{
"cells": [
{
"cell_type": "markdown",
"id": "dc4a3b7e",
"metadata": {},
"source": [
"# Evaluation of the effect of chip size and origin\n",
"\n",
"Compare performance of various models in relation to a chip size and origin (mosaic vs temporal)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "203822f9",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import glob\n",
"\n",
"from itertools import product\n",
"\n",
"import numpy\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn\n",
"import urbangrammar_graphics as ugg"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7c268283",
"metadata": {},
"outputs": [],
"source": [
"path = \"../../urbangrammar_samba/spatial_signatures/ai/gb_*_shuffled/json/\""
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b750c379",
"metadata": {},
"outputs": [],
"source": [
"results = glob.glob(path + \"*\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "c8462367",
"metadata": {},
"outputs": [],
"source": [
"names = [i[64:-5] + \"_\" + i[47:49] for i in results]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "85579269",
"metadata": {},
"outputs": [],
"source": [
"with open(results[0], \"r\") as f:\n",
" result = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "961f162e",
"metadata": {},
"outputs": [],
"source": [
"accuracy = pd.DataFrame(columns=[\"global\"] + result[\"meta_class_names\"], index=pd.MultiIndex.from_product([names, [\"train\", \"val\", \"secret\"]]))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a2544869",
"metadata": {},
"outputs": [],
"source": [
"for r in results[:-1]:\n",
" with open(r, \"r\") as f:\n",
" result = json.load(f)\n",
" \n",
" accuracy.loc[(result[\"model_name\"]+ \"_\" + r[47:49], \"train\")] = [result[\"perf_model_accuracy_train\"]] + result[\"perf_within_class_accuracy_train\"]\n",
" accuracy.loc[(result[\"model_name\"]+ \"_\" + r[47:49], \"val\")] = [result[\"perf_model_accuracy_val\"]] + result[\"perf_within_class_accuracy_val\"]\n",
" accuracy.loc[(result[\"model_name\"]+ \"_\" + r[47:49], \"secret\")] = [result[\"perf_model_accuracy_secret\"]] + result[\"perf_within_class_accuracy_secret\"]\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "dbb5981f",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" \n",
" global \n",
" centres \n",
" periphery \n",
" Countryside agriculture \n",
" Wild countryside \n",
" Urban buffer \n",
" \n",
" \n",
" \n",
" \n",
" efficientnet_pooling_256_5_16 \n",
" train \n",
" 0.540909 \n",
" 0.716571 \n",
" 0.469743 \n",
" 0.500086 \n",
" 0.732914 \n",
" 0.285229 \n",
" \n",
" \n",
" val \n",
" 0.532293 \n",
" 0.7104 \n",
" 0.4596 \n",
" 0.490533 \n",
" 0.728267 \n",
" 0.272667 \n",
" \n",
" \n",
" secret \n",
" 0.537547 \n",
" 0.733733 \n",
" 0.453333 \n",
" 0.4912 \n",
" 0.730533 \n",
" 0.278933 \n",
" \n",
" \n",
" efficientnet_pooling_256_5_64 \n",
" train \n",
" 0.825237 \n",
" 0.999681 \n",
" 0.978119 \n",
" 0.608968 \n",
" 0.857752 \n",
" 0.681666 \n",
" \n",
" \n",
" val \n",
" 0.599028 \n",
" 0.876449 \n",
" 0.346168 \n",
" 0.480374 \n",
" 0.777009 \n",
" 0.51514 \n",
" \n",
" \n",
" secret \n",
" 0.537702 \n",
" 0.698892 \n",
" 0.311963 \n",
" 0.46972 \n",
" 0.779252 \n",
" 0.511028 \n",
" \n",
" \n",
" efficientnet_pooling_256_5_32 \n",
" train \n",
" 0.631566 \n",
" 0.912743 \n",
" 0.5622 \n",
" 0.5084 \n",
" 0.826914 \n",
" 0.347571 \n",
" \n",
" \n",
" val \n",
" 0.561333 \n",
" 0.754533 \n",
" 0.4884 \n",
" 0.469467 \n",
" 0.796667 \n",
" 0.2976 \n",
" \n",
" \n",
" secret \n",
" 0.561562 \n",
" 0.747511 \n",
" 0.494267 \n",
" 0.474133 \n",
" 0.800533 \n",
" 0.312933 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" global centres periphery \\\n",
"efficientnet_pooling_256_5_16 train 0.540909 0.716571 0.469743 \n",
" val 0.532293 0.7104 0.4596 \n",
