ucsd_xena_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MC3 Gene-Level Mutation Data:\n",
      "Shape: (411, 40543)\n",
      "sample           UBE2Q2_mut  CHMP1B_mut  PSMA2P1_mut  SHQ1P1_mut  CPHL1P_mut  \\\n",
      "TCGA-2F-A9KO-01           0           0            0           0           0   \n",
      "TCGA-2F-A9KP-01           0           0            0           0           0   \n",
      "TCGA-2F-A9KQ-01           0           0            0           0           0   \n",
      "TCGA-2F-A9KR-01           0           0            0           0           0   \n",
      "TCGA-2F-A9KT-01           0           0            0           0           0   \n",
      "\n",
      "sample           SSXP10_mut  REM1_mut  TCOF1_mut  NSRP1_mut  OPA6_mut  ...  \\\n",
      "TCGA-2F-A9KO-01           0         0          0          0         0  ...   \n",
      "TCGA-2F-A9KP-01           0         0          0          0         0  ...   \n",
      "TCGA-2F-A9KQ-01           0         0          0          0         0  ...   \n",
      "TCGA-2F-A9KR-01           0         0          0          0         0  ...   \n",
      "TCGA-2F-A9KT-01           0         0          0          0         0  ...   \n",
      "\n",
      "sample           TULP2_mut  OR1E5_mut  RP11-390F4.3_mut  GNGT2_mut  GNGT1_mut  \\\n",
      "TCGA-2F-A9KO-01          0          0                 0          0          0   \n",
      "TCGA-2F-A9KP-01          0          0                 0          0          0   \n",
      "TCGA-2F-A9KQ-01          0          0                 0          0          0   \n",
      "TCGA-2F-A9KR-01          0          0                 0          0          0   \n",
      "TCGA-2F-A9KT-01          0          0                 0          0          0   \n",
      "\n",
      "sample           PTRF_mut  DIAPH2-AS1_mut  SELV_mut  NFIX_mut  SELP_mut  \n",
      "TCGA-2F-A9KO-01         0               0         0         0         0  \n",
      "TCGA-2F-A9KP-01         0               0         0         0         0  \n",
      "TCGA-2F-A9KQ-01         0               0         0         0         0  \n",
      "TCGA-2F-A9KR-01         0               0         0         0         0  \n",
      "TCGA-2F-A9KT-01         0               0         0         0         0  \n",
      "\n",
      "[5 rows x 40543 columns]\n",
      "\n",
      "Survival Data:\n",
      "Shape: (435, 11)\n",
      "            sample      _PATIENT  OS  OS.time  DSS  DSS.time  DFI  DFI.time  \\\n",
      "0  TCGA-2F-A9KO-01  TCGA-2F-A9KO   1    734.0  1.0     734.0  NaN       NaN   \n",
      "1  TCGA-2F-A9KP-01  TCGA-2F-A9KP   1    364.0  1.0     364.0  NaN       NaN   \n",
      "2  TCGA-2F-A9KQ-01  TCGA-2F-A9KQ   0   2886.0  0.0    2886.0  0.0    2886.0   \n",
      "3  TCGA-2F-A9KR-01  TCGA-2F-A9KR   1   3183.0  1.0    3183.0  1.0    3086.0   \n",
      "4  TCGA-2F-A9KT-01  TCGA-2F-A9KT   0   3314.0  0.0    3314.0  0.0    3314.0   \n",
      "\n",
      "   PFI  PFI.time Redaction  \n",
      "0    1       651       NaN  \n",
      "1    1       343       NaN  \n",
      "2    0      2886       NaN  \n",
      "3    1      3086       NaN  \n",
      "4    0      3314       NaN  \n",
      "\n",
      "HiSeqV2 Sample Map:\n",
      "Shape: (426, 20530)\n",
      "sample           ARHGEF10L_exp  HIF3A_exp  RNF17_exp  RNF10_exp  RNF11_exp  \\\n",
      "TCGA-BT-A20R-11         9.5108     9.9120     0.4810    12.1945    12.2938   \n",
      "TCGA-DK-AA6S-01        10.2072     4.6937     0.0000    11.9627    10.4173   \n",
      "TCGA-DK-A6B2-01        11.0213     3.6696     1.6294    12.0141    10.7757   \n",
      "TCGA-GU-A763-01        11.3853     3.4247     0.0000    12.1776     9.8347   \n",
