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{
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"source": "using CSV, DataFrames, Plots, DelimitedFiles",
"execution_count": 9,
"outputs": []
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"source": "df_dmso = CSV.File(\"lnkoff_1d7h.csv\") |> DataFrame #readdlm(\"lnkoff_1d7h.csv\", ',')\ndf_dss = CSV.File(\"lnkoff_1d7i.csv\") |> DataFrame #readdlm(\"lnkoff_1d7i.csv\", ',')",
"execution_count": 79,
"outputs": [
{
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"execution_count": 79,
"data": {
"text/plain": "\u001b[1m12×4 DataFrame\u001b[0m\n\u001b[1m Row \u001b[0m│\u001b[1m Column1 \u001b[0m\u001b[1m force[pN] \u001b[0m\u001b[1m <lnkoff> \u001b[0m\u001b[1m stderr \u001b[0m\n\u001b[1m \u001b[0m│\u001b[90m Int64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\n─────┼─────────────────────────────────────────\n 1 │ 0 10.0 -8.67827 0.115403\n 2 │ 1 100.0 -4.4325 0.0570827\n 3 │ 2 125.0 -3.94299 0.0342281\n 4 │ 3 150.0 -3.59843 0.0287921\n 5 │ 4 175.0 -3.30899 0.0295646\n 6 │ 5 200.0 -3.08048 0.0225252\n 7 │ 6 225.0 -2.87212 0.0264064\n 8 │ 7 25.0 -7.13018 0.088329\n 9 │ 8 250.0 -2.75235 0.0244964\n 10 │ 9 300.0 -2.44729 0.0193471\n 11 │ 10 50.0 -6.07294 0.0739441\n 12 │ 11 75.0 -5.06437 0.0556933",
"text/html": "<div class=\"data-frame\"><p>12 rows × 4 columns</p><table class=\"data-frame\"><thead><tr><th></th><th>Column1</th><th>force[pN]</th><th>&lt;lnkoff&gt;</th><th>stderr</th></tr><tr><th></th><th title=\"Int64\">Int64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th></tr></thead><tbody><tr><th>1</th><td>0</td><td>10.0</td><td>-8.67827</td><td>0.115403</td></tr><tr><th>2</th><td>1</td><td>100.0</td><td>-4.4325</td><td>0.0570827</td></tr><tr><th>3</th><td>2</td><td>125.0</td><td>-3.94299</td><td>0.0342281</td></tr><tr><th>4</th><td>3</td><td>150.0</td><td>-3.59843</td><td>0.0287921</td></tr><tr><th>5</th><td>4</td><td>175.0</td><td>-3.30899</td><td>0.0295646</td></tr><tr><th>6</th><td>5</td><td>200.0</td><td>-3.08048</td><td>0.0225252</td></tr><tr><th>7</th><td>6</td><td>225.0</td><td>-2.87212</td><td>0.0264064</td></tr><tr><th>8</th><td>7</td><td>25.0</td><td>-7.13018</td><td>0.088329</td></tr><tr><th>9</th><td>8</td><td>250.0</td><td>-2.75235</td><td>0.0244964</td></tr><tr><th>10</th><td>9</td><td>300.0</td><td>-2.44729</td><td>0.0193471</td></tr><tr><th>11</th><td>10</td><td>50.0</td><td>-6.07294</td><td>0.0739441</td></tr><tr><th>12</th><td>11</td><td>75.0</td><td>-5.06437</td><td>0.0556933</td></tr></tbody></table></div>",
"text/latex": "\\begin{tabular}{r|cccc}\n\t& Column1 & force[pN] & <lnkoff> & stderr\\\\\n\t\\hline\n\t& Int64 & Float64 & Float64 & Float64\\\\\n\t\\hline\n\t1 & 0 & 10.0 & -8.67827 & 0.115403 \\\\\n\t2 & 1 & 100.0 & -4.4325 & 0.0570827 \\\\\n\t3 & 2 & 125.0 & -3.94299 & 0.0342281 \\\\\n\t4 & 3 & 150.0 & -3.59843 & 0.0287921 \\\\\n\t5 & 4 & 175.0 & -3.30899 & 0.0295646 \\\\\n\t6 & 5 & 200.0 & -3.08048 & 0.0225252 \\\\\n\t7 & 6 & 225.0 & -2.87212 & 0.0264064 \\\\\n\t8 & 7 & 25.0 & -7.13018 & 0.088329 \\\\\n\t9 & 8 & 250.0 & -2.75235 & 0.0244964 \\\\\n\t10 & 9 & 300.0 & -2.44729 & 0.0193471 \\\\\n\t11 & 10 & 50.0 & -6.07294 & 0.0739441 \\\\\n\t12 & 11 & 75.0 & -5.06437 & 0.0556933 \\\\\n\\end{tabular}\n"
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"source": "a = sort(df_dmso[:,[2,3,4]], \"force[pN]\")[3:end,:]\nb = sort(df_dss[:,[2,3,4]], \"force[pN]\")[:,2:end]\nm = hcat(a, b, makeunique=true)",
"execution_count": 88,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 88,
"data": {
"text/plain": "\u001b[1m12×5 DataFrame\u001b[0m\n\u001b[1m Row \u001b[0m│\u001b[1m force[pN] \u001b[0m\u001b[1m <lnkoff> \u001b[0m\u001b[1m stderr \u001b[0m\u001b[1m <lnkoff>_1 \u001b[0m\u001b[1m stderr_1 \u001b[0m\n\u001b[1m \u001b[0m│\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\n─────┼───────────────────────────────────────────────────────\n 1 │ 10.0 -7.75643 0.100678 -8.67827 0.115403\n 2 │ 25.0 -6.50149 0.0837528 -7.13018 0.088329\n 3 │ 50.0 -5.3197 0.070829 -6.07294 0.0739441\n 4 │ 75.0 -4.46399 0.050427 -5.06437 0.0556933\n 5 │ 100.0 -3.89563 0.0387863 -4.4325 0.0570827\n 6 │ 125.0 -3.51593 0.0287625 -3.94299 0.0342281\n 7 │ 150.0 -3.19603 0.0238333 -3.59843 0.0287921\n 8 │ 175.0 -2.92901 0.0203546 -3.30899 0.0295646\n 9 │ 200.0 -2.72763 0.0213392 -3.08048 0.0225252\n 10 │ 225.0 -2.53457 0.0250186 -2.87212 0.0264064\n 11 │ 250.0 -2.37482 0.0211944 -2.75235 0.0244964\n 12 │ 300.0 -2.14196 0.0237497 -2.44729 0.0193471",
"text/html": "<div class=\"data-frame\"><p>12 rows × 5 columns</p><table class=\"data-frame\"><thead><tr><th></th><th>force[pN]</th><th>&lt;lnkoff&gt;</th><th>stderr</th><th>&lt;lnkoff&gt;_1</th><th>stderr_1</th></tr><tr><th></th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th><th title=\"Float64\">Float64</th></tr></thead><tbody><tr><th>1</th><td>10.0</td><td>-7.75643</td><td>0.100678</td><td>-8.67827</td><td>0.115403</td></tr><tr><th>2</th><td>25.0</td><td>-6.50149</td><td>0.0837528</td><td>-7.13018</td><td>0.088329</td></tr><tr><th>3</th><td>50.0</td><td>-5.3197</td><td>0.070829</td><td>-6.07294</td><td>0.0739441</td></tr><tr><th>4</th><td>75.0</td><td>-4.46399</td><td>0.050427</td><td>-5.06437</td><td>0.0556933</td></tr><tr><th>5</th><td>100.0</td><td>-3.89563</td><td>0.0387863</td><td>-4.4325</td><td>0.0570827</td></tr><tr><th>6</th><td>125.0</td><td>-3.51593</td><td>0.0287625</td><td>-3.94299</td><td>0.0342281</td></tr><tr><th>7</th><td>150.0</td><td>-3.19603</td><td>0.0238333</td><td>-3.59843</td><td>0.0287921</td></tr><tr><th>8</th><td>175.0</td><td>-2.92901</td><td>0.0203546</td><td>-3.30899</td><td>0.0295646</td></tr><tr><th>9</th><td>200.0</td><td>-2.72763</td><td>0.0213392</td><td>-3.08048</td><td>0.0225252</td></tr><tr><th>10</th><td>225.0</td><td>-2.53457</td><td>0.0250186</td><td>-2.87212</td><td>0.0264064</td></tr><tr><th>11</th><td>250.0</td><td>-2.37482</td><td>0.0211944</td><td>-2.75235</td><td>0.0244964</td></tr><tr><th>12</th><td>300.0</td><td>-2.14196</td><td>0.0237497</td><td>-2.44729</td><td>0.0193471</td></tr></tbody></table></div>",
"text/latex": "\\begin{tabular}{r|ccccc}\n\t& force[pN] & <lnkoff> & stderr & <lnkoff>\\_1 & stderr\\_1\\\\\n\t\\hline\n\t& Float64 & Float64 & Float64 & Float64 & Float64\\\\\n\t\\hline\n\t1 & 10.0 & -7.75643 & 0.100678 & -8.67827 & 0.115403 \\\\\n\t2 & 25.0 & -6.50149 & 0.0837528 & -7.13018 & 0.088329 \\\\\n\t3 & 50.0 & -5.3197 & 0.070829 & -6.07294 & 0.0739441 \\\\\n\t4 & 75.0 & -4.46399 & 0.050427 & -5.06437 & 0.0556933 \\\\\n\t5 & 100.0 & -3.89563 & 0.0387863 & -4.4325 & 0.0570827 \\\\\n\t6 & 125.0 & -3.51593 & 0.0287625 & -3.94299 & 0.0342281 \\\\\n\t7 & 150.0 & -3.19603 & 0.0238333 & -3.59843 & 0.0287921 \\\\\n\t8 & 175.0 & -2.92901 & 0.0203546 & -3.30899 & 0.0295646 \\\\\n\t9 & 200.0 & -2.72763 & 0.0213392 & -3.08048 & 0.0225252 \\\\\n\t10 & 225.0 & -2.53457 & 0.0250186 & -2.87212 & 0.0264064 \\\\\n\t11 & 250.0 & -2.37482 & 0.0211944 & -2.75235 & 0.0244964 \\\\\n\t12 & 300.0 & -2.14196 & 0.0237497 & -2.44729 & 0.0193471 \\\\\n\\end{tabular}\n"
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{
"metadata": {
"trusted": true
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"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
},
{
"metadata": {
"trusted": true
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"cell_type": "code",
"source": "gr()\nplot(seriestype = :scatter, m[:,1],m[:,2], yerr=m[:,3], label=\"DMSO\")\nplot!(seriestype = :scatter, m[:,1],m[:,4], yerr=m[:,5], label=\"DSS\")\nplot!(xlabel=\"Force,pN\", ylabel=\"log(koff)\", legend=:topleft,markersize=30)",
"execution_count": 96,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 96,
"data": {
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