" secret 0.537547 0.733733 0.453333 \n",
"efficientnet_pooling_256_5_64 train 0.825237 0.999681 0.978119 \n",
" val 0.599028 0.876449 0.346168 \n",
" secret 0.537702 0.698892 0.311963 \n",
"efficientnet_pooling_256_5_32 train 0.631566 0.912743 0.5622 \n",
" val 0.561333 0.754533 0.4884 \n",
" secret 0.561562 0.747511 0.494267 \n",
"\n",
" Countryside agriculture Wild countryside \\\n",
"efficientnet_pooling_256_5_16 train 0.500086 0.732914 \n",
" val 0.490533 0.728267 \n",
" secret 0.4912 0.730533 \n",
"efficientnet_pooling_256_5_64 train 0.608968 0.857752 \n",
" val 0.480374 0.777009 \n",
" secret 0.46972 0.779252 \n",
"efficientnet_pooling_256_5_32 train 0.5084 0.826914 \n",
" val 0.469467 0.796667 \n",
" secret 0.474133 0.800533 \n",
"\n",
" Urban buffer \n",
"efficientnet_pooling_256_5_16 train 0.285229 \n",
" val 0.272667 \n",
" secret 0.278933 \n",
"efficientnet_pooling_256_5_64 train 0.681666 \n",
" val 0.51514 \n",
" secret 0.511028 \n",
"efficientnet_pooling_256_5_32 train 0.347571 \n",
" val 0.2976 \n",
" secret 0.312933 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"accuracy"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a6cbb3ee",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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nelMZAMNBKWVMkn9OsnlWLBq6KckPa63X9LQwGOIEeDCElVJOqLV6GCwAHafHANAtegw8ep6lBUObB40D0C16DADdosfAoyTAAwAAAICGCfAAAAAAoGECPBjaSq8LAGDY0mMA6BY9Bh4lAR4MbZ/rdQEADFt6DADdosfAo2QXWmhQKWVirfWKvtdrJfm3JFOTXJXkw7XWe3tZHwBDlx4DQLfoMdA9VuBBm04d8Pq4JP+Q5FNJnpLk5F4UBMCwceqA13oMAJ106oDXegx00MheFwCs0sBnQuyWZLta69JSyvlJLu9RTQAMD3oMAN2ix0CXCPCgTWNKKa/MilWyo2qtS5Ok1lpLKe57B+Dx0GMA6BY9BrpEgAdt+mWSffteX1xKeXat9S+llOckuaWHdQEw9OkxAHSLHgNdYhMLGMJKKbvXWv+n13UAMPzoMQB0ix4Dj54AD4awUspltdZtel0HAMOPHgNAt+gx8OjZhRaGtrL6IQDwmOgxAHSLHgOPkgAPhjZLaAHoFj0GgG7RY+BREuABAAAAQMMEeDC0Lex1AQAMWwt7XQAAw9bCXhcAQ41NLKBBpZRNkvy11rqklFKSHJxkmyRXJ/lSrXVZL+sDYOjSYwDoFj0GuscKPGjTT/L///08LsneSX6dZLskp/SqKACGBT0GgG7RY6BLRva6AGCVnlRrvbfv9UuTbFdrXZ7k66WUy3tYFwBDnx4DQLfoMdAlVuBBm/5YStm17/XCJBsnSSnlmT2rCIDhQo8BoFv0GOgSz8CDBpVSNk5yWpIRSe5IsmOSeUnWS/LuWuvZPSsOgCFNjwGgW/QY6B4BHjSslLJlks2z4nb3m5Jc2rcEHQAeFz0GgG7RY6DzBHgAAAAA0DDPwIMGlVIOHfD6eaWUs0spt5dSZpdSNu9lbQAMbXoMAN2ix0D3CPCgTTMGvP5MkllJnpnkk0lO6klFAAwXegwA3aLHQJcI8KB9m9daT6m1Lq+1fj/JM3pdEADDhh4DQLfoMdBBI3tdALBKG5VSPp+kJNmglLJWrXVp37W1elgXAEOfHgNAt+gx0CUCPGjTMQNez0myTpLbSynPSXJGb0oCYJjQYwDoFj0GusQutAAAAADQMM/Ag0aVUvYspbyplDJ2pfOHPsxbAGBQ9BgAukWPge4Q4EGDSikfS/LeJBOSnF1KeceAyzNW/S4AWD09BoBu0WOge9xCCw0qpVyZZHKtdVkpZb0k30xyba31qFLKb2qtk3tbIQBDlR4DQLfoMdA9VuBBm0bWWpclSa11cZKXJ3laKeU7SZ7cy8IAGPL0GAC6RY+BLhHgQZuuK6Xs8sBBrfX+WuubklybZMvelQXAMKDHANAtegx0iVtooUGllKckSa31b6u49rxa65/6Xo+rtc5/ousDYOjSYwDoFj0GukeAB0NYKeWyWus2va4DgOFHjwGgW/QYePTcQgtDW+l1AQAMW3oMAN2ix8CjJMCDoc0SWgC6RY8BoFv0GHiUBHgAAAAA0DABHgxtf+91AQAMW3oMAN2ix8CjZBMLaFgpZVUPdr0jyQ211mVPdD0ADB96DADdosdA5wnwoGGllIuTbJPkiqx40Ov4JPOTjEnyL7XWX/SwPACGMD0GgG7RY6Dz3EILbftzksm11im11m2TTE5yfZLdk3yip5UBMNTpMQB0ix4DHSbAg7ZtXmud/8BBrfXqJC+qtV7fw5oAGB70GAC6RY+BDhvZ6wKARzS/lHJSkm/1He+X5OpSyqgkS3tXFgDDgB4DQLfoMdBhnoEHDSulPCXJ25Ls2HfqwiRfSLIkyVNrrXf3qjYAhjY9BoBu0WOg8wR4AAAAANAwt9BCw0op05LMTLJpBvz7Wmt9fq9qAmB40GMA6BY9BjrPCjxoWCnlmiRHJZmb5P4Hztdab+1ZUQAMC3oMAN2ix0DnWYEHbbuj1vrTXhcBwLCkxwDQLXoMdJgVeNCwUspxSUYk+V6S+x44X2u9rGdFATAs6DEAdIseA50nwIOGlVLOXcXpWmvd9QkvBoBhRY8BoFv0GOg8AR4AAAAANMwz8KBBpZQDa61fL6W8a1XXa62ffqJrAmB40GMA6BY9BrpHgAdtWrvv73V7WgUAw5EeA0C36DHQJW6hBQAAAICGWYEHDSqlfP6Rrtdaj3iiagFgeNFjAOgWPQa6R4AHbZrb6wIAGLb0GAC6RY+BLnELLQwBpZR1kqTWenevawFgeNFjAOgWPQY650m9LgB4eKWU8aWU3ySZn+TqUsrcUsq4XtcFwNCnxwDQLXoMdJ4AD9p2SpJ31Vo3rbVukuToJF/qcU0ADA96DADdosdAhwnwoG1r11rPfeCg1npe/v/W7ADweOgxAHSLHgMdZhMLaNv1pZT3J/la3/GBSa7vYT0ADB96DADdosdAh1mBB207NMkGSb7X92eDvnMA8HjpMQB0ix4DHWYXWhgCSinrJql2bwKg0/QYALpFj4HOsQIPGlZKmdC3e9NVSeb37d40vtd1ATD06TEAdIseA50nwIO2fTH/f/emTbNi