      "TCGA-XF-A9T4-01         9.8913     1.5747     0.0000    11.7584    11.3905   \n",
      "\n",
      "sample           RNF13_exp  GTF2IP1_exp  REM1_exp  MTVR2_exp  RTN4RL2_exp  \\\n",
      "TCGA-BT-A20R-11    10.4798      12.0096    4.5087     0.0000       3.4454   \n",
      "TCGA-DK-AA6S-01     9.7429      12.4835    5.5167     0.0000       5.6115   \n",
      "TCGA-DK-A6B2-01    10.5314      12.6079    4.6841     0.0000       2.3751   \n",
      "TCGA-GU-A763-01     9.3653      12.7149    0.8572     0.0000       2.0861   \n",
      "TCGA-XF-A9T4-01     9.8428      12.3258    2.7942     0.3592       2.3096   \n",
      "\n",
      "sample           ...  TULP2_exp  NPY5R_exp  GNGT2_exp  GNGT1_exp  TULP3_exp  \\\n",
      "TCGA-BT-A20R-11  ...     3.7298     2.6193     3.3365     1.3690     8.9704   \n",
      "TCGA-DK-AA6S-01  ...     0.0000     1.1660     4.4690     1.8024     9.1136   \n",
      "TCGA-DK-A6B2-01  ...     0.0000     2.8642     4.7752     1.1740     9.4724   \n",
      "TCGA-GU-A763-01  ...     0.0000     2.2178     2.0861     4.8578     8.1027   \n",
      "TCGA-XF-A9T4-01  ...     0.3592     0.8860     3.7783     0.0000     8.9082   \n",
      "\n",
      "sample           PTRF_exp  BCL6B_exp  GSTK1_exp  SELP_exp  SELS_exp  \n",
      "TCGA-BT-A20R-11   15.0181     7.7408    10.3080    9.7928    9.6084  \n",
      "TCGA-DK-AA6S-01   13.0940     7.2784    11.8967    5.9385   10.1122  \n",
      "TCGA-DK-A6B2-01   12.1795     8.1179    11.1291    9.1688    9.9545  \n",
      "TCGA-GU-A763-01    8.6766     5.5991    13.0235    4.0373   10.2126  \n",
      "TCGA-XF-A9T4-01   12.7786     7.4002    11.2688    3.7176   10.2702  \n",
      "\n",
      "[5 rows x 20530 columns]\n",
      "\n",
      "HumanMethylation450 Sample Map:\n",
      "Shape: (434, 382044)\n",
      "sample           cg13332474  cg00651829  cg17027195  cg09868354  cg03050183  \\\n",
      "TCGA-GD-A3OP-01      0.3720      0.0365      0.0448      0.0656      0.1133   \n",
      "TCGA-4Z-AA86-01      0.0349      0.0346      0.0426      0.1016      0.0717   \n",
      "TCGA-BL-A13J-11      0.0443      0.0232      0.0410      0.0841      0.1569   \n",
      "TCGA-2F-A9KO-01      0.0320      0.0684      0.0366      0.0669      0.0790   \n",
      "TCGA-GU-A42Q-01      0.0205      0.0220      0.0536      0.0754      0.0847   \n",
      "\n",
      "sample           cg06819656  cg04244851  cg19669385  cg04244855  cg17689707  \\\n",
      "TCGA-GD-A3OP-01      0.9142      0.8885      0.6813      0.9291      0.3352   \n",
      "TCGA-4Z-AA86-01      0.6880      0.9382      0.9593      0.9229      0.0293   \n",
      "TCGA-BL-A13J-11      0.6968      0.8892      0.8429      0.9281      0.0242   \n",
      "TCGA-2F-A9KO-01      0.9231      0.6467      0.5909      0.9100      0.0150   \n",
      "TCGA-GU-A42Q-01      0.8551      0.8216      0.9618      0.6961      0.0253   \n",
      "\n",
      "sample           ...  cg19358568  cg27295654  cg03116837  cg15678817  \\\n",
      "TCGA-GD-A3OP-01  ...      0.9518      0.9039      0.4535      0.6382   \n",
      "TCGA-4Z-AA86-01  ...      0.9235      0.7616      0.6391      0.4300   \n",
      "TCGA-BL-A13J-11  ...      0.8674      0.8544      0.5742      0.4941   \n",
      "TCGA-2F-A9KO-01  ...      0.5823      0.8671      0.6482      0.5051   \n",
      "TCGA-GU-A42Q-01  ...      0.8180      0.8503      0.1796      0.5267   \n",
      "\n",
      "sample           cg14483317  cg11692435  cg10230711  cg16651827  cg18138552  \\\n",
      "TCGA-GD-A3OP-01      0.0427      0.9755      0.0553      0.6864      0.0288   \n",
      "TCGA-4Z-AA86-01      0.0491      0.9823      0.0795      0.5602      0.0325   \n",
