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1349 lines
1.8 MiB
1349 lines
1.8 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Setup\n",
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"\n",
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"`TRAINING_RANGE` und `TEST_RANGE` müssen je nach Länge des Datensatzes angepasst werden.\n",
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"\n",
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"**Keine Anpassung erforderlich** (Siehe Datensatz herunterladen)\n",
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"- 30% Training-Daten (0-30%)\n",
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"- 70% Test-Daten (30%-100%)"
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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": 1,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"311"
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]
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},
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"execution_count": 1,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"INPUT_FILE = 'data.csv'\n",
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"TARGET_COLUMN = 'flt_obd_speed'\n",
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"# Still contains positional information and acceleration; however we currently train\n",
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"# sample by sample without knowledge of previous or other data, so it should not be\n",
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"# possible for the Regressor to simply \"calculate\" the speed.\n",
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"EXCLUDED_COLUMNS = ('flt_gps_speed', 'flt_obd_engine_load', 'flt_obd_engine_rpm',\n",
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" 'flt_obd_maf', 'flt_obd_accelerator_pedal','flt_time','flt_time_system_clock',\n",
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" 'flt_time_utc','flt_ax','flt_ay','flt_az','flt_gx','flt_gy','flt_gz','flt_compass',\n",
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" 'flt_number_of_satelites','flt_accuracy','flt_gps_bearing','flt_calc_dist_gps',\n",
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" 'flt_calc_dist_vt','flt_calc_ax_vt','flt_timeIP',\n",
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" 'weat_latitude','weat_longitude','weat_distanceIP','weat_timeIP','weat_join_idx',\n",
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" 'hAccel_1','hAccel_2','hAccel_3','flt_mAccel_1','flt_mAccel_2','flt_mAccel_3',\n",
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" 'flt_mGier_1','flt_mGier_2','flt_mGier_3','rot_Accel_1','rot_Accel_2','rot_Accel_3',\n",
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" 'rot_Gier_1','rot_Gier_2','rot_Gier_3','rot_Accel_flt_1','rot_Accel_flt_2','rot_Accel_flt_3',\n",
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" 'rot_Gier_flt_1','rot_Gier_flt_2','rot_Gier_flt_3'\n",
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" )\n",
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"# See explanation below the feature importance plot\n",
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"OVERFITTING_COLUMNS = ('weat_temperature', 'weat_humidity', 'join_idx', 'weat_windBearing', 'weat_windSpeed',\n",
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" 'latitude', 'longitude', 'flt_latitude', 'flt_longitude',\n",
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" 'ors_percentage_cumsum', 'flt_obd_air_temperature',\n",
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" 'mb_step_weight')\n",
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"# Since there are a lot of fields containing those\n",
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"# Note: This breaks the map plotting\n",
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"OVERFITTING_SUBWORDS = ('distance', 'remainDistance', 'remainDistanze', 'cumsumDistance', 'segDistance', 'time', 'remainTime')\n",
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"\n",
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"from runsql import runsql\n",
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"DATA_COLUMNS = [c['Field']\n",
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" for c in runsql('show columns from computeddata')\n",
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" if c['Type'] == 'double'\n",
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" and c['Field'] != TARGET_COLUMN\n",
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" and c['Field'] not in EXCLUDED_COLUMNS\n",
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" and c['Field'] not in OVERFITTING_COLUMNS\n",
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" and not any([w in c['Field'] for w in OVERFITTING_SUBWORDS])]\n",
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"len(DATA_COLUMNS)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Datensatz herunterladen\n",
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"\n",
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"`SETUP_ID` anpassen, Rest läuft automatisch.\n",
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"\n",
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"Einige Datensätze besitzen keinen Eintrag für `flt_obd_speed`. Für eine Liste der Datensätze *mit* diesem Wert kann beispielsweise folgende SQL-Abfrage verwendet werden (Achtung, braucht (prinzipbedingt) sehr lange!):\n",
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"\n",
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"```sql\n",
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"select setup_id s, count(*) n\n",
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"from computeddata\n",
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"group by s\n",
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"having not exists (\n",
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" select *\n",
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" from computeddata\n",
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" where setup_id = s\n",
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" and flt_obd_speed is null)\n",
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"order by n asc\n",
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"```"
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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": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"SETUP_ID = 868\n",
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"import csv\n",
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"from runsql import runsql\n",
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"reader = runsql('select * from computeddata where setup_id = {} order by distance asc'.format(SETUP_ID))\n",
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"reader_data = list(reader) # list(...) so that following cells can be repeated"
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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": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"import math\n",
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"data = []\n",
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"target = []\n",
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"for row in reader_data:\n",
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" data += [[float(row[c]) if row[c] != '' else math.nan for c in DATA_COLUMNS]]\n",
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" target += [float(row[TARGET_COLUMN])] # Errors if NaN in TARGET_COLUMN"
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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": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"tr_st = 0\n",
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"tr_ed = math.floor(len(data)*0.3)\n",
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"TRAINING_RANGE = (tr_st, tr_ed)\n",
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"TEST_RANGE = (tr_ed, len(data)) # TEST_RANGE = (len(data)-tr_ed, len(data))"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Leere Zellen füllen\n",
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"\n",
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"Da nicht alle Datensätze alle Spalten haben – gäbe sicherlich bessere Strategien, aber das funktioniert erstaunlich gut (wahrscheinlich sind die \"wichtigen\" Spalten immer vorhanden)."