96ZTelwTAMODHgNAt+gx0GECPGib3ZsA6BY9BoBu0WOgw+xCC22zexMA3aLHANAtegx0mBV40Da7NwHQLXoMAN2ix0CH2YUWhoBSypgky2utd/W6FgCGFz0GgG7RY6BzrMCDhpVStiulXJnk8iRXllIuL6Vs2+u6ABj69BgAukWPgc6zAg8aVkq5Isnba62/6jveMckXaq0Te1sZAEOdHgNAt+gx0HlW4EHb7n+g6SVJrfWCJMt6WA8Aw4ceA0C36DHQYVbgQcNKKZ9N8pQk/52kJtkvyZIkX0+SWutlPSsOgCFNjwGgW/QY6DwBHjSslHLuI1yutdZdn7BiABhW9BgAukWPgc4T4MEQVko5qNb61V7XAcDwo8cA0C16DDx6AjwYwkopl9Vat+l1HQAMP3oMAN2ix8CjZxMLGNpKrwsAYNjSYwDoFj0GHiUBHgxtltAC0C16DADdosfAoyTAg6HN/7kCoFv0GAC6RY+BR0mABw0rpWy2mnMXPoHlADCM6DEAdIseA51nEwto2Koe7lpKmVtr3bZXNQEwPOgxAHSLHgOdN7LXBQAPVUp5UZJxScaUUl414NLTkozuTVUADAd6DADdosdA9wjwoE1bJNknyXpJXj7g/F1J3tyLggAYNvQYALpFj4EucQstNKyU8pJa60W9rgOA4UePAaBb9BjoPJtYQNtuLaWcXUq5KklKKRNLKe/rdVEADAt6DADdosdAhwnwoG1fSvKeJEuTpNZ6RZLX97QiAIYLPQaAbtFjoMMEeNC2p9ZaL1np3LKeVALAcKPHANAtegx0mAAP2nZLKeUFSWqSlFJek+Tm3pYEwDChxwDQLXoMdJhNLKBhpZTnJzklyQ5Jbk/yhyQH1loX9rIuAIY+PQaAbtFjoPMEeDAElFLWTvKkWutdva4FgOFFjwGgW/QY6BwBHjSslDIqyauTjE0y8oHztdYP9aomAIYHPQaAbtFjoPNGrn4I0EM/THJHkrlJ7utxLQAML3oMAN2ix0CHWYEHDSulXFVrHd/rOgAYfvQYALpFj4HOswsttG12KWVCr4sAYFjSYwDoFj0GOswKPGhYKeXqJP+QFbs23ZekJKm11ok9LQyAIU+PAaBb9BjoPAEeNKyUsumqztdab3iiawFgeNFjAOgWPQY6zy200LYP11pvGPgnyYd7XRQAw4IeA0C36DHQYQI8aNu4gQellBFJtu1RLQAML3oMAN2ix0CHCfCgQaWU95RS7koysZRyZ9+fu5L8NSu2ZAeAx0SPAaBb9BjoHs/Ag4aVUj5Wa31Pr+sAYPjRYwDoFj0GOk+AB40rpTwvyaZJRj5wrtZ6fu8qAmC40GMA6BY9Bjpr5OqHAL1SSjkuyeuTXJ3k/r7TNYnGB8DjoscA0C16DHSeFXjQsFLKtUkm1lrv63UtAAwvegwA3aLHQOfZxALadn2StXpdBADDkh4DQLfoMdBhbqGFtt2bZF4p5ewk/f/3qtZ6RO9KAmCY0GMA6BY9BjpMgAdtO6PvDwB0mh4DQLfoMdBhnoEHjSulPCXJJrXWa3tdCwDDix4DQLfoMdBZnoEHDSulvDzJvCQ/6zueVErxf7IAeNz0GAC6RY+BzhPgQdtmJpmaZHGS1FrnJXl+78oBYBiZGT0GgO6YGT0GOkqAB21bWmu9Y6Vzy3tSCQDDjR4DQLfoMdBhNrGAts0vpfxzkhGllBcmOSLJ7B7XBMDwoMcA0C16DHSYFXjQtnckGZcVW6//d5I7kxzZy4IAGDb0GAC6RY+BDrMLLQAAAAA0zC200KBSymdrrUeWUn6U5CEpe6113x6UBcAwoMcA0C16DHSPAA/a9LW+v4/vaRUADEd6DADdosdAl7iFFhpWSlk7yd9qrcv7jkckGVVrvbe3lQEw1OkxAHSLHgOdZxMLaNvZSZ464PgpSc7qUS0ADC96DADdosdAhwnwoG2ja613P3DQ9/qpjzAeAAZLjwGgW/QY6DABHrTtnlLKNg8clFK2TfK3HtYDwPChxwDQLXoMdJhn4EHDSinbJflWkj8nKUmek2S/WuvcnhYGwJCnxwDQLXoMdJ4ADxpXSlkryRZ9h9fWWpf2sh4Ahg89BoBu0WOgswR40KBSyq611nNKKa9a1fVa6/ee6JoAGB70GAC6RY+B7hnZ6wKAVdo5yTlJXr6KazWJxgfAY6XHANAtegx0iQAP2nR739//VWu9oKeVADDc6DEAdIseA11iF1po0yF9f3++p1UAMBzpMQB0ix4DXWIFHrRpQSnld0meV0q5YsD5kqTWWif2qC4Ahj49BoBu0WOgS2xiAY0qpTwnyc+T7LvytVrrDU98RQAMF3oMAN2ix0B3WIEHDSqlnF1r3a2U8nNNDoBO0mMA6BY9BrpHgAdtem4pZYckLy+lfGvli7XWy3pQEwDDgx4DQLfoMdAlbqGFBpVSXpPkTUl2THLpA6f7/q611l17UhgAQ54eA0C36DHQPQI8aFgp5T+S/CHJZrXWD5VSNknynFrrJT0uDYAhTo8BoFv0GOi8J/W6AOARbZjkxUn27zu+K8mJvSsHgGFEjwGgW/QY6DDPwIO2Ta21blNK+U2S1FpvL6U8uddFATAs6DEAdIseAx1mBR60bWkpZUSSmiSllA2SLO9tSQAME3oMAN2ix0CHCfCgbZ9P8v0kzyqlfCTJBUk+2tuSABgm9BgAukWPgQ6ziQU0rpTyoiS7ZcXuTWfXWhf0uCQAhgk9BoBu0WOgswR4AAAAANAwt9ACAAAAQMMEeAAAAADQMAEeAAAAADRMgAcAAAAADRPgAQAAAEDD/h9V+Do5jvG45gAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"accuracy.xs('val', level=1).sort_index().plot.bar(figsize=(22, 10), title=\"validation\")"
]
},
{
"cell_type": "markdown",
"id": "d07417eb",
"metadata": {},
"source": [
"Notes:\n",
"1. overall accuracy is unimpressive\n",
"2. in princple, larger chips have a better performance but there's a big but - if you don't do massive aggregation, you don't have enough data for urban signature types\n",
"3. we're not horrible in predicting centres and wild countryside\n",
"4. urban buffer is a challenging class due to the amout of greenery\n",
"5. periphery and countryside are somewhere in between\n",
"\n",
"6. we're good in predicting urban vs non-urban (two blocks on the confusion matrices)\n",
"7. we're not putting urban buffer to countryside classes (conceptually) but the neural net is (empirically)\n",
