diff --git a/notebooks/OfflineReader_tutorial.ipynb b/notebooks/OfflineReader_tutorial.ipynb
deleted file mode 100644
index 2469cd0d51c3ee01b10ffcee88fad753beb15717..0000000000000000000000000000000000000000
--- a/notebooks/OfflineReader_tutorial.ipynb
+++ /dev/null
@@ -1,931 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "# Add file to current python path\n",
- "from pathlib import Path\n",
- "import sys\n",
- "sys.path.append(str(Path.cwd().parent))\n",
- "Path.cwd()\n",
- "\n",
- "# test samples directory - aanet test file\n",
- "files_path = Path.cwd().parent / 'tests/samples' \n",
- "aanet_file = files_path / 'aanet_v2.0.0.root'"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Read offline files (aanet)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<km3io.offline.OfflineReader at 0x7fb60c2dc590>"
- ]
- },
- "execution_count": 2,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import km3io as ki\n",
- "r = ki.OfflineReader(aanet_file)\n",
- "r"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "To explore all the available branches in our offline file:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Events keys are:\n",
- "\tid\n",
- "\tdet_id\n",
- "\tmc_id\n",
- "\trun_id\n",
- "\tmc_run_id\n",
- "\tframe_index\n",
- "\ttrigger_mask\n",
- "\ttrigger_counter\n",
- "\toverlays\n",
- "\thits\n",
- "\ttrks\n",
- "\tw\n",
- "\tw2list\n",
- "\tw3list\n",
- "\tmc_t\n",
- "\tmc_hits\n",
- "\tmc_trks\n",
- "\tcomment\n",
- "\tindex\n",
- "\tflags\n",
- "\tt.fSec\n",
- "\tt.fNanoSec\n",
- "Hits keys are:\n",
- "\thits.id\n",
- "\thits.dom_id\n",
- "\thits.channel_id\n",
- "\thits.tdc\n",
- "\thits.tot\n",
- "\thits.trig\n",
- "\thits.pmt_id\n",
- "\thits.t\n",
- "\thits.a\n",
- "\thits.pos.x\n",
- "\thits.pos.y\n",
- "\thits.pos.z\n",
- "\thits.dir.x\n",
- "\thits.dir.y\n",
- "\thits.dir.z\n",
- "\thits.pure_t\n",
- "\thits.pure_a\n",
- "\thits.type\n",
- "\thits.origin\n",
- "\thits.pattern_flags\n",
- "Tracks keys are:\n",
- "\ttrks.fUniqueID\n",
- "\ttrks.fBits\n",
- "\ttrks.id\n",
- "\ttrks.pos.x\n",
- "\ttrks.pos.y\n",
- "\ttrks.pos.z\n",
- "\ttrks.dir.x\n",
- "\ttrks.dir.y\n",
- "\ttrks.dir.z\n",
- "\ttrks.t\n",
- "\ttrks.E\n",
- "\ttrks.len\n",
- "\ttrks.lik\n",
- "\ttrks.type\n",
- "\ttrks.rec_type\n",
- "\ttrks.rec_stages\n",
- "\ttrks.status\n",
- "\ttrks.mother_id\n",
- "\ttrks.fitinf\n",
- "\ttrks.hit_ids\n",
- "\ttrks.error_matrix\n",
- "\ttrks.comment\n",
- "Mc hits keys are:\n",
- "\tmc_hits.id\n",
- "\tmc_hits.dom_id\n",
- "\tmc_hits.channel_id\n",
- "\tmc_hits.tdc\n",
- "\tmc_hits.tot\n",
- "\tmc_hits.trig\n",
- "\tmc_hits.pmt_id\n",
- "\tmc_hits.t\n",
- "\tmc_hits.a\n",
- "\tmc_hits.pos.x\n",
- "\tmc_hits.pos.y\n",
- "\tmc_hits.pos.z\n",
- "\tmc_hits.dir.x\n",
- "\tmc_hits.dir.y\n",
- "\tmc_hits.dir.z\n",
- "\tmc_hits.pure_t\n",
- "\tmc_hits.pure_a\n",
- "\tmc_hits.type\n",
- "\tmc_hits.origin\n",
- "\tmc_hits.pattern_flags\n",
- "Mc tracks keys are:\n",
- "\tmc_trks.fUniqueID\n",
- "\tmc_trks.fBits\n",
- "\tmc_trks.id\n",
- "\tmc_trks.pos.x\n",
- "\tmc_trks.pos.y\n",
- "\tmc_trks.pos.z\n",
- "\tmc_trks.dir.x\n",
- "\tmc_trks.dir.y\n",
- "\tmc_trks.dir.z\n",
- "\tmc_trks.t\n",
- "\tmc_trks.E\n",
- "\tmc_trks.len\n",
- "\tmc_trks.lik\n",
- "\tmc_trks.type\n",
- "\tmc_trks.rec_type\n",
- "\tmc_trks.rec_stages\n",
- "\tmc_trks.status\n",
- "\tmc_trks.mother_id\n",
- "\tmc_trks.fitinf\n",
- "\tmc_trks.hit_ids\n",
- "\tmc_trks.error_matrix\n",
- "\tmc_trks.comment"
- ]
- },