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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": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"(7228, 311)"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"from sklearn.impute import SimpleImputer\n",
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"imp = SimpleImputer(strategy='constant', fill_value=0) # Other strategies remove fully null columns\n",
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"data = imp.fit_transform(data)\n",
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"import numpy as np\n",
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"np.shape(data)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Analyze INPUT DATA\n",
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"Eingangsdaten analysieren"
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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": 6,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"ename": "KeyError",
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"evalue": "'latitude'",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
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"\u001b[0;32m<ipython-input-6-fda9f06cb23c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mastropy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtable\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mTable\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mDATA_COLUMNS\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mlat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'latitude'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mlng\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'longitude'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;31m# Subsampling ... use points every 50m for plotting\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/astropy/table/table.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m 1221\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1222\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1223\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1224\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1225\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/astropy/table/table.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m 105\u001b[0m \"\"\"\n\u001b[1;32m 106\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 107\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mOrderedDict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 108\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 109\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;31mKeyError\u001b[0m: 'latitude'"
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]
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}
|
|
],
|
|
"source": [
|
|
"# Convert to Table\n",
|
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"import sys\n",
|
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"from astropy.table import Table\n",
|
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"t = Table(data, names=DATA_COLUMNS)\n",
|
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"lat = t['latitude']\n",
|
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"lng = t['longitude']\n",
|
|
"# Subsampling ... use points every 50m for plotting\n",
|
|
"lat = lat[::10]\n",
|
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"lng = lng[::10]\n",
|
|
"# determine range to print based on min, max lat and lon of the data\n",
|
|
"margin = 0 # buffer to add to the range\n",
|
|
"lat_min = min(lat) - margin\n",
|
|
"lat_max = max(lat) + margin\n",
|
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"lon_min = min(lng) - margin\n",
|
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"lon_max = max(lng) + margin\n",
|
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"t"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "NameError",
|
|
"evalue": "name 'lon_min' is not defined",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
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"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[0;32m<ipython-input-10-d80dd05874af>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;31m# Converts given lat/lon in WGS84 Datum to XY in Spherical Mercator EPSG:900913\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0moriginShift\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m2\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpi\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m6378137\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m2.0\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0;31m# 20037508.342789244\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mxExtent_min\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlon_min\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0moriginShift\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m180\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0myExtent_min\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlog\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtan\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m90\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mlat_min\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpi\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m360\u001b[0m \u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpi\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m180\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0myExtent_min\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0myExtent_min\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0moriginShift\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m180\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;31mNameError\u001b[0m: name 'lon_min' is not defined"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Calculation ZOOM LEVEL\n",
|
|
"width = 640\n",
|
|
"height = 640\n",
|
|
"tileSize= 256*4\n",
|
|
"\n",
|
|
"# Converts given lat/lon in WGS84 Datum to XY in Spherical Mercator EPSG:900913\"\n",
|
|
"originShift = 2 * math.pi * 6378137/2.0; # 20037508.342789244\n",
|
|
"xExtent_min = lon_min * originShift / 180;\n",
|
|
"yExtent_min = math.log(math.tan((90 + lat_min) * math.pi / 360 )) / (math.pi / 180);\n",
|
|
"yExtent_min = yExtent_min * originShift / 180;\n",
|
|
"xExtent_max = lon_max * originShift / 180;\n",
|
|
"yExtent_max = math.log(math.tan((90 + lat_max) * math.pi / 360 )) / (math.pi / 180);\n",
|
|
"yExtent_max = yExtent_max * originShift / 180;\n",