"8. 32 is empircally a better way of approximating signatures than 64 - when there is a space to fit 64x64 chip, it usually covers some adjacent green space because other signature types are too small to fit enough chips\n",
" - this could be mitigating by preferring chips with the larger number of intersections with underlying ET cells\n",
" - count the number of intersections, sort and get N chips with the largest number. That way you limit the number of chips from large ET cells covering greenery.\n",
"\n",
"- ordered confusion matrix has a pattern similar to co-occurency matrix of singature types (empirical paper)\n",
"\n",
"To-do:\n",
"- prediction on 12 classes (combine only urbanity) and analyse the confusion matrix to know which to combine\n",
"- we can try two parallel models, one with a single chip and another one with 3x3 chips around (or a few sampled) and merge before the end with a Dense to combine them [spatial lag]\n",
"\n",
"Next steps:\n",
"1. prediction on 12 classes using 32x32 chips\n",
" - deirive aggregation \n",
"2. pipeline for John's data to get way more chips\n",
"3. replicate 32x32 training with the new chips\n",
" - both 12 classes and aggregation\n",
"4. consider elimination of chips from large green ET cells (see note 8)\n",
"5. consider parallel model\n",
"\n",
"Timeline:\n",
"- Revisions by end of Feb\n",
"- Empirical paper submitted by end of Apr\n",
"- AI experiments by end of Apr\n",
"- AI paper submitted by end of June"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "1d41aa20",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(1, 3, figsize=(18, 6))\n",
"for i, r in enumerate(sorted(results)):\n",
" with open(r, \"r\") as f:\n",
" result = json.load(f)\n",
" a = numpy.array(result['perf_confusion_val'])\n",
" a = a / a.sum(axis=1)[:, numpy.newaxis]\n",
" a = pd.DataFrame(a).iloc[[0,1,2,4,3],[0,1,2,4,3]].values\n",
" im = axs[i].imshow(a, cmap=\"viridis\", vmin=0, vmax=1)\n",
" for k, j in product(range(5), range(5)):\n",
" axs[i].text(j, k, \"{:.2f}\".format(a[k, j]),\n",
" ha=\"center\", va=\"center\", color=\"w\")\n",
" axs[i].set_title(result['meta_chip_size'])\n",
"# add labels\n",
"fig.colorbar(im, ax=axs[:], shrink=.7)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "440a54ca",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(1, 3, figsize=(18, 6))\n",
"for i, r in enumerate(sorted(results)):\n",
" with open(r, \"r\") as f:\n",
" result = json.load(f)\n",
" a = numpy.array(result['perf_confusion_val'])\n",
" a = a / a.sum(axis=1)[:, numpy.newaxis]\n",
" im = axs[i].imshow(a, cmap=\"viridis\", vmin=0, vmax=1)\n",
" for k, j in product(range(5), range(5)):\n",
" axs[i].text(j, k, \"{:.2f}\".format(a[k, j]),\n",
" ha=\"center\", va=\"center\", color=\"w\")\n",
" axs[i].set_title(result['meta_chip_size'])\n",
"fig.colorbar(im, ax=axs[:], shrink=.7)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "f81b00c4",
"metadata": {
"collapsed": true,
"jupyter": {
"outputs_hidden": true,
"source_hidden": true
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(1, 3, figsize=(18, 6))\n",
"for i, r in enumerate(sorted(results)):\n",
" with open(r, \"r\") as f:\n",
" result = json.load(f)\n",
" a = numpy.array(result['perf_confusion_train'])\n",
" a = a / a.sum(axis=1)[:, numpy.newaxis]\n",
" im = axs[i].imshow(a, cmap=\"viridis\", vmin=0, vmax=1)\n",
" for k, j in product(range(5), range(5)):\n",
" axs[i].text(j, k, f\"{a[k, j]:.2f}\",\n",
" ha=\"center\", va=\"center\", color=\"w\")\n",
" axs[i].set_title(result['meta_chip_size'])\n",
"fig.colorbar(im, ax=axs[:], shrink=.7)"
]
},
{
"cell_type": "markdown",
"id": "b4eaca7f",
"metadata": {},
"source": [
"## 12 classes"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2fde2322",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['../../urbangrammar_samba/spatial_signatures/ai/gb_16_shuffled/json/efficientnet_pooling_256_5.json',\n",
