNCdU0hVQAAAKBxQiRya9P1umUqAAAA0DAhErl1/aG7hM9vuX6qAAAAQOMqS9wPZWtw/55hzKjd2roZAAAAsFbQEwkAAACAkoRI5NaMOQvDqDETUwUAAAAaJ0Qit35015Qw4ZV5qQIAAACNEyKRX4V6FQAAAGiQEInc+vL2G2YqAAAA0DAhErn1s/GvhOqaQqoAAABA44RI5NYpw7cIlR0qUgUAAAAaJ0Qit+6Z8q9MBQAAABomRCK/TKwNAAAAq0yIRG5dfPB2Yc8t+qUKAAAANE6IRG7989+LwvNvVKUKAAAANE6IRG6ddNvkMH/R8lQBAACAxgmRyK2ly1ZkKgAAANAwIRK5tayQrQAAAEDDhEjk1oVf3jpUdqhIFQAAAGicEInc2rBPt9CrW2WqAAAAQOOESOTWqX98IU2sHSsAAADQOCESubX9hj0zFQAAAGiYEIncenTG/EwFAAAAGiZEAgAAAKAkIRIAAAAAJQmRyK0uHbMVAAAAaJgQidzq3rkyUwEAAICGCZHIrXeWVGcqAAAA0DAhErn1pW03yFQAAACgYUIkcmvOouWhskNFqgAAAEDjhEjkVtWiZaG6ppAqAAAA0DghErn15rtLMhUAAABomBCJ3OrVpVOmAgAAAA0TIpFbcxYszVQAAACgYUIkcuvbu22cqQAAAEArhUiXXnppqKioCCeddFLtbe+//344/vjjw3rrrRfWWWedMHLkyDBnzpzMz73++uvhgAMOCN27dw8bbLBBOPXUU0N1dXVmm0cffTTstNNOoUuXLmHw4MHhxhtvbE5T4WPGTZ2TqQAAAEArhEjPPPNMuOGGG8L222+fuf3kk08O9957b7jjjjvCY489Ft56663w1a9+tfb+FStWpABp2bJl4W9/+1u46aabUkA0evTo2m1mzpyZtvn85z8fJk+enEKqo48+OjzwwAOr21z4mMtHbh/69uiUKgAAANC4yrAa3nvvvXDIIYeEX/3qV+HCCy+svf3dd98Nv/nNb8Itt9wSvvCFL6TbxowZE4YMGRKeeuqp8OlPfzo8+OCD4aWXXgp/+ctfQv/+/cPQoUPDBRdcEE4//fRw3nnnhc6dO4frr78+bLbZZuGnP/1peoz4848//ni44oorwr777rs6TYaPGb71gPDs1gPauhkAAABQvj2R4nC12FNoxIgRmdsnTZoUli9fnrl9q622CoMGDQpPPvlkuh7rdtttlwKkohgMLViwIEydOrV2m/qPHbcpPsbKLF26ND1G3QsAAAAAbRQi3XrrreHZZ58Nl1xyycfumz17dupJ1KdPn8ztMTCK9xW3qRsgFe8v3tfYNjEYWrJkyUrbFdvTu3fv2svAgQObumvkzIw5C8OoMRNTBQAAAFowRJo1a1b44Q9/GG6++ebQtWvX0J6ceeaZaThd8RLbCo350V1TwoRX5qUKAAAAtGCIFIerzZ07N62aVllZmS5x8uyrrroq/X/sLRQnzK6qqsr8XFydbcCAD+aeibX+am3F66W26dWrV+jWrdtK2xZXcYv3171Aowr1KgAAANAyIdLw4cPDlClT0oppxcsuu+ySJtku/n+nTp3C+PHja39m+vTp4fXXXw/Dhg1L12ONjxHDqKKHHnoohT5bb7117TZ1H6O4TfExoCVcfPB2Yc8t+qUKAAAAtODqbD179gzbbrtt5rYePXqE9dZbr/b2o446Kpxyyimhb9++KRg68cQTU/gTV2aL9tlnnxQWHXbYYeGyyy5L8x+dffbZabLu2JsoOu6448I111wTTjvttHDkkUeGhx9+ONx+++3hvvvua0pzoVFP/WNeGs4W6+D+PUPedekQwtKaDyoAAADU1+JfF6+44opw4IEHhpEjR4a99torDU3705/+VHt/x44dw9ixY1ON4dKhhx4aDj/88HD++efXbrPZZpulwCj2Ptphhx3CT3/60/DrX/86rdDG6jORdNa5974UqmsKqfJBgFS3AgAAwGr3RFqZRx99NHM9Trh97bXXpktDNtlkkzBu3LhGH3fvvfcOzz33XHObRx0XjZsWJs+qSnXMqN1C3nWuDGHJ8g8qAAAA0DgDV3LkrP2HhKED+6RKCMd+dvNQ8WEFAAAAGidEypE470/sgWT+nw/c+NTraWG2WAEAAIDGCZHIrfV7ds5UAAAAoGFCJHKrb/cuobJDRaoAAABA44RI5NanNuiRVmeLFQAAAGicEInc+v3ENzIVAAAAaJgQCQAAAICShEjk1uD1u2cqAAAA0DAhErl15n5DQt8enVIFAGhtx974dFs3AQCaRYhEbt0w4dWwYEl1qgAAre3B/5vX1k0AgGYRIpFbi5dVhxU1hVQBAACAxgmRAAAAAChJiAQAAGtAt04+egOwdvOXjNzq3qkydOxQkSoAQGurXl7T1k0AgGYRIpFbwzZbN82JFCsAQGtb3tYNAIBmEiKRW9c+NjMUPqwAAABA44RI5NY3d/lEpgIAAAANEyKRW3c//69MBQAAABomRCK3llevyFQAAACgYUIkAAAAAEoSIpFb76/IVgAAAKBhQiQAAAAAShIikVt7D+6bqQAAAEDDhEjk1mF7bBb69uiUKgAAANA4IRK5ddJtk8P8RctTBQAAABonRCK3llevyFQAAACgYUIkcqumJlsBAACAhgmRyK1lhWwFAAAAGiZEIrfW7dYxUwEAAICGCZHIrXeWrMhUAAAAoGFCJHKrX49OmQoAAAA0TIhEbi1eVp2pAAAAQMOESORWIRQyFQAAAGiYEIncWqdzp0wFAAAAGiZEIrfeXrQ8UwEAAICGCZHIrUF9umQqAAAA0DAhErn1etXSTAUAAAAaJkQCAAAAoCQhErnVsV4FAIA1ZdvR97V1EwCaTIhEbq2oVwEAYE15b1lbtwCg6YRIAAAAa9g6ndu6BQBNJ0Qitwav3z1TAQBgTdETCVgbCZHIrY17d81UAAAAoGFCJHLr0RnzMxUAAABomBAJAAAAgJKESDkyY87CMGrMxFQBAAAAmkKIlCMXjZsWJs+qSpUQKupVAAAAoGFCpBw5a/8hYejAPqkSQqFeBQAAABpW2ch9lJnB/XuGMaN2a+tmtBvdKkNYUv1BBQAAABqnJxK5FQOkuhUAAABomBApR0ysDQAAAKwuIVKOmFgbAAAAWF1CpBwxsXZWx3oVAAAAaJgphXPExNpZK+pVAAAAoGF6IgEAAABQkhAJAAAAgJKESAAAAACUJEQCAAAAoCQhEgAAAAAlCZEAAAAAKEmIRG516ZitAAAAQMOESOTWPkM2yFQAAACgYUIkcuveF+dmKgAAANAwIRIAAAAAJQmRAAAAAChJiAQAAABASUIkAAAAAEoSIuXIjDkLw6gxE1MFAAAAaAohUo5cNG5amDyrKlUAAACAphAi5chZ+w8JQwf2SRUAAACgKSqbtDVrtcH9e4Yxo3Zr62YAAAAAayE9kQAAAAAoSYiUIybWBgAAAFaXEClHTKwNAAAArC4hUo6YWBsAAABYXSbWzhETawMAAACrS08kAAAAAEoSIgEAAABQkhAJAAAAgJKESAAAAACUJETKkRlzFoZRYyamCgAAANAUQqQcuWjctDB5VlWqAAAAAE0hRMqRs/YfEoYO7JMqAAAAQFNUNmlr1mqD+/cMY0bt1tbNAAAAANZCeiIBAAAAUJIQCQAAAICShEgAAAAAlCREAgAAAKAkIRIAAAAAJQmRAAAAAChJiJQj41+aHXa64MFUAQAAAJpCiJQjp/7xhTB/0fJUAQAAAJpCiJQjpwzfIlR2qEgVAAAAoCmESDlyz5R/ZSoAAADAqhIi5UmhXgUAAABYRUKkHLn44O3Cnlv0SxUAAACgKYRIOfLPfy8Kz79RlSoAAABAUwiRcsTqbAAAAMDqEiLlyOUjtw99e3RKFQAAAKAphEgAAAAAlCREypFT7ng+DWeLFQAAAKAphEg5MnDdbqHiwwoAAADQFEKkHLnyGzuGvbdcP1UAAACApqhs0tas1Qb37xnGjNqtrZsBAAAArIX0RAIAAACgJCESAAAAACUJkXJkxpyFYdSYiakCAAAANIUQKUcuGjctTJ5VlSoAAABAUwiRcuSs/YeEoQP7pAoAAADQFEIkAAAAAEoSIuWI4WwAAADA6hIi5cihuw8KFRUfVAAAAICmECLlyO+ffj0UCh9UAAAAgKYQIuWInkgAAADA6hIi5cgNE14NC5ZUpwoAAADQFEKkHFm8rDqsqCmkCgAAANAUQiQAAAAAShIi5ciy5TWh8GEFAAAAaAohUo68+e6STAUAAABYVUKkHOnVpVOmAgAAAKwqIVKOzFmwNFMBAAAAWiVEuuSSS8Kuu+4aevbsGTbYYINw0EEHhenTp2e2ef/998Pxxx8f1ltvvbDOOuuEkSNHhjlz5mS2ef3118MBBxwQunfvnh7n1FNPDdXV2RXDHn300bDTTjuFLl26hMGDB4cbb7yxKU1lJU78/Oah4sMKAAAA0Goh0mOPPZYCoqeeeio89NBDYfny5WGfffYJixYtqt3m5JNPDvfee2+444470vZvvfVW+OpXv1p7/4oVK1KAtGzZsvC3v/0t3HTTTSkgGj16dO02M2fOTNt8/vOfD5MnTw4nnXRSOProo8MDDzzQpJ0j64W3FoY+3TulCgAAANAUlU3Z+P77789cj+FP7Ek0adKksNdee4V33303/OY3vwm33HJL+MIXvpC2GTNmTBgyZEgKnj796U+HBx98MLz00kvhL3/5S+jfv38YOnRouOCCC8Lpp58ezjvvvNC5c+dw/fXXh8022yz89Kc/TY8Rf/7xxx8PV1xxRdh3332btIN85Kz9h4SLxk1LFQAAAGCNzYkUQ6Oob9++qcYwKfZOGjFiRO02W221VRg0aFB48skn0/VYt9tuuxQgFcVgaMGCBWHq1Km129R9jOI2xcdg9Qzu3zOMGbVbqgAAAABrJESqqalJw8w+85nPhG233TbdNnv27NSTqE+fPpltY2AU7ytuUzdAKt5fvK+xbWLQtGTJypenX7p0abq/7oWsGXMWhlFjJqYKAAAAsEZCpDg30osvvhhuvfXW0B7ESb979+5dexk4cGBbN6ndiUPZJs+qShUAAACg1UOkE044IYwdOzY88sgjYeONN669fcCAAWnC7Kqqqsz2cXW2eF9xm/qrtRWvl9qmV69eoVu3bitt05lnnpmG1xUvs2bNWp1dK2vDt1w/LHy/OlUAAACAVguRCoVCCpDuvPPO8PDDD6fJr+vaeeedQ6dOncL48eNrb5s+fXp4/fXXw7Bhw9L1WKdMmRLmzp1bu01c6S0GRFtvvXXtNnUfo7hN8TFWpkuXLukx6l7I+vED00N1TSFVAAAAgFZbnS0OYYsrr919992hZ8+etXMYxeFjsYdQrEcddVQ45ZRT0mTbMcg58cQTU/gTV2aL9tlnnxQWHXbYYeGyyy5Lj3H22Wenx45BUHTccceFa665Jpx22mnhyCOPTIHV7bffHu67774m7RxZNaEmUwEAAABapSfSddddl4aK7b333mHDDTesvdx2222121xxxRXhwAMPDCNHjgx77bVXGpr2pz/9qfb+jh07pqFwscZw6dBDDw2HH354OP/882u3iT2cYmAUex/tsMMO4ac//Wn49a9/nVZoY/Wdue+QUNmhIlUAAACAVuuJFIezldK1a9dw7bXXpktDNtlkkzBu3LhGHycGVc8991xTmkcJ46e/HXp2rUz10D2yQxEBAAAAWmV1NtY+n+jdJbyzeHmqAAAAAE0hRMqRmye+kakAAAAAq0qIlCMHbrtBpgIAAACsKiFSjjwx851MBQAAAFhVQqQcuXzk9qFvj06pAgAAADSFEAkAAACAkoRIOXLKHc+H+YuWpwoAALSd1y49oK2bANBkQqQcGbhut1DxYQUAAABoCiFSjpw84lNh3R6dUgUAAABoCiFSjvx8/CtpOFusAAAAAE0hRMqRf8x7L1MBAAAAVpUQKUc27N01UwEAAABWlRApR7p26pgm1o4VAAAAoCmESAAAAACUJEQCAAAAoCQhEgAAAAAlCZFyZP7CZaHwYQUAAABoCiFSjry1YGmmAgAAAKwqIVKOHLrbxpkKAAC0jSsemNbWTQBoMiFSjrzw5oJMBQAA2sbPH3m1rZsA0GRCpByZMXdhpgIAAACsKiFSjlR0yFYAAACAVSVOyJGrvrFT6NujU6oAAAAATSFEAgAAAKAkIVKOHPs/k8L8RctTBQAAAGgKIVKOrChkKwAAAMCqEiIBAAAAUJIQCQAAAICShEgAAAAAlCREypFtB/TIVAAAAFhbbHrGfW3dhNwTIuXIi7MXZSoAAADAqhIiAQAAAFCSEAkAAACAkoRIAAAA0E6Y94f2TIgEAAAAQElCJAAAAABKEiIBAAAAUJIQCQAAAICShEgAAAAAlCREAgAAAKAkIRIAAAAAJQmRAAAAAChJiAQAAABASUKkHL7YXnQAAACgqeQJOVJTrwIAAACsKiESAAAAACUJkQAAAAAoSYgEAAAAQElCJAAAAABKEiIBAAAAUJIQCQAAAICShEgAAAAAlCREAgAAAKAkIRIAAADtxuAz7mvrJgANECIBAADQblS3dQOABgmRAAAAAChJiAQAAABASUIkAAAAAEoSIgEAAABQkhAJAAAAgJKESAAAAACUJEQCAAAAoCQhEgAAAAAlCZEAAAAAKEmIBAAAAEBJQiQAAAAAShIiAQAAAO3Opmfc19ZNoB4hEgAAAAAlCZEAAAAAKEmIBAAAAEBJQiQAAAAAShIiAQAAAFCSEAkAAACAkoRIAAAAAJQkRAIAAACgJCESAAAAACUJkQAAAAAoSYgEAAAAQElCJAAAAABKEiIBAAAAUJIQCQAAAICShEgAAC1o0zPua+smAAC0CiESAAAAACUJkQAAAAAoSYgEAAAAQElCJAAAAABKEiIBAAAAUJIQCQAAAICShEgAAAAAlCREAgAAANqd1y49oK2bQD1CJAAAAABKEiIBAAAAUJIQCQAAAICShEgAAABAu7PpGfe1dROoR4gEAAAAQElCJAAAAABKEiIBAAAAUJIQCQAAAICShEgAAAAAlCREAgAAAKAkIRIAALDG7XL+/W3dBACaSIgEAACscfMWr2jrJgDQREIkAAAA2symZ9zX1k0AVpEQCQAAAICShEhAuOKBaW3dBAAAYCX01KI9ESIB4eePvNrWTQAAypwvwgBrPyESAAAtRlAAAOVLiAQAAABASUIkAKDJ9DYBAMgfIRIADRIUAAAARUIkAAAAAEoSIgEAAABQkhAJAFaDoX4AAOSNEAkAgFYjcAWA8iFEAgAAAKAkIRIAAEAb02sPWBsIkQAAAIC1wmcufqitm5BrQiQAAIA1SK8jGuK9UdqbC5a1dRNyTYgEAAAAQElCJAAAaAV6FMDqc/5A+yREyqm9Lv1LWzcBgDKS5w/7ed53ms77BbKcEzTEe6N9EiLl1OtVS9u6CbBW8McLAFrv76m/s7Bq54NzJcvxaDvtOkS69tprw6abbhq6du0adt999zBx4sS2bhIAOeXDCk2R1/dLXvcbmkJQAKzN2m2IdNttt4VTTjklnHvuueHZZ58NO+ywQ9h3333D3Llz27pplIErHpjW1k2gnfLhrXGOT1Zej0de93tlHItVk8fjJCj4aF9L7e+qbFMuVmU/83I8vDeavp95OB7FfXQ82q+KQqFQCO1Q7Hm06667hmuuuSZdr6mpCQMHDgwnnnhiOOOMM0r+/IIFC0Lv3r3Du+++G3r16rUGWtz+1T/BXrv0gJBXK/tlk9fj0dAv3jwej8b+COXteJT6g+x45PN4NOWDWh6OyaoeD8di7Toea9sXktY+nmvT8XAsshyPjzgWWY7H2vV3qb1lHpWhHVq2bFmYNGlSOPPMM2tv69ChQxgxYkR48sknV/ozS5cuTZe6B3Rt19onX0s//tr+y6glH39tPxYt/RyOR3kdi5Z8HsdjzX6AWZMf6pr7XOXy3mip53I81v4P+wBQDtrlcLZ58+aFFStWhP79+2duj9dnz5690p+55JJLUgpXvMReSwAAAACUcU+k1RF7LcU5lOr2RBIkAQDQFHo6ZTkeH3EsshyPjzgWWY5HeWuXcyLF4Wzdu3cP//u//xsOOuig2tuPOOKIUFVVFe6+++6Sj2FOJAAAAKAcLWijzKNdDmfr3Llz2HnnncP48eNrb4sTa8frw4YNa9O2AQAAAORRux3OFoemxZ5Hu+yyS9htt93ClVdeGRYtWhRGjRrV1k0DAAAAyJ12GyJ94xvfCG+//XYYPXp0mkx76NCh4f777//YZNsAAAAA5HROpJZgTiQAAACgHC0wJxIAAAAA7ZUQCQAAAICShEgAAAAAlCREAgAAAKAkIRIAAAAAJQmRAAAAAChJiAQAAABASUIkAAAAAEoSIgEAAABQkhAJAAAAgJKESAAAAACUJEQCAAAAoCQhEgAAAAAlCZEAAAAAKEmIBAAAAEBJQiQAAAAAShIiAQAAAFCSEAkAAACAkoRIAAAAAJQkRAIAAACgpMpQpgqFQqoLFixo66YAAAAAtJhi1lHMPtaUsg2RFi5cmOrAgQPbuikAAAAArZJ99O7dO6wpFYU1HVutITU1NeGtt95KqdygQYPCrFmzQq9evdq6WVB26XcMap1f0PKcX9B6nF/Qupxj0Prn1+uvvx4qKirCRhttFDp0WHMzFZVtT6R4EDfeeOPaLl7xl5dfYNA6nF/Qepxf0HqcX9C6nGPQemLvo7Y4v0ysDQAAAEBJQiQAAAAASir7EKlLly7h3HPPTRVoWc4vaD3OL2g9zi9oXc4xKN/zq2wn1gYAAACg5ZR9TyQAAAAAmk+IBAAAAEBJQiQAAAAAShIiAQAAAJDvEOnaa68Nm266aejatWvYfffdw8SJE9u6SdDuXHLJJWHXXXcNPXv2DBtssEE46KCDwvTp0zPbvP/+++H4448P6623XlhnnXXCyJEjw5w5czLbvP766+GAAw4I3bt3T49z6qmnhurq6sw2jz76aNhpp53SSgKDBw8ON9544xrZR2gPLr300lBRURFOOumk2tucW9A8b775Zjj00EPTOdStW7ew3Xbbhb///e+198f1Y0aPHh023HDDdP+IESPCK6+8knmM+fPnh0MOOST06tUr9OnTJxx11FHhvffey2zzwgsvhD333DN9phw4cGC47LLL1tg+QltYsWJFOOecc8Jmm22Wzp1PfvKT4YILLkjnVJHzC1bNX//61/ClL30pbLTRRumz4F133ZW5f02eS3fccUfYaqut0jbxb+a4ceNWcS+yDS5Lt956a6Fz586F3/72t4WpU6cWjjnmmEKfPn0Kc+bMaeumQbuy7777FsaMGVN48cUXC5MnTy7sv//+hUGDBhXee++92m2OO+64wsCBAwvjx48v/P3vfy98+tOfLuyxxx6191dXVxe23XbbwogRIwrPPfdcYdy4cYV+/foVzjzzzNptXn311UL37t0Lp5xySuGll14qXH311YWOHTsW7r///jW+z7CmTZw4sbDpppsWtt9++8IPf/jD2tudW7D65s+fX9hkk00K3/nOdwpPP/10OhceeOCBwowZM2q3ufTSSwu9e/cu3HXXXYXnn3++8OUvf7mw2WabFZYsWVK7zRe/+MXCDjvsUHjqqacKEyZMKAwePLjwrW99q/b+d999t9C/f//CIYcckv5W/uEPfyh069atcMMNN6zxfYY15aKLLiqst956hbFjxxZmzpxZuOOOOwrrrLNO4ec//3ntNs4vWDXx89tZZ51V+NOf/hRT2MKdd96ZuX9NnUtPPPFE+ox42WWXpc+MZ599dqFTp06FKVOmFJqibEOk3XbbrXD88cfXXl+xYkVho402KlxyySVt2i5o7+bOnZt+uT322GPpelVVVfrlEj88FE2bNi1t8+STT9b+YuzQoUNh9uzZtdtcd911hV69ehWWLl2arp922mmFbbbZJvNc3/jGN1KIBeVs4cKFhS222KLw0EMPFT73uc/VhkjOLWie008/vfDZz362wftramoKAwYMKFx++eW1t8XzrkuXLunDdRQ/RMdz7plnnqnd5s9//nOhoqKi8Oabb6brv/jFLwrrrrtu7TlXfO4tt9yylfYM2t4BBxxQOPLIIzO3ffWrX01fUCPnF6ye+iHSmjyX/uM//iOd23Xtvvvuhe9+97tN2oeyHM62bNmyMGnSpNQNrKhDhw7p+pNPPtmmbYP27t133021b9++qcZzafny5ZnzKXaBHDRoUO35FGvsDtm/f//abfbdd9+wYMGCMHXq1Npt6j5GcRvnJOUuDleLw9Hqv/+dW9A899xzT9hll13C17/+9TTUc8cddwy/+tWvau+fOXNmmD17dub86N27d5rioO45FocFxMcpitvHz41PP/107TZ77bVX6Ny5c+Yci0O/33nnnTW0t7Bm7bHHHmH8+PHh5ZdfTteff/758Pjjj4f99tsvXXd+QctYk+dSS31mLMsQad68eWkcb90P3VG8Hl8gYOVqamrSfC2f+cxnwrbbbptui+dM/GUUf3E1dD7FurLzrXhfY9vEL8NLlixp1f2CtnLrrbeGZ599Ns09Vp9zC5rn1VdfDdddd13YYostwgMPPBC+973vhR/84AfhpptuypwjjX0ejDUGUHVVVlamf0hpynkI5eaMM84I3/zmN9M/bnTq1CmFtPEzYpyTJXJ+QctYk+dSQ9s09VyrbNLWQNn3mHjxxRfTvzQBzTNr1qzwwx/+MDz00ENp8kKg5f/hI/6r7MUXX5yuxy+58W/Y9ddfH4444oi2bh6s1W6//fZw8803h1tuuSVss802YfLkySlEihMDO78g38qyJ1K/fv1Cx44dP7bCTbw+YMCANmsXtGcnnHBCGDt2bHjkkUfCxhtvXHt7PGfiENGqqqoGz6dYV3a+Fe9rbJu4wkBchQDKTRyuNnfu3LRqWvzXonh57LHHwlVXXZX+P/7Lj3MLVl9cxWbrrbfO3DZkyJC0omHdc6Sxz4OxxvO0rrj6YVwFpynnIZSbuBJosTdSHFZ92GGHhZNPPrm2Z63zC1rGmjyXGtqmqedaWYZIcXjAzjvvnMbx1v3Xqnh92LBhbdo2aG/i/G4xQLrzzjvDww8/nJZyrSueS7Ebc93zKY6tjR/Si+dTrFOmTMn8cou9L+KX2OIH/LhN3ccobuOcpFwNHz48nRfxX2+Ll9hrIg4FKP6/cwtWXxx6Hc+ZuuL8LZtsskn6//j3LH4wrnt+xGGecf6IuudYDHJj6FsU/xbGz41xPoriNnF55jiHWd1zbMsttwzrrrtuq+8ntIXFixen+Vbqiv9IH8+NyPkFLWNNnkst9pmxUKZuvfXWNKP5jTfemGYzP/bYYwt9+vTJrHADFArf+9730pKSjz76aOFf//pX7WXx4sWZZcgHDRpUePjhh9My5MOGDUuX+suQ77PPPoXJkyenpcXXX3/9lS5Dfuqpp6YVqK699lrLkJM7dVdni5xbsPomTpxYqKysTEuRv/LKK4Wbb745nQu///3vM8smx89/d999d+GFF14ofOUrX1npssk77rhj4emnny48/vjjaTXFussmx1Vy4rLJhx12WFo2OX7GjM9jCXLK2RFHHFH4xCc+URg7dmxh5syZaWnyfv36pRVBi5xfsOor9T733HPpEiOYn/3sZ+n///nPf67Rc+mJJ55Ifzd/8pOfpM+M5557blopeMqUKYWmKNsQKbr66qvTh/POnTsXdtttt8JTTz3V1k2Cdif+IlvZZcyYMbXbxF9g3//+99OykfGX0cEHH5yCprpee+21wn777Vfo1q1b+pDxn//5n4Xly5dntnnkkUcKQ4cOTefk5ptvnnkOyGOI5NyC5rn33ntT0Br/4XCrrbYq/PKXv8zcH5dOPuecc9IH67jN8OHDC9OnT89s8+9//zt9EF9nnXUKvXr1KowaNSp94K/r+eefL3z2s59NjxG/WMcP/FDOFixYkP5exe9SXbt2TX9bzjrrrMzy4c4vWDXxc9rKvm/FsHZNn0u333574VOf+lT6zLjNNtsU7rvvvkJTVcT/rF7HKwAAAADyoiznRAIAAACgZQmRAAAAAChJiAQAAABASUIkAAAAAEoSIgEAAABQkhAJAAAAgJKESAAAAACUJEQCAAAAoCQhEgAAAAAlCZEAAAAAKEmIBAAAAEBJQiQAAAAAQin/H3CyHsO5rcUWAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 6 }, { "metadata": {}, "cell_type": "markdown", "source": [ "The output per lag is dense, and distributions are not visible in this kind of plot. We will show when it is better to use scatterplot in the last part of the tutorial, now we will analyze other distribution plots.\n", "\n", "### Box plot" ], "id": "9252c08b697b3d47" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:57:37.546297Z", "start_time": "2025-12-21T14:57:36.523568Z" } }, "cell_type": "code", "source": "vc.plot('box');", "id": "e72b179ec60a87c6", "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 7 }, { "metadata": {}, "cell_type": "markdown", "source": [ "The orange line in the middle of each box represents the median (50%) value per lag. Now we can guess how the trend line goes, but, more importantly, we see other properties of semivariances within lags:\n", "1. Dispersion of values is greater with a distance, but at the same time, median and the 3rd quartile of semivariance values are rising (3rd quartile is plotted as a horizontal line on a top of a box.\n", "2. The maximum value rises with a distance (it is a horizontal line on a top of a whisker).\n", "Data is skewed towards lower values of semivariance. Why? Because the median is closer to the bottom of a box than the center or the top.\n", "3. The 1st quartile (25% of the lowest values) is higher for distant lags.\n", "\n", "### Violin plot" ], "id": "9d3fd2862d4ea14" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:19.821265Z", "start_time": "2025-12-21T14:57:41.004086Z" } }, "cell_type": "code", "source": "vc.plot('violin');", "id": "c701be1c7af90555", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 8 }, { "metadata": {}, "cell_type": "markdown", "source": [ "The violin plot supports our earlier assumptions, but we can find more insights here. For distant lags, distributions start to be multimodal. We see one mode around very low semivariance values and another close to the 1st quartile. Multimodality may affect our outcomes, and it may tell us that there is more than one level of spatial dependency.