|
|
"\n",
|
|
"minResX = (xExtent_max-xExtent_min)/width;\n",
|
|
"minResY = (yExtent_max-yExtent_min)/height;\n",
|
|
"minRes = max([minResX, minResY]);\n",
|
|
"initialResolution = 2 * math.pi * 6378137 / tileSize; # 156543.03392804062 for tileSize 256 pixels\n",
|
|
"zoomlevel = math.floor(math.log2(initialResolution/minRes));\n",
|
|
"\n",
|
|
"# Enforce valid zoom levels\n",
|
|
"if zoomlevel < 0:\n",
|
|
" zoomlevel = 0\n",
|
|
"if zoomlevel > 19: \n",
|
|
" zoomlevel = 19"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "NameError",
|
|
"evalue": "name 'lat' is not defined",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[0;32m<ipython-input-11-546f749e9267>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 9\u001b[0m data_p = [\n\u001b[1;32m 10\u001b[0m go.Scattermapbox(\n\u001b[0;32m---> 11\u001b[0;31m \u001b[0mlat\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlat\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 12\u001b[0m \u001b[0mlon\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlng\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'markers'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;31mNameError\u001b[0m: name 'lat' is not defined"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Analyze Data\n",
|
|
"import plotly\n",
|
|
"import plotly.graph_objs as go\n",
|
|
"import plotly.plotly as py\n",
|
|
"\n",
|
|
"plotly.tools.set_credentials_file(username='ziegmann', api_key='yGii8dk78Sjz7jzzad1n')\n",
|
|
"mapbox_access_token = 'pk.eyJ1Ijoiam9oYW5ubmVzLXppZWdtYW5uIiwiYSI6ImNqbDJmamo5bDFxNjQzcWxtd2IzejNhcXoifQ.iVXGH-jpe2FH3f52MM9yHQ'\n",
|
|
"\n",
|
|
"data_p = [\n",
|
|
" go.Scattermapbox(\n",
|
|
" lat=lat,\n",
|
|
" lon=lng,\n",
|
|
" mode='markers',\n",
|
|
" marker=dict(size=6))\n",
|
|
"]\n",
|
|
"\n",
|
|
"layout = go.Layout(\n",
|
|
" title='OBD-II GPS Logging',\n",
|
|
" autosize=True,\n",
|
|
" hovermode='closest',\n",
|
|
" mapbox=dict(\n",
|
|
" accesstoken=mapbox_access_token,\n",
|
|
" bearing=0,\n",
|
|
" center=dict(\n",
|
|
" lon=(lon_max-lon_min)/2+lon_min,\n",
|
|
" lat=(lat_max-lat_min)/2+lat_min,\n",
|
|
" ),\n",
|
|
" style='dark',\n",
|
|
" pitch=0,\n",
|
|
" zoom=zoomlevel\n",
|
|
" ),\n",
|
|
")\n",
|
|
"\n",
|
|
"fig = dict(data=data_p, layout=layout)\n",
|
|
"#plotly.offline.plot(fig, filename='Mapbox.html')\n",
|
|
"py.iplot(fig, filename='Mapbox.html')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "KeyError",
|
|
"evalue": "'distance'",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
|
|
"\u001b[0;32m<ipython-input-12-6fad4a6b6b96>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplot\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mtemp_d\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'distance'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mxaxis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtemp_d\u001b[0m \u001b[0;31m# range(int(temp_d[0]), int(temp_d[-1]))\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m15\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mplot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0maxvline\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtemp_d\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mTRAINING_RANGE\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/astropy/table/table.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m 1221\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1222\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1223\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1224\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1225\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mRow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/astropy/table/table.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m 105\u001b[0m \"\"\"\n\u001b[1;32m 106\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 107\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mOrderedDict\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 108\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minteger\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 109\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
"\u001b[0;31mKeyError\u001b[0m: 'distance'"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plot\n",
|
|
"temp_d=t['distance']\n",
|
|
"xaxis = temp_d # range(int(temp_d[0]), int(temp_d[-1]))\n",
|
|
"plot.figure(figsize=(15,10))\n",
|
|
"plot.axvline(x=temp_d[TRAINING_RANGE[0]])\n",
|
|
"plot.axvline(x=temp_d[TEST_RANGE[0]])\n",
|
|
"plot.plot(temp_d[TEST_RANGE[0]:TEST_RANGE[1]], target[TEST_RANGE[0]:TEST_RANGE[1]], 'b',\n",
|
|
" xaxis, t['hr_traficSpeed']*3.6, 'r',\n",
|
|
" xaxis, t['hr_SpeedLimit'],\n",
|
|
" )\n",
|
|
"plot.legend(['Training','Test','OBD Speed','HERE Traffic Speed', 'HERE Speed Limint'])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Hyperparametersuche\n",
|
|
"\n",
|
|
"Utility-Methode; wurde zum Testen verschiedener Ansätze verwendet (könnte man jetzt vermutlich inlinen)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def gridsearch(base, params, n_jobs = None, scoring = 'neg_mean_squared_error', cv = 5):\n",
|
|
" if n_jobs == None:\n",
|
|
" import os\n",
|
|
" n_jobs = os.cpu_count()\n",
|
|
" from sklearn.model_selection import GridSearchCV\n",
|
|
" return GridSearchCV(base, params, n_jobs = n_jobs, scoring = scoring, cv = cv)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Training\n",
|
|
"\n",
|
|
"Bei großen Datensätzen kann es zur Fehlerausgabe \"UserWarning: A worker stopped while some jobs were given to the executor. This can be caused by a too short worker timeout or by a memory leak.\" kommen. Scheint vereinzelt am Ergebnis aber nicht viel zu ändern.\n",
|
|
"\n",
|
|
"Es werden alle gegebenen Parameterkombinationen mittels Cross-Validation getestet; die besten für die Vorhersage verwendet und dann auch ausgegeben."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/model_selection/_search.py:841: DeprecationWarning:\n",
|
|
"\n",
|
|
"The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"{'max_depth': 20, 'max_features': 'auto', 'n_estimators': 40}"
|
|
]
|
|
},
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.ensemble import ExtraTreesRegressor\n",
|
|
"clf = gridsearch(ExtraTreesRegressor(),\n",
|
|
" [{'n_estimators': range(10, 151, 10), # range(50, 151, 25) woher kommt dieser Range ??? bzw. wie hast du diesen bestimmt\n",
|
|
" #'criterion': 'mse', # or mae\n",
|
|
" 'max_depth': [None] + list(range(5, 30, 5)), # [None] + list(range(5, 30, 5)) woher kommt die Tiefe???\n",