      "TCGA-BL-A13J-11      0.0450      0.9834      0.0753      0.6393      0.0297   \n",
      "TCGA-2F-A9KO-01      0.0347      0.7364      0.6628      0.7584      0.0273   \n",
      "TCGA-GU-A42Q-01      0.0321      0.6391      0.0635      0.6127      0.0282   \n",
      "\n",
      "sample           cg07883722  \n",
      "TCGA-GD-A3OP-01      0.9382  \n",
      "TCGA-4Z-AA86-01      0.9382  \n",
      "TCGA-BL-A13J-11      0.9067  \n",
      "TCGA-2F-A9KO-01      0.9609  \n",
      "TCGA-GU-A42Q-01      0.9501  \n",
      "\n",
      "[5 rows x 382044 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Load MC3 gene-level mutation data\n",
    "mc3_file = r\"C:\\Users\\trent\\OneDrive\\Documents\\Big Desktop Files\\TCGA\\mc3_gene_level_BLCA_mc3_gene_level.txt.gz\"\n",
    "mc3_df = pd.read_csv(mc3_file, sep=\"\\t\", compression=\"gzip\")\n",
    "mc3_df[\"sample\"] = mc3_df[\"sample\"].astype(str).apply(lambda x: x + \"_mut\")\n",
    "mc3_df = mc3_df.set_index(\"sample\").T\n",
    "print(\"MC3 Gene-Level Mutation Data:\")\n",
    "print(\"Shape:\", mc3_df.shape)\n",
    "print(mc3_df.head())\n",
    "\n",
    "# Load survival data\n",
    "survival_file = r\"C:\\Users\\trent\\OneDrive\\Documents\\Big Desktop Files\\TCGA\\survival_BLCA_survival.txt\"\n",
    "survival_df = pd.read_csv(survival_file, sep=\"\\t\")\n",
    "survival_df = survival_df.dropna(subset=['OS.time'])\n",
    "print(\"\\nSurvival Data:\")\n",
    "print(\"Shape:\", survival_df.shape)\n",
    "print(survival_df.head())\n",
    "\n",
    "# Load HiSeqV2 sample map\n",
    "hi_seq_file = r\"C:\\Users\\trent\\OneDrive\\Documents\\Big Desktop Files\\TCGA\\TCGA.BLCA.sampleMap_HiSeqV2.gz\"\n",
    "hi_seq_df = pd.read_csv(hi_seq_file, sep=\"\\t\", compression=\"gzip\")\n",
    "hi_seq_df[\"sample\"] = hi_seq_df[\"sample\"].apply(lambda x: x + \"_exp\")\n",
    "hi_seq_df = hi_seq_df.set_index(\"sample\").T\n",
    "print(\"\\nHiSeqV2 Sample Map:\")\n",
    "print(\"Shape:\", hi_seq_df.shape)\n",
    "print(hi_seq_df.head())\n",
    "\n",
    "# Load HumanMethylation450 sample map\n",
    "methylation_file = r\"C:\\Users\\trent\\OneDrive\\Documents\\Big Desktop Files\\TCGA\\TCGA.BLCA.sampleMap_HumanMethylation450.gz\"\n",
    "methylation_df = pd.read_csv(methylation_file, sep=\"\\t\", compression=\"gzip\")\n",
    "methylation_df = methylation_df.set_index(\"sample\").T\n",
    "methylation_df = methylation_df.dropna(axis=1, how='any')\n",
    "print(\"\\nHumanMethylation450 Sample Map:\")\n",
    "print(\"Shape:\", methylation_df.shape)\n",
    "print(methylation_df.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>sample</th>\n",
       "      <th>UBE2Q2_mut</th>\n",
       "      <th>CHMP1B_mut</th>\n",
       "      <th>PSMA2P1_mut</th>\n",
       "      <th>SHQ1P1_mut</th>\n",
       "      <th>CPHL1P_mut</th>\n",
       "      <th>SSXP10_mut</th>\n",
       "      <th>REM1_mut</th>\n",
       "      <th>TCOF1_mut</th>\n",
       "      <th>NSRP1_mut</th>\n",
       "      <th>OPA6_mut</th>\n",
       "      <th>...</th>\n",
       "      <th>cg19358568</th>\n",
       "      <th>cg27295654</th>\n",
       "      <th>cg03116837</th>\n",
       "      <th>cg15678817</th>\n",
       "      <th>cg14483317</th>\n",
       "      <th>cg11692435</th>\n",
       "      <th>cg10230711</th>\n",
       "      <th>cg16651827</th>\n",
       "      <th>cg18138552</th>\n",
       "      <th>cg07883722</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TCGA-2F-A9KO-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5823</td>\n",
       "      <td>0.8671</td>\n",
       "      <td>0.6482</td>\n",
       "      <td>0.5051</td>\n",
       "      <td>0.0347</td>\n",