" '../../urbangrammar_samba/spatial_signatures/ai/gb_32_shuffled/json/efficientnet_pooling_256_12.json',\n",
" '../../urbangrammar_samba/spatial_signatures/ai/gb_32_shuffled/json/efficientnet_pooling_256_5.json',\n",
" '../../urbangrammar_samba/spatial_signatures/ai/gb_64_shuffled/json/efficientnet_pooling_256_5.json']"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9b491925",
"metadata": {},
"outputs": [],
"source": [
"with open(results[1], \"r\") as f:\n",
" result = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "90a221cf",
"metadata": {},
"outputs": [],
"source": [
"result[\"meta_class_names\"] = [\n",
" \"Urbanity\", \n",
" \"Dense residential neighbourhoods\",\n",
" \"Connected residential neighbourhoods\",\n",
" \"Dense urban neighbourhoods\",\n",
" \"Accessible suburbia\",\n",
" \"Open sprawl\",\n",
" \"Warehouse/Park land\",\n",
" \"Gridded residential quarters\",\n",
" \"Disconnected suburbia\",\n",
" \"Countryside agriculture\", \n",
" \"Wild countryside\", \n",
" \"Urban buffer\"\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "ae581984",
"metadata": {},
"outputs": [],
"source": [
"accuracy = pd.DataFrame(columns=[\"global\"] + result[\"meta_class_names\"], index=pd.Index([\"train\", \"val\", \"secret\"]))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a9e2dda3",
"metadata": {},
"outputs": [],
"source": [
"accuracy.loc[\"train\"] = [result[\"perf_model_accuracy_train\"]] + result[\"perf_within_class_accuracy_train\"]\n",
"accuracy.loc[\"val\"] = [result[\"perf_model_accuracy_val\"]] + result[\"perf_within_class_accuracy_val\"]\n",
"accuracy.loc[\"secret\"] = [result[\"perf_model_accuracy_secret\"]] + result[\"perf_within_class_accuracy_secret\"]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "72975334",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" global \n",
" Urbanity \n",
" Dense residential neighbourhoods \n",
" Connected residential neighbourhoods \n",
" Dense urban neighbourhoods \n",
" Accessible suburbia \n",
" Open sprawl \n",
" Warehouse/Park land \n",
" Gridded residential quarters \n",
" Disconnected suburbia \n",
" Countryside agriculture \n",
" Wild countryside \n",
" Urban buffer \n",
" \n",
" \n",
" \n",
" \n",
" train \n",
" 0.62358 \n",
" 0.844 \n",
" 0.677061 \n",
" 0.7896 \n",
" 0.2669 \n",
" 0.731106 \n",
" 0.7369 \n",
" 0.6127 \n",
" 0.4265 \n",
" 0.4537 \n",
" 0.822284 \n",
" 0.729964 \n",
" 0.5854 \n",
" \n",
" \n",
" val \n",
" 0.420283 \n",
" 0.618 \n",
" 0.328 \n",
" 0.7345 \n",
" 0.174 \n",
" 0.428009 \n",
" 0.302 \n",
" 0.4855 \n",
" 0.2905 \n",
" 0.3175 \n",
" 0.40856 \n",
" 0.476336 \n",
" 0.498 \n",
" \n",
" \n",
" secret \n",
" 0.428244 \n",
" 0.553905 \n",
" 0.28684 \n",
" 0.753 \n",
" 0.1915 \n",
" 0.384058 \n",
" 0.339 \n",
" 0.5035 \n",
" 0.285 \n",
" 0.327 \n",
" 0.608543 \n",
" 0.294023 \n",
" 0.5175 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" global Urbanity Dense residential neighbourhoods \\\n",
"train 0.62358 0.844 0.677061 \n",
"val 0.420283 0.618 0.328 \n",
"secret 0.428244 0.553905 0.28684 \n",
"\n",
" Connected residential neighbourhoods Dense urban neighbourhoods \\\n",
"train 0.7896 0.2669 \n",
"val 0.7345 0.174 \n",
"secret 0.753 0.1915 \n",
"\n",
" Accessible suburbia Open sprawl Warehouse/Park land \\\n",
"train 0.731106 0.7369 0.6127 \n",
"val 0.428009 0.302 0.4855 \n",
"secret 0.384058 0.339 0.5035 \n",
"\n",
" Gridded residential quarters Disconnected suburbia \\\n",
"train 0.4265 0.4537 \n",
"val 0.2905 0.3175 \n",
"secret 0.285 0.327 \n",
"\n",
" Countryside agriculture Wild countryside Urban buffer \n",
"train 0.822284 0.729964 0.5854 \n",
"val 0.40856 0.476336 0.498 \n",