|
|
" 'max_features': ['auto', 'sqrt', 'log2']}])\n",
|
|
"clf.fit(data[TRAINING_RANGE[0]:TRAINING_RANGE[1]], target[TRAINING_RANGE[0]:TRAINING_RANGE[1]])\n",
|
|
"\n",
|
|
"clf.best_params_"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Testen und Plotten\n",
|
|
"\n",
|
|
"Wenn mir anderem Datensatz getestet werden soll:\n",
|
|
"- Neuen Datensatz herunterladen und einlesen\n",
|
|
"- Eventuell `TEST_RANGE` anpassen\n",
|
|
"- Untere Zelle ausführen"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f5755c555d0>"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"xaxis = range(0, TEST_RANGE[1])\n",
|
|
"plot.figure(figsize=(15,10))\n",
|
|
"plot.axvline(x=TRAINING_RANGE[0])\n",
|
|
"plot.axvline(x=TRAINING_RANGE[1])\n",
|
|
"plot.plot(xaxis, target, 'b', xaxis, clf.predict(data), 'r')\n",
|
|
"plot.legend(['Training','Test','TARGET OBD Speed','PREDICTED OBD Speed'])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Anscheinend wird immer die höchste Geschwindigkeit vorrausgesagt, die der Regressor je gesehen hat. Wird er beispielsweise mit einer Landstraßenfahrt trainiert, ist auch auf der Autobahn bei 100 km/h Schluss."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {
|
|
"scrolled": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<BarContainer object of 311 artists>"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x5598 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot.figure(figsize = (15, 0.25 * len(DATA_COLUMNS)))\n",
|
|
"importances = clf.best_estimator_.feature_importances_\n",
|
|
"stddev = np.var([t.feature_importances_ for t in clf.best_estimator_.estimators_], axis = 0)\n",
|
|
"sorted_indices = np.argsort(importances)\n",
|
|
"plot.barh(np.array(DATA_COLUMNS)[sorted_indices], importances[sorted_indices], xerr = stddev[sorted_indices])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Einige der Top-Features sprachen für starkes Overfitting:\n",
|
|
"- Temperatur und Luftfeuchtigkeit (`weat_temperature`, `weat_humidity`) bewegen kleinem Rahmen, und sollten auf das Fahrverhalten nur bedingten Einfluss haben (wenn überhaupt, nur auf längere Sicht gesehen; z.B. langsameres Fahren bei schlechtem Wetter).\n",
|
|
"- `join_idx` macht keinen Sinn.\n",
|
|
"- Position (Breiten- und Längengrad: `flt_latitude`, `latitude`, `longitude`, `flt_longitude`) funktionieren nur auf einer spezifischen Strecke. Das Lernen von Eigenheiten dieser Strecke ist nicht Aufgabe des Regressors; das sollte höchstens in anderen Datenquellen gespeichert und dann zur Berechnung hergezogen werden.\n",
|
|
"- Zeit und Entfernung (`hr_remainDistance`, `tt_calc_distance`, `ei_distance_lldist`, `hr_distance_lldist`, `gh_distance_lldist`, `time` etc.) sind schlecht auf andere Fahrten übertragbar; würde ich dieselbe Strecke von einem anderen Ausgangspunkt aus fahren, wäre die gesamte Vorhersage verschoben\n",
|
|
"- Windrichtung (`weat_windBearing`) hätte durchaus einen Einfluss (Rücken-/Gegenwind), allerdings nur, wenn die aktuelle Fahrtrichtung auch verwendet wird\n",
|
|
"\n",
|
|
"Diese Features wurden daher ausgeschlossen, was zu einer merklichen Verbesserung der Prädiktion führt (ist nun besser als HERE Maps in nahezu allen verwendeten Kriterien).\n",
|
|
"\n",
|
|
"Interessanterweise scheinen die Bäume allerdings vor allem eine Aggregation verschiedener Quellen für die Durchschnittsgeschwindigkeit zu sein …"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Gütekriterium - Prädiktion\n",
|
|
"\n",
|
|
"Berechung des Gütekritierums\n",
|
|
"- Root-mean-square deviation RMSE\n",
|
|
"- NRMSE Normalized root-mean-square deviation\n",
|
|
"- Mean absolute error MAE\n",
|
|
"- Mean absolute percentage error MAP\n",
|
|
"- Symmetric mean absolute percentage error\n",
|
|
"- https://en.wikipedia.org/wiki/Least_absolute_deviations\n",
|
|
"- https://en.wikipedia.org/wiki/Mean_signed_deviation\n",
|
|
"- Pearson Correlation Coefficient\n",
|
|
"- Accuracy (Interval of given size; absolute and relative)\n",
|
|
"- Median Absolute Deviation\n",
|
|
"\n",
|
|
"BITTE weitere Kriterien ergänzen\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"RMSE = 12.96 km/h\n",
|
|
"NRMSE = 43.53 %\n",
|
|
"MAE = 9.77 km/h\n",
|
|
"MAP = 11.39 %\n",
|
|
"SMAPE = 11.60 %\n",
|
|
"MSD = 6.06 km/h\n",
|
|
"CORR = 0.87\n",
|
|
"ACC_A = 59.66 %\n",
|
|
"ACC_R = 53.50 %\n",
|
|
"MAD = 7.29 km/h\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"ta = target[TEST_RANGE[0]:TEST_RANGE[1]]\n",
|
|
"pr = clf.predict(data[TEST_RANGE[0]:TEST_RANGE[1]])\n",
|
|
"RMSE = math.sqrt(sum((ta-pr)**2)/len(ta))\n",
|
|
"print(\"RMSE = %.2f km/h\" %RMSE)\n",
|
|
"NRMSE = 1-math.sqrt(sum((ta-pr)**2))/math.sqrt(sum( (ta-np.mean(ta) )**2 ))\n",
|
|
"print(\"NRMSE = %.2f %%\" %(NRMSE*100))\n",
|
|
"MAE = sum(((ta-pr)**2)**(1/2))/len(ta)\n",
|
|
"print(\"MAE = %.2f km/h\" %MAE)\n",
|
|
"with np.errstate(divide = 'ignore'): map_elements = np.abs((ta - pr) / ta)\n",
|
|
"map_elements[map_elements == np.inf] = 0\n",
|
|
"MAP = np.sum(map_elements) / len(ta)\n",
|
|
"print(\"MAP = %.2f %%\" % (MAP*100))\n",
|
|
"SMAPE = np.sum(np.abs(ta - pr) / ((ta + pr) / 2)) / len(ta)\n",
|
|
"print(\"SMAPE = %.2f %%\" % (SMAPE*100))\n",
|
|
"MSD = np.sum(ta - pr) / len(ta)\n",
|
|
"print(\"MSD = %.2f km/h\" % MSD)\n",
|
|
"CORR = np.corrcoef(ta, pr)[1][0]\n",
|
|
"print(\"CORR = %.2f\" % CORR)\n",
|
|
"ACC_A_THRESHOLD = 10\n",
|
|
"ACC_A = (np.abs(ta - pr) < ACC_A_THRESHOLD).sum() / len(ta)\n",
|
|
"print(\"ACC_A = %.2f %%\" % (ACC_A*100))\n",
|
|
"ACC_R_THRESHOLD = 0.1\n",
|
|
"ACC_R = (np.abs(ta / pr - 1) < ACC_R_THRESHOLD).sum() / len(ta)\n",
|
|
"print(\"ACC_R = %.2f %%\" % (ACC_R*100))\n",
|
|
"MAD = np.median(np.abs(ta - pr))\n",
|
|
"print(\"MAD = %.2f km/h\" % MAD)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Vergleich mit HERE Maps Trafic Speed\n",
|
|
"Kann zum Vergleich sehr gut herangezogen werden ;)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"RMSE = 16.82 km/h\n",
|
|
"NRMSE = 26.73 %\n",
|
|
"MAE = 14.06 km/h\n",
|
|
"MAP = 15.87 %\n",
|
|
"SMAPE = 16.62 %\n",
|
|
"MSD = 9.82 km/h\n",
|
|
"CORR = 0.81\n",
|
|
"ACC_A = 40.18 %\n",
|
|
"ACC_R = 32.00 %\n",
|
|
"MAD = 12.84 km/h\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"ta = target[TEST_RANGE[0]:TEST_RANGE[1]]\n",
|
|
"pr = t['hr_traficSpeed']\n",
|
|
"pr = pr[TEST_RANGE[0]:TEST_RANGE[1]] * 3.6\n",
|
|
"RMSE = math.sqrt(sum((ta-pr)**2)/len(ta))\n",
|
|
"print(\"RMSE = %.2f km/h\" %RMSE)\n",
|
|
"NRMSE = 1-math.sqrt(sum((ta-pr)**2))/math.sqrt(sum( (ta-np.mean(ta) )**2 ))\n",