       "      <td>0.7364</td>\n",
       "      <td>0.6628</td>\n",
       "      <td>0.7584</td>\n",
       "      <td>0.0273</td>\n",
       "      <td>0.9609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-2F-A9KP-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2709</td>\n",
       "      <td>0.5413</td>\n",
       "      <td>0.4315</td>\n",
       "      <td>0.6861</td>\n",
       "      <td>0.0286</td>\n",
       "      <td>0.8113</td>\n",
       "      <td>0.0458</td>\n",
       "      <td>0.5738</td>\n",
       "      <td>0.0279</td>\n",
       "      <td>0.9203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-2F-A9KQ-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9243</td>\n",
       "      <td>0.7512</td>\n",
       "      <td>0.2901</td>\n",
       "      <td>0.8303</td>\n",
       "      <td>0.0335</td>\n",
       "      <td>0.1899</td>\n",
       "      <td>0.0489</td>\n",
       "      <td>0.3427</td>\n",
       "      <td>0.0340</td>\n",
       "      <td>0.8079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-2F-A9KR-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.3893</td>\n",
       "      <td>0.8841</td>\n",
       "      <td>0.7948</td>\n",
       "      <td>0.5876</td>\n",
       "      <td>0.0317</td>\n",
       "      <td>0.9816</td>\n",
       "      <td>0.0456</td>\n",
       "      <td>0.5828</td>\n",
       "      <td>0.0242</td>\n",
       "      <td>0.7690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-2F-A9KT-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5010</td>\n",
       "      <td>0.8779</td>\n",
       "      <td>0.3522</td>\n",
       "      <td>0.6134</td>\n",
       "      <td>0.0501</td>\n",
       "      <td>0.9683</td>\n",
       "      <td>0.0469</td>\n",
       "      <td>0.4204</td>\n",
       "      <td>0.0241</td>\n",
       "      <td>0.9373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-ZF-AA56-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.6599</td>\n",
       "      <td>0.8637</td>\n",
       "      <td>0.6874</td>\n",
       "      <td>0.4645</td>\n",
       "      <td>0.0329</td>\n",
       "      <td>0.9430</td>\n",
       "      <td>0.0414</td>\n",
       "      <td>0.6740</td>\n",
       "      <td>0.0336</td>\n",
       "      <td>0.9319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-ZF-AA58-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9413</td>\n",
       "      <td>0.8615</td>\n",
       "      <td>0.4693</td>\n",
       "      <td>0.3838</td>\n",
       "      <td>0.0377</td>\n",
       "      <td>0.9856</td>\n",
       "      <td>0.0514</td>\n",
       "      <td>0.5706</td>\n",
       "      <td>0.0273</td>\n",
       "      <td>0.9496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-ZF-AA5H-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8848</td>\n",
       "      <td>0.7841</td>\n",
       "      <td>0.3457</td>\n",
       "      <td>0.4516</td>\n",
       "      <td>0.0964</td>\n",
       "      <td>0.9729</td>\n",
       "      <td>0.0396</td>\n",
       "      <td>0.3772</td>\n",
       "      <td>0.0277</td>\n",
       "      <td>0.9238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-ZF-AA5N-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9541</td>\n",
       "      <td>0.4782</td>\n",
       "      <td>0.9141</td>\n",
       "      <td>0.6951</td>\n",
       "      <td>0.0456</td>\n",
       "      <td>0.9875</td>\n",
       "      <td>0.0972</td>\n",
       "      <td>0.3394</td>\n",
       "      <td>0.0358</td>\n",
       "      <td>0.8883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TCGA-ZF-AA5P-01</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7728</td>\n",