"secret 0.608543 0.294023 0.5175 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"accuracy"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "0e7965b6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"accuracy.loc['val'].sort_values(ascending=False).plot.bar(figsize=(22, 10), title=\"validation\")"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "fe10c102",
"metadata": {},
"outputs": [],
"source": [
"a = numpy.array(result['perf_confusion_val'])\n",
"a = a / a.sum(axis=1)[:, numpy.newaxis]"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "b3528991",
"metadata": {},
"outputs": [],
"source": [
"order = numpy.array([0, 3, 1, 2, 7, 4, 8, 5, 6, 11, 9, 10], dtype=int)\n",
"a = pd.DataFrame(a).iloc[order, order].values"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "1417c12c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ],\n",
" [Text(0, 0, 'Urbanity'),\n",
" Text(0, 1, 'Dense urban neighbourhoods'),\n",
" Text(0, 2, 'Dense residential neighbourhoods'),\n",
" Text(0, 3, 'Connected residential neighbourhoods'),\n",
" Text(0, 4, 'Gridded residential quarters'),\n",
" Text(0, 5, 'Accessible suburbia'),\n",
" Text(0, 6, 'Disconnected suburbia'),\n",
" Text(0, 7, 'Open sprawl'),\n",
" Text(0, 8, 'Warehouse/Park land'),\n",
" Text(0, 9, 'Urban buffer'),\n",
" Text(0, 10, 'Countryside agriculture'),\n",
" Text(0, 11, 'Wild countryside')])"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"\n",
"\n",
"im = plt.imshow(a, cmap=\"viridis\", vmin=0, vmax=1)\n",
"for k, j in product(range(12), range(12)):\n",
" plt.text(j, k, \"{:.2f}\".format(a[k, j]),\n",
" ha=\"center\", va=\"center\", color=\"w\")\n",
"fig.colorbar(im, ax=ax, shrink=.7)\n",
"plt.xticks(range(12),numpy.array(result[\"meta_class_names\"])[order], rotation=90)\n",
"plt.yticks(range(12),numpy.array(result[\"meta_class_names\"])[order])"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "361c73b9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ],\n",
" [Text(0, 0, 'Urbanity'),\n",
" Text(0, 1, 'Dense residential neighbourhoods'),\n",
" Text(0, 2, 'Connected residential neighbourhoods'),\n",
" Text(0, 3, 'Dense urban neighbourhoods'),\n",
" Text(0, 4, 'Accessible suburbia'),\n",
" Text(0, 5, 'Open sprawl'),\n",
" Text(0, 6, 'Warehouse/Park land'),\n",
" Text(0, 7, 'Gridded residential quarters'),\n",
" Text(0, 8, 'Disconnected suburbia'),\n",
" Text(0, 9, 'Countryside agriculture'),\n",
" Text(0, 10, 'Wild countryside'),\n",
" Text(0, 11, 'Urban buffer')])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"\n",
"a = numpy.array(result['perf_confusion_train'])\n",
"a = a / a.sum(axis=1)[:, numpy.newaxis]\n",
"im = plt.imshow(a, cmap=\"viridis\", vmin=0, vmax=1)\n",
"for k, j in product(range(12), range(12)):\n",
" plt.text(j, k, \"{:.2f}\".format(a[k, j]),\n",
" ha=\"center\", va=\"center\", color=\"w\")\n",
"fig.colorbar(im, ax=ax, shrink=.7)\n",
"plt.xticks(range(12),result[\"meta_class_names\"], rotation=90)\n",
"plt.yticks(range(12),result[\"meta_class_names\"])"
]
},
{
"cell_type": "markdown",
"id": "d6da4b25",
"metadata": {},
"source": [
"## Temporal data\n",
"\n",
"The same based on temporal chips"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5a7773f7",
"metadata": {},
"outputs": [],
"source": [
"path = \"../urbangrammar_samba/spatial_signatures/ai/gb_32_temporal/json/\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "fe93deed",
"metadata": {},
"outputs": [],
"source": [
"results = glob.glob(path + \"*\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "47fa1157",
"metadata": {},
"outputs": [],
"source": [
"r = results[0]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "e653261c",
"metadata": {},
"outputs": [],
"source": [
"with open(r, \"r\") as f:\n",
" result = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ad76f633",
"metadata": {},
"outputs": [],
"source": [