|
|
"print(\"NRMSE = %.2f %%\" %(NRMSE*100))\n",
|
|
"MAE = sum(((ta-pr)**2)**(1/2))/len(ta)\n",
|
|
"print(\"MAE = %.2f km/h\" %MAE)\n",
|
|
"with np.errstate(divide = 'ignore'): map_elements = np.abs((ta - pr) / ta)\n",
|
|
"map_elements[map_elements == np.inf] = 0\n",
|
|
"MAP = np.sum(map_elements) / len(ta)\n",
|
|
"print(\"MAP = %.2f %%\" % (MAP*100))\n",
|
|
"SMAPE = np.sum(np.abs(ta - pr) / ((ta + pr) / 2)) / len(ta)\n",
|
|
"print(\"SMAPE = %.2f %%\" % (SMAPE*100))\n",
|
|
"MSD = np.sum(ta - pr) / len(ta)\n",
|
|
"print(\"MSD = %.2f km/h\" % MSD)\n",
|
|
"CORR = np.corrcoef(ta, pr)[1][0]\n",
|
|
"print(\"CORR = %.2f\" % CORR)\n",
|
|
"ACC_A_THRESHOLD = 10\n",
|
|
"ACC_A = (np.abs(ta - pr) < ACC_A_THRESHOLD).sum() / len(ta)\n",
|
|
"print(\"ACC_A = %.2f %%\" % (ACC_A*100))\n",
|
|
"ACC_R_THRESHOLD = 0.1\n",
|
|
"ACC_R = (np.abs(ta / pr - 1) < ACC_R_THRESHOLD).sum() / len(ta)\n",
|
|
"print(\"ACC_R = %.2f %%\" % (ACC_R*100))\n",
|
|
"MAD = np.median(np.abs(ta - pr))\n",
|
|
"print(\"MAD = %.2f km/h\" % MAD)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Generalisierbarkeit\n",
|
|
"\n",
|
|
"Nach der abgeschlossenen Fahrt wird mit der ganzen Fahrt trainiert, und anschließend eine andere Fahrt vorhergesagt. Als Parameter werden die gefundenen Parameter der Grid Search beim ersten mal verwendet, wodurch sich der Vorgang erheblich beschleunigt."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"ExtraTreesRegressor(bootstrap=False, criterion='mse', max_depth=20,\n",
|
|
" max_features='auto', max_leaf_nodes=None,\n",
|
|
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
|
|
" min_samples_leaf=1, min_samples_split=2,\n",
|
|
" min_weight_fraction_leaf=0.0, n_estimators=40, n_jobs=None,\n",
|
|
" oob_score=False, random_state=None, verbose=0, warm_start=False)"
|
|
]
|
|
},
|
|
"execution_count": 19,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clf2 = ExtraTreesRegressor(n_estimators = clf.best_params_['n_estimators'],\n",
|
|
" max_depth = clf.best_params_['max_depth'],\n",
|
|
" max_features = clf.best_params_['max_features'])\n",
|
|
"clf2.fit(data, target)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<BarContainer object of 311 artists>"
|
|
]
|
|
},
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x5598 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot.figure(figsize = (15, 0.25 * len(DATA_COLUMNS)))\n",
|
|
"importances = clf2.feature_importances_\n",
|
|
"stddev = np.var([t.feature_importances_ for t in clf2.estimators_], axis = 0)\n",
|
|
"sorted_indices = np.argsort(importances)\n",
|
|
"plot.barh(np.array(DATA_COLUMNS)[sorted_indices], importances[sorted_indices], xerr = stddev[sorted_indices])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"SETUP_ID_2 = 450\n",
|
|
"\n",
|
|
"reader2 = runsql('select * from computeddata where setup_id = {} order by distance asc'.format(SETUP_ID_2))\n",
|
|
"reader_data2 = list(reader2) # list(...) so that following cells can be repeated"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"data2 = []\n",
|
|
"target2 = []\n",
|
|
"for row in reader_data2:\n",
|
|
" data2 += [[float(row[c]) if row[c] != '' else math.nan for c in DATA_COLUMNS]]\n",
|
|
" target2 += [float(row[TARGET_COLUMN]) if row[TARGET_COLUMN] != '' else math.nan]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"data2 = imp.transform(data2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"np.savetxt('imputed-{}.csv'.format(SETUP_ID_2), data2, delimiter=',')\n",
|
|
"np.savetxt('target-{}.csv'.format(SETUP_ID_2), target2, delimiter=',')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f9554dc71d0>"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot.figure(figsize=(15,10))\n",
|
|
"xaxis = range(0, len(target2))\n",
|
|
"plot.plot(xaxis, target2, 'b', xaxis, clf2.predict(data2), 'r')\n",
|
|
"plot.legend(['TARGET OBD Speed','PREDICTED OBD Speed'])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Wie bereits vorher festgestellt, scheint der Regressor mit höheren Geschwindigkeiten nicht vertraut. Trainieren wir also mit diesem Datensatz einen weiteren Regressor, und testen wieder mit einem anderen."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"ExtraTreesRegressor(bootstrap=False, criterion='mse', max_depth=None,\n",
|
|
" max_features='auto', max_leaf_nodes=None,\n",
|
|
" min_impurity_decrease=0.0, min_impurity_split=None,\n",
|
|
" min_samples_leaf=1, min_samples_split=2,\n",
|
|
" min_weight_fraction_leaf=0.0, n_estimators=10, n_jobs=None,\n",
|
|
" oob_score=False, random_state=None, verbose=0, warm_start=False)"
|
|
]
|
|
},
|
|
"execution_count": 24,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"clf3 = ExtraTreesRegressor(n_estimators = clf.best_params_['n_estimators'],\n",
|
|
" max_depth = clf.best_params_['max_depth'],\n",
|
|
" max_features = clf.best_params_['max_features'])\n",
|
|
"clf3.fit(data2, target2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<BarContainer object of 311 artists>"
|
|
]
|
|
},
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x5598 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot.figure(figsize = (15, 0.25 * len(DATA_COLUMNS)))\n",
|
|
"importances = clf3.feature_importances_\n",
|
|
"stddev = np.var([t.feature_importances_ for t in clf3.estimators_], axis = 0)\n",
|
|
"sorted_indices = np.argsort(importances)\n",
|
|
"plot.barh(np.array(DATA_COLUMNS)[sorted_indices], importances[sorted_indices], xerr = stddev[sorted_indices])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 26,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"SETUP_ID_3 = 888\n",
|
|
"\n",
|
|
"reader3 = runsql('select * from computeddata where setup_id = {} order by distance asc'.format(SETUP_ID_3))\n",
|
|
"reader_data3 = list(reader3) # list(...) so that following cells can be repeated"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"data3 = []\n",
|
|
"target3 = []\n",
|
|
"for row in reader_data3:\n",
|
|
" data3 += [[float(row[c]) if row[c] != '' else math.nan for c in DATA_COLUMNS]]\n",
|
|
" target3 += [float(row[TARGET_COLUMN]) if row[TARGET_COLUMN] != '' else math.nan]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"data3 = imp.transform(data3)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f94a9f266d8>"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot.figure(figsize=(15,10))\n",
|
|
"xaxis = range(0, len(target3))\n",
|
|
"plot.plot(xaxis, target3, 'b', xaxis, clf3.predict(data3), 'r')\n",
|
|
"plot.legend(['TARGET OBD Speed','PREDICTED OBD Speed'])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Wir vergleichen die Prädiktion mit HERE Maps:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"RMSE = 18.76 km/h\n",
|
|
"NRMSE = 34.58 %\n",
|
|
"MAE = 14.18 km/h\n",
|
|
"MAP = 14.16 %\n",
|
|
"SMAPE = 13.26 %\n",
|
|
"MSD = -3.92 km/h\n",
|
|
"CORR = 0.80\n",
|
|
"ACC_A = 47.99 %\n",
|
|
"ACC_R = 51.85 %\n",
|
|
"MAD = 10.45 km/h\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"ta = target3\n",
|
|
"pr = clf3.predict(data3)\n",
|
|
"RMSE = math.sqrt(sum((ta-pr)**2)/len(ta))\n",
|
|
"print(\"RMSE = %.2f km/h\" %RMSE)\n",
|
|
"NRMSE = 1-math.sqrt(sum((ta-pr)**2))/math.sqrt(sum( (ta-np.mean(ta) )**2 ))\n",
|
|
"print(\"NRMSE = %.2f %%\" %(NRMSE*100))\n",
|
|
"MAE = sum(((ta-pr)**2)**(1/2))/len(ta)\n",
|
|
"print(\"MAE = %.2f km/h\" %MAE)\n",
|
|
"with np.errstate(divide = 'ignore'): map_elements = np.abs((ta - pr) / ta)\n",
|
|
"map_elements[map_elements == np.inf] = 0\n",
|
|
"MAP = np.sum(map_elements) / len(ta)\n",
|
|
"print(\"MAP = %.2f %%\" % (MAP*100))\n",
|
|
"SMAPE = np.sum(np.abs(ta - pr) / ((ta + pr) / 2)) / len(ta)\n",
|
|
"print(\"SMAPE = %.2f %%\" % (SMAPE*100))\n",
|
|
"MSD = np.sum(ta - pr) / len(ta)\n",
|
|
"print(\"MSD = %.2f km/h\" % MSD)\n",
|
|
"CORR = np.corrcoef(ta, pr)[1][0]\n",
|
|
"print(\"CORR = %.2f\" % CORR)\n",
|
|
"ACC_A_THRESHOLD = 10\n",
|
|
"ACC_A = (np.abs(ta - pr) < ACC_A_THRESHOLD).sum() / len(ta)\n",
|
|
"print(\"ACC_A = %.2f %%\" % (ACC_A*100))\n",
|
|
"ACC_R_THRESHOLD = 0.1\n",
|
|
"ACC_R = (np.abs(ta / pr - 1) < ACC_R_THRESHOLD).sum() / len(ta)\n",
|
|
"print(\"ACC_R = %.2f %%\" % (ACC_R*100))\n",
|
|
"MAD = np.median(np.abs(ta - pr))\n",
|
|
"print(\"MAD = %.2f km/h\" % MAD)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 31,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"RMSE = 21.57 km/h\n",
|
|
"NRMSE = 24.75 %\n",
|
|
"MAE = 16.79 km/h\n",
|
|
"MAP = 14.52 %\n",
|
|
"SMAPE = 15.78 %\n",
|
|
"MSD = 12.98 km/h\n",
|
|
"CORR = 0.81\n",
|
|
"ACC_A = 42.47 %\n",
|
|
"ACC_R = 35.90 %\n",
|
|
"MAD = 12.00 km/h\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"ta = target3\n",
|
|
"pr = np.array([float(d['hr_traficSpeed']) if d['hr_traficSpeed'] != '' else 0.0 for d in reader_data3])\n",
|
|
"pr = pr * 3.6\n",
|
|
"RMSE = math.sqrt(sum((ta-pr)**2)/len(ta))\n",
|
|
"print(\"RMSE = %.2f km/h\" %RMSE)\n",
|
|
"NRMSE = 1-math.sqrt(sum((ta-pr)**2))/math.sqrt(sum( (ta-np.mean(ta) )**2 ))\n",
|
|
"print(\"NRMSE = %.2f %%\" %(NRMSE*100))\n",
|
|
"MAE = sum(((ta-pr)**2)**(1/2))/len(ta)\n",
|
|
"print(\"MAE = %.2f km/h\" %MAE)\n",
|
|
"with np.errstate(divide = 'ignore'): map_elements = np.abs((ta - pr) / ta)\n",
|
|
"map_elements[map_elements == np.inf] = 0\n",
|
|
"MAP = np.sum(map_elements) / len(ta)\n",
|
|
"print(\"MAP = %.2f %%\" % (MAP*100))\n",
|
|
"SMAPE = np.sum(np.abs(ta - pr) / ((ta + pr) / 2)) / len(ta)\n",
|
|
"print(\"SMAPE = %.2f %%\" % (SMAPE*100))\n",
|
|
"MSD = np.sum(ta - pr) / len(ta)\n",
|
|
"print(\"MSD = %.2f km/h\" % MSD)\n",
|
|
"CORR = np.corrcoef(ta, pr)[1][0]\n",
|
|
"print(\"CORR = %.2f\" % CORR)\n",
|
|
"ACC_A_THRESHOLD = 10\n",
|
|
"ACC_A = (np.abs(ta - pr) < ACC_A_THRESHOLD).sum() / len(ta)\n",
|
|
"print(\"ACC_A = %.2f %%\" % (ACC_A*100))\n",
|
|
"ACC_R_THRESHOLD = 0.1\n",
|
|
"ACC_R = (np.abs(ta / pr - 1) < ACC_R_THRESHOLD).sum() / len(ta)\n",
|
|
"print(\"ACC_R = %.2f %%\" % (ACC_R*100))\n",
|
|
"MAD = np.median(np.abs(ta - pr))\n",
|
|
"print(\"MAD = %.2f km/h\" % MAD)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 40,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.preprocessing import StandardScaler\n",
|
|
"scaler = StandardScaler()\n",
|
|
"scaler.fit(data[TRAINING_RANGE[0]:TRAINING_RANGE[1]])\n",
|
|
"\n",
|
|
"scaled_training_data = scaler.transform(data[TRAINING_RANGE[0]:TRAINING_RANGE[1]])\n",
|
|
"scaled_data = scaler.transform(data)\n",
|
|
"scaled_target = np.multiply(target, 0.01)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def gridsearch_train_and_plot(base, params = {}):\n",
|
|
" best_clf = gridsearch(base, params)\n",
|
|
" best_clf.fit(scaled_training_data, scaled_target[TRAINING_RANGE[0]:TRAINING_RANGE[1]])\n",
|
|
" xaxis = range(0, TEST_RANGE[1])\n",
|
|
" print(best_clf.best_params_)\n",
|
|
" plot.figure(figsize=(15,10))\n",
|
|
" plot.axvline(x=TRAINING_RANGE[0])\n",
|
|
" plot.axvline(x=TRAINING_RANGE[1])\n",
|
|
" plot.plot(xaxis, scaled_target, 'b', xaxis, best_clf.predict(scaled_data), 'rx')\n",
|
|
" plot.legend(['Training','Test','TARGET OBD Speed','PREDICTED OBD Speed'])"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
|
|
" \"avoid this warning.\", FutureWarning)\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{}\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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\n",
|
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"text/plain": [
|
|
"<Figure size 1080x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
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},
|
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"output_type": "display_data"
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|
}
|
|
],
|
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"source": [
|
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"from sklearn import svm\n",
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"gridsearch_train_and_plot(svm.SVR())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/svm/base.py:196: FutureWarning: The default value of gamma will change from 'auto' to 'scale' in version 0.22 to account better for unscaled features. Set gamma explicitly to 'auto' or 'scale' to avoid this warning.\n",
|
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" \"avoid this warning.\", FutureWarning)\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{}\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
|
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"<Figure size 1080x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
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"needs_background": "light"
|
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},
|
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"output_type": "display_data"
|
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}
|
|
],
|
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"source": [
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"gridsearch_train_and_plot(svm.NuSVR())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/model_selection/_search.py:841: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
|
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" DeprecationWarning)\n",
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"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/linear_model/stochastic_gradient.py:166: FutureWarning: max_iter and tol parameters have been added in SGDRegressor in 0.19. If both are left unset, they default to max_iter=5 and tol=None. If tol is not None, max_iter defaults to max_iter=1000. From 0.21, default max_iter will be 1000, and default tol will be 1e-3.\n",
|
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" FutureWarning)\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
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"{'loss': 'huber'}\n"
|
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]
|
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},
|
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{
|
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn import linear_model\n",
|
|
"gridsearch_train_and_plot(linear_model.SGDRegressor(),\n",
|
|
" {'loss': ['squared_loss', 'huber', 'epsilon_insensitive', 'squared_epsilon_insensitive']})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{'n_neighbors': 10, 'weights': 'distance'}\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1080x720 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn import neighbors\n",
|
|
"gridsearch_train_and_plot(neighbors.KNeighborsRegressor(),\n",
|
|
" {'n_neighbors': [5, 10, 20, 50, 100, 200, 500],\n",
|
|
" 'weights': ['uniform', 'distance']})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 61,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"ename": "ValueError",
|
|
"evalue": "Input contains NaN, infinity or a value too large for dtype('float64').",
|
|
"output_type": "error",
|
|
"traceback": [
|
|
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
"\u001b[0;31m_RemoteTraceback\u001b[0m Traceback (most recent call last)",
|
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"\u001b[0;31m_RemoteTraceback\u001b[0m: \n\"\"\"\nTraceback (most recent call last):\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/externals/joblib/externals/loky/process_executor.py\", line 418, in _process_worker\n r = call_item()\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/externals/joblib/externals/loky/process_executor.py\", line 272, in __call__\n return self.fn(*self.args, **self.kwargs)\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/externals/joblib/_parallel_backends.py\", line 567, in __call__\n return self.func(*args, **kwargs)\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/externals/joblib/parallel.py\", line 225, in __call__\n for func, args, kwargs in self.items]\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/externals/joblib/parallel.py\", line 225, in <listcomp>\n for func, args, kwargs in self.items]\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/model_selection/_validation.py\", line 568, in _fit_and_score\n test_scores = _score(estimator, X_test, y_test, scorer, is_multimetric)\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/model_selection/_validation.py\", line 605, in _score\n return _multimetric_score(estimator, X_test, y_test, scorer)\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/model_selection/_validation.py\", line 635, in _multimetric_score\n score = scorer(estimator, X_test, y_test)\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/metrics/scorer.py\", line 98, in __call__\n **self._kwargs)\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/metrics/regression.py\", line 239, in mean_squared_error\n y_true, y_pred, multioutput)\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/metrics/regression.py\", line 77, in _check_reg_targets\n y_pred = check_array(y_pred, ensure_2d=False)\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/utils/validation.py\", line 573, in check_array\n allow_nan=force_all_finite == 'allow-nan')\n File \"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/utils/validation.py\", line 56, in _assert_all_finite\n raise ValueError(msg_err.format(type_err, X.dtype))\nValueError: Input contains NaN, infinity or a value too large for dtype('float64').\n\"\"\"",
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"\nThe above exception was the direct cause of the following exception:\n",
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"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
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"\u001b[0;32m<ipython-input-61-fd370c5170f8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m gridsearch_train_and_plot(neighbors.RadiusNeighborsRegressor(),\n\u001b[1;32m 2\u001b[0m {'radius': [0.0001, 0.0002, 0.0005, 0.001, 0.002, 0.005, 0.01, 0.02, 0.05, 0.1, 0.2, 0.5, 1.0],\n\u001b[0;32m----> 3\u001b[0;31m 'weights': ['uniform', 'distance']})\n\u001b[0m",
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"\u001b[0;32m<ipython-input-55-5a1002d430f5>\u001b[0m in \u001b[0;36mgridsearch_train_and_plot\u001b[0;34m(base, params)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgridsearch_train_and_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbase\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mbest_clf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgridsearch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbase\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mbest_clf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mscaled_training_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mscaled_target\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mTRAINING_RANGE\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mTRAINING_RANGE\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mxaxis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mTEST_RANGE\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbest_clf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbest_params_\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/model_selection/_search.