\n", "\n", "## 3. Detect and remove outliers\n", "\n", "There is still the elephant in the room - box plot and violin plot show that data is skewed towards large semivariance values (long whiskers). Those outliers may affect later modeling, we should consider cleaning data before Kriging.\n", "\n", "We can remove points with too low | too high DEM values, or we can remove anomalous semivariances from the point cloud.\n", "\n", "Our data is skewed towards large values. Thus, we will remove outliers from the upper part of the distribution. We will use the interquartile range algorithm. It detects outliers as all points below the first quartile of a data plus `m` (positive or zero `float`) standard deviations and all points above the 3rd quartile plus `n` (positive or zero `float`) standard deviations. The important thing is that the absolute values of `m` and `n` can differ. We should fit those values to the semivariance distributions.\n", "\n", "The class `VariogramCloud` has internal method `.remove_outliers()`. With the parameter `inplace` set to `True`, we can overwrite the variogram point cloud, but if we set it to `False`, it will return the new `VariogramCloud` object with a cleaned variogram point cloud.\n", "\n", "Other parameters that we are going to set of this method are:\n", "\n", "- `method`: We have two methods, one based on the **z-score** and the second based on the **interquartile range**. Both have upper and lower bounds. The Z-score method is invoked with `method='zscore'`, and arguments for this function are `z_lower_limit` and `z_upper_limit` (number of standard deviations from the mean down and up, or negative and positive).\n", "- `iqr_lower_limit`: how many standard deviations should be subtracted from the first quartile to set a limit of valid values,\n", "- `iqr_upper_limit`: how many standard deviations should be added to the 3rd quartile to set a limit of valid values.\n", "\n", "he values we will get will be within limits:\n", "\n", "$$q1 - (m * std) < V < q3 + (n * std)$$\n", "\n", "where:\n", "\n", "- $q1$ - 1st quartile\n", "- $q3$ - 3rd quartile\n", "- $std$ - standard deviation\n", "- $m$ - real number greater or equal than 0\n", "- $n$ - real number greater or equal than 0\n", "- $V$ - values in range\n", "\n", "with the assumption, that $q1$, $q3$, $std$, and $V$ are lag-specific." ], "id": "66a444a5d6f6e92f" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:22.215096Z", "start_time": "2025-12-21T14:58:21.465682Z" } }, "cell_type": "code", "source": [ "cvc = vc.remove_outliers(\n", " method='iqr',\n", " iqr_lower_limit=4,\n", " iqr_upper_limit=1.5,\n", " inplace=False\n", ")" ], "id": "5451f0f0ecfd8cc0", "outputs": [], "execution_count": 9 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:26.348439Z", "start_time": "2025-12-21T14:58:25.354622Z" } }, "cell_type": "code", "source": "cvc.plot('box');", "id": "3311030adfbd4a82", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 10 }, { "metadata": {}, "cell_type": "markdown", "source": [ "When we compare both figures - before and after data cleaning - we see that the y-axis of the second plot is few times smaller than the y-axis of the first plot! We've cleaned our data from the extreme values.\n", "\n", "> **Note**: removing outliers from semivariance is one way of dealing with non-normal data distributions, but you should proceed with caution when you remove your observations or derivatives from those observations. You should check tutorial `tutorials/functional/3-3-outliers-and-kriging` to understand downsides of outliers removal." ], "id": "21aae1d081d9a651" }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 4. Experimental variogram from the point cloud\n", "\n", "The last but not least property of the experimental variogram point cloud is that we may calculate the semivariogram directly from it using `.calculate_experimental_variogram()` method." ], "id": "8807d6107fb0c3eb" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:29.614732Z", "start_time": "2025-12-21T14:58:29.611429Z" } }, "cell_type": "code", "source": "exp_var = vc.experimental_semivariances()", "id": "abf84469fe361139", "outputs": [], "execution_count": 11 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:33.001852Z", "start_time": "2025-12-21T14:58:32.889447Z" } }, "cell_type": "code", "source": "exp_var.plot(semivariance=True, covariance=False, variance=False)", "id": "108141c2c1d29f5a", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 12 }, { "metadata": {}, "cell_type": "markdown", "source": "The same points are under `mean` row in `.describe()` method:", "id": "ebaffc8eebb70364" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:37.794378Z", "start_time": "2025-12-21T14:58:36.276959Z" } }, "cell_type": "code", "source": "vc.describe(as_dataframe=True).loc['mean']", "id": "2953ce48dc4112f0", "outputs": [ { "data": { "text/plain": [ "625.0 18.478983\n", "1250.0 43.719468\n", "1875.0 73.489310\n", "2500.0 107.858598\n", "3125.0 147.852660\n", "3750.0 187.597718\n", "4375.0 231.297386\n", "5000.0 276.862155\n", "5625.0 320.526495\n", "6250.0 361.624234\n", "6875.0 402.744376\n", "7500.0 436.767505\n", "8125.0 464.904780\n", "8750.0 490.299066\n", "9375.0 514.849220\n", "Name: mean, dtype: float64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 13 