"accuracy = pd.DataFrame(columns=[\"global\"] + result[\"meta_class_names\"], index=pd.Index([\"train\", \"val\", \"secret\"]))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0fffd1d3",
"metadata": {},
"outputs": [],
"source": [
"accuracy.loc[\"train\"] = [result[\"perf_model_accuracy_train\"]] + result[\"perf_within_class_accuracy_train\"]\n",
"accuracy.loc[\"val\"] = [result[\"perf_model_accuracy_val\"]] + result[\"perf_within_class_accuracy_val\"]\n",
"accuracy.loc[\"secret\"] = [result[\"perf_model_accuracy_secret\"]] + result[\"perf_within_class_accuracy_secret\"]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "82b7a528",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"accuracy.loc['val'].sort_values(ascending=False).plot.bar(figsize=(22, 10), title=\"validation\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "0bf7d03f",
"metadata": {},
"outputs": [],
"source": [
"a = numpy.array(result['perf_confusion_val'])\n",
"a = a / a.sum(axis=1)[:, numpy.newaxis]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "11bebbb2",
"metadata": {},
"outputs": [],
"source": [
"# order = numpy.array([0, 3, 1, 2, 7, 4, 8, 5, 6, 11, 9, 10], dtype=int)\n",
"# a = pd.DataFrame(a).iloc[order, order].values"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "956de7ef",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ,\n",
" ],\n",
" [Text(0, 0, 'Urbanity'),\n",
" Text(0, 1, 'Dense urban neighbourhoods'),\n",
" Text(0, 2, 'Dense residential neighbourhoods'),\n",
" Text(0, 3, 'Connected residential neighbourhoods'),\n",
" Text(0, 4, 'Gridded residential quarters'),\n",
" Text(0, 5, 'Accessible suburbia'),\n",
" Text(0, 6, 'Disconnected suburbia'),\n",
" Text(0, 7, 'Open sprawl'),\n",
" Text(0, 8, 'Warehouse/Park land'),\n",
" Text(0, 9, 'Urban buffer'),\n",
" Text(0, 10, 'Countryside agriculture'),\n",
" Text(0, 11, 'Wild countryside')])"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"\n",
"\n",
"im = plt.imshow(a, cmap=\"viridis\", vmin=0, vmax=1)\n",
"for k, j in product(range(12), range(12)):\n",
" plt.text(j, k, \"{:.2f}\".format(a[k, j]),\n",
" ha=\"center\", va=\"center\", color=\"w\")\n",
"fig.colorbar(im, ax=ax, shrink=.7)\n",
"plt.xticks(range(12),numpy.array(result[\"meta_class_names\"])[order], rotation=90)\n",
"plt.yticks(range(12),numpy.array(result[\"meta_class_names\"])[order])"
]
},
{
"cell_type": "markdown",
"id": "8812ef3f",
"metadata": {},
"source": [
"## Balanced data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1fbfd644",
"metadata": {},
"outputs": [],
"source": [
"path = \"../../urbangrammar_samba/spatial_signatures/ai/gb_32_balanced_named_v2/json/\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3f774942",
"metadata": {},
"outputs": [],
"source": [
"results = glob.glob(path + \"*\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "24a2307f",
"metadata": {},
"outputs": [],
"source": [
"r = results[0]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b328a31b",
"metadata": {},
"outputs": [],
"source": [
"with open(r, \"r\") as f:\n",
" result = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "585590db",
"metadata": {},
"outputs": [],
"source": [
"accuracy = pd.DataFrame(columns=[\"global\"] + result[\"meta_class_names\"], index=pd.Index([\"train\", \"val\", \"secret\"]))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ece66e27",
"metadata": {},
"outputs": [],
"source": [
"accuracy.loc[\"train\"] = [result[\"perf_model_accuracy_train\"]] + result[\"perf_within_class_accuracy_train\"]\n",
"accuracy.loc[\"val\"] = [result[\"perf_model_accuracy_val\"]] + result[\"perf_within_class_accuracy_val\"]\n",
"accuracy.loc[\"secret\"] = [result[\"perf_model_accuracy_secret\"]] + result[\"perf_within_class_accuracy_secret\"]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e181f935",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" global \n",