- "execution_count": 3,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.keys"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# read events data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<OfflineEvents: 10 parsed events>"
- ]
- },
- "execution_count": 4,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.events"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "number of events:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "10"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "len(r.events)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<ChunkedArray [1 2 3 ... 8 9 10] at 0x7fb5da350b50>"
- ]
- },
- "execution_count": 6,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.events.id"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<ChunkedArray [44 44 44 ... 44 44 44] at 0x7fb5da3506d0>"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.events.det_id"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<ChunkedArray [182 183 202 ... 185 185 204] at 0x7fb5da350950>"
- ]
- },
- "execution_count": 8,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.events.frame_index"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<ChunkedArray [176 125 318 ... 84 255 105] at 0x7fb5da350350>"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.events.hits"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "lazyarrays can be used with any Numpy universal function. For example:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<ChunkedArray [5.170483995038151 4.8283137373023015 5.762051382780177 ... 4.430816798843313 5.541263545158426 4.653960350157523] at 0x7fb60fcdd2d0>"
- ]
- },
- "execution_count": 10,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "import numpy as np\n",
- "np.log(r.events.hits)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "let's look at event 0:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "offline event:\n",
- "\tid : 1\n",
- "\tdet_id : 44\n",
- "\tmc_id : 0\n",
- "\trun_id : 5971\n",
- "\tmc_run_id : 0\n",
- "\tframe_index : 182\n",
- "\ttrigger_mask : 22\n",
- "\ttrigger_counter : 0\n",
- "\toverlays : 60\n",
- "\thits : 176\n",
- "\ttrks : 56\n",
- "\tw : []\n",
- "\tw2list : []\n",
- "\tw3list : []\n",
- "\tmc_t : 0.0\n",
- "\tmc_hits : 0\n",
- "\tmc_trks : 0\n",
- "\tcomment : b''\n",
- "\tindex : 0\n",
- "\tflags : 0\n",
- "\tt_fSec : 1567036818\n",
- "\tt_fNanoSec : 200000000"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.events[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "60"
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.events[0].overlays"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "176"
- ]
- },
- "execution_count": 13,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.events[0].hits"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# read hits data:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<ChunkedArray [[806451572 806451572 806451572 ... 809544061 809544061 809544061] [806451572 806451572 806451572 ... 809524432 809526097 809544061] [806451572 806451572 806451572 ... 809544061 809544061 809544061] ... [806451572 806455814 806465101 ... 809526097 809544058 809544061] [806455814 806455814 806455814 ... 809544061 809544061 809544061] [806455814 806455814 806455814 ... 809544058 809544058 809544061]] at 0x7fb5da350fd0>"
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.hits.dom_id"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<ChunkedArray [[24 30 22 ... 38 26 23] [29 26 22 ... 26 28 24] [27 19 13 ... 27 24 16] ... [22 22 9 ... 27 32 27] [30 32 17 ... 30 24 29] [27 41 36 ... 29 24 28]] at 0x7fb5da3a3310>"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.hits.tot"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<OfflineHits: 176 parsed elements>"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r[0].hits"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