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:41.024566Z", "start_time": "2025-12-21T14:58:41.018034Z" } }, "cell_type": "code", "source": "exp_var.semivariances", "id": "df2d638e0752944e", "outputs": [ { "data": { "text/plain": [ "array([ 18.47898266, 43.71946771, 73.48930987, 107.8585979 ,\n", " 147.85265986, 187.59771789, 231.29738612, 276.86215475,\n", " 320.52649515, 361.62423403, 402.74437591, 436.76750526,\n", " 464.90478027, 490.29906598, 514.84922016])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 14 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## 5. Is variogram point cloud a scatter plot?\n", "\n", "Yes, it is. But in `pyinterpolate`, we aggregated semivariances within bins (lags). If we remove bins (lags) completely then we get a scatter plot of semivariances. To simulate this behavior, we will create variogram cloud with 1000 lags." ], "id": "b37ab6229c6239b9" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T14:58:44.461042Z", "start_time": "2025-12-21T14:58:44.457332Z" } }, "cell_type": "code", "source": "step_size = max_range / 1000", "id": "c03dd3dfe8ebc66f", "outputs": [], "execution_count": 15 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T15:00:59.741590Z", "start_time": "2025-12-21T14:58:48.080531Z" } }, "cell_type": "code", "source": [ "vc1000 = VariogramCloud(\n", " values=dem['dem'],\n", " geometries=dem['geometry'],\n", " step_size=step_size,\n", " max_range=max_range\n", ")" ], "id": "3e9d88c6cd3c2dd9", "outputs": [], "execution_count": 16 }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T15:01:26.187819Z", "start_time": "2025-12-21T15:01:08.080886Z" } }, "cell_type": "code", "source": "vc1000.plot('scatter');", "id": "818d4924af8b091e", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/szymonos/Documents/GitHub/pyinterpolate/src/pyinterpolate/semivariogram/experimental/classes/variogram_cloud.py:545: RuntimeWarning: invalid value encountered in scalar divide\n", " bin_width = (no * max_width) / max_no\n" ] }, { "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {}, "output_type": "display_data" } ], "execution_count": 17 }, { "metadata": {}, "cell_type": "markdown", "source": [ "## Changelog\n", "\n", "| Date | Changes | Author |\n", "|------------|----------------------------------------------|----------------------------------|\n", "| 2025-11-07 | Used **values** and **geometries** parameters instead of **ds** in the experimental variogram initialization | @SimonMolinsky (Szymon Moliński) |\n", "| 2025-04-26 | Tutorial has been adapted to the 1.0 release | @SimonMolinsky (Szymon Moliński) |" ], "id": "39fb8876e87dc363" }, { "metadata": { "ExecuteTime": { "end_time": "2025-12-21T15:01:29.127371Z", "start_time": "2025-12-21T15:01:29.124961Z" } }, "cell_type": "code", "source": "", "id": "5ccf248cea5099b8", "outputs": [], "execution_count": null } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }