pharma_data.csv

ph_final,viscosity_cp,conductivity_ms_cm,density_g_ml,turbidity_ntu,reaction_temp_c,reaction_time_min,active_conc_mg_ml,f1_active_reagent,f2_solvent_salts,f3_agitation_kinetics
6.993,169.656,5.311,1.199,37.636,46.65,45.704,104.216,-0.0869,-0.24,1.8917
6.724,116.714,4.061,1.189,30.887,46.843,38.112,87.908,-0.1304,-0.7352,0.6157
5.662,160.333,0.513,1.183,12.301,40.862,24.518,97.364,0.6427,-2.1938,-1.2201
7.182,196.693,7.623,1.218,34.31,44.766,37.406,120.396,0.9484,0.5601,0.3203
7.142,130.653,5.842,1.196,30.245,47.146,37.433,86.639,-0.3803,-0.0964,1.0919
6.843,188.615,3.724,1.197,37.503,49.962,48.766,97.428,0.1411,-0.7459,2.4083
8.286,166.029,13.181,1.228,28.867,45.566,33.49,109.346,-0.063,2.8367,-0.779
7.518,150.96,10.814,1.212,26.127,44.026,28.453,110.711,0.1011,1.5625,-1.3219
7.202,149.301,6.394,1.205,27.963,46.467,38.35,98.572,-0.033,0.3509,0.3717
6.65,143.452,4.944,1.204,12.413,42.002,23.8,108.584,0.3402,-0.2348,-1.5325
7.267,51.411,5.152,1.155,9.234,42.367,34.818,64.276,-2.2056,-0.6771,-0.3826
7.297,90.629,6.228,1.171,18.995,42.938,35.049,74.583,-1.2329,-0.1937,0.22
7.254,164.761,7.862,1.217,18.224,43.883,31.866,109.237,0.5435,0.8034,-0.7398
6.807,145.21,4.633,1.201,15.91,43.718,28.967,90.421,-0.3192,-0.1874,-0.807
6.747,199.729,6.509,1.219,23.377,44.725,36.188,120.234,1.0811,0.3433,-0.0841
5.296,125.543,0.134,1.174,15.586,41.786,27.341,82.617,0.2858,-2.8187,-0.8946
7.388,146.521,8.103,1.198,31.787,47.168,38.328,100.564,-0.3732,0.6056,0.3346
7.211,187.149,8.395,1.217,38.28,47.725,42.451,120.056,0.7055,0.5111,0.849
6.862,153.577,5.53,1.199,24.173,44.385,32.816,107.397,0.2087,-0.2877,-0.1619
6.543,259.594,7.155,1.246,37.498,45.907,32.321,144.205,2.522,0.4414,0.023
7.767,163.432,10.375,1.216,29.68,48.386,38.147,115.95,-0.0305,1.8003,0.1124
6.883,111.15,3.936,1.187,19.568,45.019,39.436,99.492,-0.3713,-0.5427,0.7408
7.037,68.201,5.708,1.174,10.342,41.852,25.735,72.508,-1.3154,-0.4173,-1.2846
7.173,116.615,6.88,1.187,23.766,44.916,31.006,90.867,-0.5703,0.2569,-0.2945
7.299,176.457,6.744,1.211,34.05,46.861,44.404,105.482,-0.0383,0.1952,1.5048
6.872,135.837,4.489,1.196,11.421,43.584,28.295,91.181,-0.2372,-0.5085,-1.0414
7.505,191.452,8.645,1.213,31.987,47.528,43.597,106.487,0.2439,0.7903,1.2021
5.676,112.91,0.092,1.196,11.189,40.469,26.682,106.802,0.6725,-2.1718,-1.5184
7.089,138.239,4.325,1.189,26.955,47.845,40.431,94.876,-0.3431,-0.4722,1.0482
6.598,106.965,2.817,1.19,10.278,42.72,27.48,93.052,-0.2957,-0.9056,-0.8088
6.357,67.128,0.759,1.167,7.504,41.371,25.662,78.902,-0.8399,-2.0329,-1.1607
8.48,62.002,11.426,1.165,27.654,46.402,42.691,60.281,-2.9181,1.5411,0.7206
7.461,138.526,8.445,1.202,25.344,44.591,31.408,99.023,-0.2201,1.2046,-1.1152
7.074,112.202,5.004,1.178,20.347,44.201,33.767,77.124,-0.9719,-0.393,0.0257
7.146,128.798,5.27,1.194,23.494,45.622,35.139,86.378,-0.5401,-0.2185,-0.1835
7.978,202.601,10.859,1.228,43.26,48.805,41.783,110.178,0.1802,1.7327,1.0546
6.862,58.989,4.393,1.164,4.048,44.068,30.495,66.003,-1.5672,-0.9602,-0.6837
7.477,227.5,9.855,1.231,49.145,48.514,41.424,125.696,1.1535,1.4703,1.4075
6.682,115.756,5.39,1.202,14.099,42.888,23.911,94.184,0.2576,-0.5305,-1.6187
6.506,196.466,3.094,1.191,34.215,48.063,51.003,102.871,0.555,-1.2777,2.757
7.257,158.784,6.851,1.195,40.125,47.979,40.817,91.929,-0.6168,-0.055,1.5818
7.051,189.386,8.791,1.232,25.339,44.714,31.279,128.384,1.3902,1.1797,-1.2289
6.105,242.869,4.242,1.23,40.969,48.485,37.747,132.344,2.118,-0.661,0.7545
7.261,129.461,6.705,1.189,18.034,45.444,37.754,86.927,-0.667,-0.0766,0.2341
7.149,260.118,7.745,1.239,55.57,51.885,46.316,135.83,2.0514,0.8249,1.9796
6.475,143.194,3.816,1.207,18.157,42.612,27.85,101.922,0.3929,-0.7077,-0.674
7.847,115.096,8.469,1.178,32.744,50.395,46.624,75.23,-1.5971,0.4442,2.0937
7.641,195.711,11.21,1.241,22.611,45.678,28.422,124.318,0.9925,2.3837,-1.7179
7.348,88.951,5.758,1.181,15.076,43.598,34.047,74.052,-1.3861,0.0838,-0.3718
7.116,91.258,5.827,1.181,26.768,43.241,35.05,81.227,-0.827,-0.3372,-0.0367
6.662,153.233,5.74,1.222,19.641,42.219,27.556,120.893,0.8783,0.1876,-1.3514
7.028,111.816,5.397,1.184,27.31,45.828,36.012,83.83,-0.7517,-0.2647,0.5607
7.109,218.748,7.488,1.223,28.973,45.804,39.85,122.03,0.6574,0.6781,0.2079
6.799,180.962,6.088,1.226,25.243,44.06,28.049,127.724,1.5449,0.5901,-1.3021
7.394,196.679,8.546,1.209,45.125,49.568,41.21,99.923,0.1321,0.8487,1.6417
6.842,195.089,5.578,1.214,41.054,48.793,41.454,120.237,1.0087,-0.1529,1.8978
7.656,110.136,6.64,1.169,39.422,48.328,40.741,75.15,-1.6679,0.1656,1.508
6.853,179.263,7.181,1.217,19.784,43.516,25.187,121.891,0.8976,0.7184,-1.6697
7.996,49.725,8.902,1.174,10.477,41.013,29.155,65.669,-2.3692,0.9762,-1.0986
7.541,112.487,7.724,1.197,15.959,44.064,32.675,91.942,-0.5813,0.9823,-0.6728
6.235,143.613,2.907,1.199,10.593,42.952,24.028,103.597,0.5992,-0.9233,-1.7072
6.655,259.792,6.523,1.23,45.993,50.369,43.226,130.213,1.8004,0.1273,1.7794
7.626,176.79,8.746,1.215,31.06,45.524,38.037,110.376,0.1213,1.3114,0.2904
5.762,101.622,0.143,1.186,9.591,37.83,19.004,95.807,0.3665,-2.2209,-2.0981
7.109,136.534,6.894,1.197,28.614,42.994,30.751,96.168,-0.1623,0.1645,-0.3896
6.936,111.181,4.954,1.181,20.382,46.201,42.313,80.974,-1.0203,-0.5908,0.9117
7.385,150.574,8.581,1.205,36.63,48.002,35.742,104.797,-0.1447,0.9947,0.1211
7.648,130.948,7.32,1.182,38.497,49.535,44.746,84.219,-1.1699,0.444,2.1204
6.452,205.999,2.721,1.187,42.179,50.392,53.03,100.857,0.4603,-1.726,3.205
6.846,162.359,4.675,1.193,25.374,44.53,37.38,104.29,0.1018,-0.4055,0.3735
7.92,96.325,8.965,1.175,31.44,47.277,41.436,70.603,-1.8357,0.8268,1.1678
6.678,192.051,5.228,1.211,19.111,44.692,30.746,117.955,0.6373,-0.0676,-0.6552
6.484,196.46,4.701,1.212,30.283,44.219,37.036,115.187,1.086,-0.5906,0.1695
7.755,154.295,9.146,1.21,22.414,46.364,38.999,95.725,-0.2488,1.2744,-0.099
7.281,184.469,9.057,1.221,45.71,48.368,43.285,118.419,0.8308,1.066,1.1027
7.93,205.403,11.61,1.232,42.916,46.636,41.69,122.052,0.4886,1.9768,1.047
6.548,160.87,4.235,1.2,18.557,43.112,27.502,111.193,0.7381,-0.5277,-1.3494
7.518,166.605,8.91,1.217,38.677,47.954,42.426,104.365,0.0637,1.1548,0.7611
6.475,138.828,1.41,1.191,29.837,45.877,38.705,96.525,-0.0905,-1.754,0.9996
6.82,80.273,3.272,1.168,5.62,42.382,33.198,75.319,-1.4169,-0.7748,-0.6264
6.783,113.647,3.258,1.17,21.23,45.11,38.699,75.593,-1.077,-1.2537,0.7146
7.168,195.352,9.05,1.227,35.789,43.783,36.884,120.845,1.185,1.4127,-0.2623
7.541,163.829,9.94,1.211,23.337,44.889,34.335,115.402,0.3378,1.4811,-0.5354
7.087,176.806,7.436,1.209,19.544,44.196,30.183,110.128,0.4428,0.6225,-0.7477
7.397,218.247,9.993,1.235,31.733,46.152,38.817,131.903,1.3282,1.4988,-0.1673
6.658,85.693,3.34,1.176,11.318,40.815,28.853,87.304,-0.8824,-0.8885,-0.7727
6.251,122.676,1.75,1.173,12.295,42.614,28.231,89.999,-0.1433,-1.6057,-0.8314
6.204,143.701,2.104,1.193,8.129,40.605,23.19,102.434,0.3204,-1.0016,-2.1628
5.999,64.312,1.126,1.175,0.405,39.011,17.889,83.206,-0.4264,-1.6659,-2.3042
7.185,151.46,7.09,1.205,28.234,45.987,36.38,103.87,0.1896,0.3651,0.2098
7.181,204.707,8.238,1.223,37.121,46.782,36.95,114.753,0.8964,0.7893,0.4322
7.164,205.99,7.874,1.225,34.266,45.382,36.701,123.597,1.0705,0.9328,0.2997
6.74,160.999,4.163,1.196,21.09,44.045,29.116,97.28,0.4284,-0.689,-0.6975
6.437,151.538,4.028,1.202,20.758,42.897,33.152,103.845,0.6102,-0.7232,-0.8357
5.598,172.684,0.092,1.192,22.766,43.862,28.845,115.972,1.4031,-2.2324,-0.3455
6.686,159.162,4.289,1.188,24.529,46.479,39.22,98.247,-0.1472,-0.5012,0.3597
6.941,167.012,4.828,1.204,29.54,45.263,40.286,104.685,0.3031,0.0306,0.7634
6.582,200.755,5.641,1.216,19.4,44.812,32.66,117.155,0.9669,-0.1337,-0.3243
6.72,137.011,5.491,1.2,10.351,45.216,30.991,102.617,0.3724,-0.0925,-1.393
7.206,155.269,7.606,1.201,29.49,45.113,35.642,98.78,0.1316,0.3361,-0.4451
6.244,145.125,1.674,1.192,29.649,45.015,34.802,104.164,0.4811,-1.5083,0.6765
6.412,63.103,0.218,1.137,4.278,41.217,30.45,59.419,-2.0844,-2.4905,-0.2103
7.208,114.843,6.563,1.182,17.996,45.039,34.775,87.449,-0.8735,0.0232,0.192
7.092,142.989,5.747,1.19,19.1,44.75,37.151,96.41,-0.2919,-0.1792,-0.0927
7.445,96.685,7.531,1.177,15.845,43.474,31.72,78.41,-1.3672,0.2587,-0.5133
6.59,164.385,4.258,1.2,20.546,43.729,31.36,107.35,0.3554,-0.6714,-0.6032
6.571,158.288,3.846,1.195,26.335,43.988,33.299,98.441,0.3405,-0.6841,0.2477
7.675,123.304,6.897,1.168,26.418,46.184,37.942,67.068,-1.7098,0.0523,0.8188
5.641,180.856,0.092,1.199,18.229,43.305,30.157,117.141,1.3473,-2.3629,-0.4668
6.45,113.158,2.995,1.196,7.301,39.727,19.716,100.169,0.1822,-0.7833,-2.5294
6.565,174.12,5.288,1.229,15.116,40.896,27.69,121.555,1.2858,0.0997,-1.9461
7.13,117.434,7.098,1.193,23.347,46.794,33.08,91.319,-0.5603,0.2902,0.1174
7.607,96.026,7.783,1.192,19.99,42.605,29.207,85.886,-0.9893,0.7357,-0.8145
6.968,205.906,7.67,1.23,31.041,45.136,35.172,128.472,1.3624,0.7724,-0.2974
7.037,152.197,6.805,1.21,28.454,43.002,33.268,107.484,0.4336,0.5132,-0.9861
7.65,93.599,8.394,1.175,32.159,45.965,41.677,68.088,-1.9494,0.3025,1.0207
7.03,193.46,5.266,1.224,33.993,45.88,36.51,126.036,1.0329,0.1947,0.5514
7.594,203.57,10.077,1.226,27.391,47.13,42.847,121.038,0.6697,1.635,0.383
6.839,162.932,4.788,1.198,31.849,43.99,38.285,94.601,-0.0936,-0.4302,0.2358
6.92,201.116,6.356,1.217,41.534,49.81,47.566,123.59,1.5745,0.2488,1.3376
7.31,167.478,9.502,1.231,23.347,43.484,30.318,117.837,0.819,1.4483,-1.646
7.322,159.901,6.311,1.191,36.465,46.992,43.762,93.244,-0.3597,0.0549,1.4852
7.086,147.142,5.428,1.208,17.187,44.908,25.459,114.294,0.5538,0.2173,-0.6178
5.972,141.885,0.699,1.186,8.093,43.211,24.522,106.592,0.5817,-1.8034,-1.6228
6.365,186.165,3.791,1.215,35.432,46.974,38.89,111.48,1.2389,-0.8875,0.4592
8.222,163.471,11.776,1.233,26.585,46.044,37.883,104.514,-0.0796,2.6029,-0.4404
6.77,180.428,6.046,1.208,31.686,45.183,37.634,106.302,0.4666,0.0141,0.1754
6.282,210.388,3.669,1.21,27.929,44.773,33.128,122.391,1.0779,-0.5433,0.1751
7.558,171.412,8.668,1.212,27.669,46.143,37.861,106.277,0.0434,1.0432,0.2729
7.206,171.677,8.872,1.209,28.455,48.266,34.465,107.259,0.4055,0.6038,0.5317
7.254,134.784,6.542,1.19,25.688,46.548,44.297,83.596,-0.8804,0.1312,1.0345
6.857,124.732,4.298,1.208,17.786,43.878,30.979,109.696,0.2245,-0.2558,-0.4602
6.477,131.574,4.366,1.197,23.414,43.603,31.748,100.077,0.2976,-0.6848,-0.814
6.505,119.011,2.227,1.188,19.651,45.01,37.323,89.757,-0.1844,-1.5042,0.6133
7.432,161.983,9.332,1.217,29.838,45.078,35.052,109.925,0.4922,1.2572,-0.4182
7.353,121.801,5.695,1.188,25.792,45.786,40.292,73.004,-1.3527,-0.3261,0.9101
6.679,105.891,3.484,1.183,11.81,42.851,27.988,89.775,-0.5537,-0.8483,-0.8371
6.585,134.223,4.021,1.191,19.0,44.359,30.149,99.713,0.0077,-0.6672,-0.5485
7.554,232.643,12.707,1.257,33.399,46.604,28.496,150.809,2.0407,2.8475,-1.7553
7.778,100.554,9.359,1.188,30.238,46.438,38.156,76.975,-1.4965,0.9304,0.528
7.927,165.943,11.128,1.218,28.505,45.664,33.57,103.622,0.0809,1.7896,-0.8036
8.099,160.886,12.915,1.225,29.527,45.699,36.182,102.683,-0.2693,2.2766,-0.1955
7.25,160.522,7.489,1.212,29.036,46.433,42.065,98.593,0.0596,0.3865,1.1135
6.318,164.374,3.068,1.187,22.389,45.955,31.881,96.806,0.5465,-1.145,-0.0091
6.634,108.119,2.807,1.18,14.277,40.409,35.482,83.697,-0.4182,-1.2933,-0.4269
7.197,99.237,4.98,1.191,20.309,42.418,27.918,92.212,-0.5044,-0.0728,-0.9199
7.044,154.752,7.191,1.201,32.187,45.358,38.651,91.052,-0.1777,0.2432,0.3278
6.707,160.811,5.538,1.201,21.556,44.074,32.467,108.369,0.2914,-0.1506,-0.6773
7.259,156.711,8.264,1.211,30.404,44.559,32.803,111.125,0.5699,0.8805,-0.3096
7.034,148.392,5.462,1.197,38.809,46.334,38.298,96.12,-0.2041,-0.31,1.1798
7.045,212.912,7.93,1.227,31.143,45.875,33.159,130.128,1.2059,1.0815,-0.2102
7.428,139.327,9.196,1.22,24.684,44.221,37.084,109.913,0.2032,1.1313,-0.5323
6.479,198.816,6.33,1.232,18.172,44.243,29.162,139.156,1.8371,0.3754,-1.2711
7.481,152.885,7.214,1.198,27.212,47.491,41.499,89.067,-0.6127,0.4822,1.1879
6.852,266.441,7.69,1.253,34.434,47.308,34.392,152.231,2.7331,1.2187,0.0501
6.936,131.665,5.192,1.178,19.596,47.359,33.867,88.587,-0.6073,-0.1737,0.5759
7.503,164.709,9.117,1.217,41.299,47.097,38.961,111.31,0.3206,1.1773,0.5742
6.814,152.018,5.966,1.197,31.301,45.696,33.433,104.642,0.3025,-0.061,0.6235
6.639,57.425,1.804,1.147,3.912,42.971,32.997,58.663,-2.0536,-2.0921,-0.2022
7.392,129.398,6.293,1.182,29.973,47.099,40.79,84.872,-0.8425,0.148,0.7352
7.278,157.783,7.188,1.199,27.484,47.352,34.376,103.351,-0.3019,0.5913,-0.1335
7.124,199.444,7.609,1.221,42.616,46.927,42.367,114.072,1.009,0.4803,1.1647
6.74,102.866,2.478,1.165,27.305,43.496,37.596,67.918,-1.2347,-1.7471,0.8995
7.368,164.114,8.875,1.223,34.137,44.589,34.622,112.941,0.6371,1.3999,-0.6677
6.95,65.402,4.042,1.156,19.522,45.97,36.95,59.763,-2.1848,-1.3795,1.0618
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