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- " 808981864, 808982005, 808982005, 808982005, 808982018, 808982018,\n",
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- " 809526097, 809544061, 809544061, 809544061, 809544061, 809544061,\n",
- " 809544061, 809544061], dtype=int32)"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r[0].hits.dom_id"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "offline hit:\n",
- "\tid : 0\n",
- "\tdom_id : 806451572\n",
- "\tchannel_id : 8\n",
- "\ttdc : 0\n",
- "\ttot : 24\n",
- "\ttrig : 1\n",
- "\tpmt_id : 0\n",
- "\tt : 70104010.0\n",
- "\ta : 0.0\n",
- "\tpos_x : 0.0\n",
- "\tpos_y : 0.0\n",
- "\tpos_z : 0.0\n",
- "\tdir_x : 0.0\n",
- "\tdir_y : 0.0\n",
- "\tdir_z : 0.0\n",
- "\tpure_t : 0.0\n",
- "\tpure_a : 0.0\n",
- "\ttype : 0\n",
- "\torigin : 0\n",
- "\tpattern_flags : 0"
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r[0].hits[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "806451572"
- ]
- },
- "execution_count": 19,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r[0].hits[0].dom_id"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# read tracks data:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<OfflineTracks: 10 parsed elements>"
- ]
- },
- "execution_count": 20,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.tracks"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<ChunkedArray [[294.6407542676734 294.6407542676734 294.6407542676734 ... 67.81221253265059 67.7756405143316 67.77250505700384] [96.75133289411137 96.75133289411137 96.75133289411137 ... 39.21916536442286 39.184645826013806 38.870325146341884] [560.2775306614813 560.2775306614813 560.2775306614813 ... 118.88577278801066 118.72271313687405 117.80785995187605] ... [71.03251451148226 71.03251451148226 71.03251451148226 ... 16.714140573909347 16.444395245214945 16.34639241716669] [326.440133294878 326.440133294878 326.440133294878 ... 87.79818671079849 87.75488082571873 87.74839444768625] [159.77779654216795 159.77779654216795 159.77779654216795 ... 33.8669134999348 33.821631538334984 33.77240735670646]] at 0x7fb5da302b50>"
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.tracks.lik"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<OfflineTracks: 56 parsed elements>"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r[0].tracks"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([294.64075427, 294.64075427, 294.64075427, 291.64653113,\n",
- " 291.27392663, 290.69031512, 289.19290546, 289.08449217,\n",
- " 289.03373947, 288.19030836, 282.92343367, 282.71527118,\n",
- " 282.10762402, 280.20553861, 275.93183966, 273.01809111,\n",
- " 257.46433694, 220.94357656, 194.99426403, 190.47809685,\n",
- " 79.95235686, 78.94389763, 78.90791169, 77.96122466,\n",
- " 77.9579604 , 76.90769883, 75.97546175, 74.91530508,\n",
- " 74.9059469 , 72.94007716, 72.90467038, 72.8629316 ,\n",
- " 72.81280833, 72.80229533, 72.78899435, 71.82404165,\n",
- " 71.80085542, 71.71028058, 70.91130096, 70.89150223,\n",
- " 70.85845637, 70.79081796, 70.76929743, 69.80667603,\n",
- " 69.64058976, 68.93085058, 68.84304037, 68.83154232,\n",
- " 68.79944298, 68.79019375, 68.78581291, 68.72340328,\n",
- " 67.86628937, 67.81221253, 67.77564051, 67.77250506])"
- ]
- },
- "execution_count": 23,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r[0].tracks.lik"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "offline track:\n",
- "\tfUniqueID : 0\n",
- "\tfBits : 33554432\n",
- "\tid : 1\n",
- "\tpos_x : 445.835395997812\n",
- "\tpos_y : 615.1089636184813\n",
- "\tpos_z : 125.1448339836911\n",
- "\tdir_x : 0.0368711082700674\n",
- "\tdir_y : -0.48653048395923415\n",
- "\tdir_z : -0.872885221293917\n",
- "\tt : 70311446.46401498\n",
- "\tE : 99.10458562488608\n",
- "\tlen : 0.0\n",
- "\tlik : 294.6407542676734\n",
- "\ttype : 0\n",
- "\trec_type : 4000\n",
- "\trec_stages : [1, 3, 5, 4]\n",
- "\tstatus : 0\n",
- "\tmother_id : -1\n",
- "\thit_ids : []\n",
- "\terror_matrix : []\n",
- "\tcomment : 0\n",
- "\tJGANDALF_BETA0_RAD : 0.004957442219414389\n",
- "\tJGANDALF_BETA1_RAD : 0.003417848024252858\n",
- "\tJGANDALF_CHI2 : -294.6407542676734\n",
- "\tJGANDALF_NUMBER_OF_HITS : 142.0\n",
- "\tJENERGY_ENERGY : 99.10458562488608\n",
- "\tJENERGY_CHI2 : 1.7976931348623157e+308\n",
- "\tJGANDALF_LAMBDA : 4.2409761837248484e-12\n",
- "\tJGANDALF_NUMBER_OF_ITERATIONS : 10.0\n",
- "\tJSTART_NPE_MIP : 24.88469697331908\n",
- "\tJSTART_NPE_MIP_TOTAL : 55.88169412579765\n",
- "\tJSTART_LENGTH_METRES : 98.89582506402911\n",
- "\tJVETO_NPE : 0.0\n",
- "\tJVETO_NUMBER_OF_HITS : 0.0\n",
- "\tJENERGY_MUON_RANGE_METRES : 344.9767431592819\n",
- "\tJENERGY_NOISE_LIKELIHOOD : -333.87773581129136\n",
- "\tJENERGY_NDF : 1471.0\n",
- "\tJENERGY_NUMBER_OF_HITS : 101.0"
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r[0].tracks[0]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 25,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "294.6407542676734"
- ]
- },
- "execution_count": 25,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r[0].tracks[0].lik"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "('JGANDALF_BETA0_RAD',\n",
- " 'JGANDALF_BETA1_RAD',\n",
- " 'JGANDALF_CHI2',\n",
- " 'JGANDALF_NUMBER_OF_HITS',\n",
- " 'JENERGY_ENERGY',\n",
- " 'JENERGY_CHI2',\n",
- " 'JGANDALF_LAMBDA',\n",
- " 'JGANDALF_NUMBER_OF_ITERATIONS',\n",
- " 'JSTART_NPE_MIP',\n",
- " 'JSTART_NPE_MIP_TOTAL',\n",
- " 'JSTART_LENGTH_METRES',\n",
- " 'JVETO_NPE',\n",
- " 'JVETO_NUMBER_OF_HITS',\n",
- " 'JENERGY_MUON_RANGE_METRES',\n",
- " 'JENERGY_NOISE_LIKELIHOOD',\n",
- " 'JENERGY_NDF',\n",
- " 'JENERGY_NUMBER_OF_HITS')"
- ]
- },
- "execution_count": 26,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.tracks.reco.dtype.names"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 27,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([99.10458562, 99.10458562, 99.10458562, 37.85515249, 99.10458562,\n",
- " 7.16916787, 99.10458562, 99.10458562, 49.13672986, 20.35137468])"
- ]
- },
- "execution_count": 27,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.tracks.reco[\"JENERGY_ENERGY\"]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# read mc hits:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 28,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<OfflineHits: 10 parsed elements>"
- ]
- },
- "execution_count": 28,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.mc_hits"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# read mc tracks:"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "<OfflineTracks: 10 parsed elements>"
- ]
- },
- "execution_count": 30,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "r.mc_tracks"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.7.4"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}