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{
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"data": {
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""
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""
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""
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"editable": true
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{
"data": {
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""
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"output_type": "execute_result"
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"source": [
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"metadata": {
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"deletable": true,
"editable": true
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{
"data": {
"text/html": [
""
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"source": [
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"metadata": {
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{
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""
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"source": [
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"metadata": {
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"deletable": true,
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{
"data": {
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""
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"
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(\"https://doggydollars.com/wp-content/uploads/2016/02/DoggyDollars-Retriever-300x300.jpg\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"image/jpeg": 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"
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(\"./doggy.jpg\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image(\"./widgetArch.png\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
"image/png": 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"
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import java.io.File;\n",
"import com.google.common.io.ByteStreams;\n",
"import com.google.common.io.Files;\n",
"\n",
"def imgFile = new File(\"./widgetArch.png\");\n",
"def bytes = Files.toByteArray(imgFile);\n",
"Image(bytes)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"deletable": true,
"editable": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"beakerx_kernel_parameters": {
"classpath": [],
"imports": [
"com.twosigma.beaker.easyform.EasyForm",
"com.github.lwhite1.tablesaw.api.ml.regression.*",
"static com.twosigma.beaker.mimetype.MIMEContainer.VimeoVideo",
"static com.twosigma.beaker.mimetype.FileLinkContainer.FileLinks",
"com.twosigma.beaker.chart.Color",
"com.github.lwhite1.tablesaw.api.*",
"static com.twosigma.beaker.mimetype.MIMEContainer.IFrame",
"com.twosigma.beaker.NamespaceClient",
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