" Urbanity \n",
" Dense residential neighbourhoods \n",
" Connected residential neighbourhoods \n",
" Dense urban neighbourhoods \n",
" Accessible suburbia \n",
" Open sprawl \n",
" Warehouse_Park land \n",
" Gridded residential quarters \n",
" Disconnected suburbia \n",
" Countryside agriculture \n",
" Wild countryside \n",
" Urban buffer \n",
" \n",
" \n",
" \n",
" \n",
" train \n",
" 0.554045 \n",
" 0.769971 \n",
" 0.707678 \n",
" 0.615457 \n",
" 0.538372 \n",
" 0.600216 \n",
" 0.477016 \n",
" 0.589415 \n",
" 0.393829 \n",
" 0.233229 \n",
" 0.683429 \n",
" 0.462629 \n",
" 0.762229 \n",
" \n",
" \n",
" val \n",
" 0.428392 \n",
" 0.6646 \n",
" 0.507874 \n",
" 0.5828 \n",
" 0.238587 \n",
" 0.219465 \n",
" 0.254962 \n",
" 0.230869 \n",
" 0.304 \n",
" 0.2158 \n",
" 0.452206 \n",
" 0.3276 \n",
" 0.7366 \n",
" \n",
" \n",
" secret \n",
" 0.439124 \n",
" 0.6722 \n",
" 0.481884 \n",
" 0.5816 \n",
" 0.237983 \n",
" 0.211743 \n",
" 0.163166 \n",
" 0.377451 \n",
" 0.286 \n",
" 0.2152 \n",
" 0.383388 \n",
" 0.3482 \n",
" 0.7412 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" global Urbanity Dense residential neighbourhoods \\\n",
"train 0.554045 0.769971 0.707678 \n",
"val 0.428392 0.6646 0.507874 \n",
"secret 0.439124 0.6722 0.481884 \n",
"\n",
" Connected residential neighbourhoods Dense urban neighbourhoods \\\n",
"train 0.615457 0.538372 \n",
"val 0.5828 0.238587 \n",
"secret 0.5816 0.237983 \n",
"\n",
" Accessible suburbia Open sprawl Warehouse_Park land \\\n",
"train 0.600216 0.477016 0.589415 \n",
"val 0.219465 0.254962 0.230869 \n",
"secret 0.211743 0.163166 0.377451 \n",
"\n",
" Gridded residential quarters Disconnected suburbia \\\n",
"train 0.393829 0.233229 \n",
"val 0.304 0.2158 \n",
"secret 0.286 0.2152 \n",
"\n",
" Countryside agriculture Wild countryside Urban buffer \n",
"train 0.683429 0.462629 0.762229 \n",
"val 0.452206 0.3276 0.7366 \n",
"secret 0.383388 0.3482 0.7412 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"accuracy"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "f4beb75c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"accuracy.loc['val'].sort_values(ascending=False).plot.bar(figsize=(22, 10), title=\"validation\")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "f6ae26aa",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Accessible suburbia',\n",
" 'Connected residential neighbourhoods',\n",
" 'Countryside agriculture',\n",
" 'Dense residential neighbourhoods',\n",
" 'Dense urban neighbourhoods',\n",
" 'Disconnected suburbia',\n",
" 'Gridded residential quarters',\n",
" 'Open sprawl',\n",
" 'Urban buffer',\n",
" 'Urbanity',\n",
" 'Warehouse_Park land',\n",
" 'Wild countryside']"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 9,
"id": "72e0b48d",
"metadata": {},
"outputs": [],
"source": [
"a = numpy.array(result['perf_confusion_val'])\n",
"a = a / a.sum(axis=1)[:, numpy.newaxis]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c88e8a73",
"metadata": {},
"outputs": [],
"source": [
"order = numpy.array([9, 4, 3, 1, 6, 0, 5, 7, 10, 8, 2, 11], dtype=int)\n",
"a = pd.DataFrame(a).iloc[order, order].values"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "5e82b134",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"\n",
"\n",
"im = plt.imshow(a, vmin=0, vmax=1, cmap='viridis')\n",
"for k, j in product(range(12), range(12)):\n",
" plt.text(j, k, \"{:.2f}\".format(a[k, j]),\n",
" ha=\"center\", va=\"center\", color=\"w\")\n",
"fig.colorbar(im, ax=ax, shrink=.7)\n",
"ticks = numpy.array(sorted(result[\"meta_class_names\"]))[order]\n",
"plt.xticks(range(12),ticks, rotation=90)\n",
"plt.yticks(range(12),ticks)\n",
"plt.savefig(\"figs/image_class_conf.pdf\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5aa6eea4",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}