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, groups, **fit_params)\u001b[0m\n\u001b[1;32m 720\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mresults_container\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 721\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 722\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_run_search\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mevaluate_candidates\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 723\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 724\u001b[0m \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mresults_container\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/model_selection/_search.py\u001b[0m in \u001b[0;36m_run_search\u001b[0;34m(self, evaluate_candidates)\u001b[0m\n\u001b[1;32m 1189\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_run_search\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mevaluate_candidates\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1190\u001b[0m \u001b[0;34m\"\"\"Search all candidates in param_grid\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1191\u001b[0;31m \u001b[0mevaluate_candidates\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mParameterGrid\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparam_grid\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1192\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1193\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/model_selection/_search.py\u001b[0m in \u001b[0;36mevaluate_candidates\u001b[0;34m(candidate_params)\u001b[0m\n\u001b[1;32m 709\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mparameters\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 710\u001b[0m in product(candidate_params,\n\u001b[0;32m--> 711\u001b[0;31m cv.split(X, y, groups)))\n\u001b[0m\u001b[1;32m 712\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 713\u001b[0m \u001b[0mall_candidate_params\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcandidate_params\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/externals/joblib/parallel.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, iterable)\u001b[0m\n\u001b[1;32m 928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 929\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_backend\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mretrieval_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 930\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mretrieve\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 931\u001b[0m \u001b[0;31m# Make sure that we get a last message telling us we are done\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 932\u001b[0m \u001b[0melapsed_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_start_time\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/externals/joblib/parallel.py\u001b[0m in \u001b[0;36mretrieve\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 831\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 832\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_backend\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'supports_timeout'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 833\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_output\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjob\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 834\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 835\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_output\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mjob\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m~/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/externals/joblib/_parallel_backends.py\u001b[0m in \u001b[0;36mwrap_future_result\u001b[0;34m(future, timeout)\u001b[0m\n\u001b[1;32m 519\u001b[0m AsyncResults.get from multiprocessing.\"\"\"\n\u001b[1;32m 520\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 521\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfuture\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtimeout\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 522\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mLokyTimeoutError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 523\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m/usr/lib/python3.7/concurrent/futures/_base.py\u001b[0m in \u001b[0;36mresult\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 430\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mCancelledError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 431\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_state\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mFINISHED\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 432\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__get_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 433\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 434\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mTimeoutError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"\u001b[0;32m/usr/lib/python3.7/concurrent/futures/_base.py\u001b[0m in \u001b[0;36m__get_result\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 382\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__get_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_exception\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 384\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_exception\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 385\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_result\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
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"\u001b[0;31mValueError\u001b[0m: Input contains NaN, infinity or a value too large for dtype('float64')."
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# i think something is borked in there\n",
|
|
"gridsearch_train_and_plot(neighbors.RadiusNeighborsRegressor(),\n",
|
|
" {'radius': [0.0001, 0.0002, 0.0005, 0.001, 0.002, 0.005, 0.01, 0.02, 0.05, 0.1, 0.2, 0.5, 1.0],\n",
|
|
" 'weights': ['uniform', 'distance']})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/home/markus/Studium/IDP/repo/Python/_venv/lib/python3.7/site-packages/sklearn/model_selection/_search.py:841: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
|
|
" DeprecationWarning)\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"{'normalize_y': True}\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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\n",
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"text/plain": [
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"<Figure size 1080x720 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn import gaussian_process\n",
|
|
"gridsearch_train_and_plot(gaussian_process.GaussianProcessRegressor(),\n",
|
|
" {'normalize_y': [True, False]})"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "IDP",
|
|
"language": "python",
|
|
"name": "idpenv"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.7.4"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|