       "      <td>0.8714</td>\n",
       "      <td>0.4406</td>\n",
       "      <td>0.3927</td>\n",
       "      <td>0.0411</td>\n",
       "      <td>0.9073</td>\n",
       "      <td>0.0579</td>\n",
       "      <td>0.7497</td>\n",
       "      <td>0.0335</td>\n",
       "      <td>0.9290</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>405 rows × 443117 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "sample           UBE2Q2_mut  CHMP1B_mut  PSMA2P1_mut  SHQ1P1_mut  CPHL1P_mut  \\\n",
       "TCGA-2F-A9KO-01           0           0            0           0           0   \n",
       "TCGA-2F-A9KP-01           0           0            0           0           0   \n",
       "TCGA-2F-A9KQ-01           0           0            0           0           0   \n",
       "TCGA-2F-A9KR-01           0           0            0           0           0   \n",
       "TCGA-2F-A9KT-01           0           0            0           0           0   \n",
       "...                     ...         ...          ...         ...         ...   \n",
       "TCGA-ZF-AA56-01           0           0            0           0           0   \n",
       "TCGA-ZF-AA58-01           0           0            0           0           0   \n",
       "TCGA-ZF-AA5H-01           0           0            0           0           0   \n",
       "TCGA-ZF-AA5N-01           0           0            0           0           0   \n",
       "TCGA-ZF-AA5P-01           0           0            0           0           0   \n",
       "\n",
       "sample           SSXP10_mut  REM1_mut  TCOF1_mut  NSRP1_mut  OPA6_mut  ...  \\\n",
       "TCGA-2F-A9KO-01           0         0          0          0         0  ...   \n",
       "TCGA-2F-A9KP-01           0         0          0          0         0  ...   \n",
       "TCGA-2F-A9KQ-01           0         0          0          0         0  ...   \n",
       "TCGA-2F-A9KR-01           0         0          0          0         0  ...   \n",
       "TCGA-2F-A9KT-01           0         0          0          0         0  ...   \n",
       "...                     ...       ...        ...        ...       ...  ...   \n",
       "TCGA-ZF-AA56-01           0         0          0          0         0  ...   \n",
       "TCGA-ZF-AA58-01           0         0          0          0         0  ...   \n",
       "TCGA-ZF-AA5H-01           0         0          0          0         0  ...   \n",
       "TCGA-ZF-AA5N-01           0         0          0          0         0  ...   \n",
       "TCGA-ZF-AA5P-01           0         0          0          0         0  ...   \n",
       "\n",
       "sample           cg19358568  cg27295654  cg03116837  cg15678817  cg14483317  \\\n",
       "TCGA-2F-A9KO-01      0.5823      0.8671      0.6482      0.5051      0.0347   \n",
       "TCGA-2F-A9KP-01      0.2709      0.5413      0.4315      0.6861      0.0286   \n",
       "TCGA-2F-A9KQ-01      0.9243      0.7512      0.2901      0.8303      0.0335   \n",
       "TCGA-2F-A9KR-01      0.3893      0.8841      0.7948      0.5876      0.0317   \n",
       "TCGA-2F-A9KT-01      0.5010      0.8779      0.3522      0.6134      0.0501   \n",
       "...                     ...         ...         ...         ...         ...   \n",
       "TCGA-ZF-AA56-01      0.6599      0.8637      0.6874      0.4645      0.0329   \n",
       "TCGA-ZF-AA58-01      0.9413      0.8615      0.4693      0.3838      0.0377   \n",
       "TCGA-ZF-AA5H-01      0.8848      0.7841      0.3457      0.4516      0.0964   \n",
       "TCGA-ZF-AA5N-01      0.9541      0.4782      0.9141      0.6951      0.0456   \n",
       "TCGA-ZF-AA5P-01      0.7728      0.8714      0.4406      0.3927      0.0411   \n",
       "\n",
       "sample           cg11692435  cg10230711  cg16651827  cg18138552  cg07883722  \n",
       "TCGA-2F-A9KO-01      0.7364      0.6628      0.7584      0.0273      0.9609  \n",
       "TCGA-2F-A9KP-01      0.8113      0.0458      0.5738      0.0279      0.9203  \n",
       "TCGA-2F-A9KQ-01      0.1899      0.0489      0.3427      0.0340      0.8079  \n",
       "TCGA-2F-A9KR-01      0.9816      0.0456      0.5828      0.0242      0.7690  \n",
       "TCGA-2F-A9KT-01      0.9683      0.0469      0.4204      0.0241      0.9373  \n",
       "...                     ...         ...         ...         ...         ...  \n",
       "TCGA-ZF-AA56-01      0.9430      0.0414      0.6740      0.0336      0.9319  \n",
       "TCGA-ZF-AA58-01      0.9856      0.0514      0.5706      0.0273      0.9496  \n",
       "TCGA-ZF-AA5H-01      0.9729      0.0396      0.3772      0.0277      0.9238  \n",
       "TCGA-ZF-AA5N-01      0.9875      0.0972      0.3394      0.0358      0.8883  \n",
       "TCGA-ZF-AA5P-01      0.9073      0.0579      0.7497      0.0335      0.9290  \n",
       "\n",
       "[405 rows x 443117 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "merged_df = mc3_df.merge(hi_seq_df, left_index=True, right_index=True, how=\"inner\").merge(methylation_df, left_index=True, right_index=True, how=\"inner\")\n",
    "\n",
    "merged_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 UBE2Q2_mut  CHMP1B_mut  PSMA2P1_mut  SHQ1P1_mut  CPHL1P_mut  \\\n",
      "sample                                                                         \n",
      "TCGA-2F-A9KO-01           0           0            0           0           0   \n",
      "TCGA-2F-A9KP-01           0           0            0           0           0   \n",
      "TCGA-2F-A9KR-01           0           0            0           0           0   \n",
      "TCGA-2F-A9KW-01           0           0            0           0           0   \n",
      "TCGA-4Z-AA7N-01           0           0            0           0           0   \n",
      "\n",
      "                 SSXP10_mut  REM1_mut  TCOF1_mut  NSRP1_mut  OPA6_mut  ...  \\\n",
      "sample                                                                 ...   \n",
      "TCGA-2F-A9KO-01           0         0          0          0         0  ...   \n",
      "TCGA-2F-A9KP-01           0         0          0          0         0  ...   \n",
      "TCGA-2F-A9KR-01           0         0          0          0         0  ...   \n",
      "TCGA-2F-A9KW-01           0         0          0          0         0  ...   \n",
      "TCGA-4Z-AA7N-01           0         0          0          0         0  ...   \n",
      "\n",
      "                 cg27295654  cg03116837  cg15678817  cg14483317  cg11692435  \\\n",
      "sample                                                                        \n",
      "TCGA-2F-A9KO-01      0.8671      0.6482      0.5051      0.0347      0.7364   \n",
      "TCGA-2F-A9KP-01      0.5413      0.4315      0.6861      0.0286      0.8113   \n",
      "TCGA-2F-A9KR-01      0.8841      0.7948      0.5876      0.0317      0.9816   \n",
      "TCGA-2F-A9KW-01      0.8211      0.6241      0.6506      0.0312      0.9602   \n",
      "TCGA-4Z-AA7N-01      0.8647      0.4821      0.2786      0.0374      0.9874   \n",
      "\n",
      "                 cg10230711  cg16651827  cg18138552  cg07883722  OS.time  \n",
      "sample                                                                    \n",
      "TCGA-2F-A9KO-01      0.6628      0.7584      0.0273      0.9609    734.0  \n",
      "TCGA-2F-A9KP-01      0.0458      0.5738      0.0279      0.9203    364.0  \n",
      "TCGA-2F-A9KR-01      0.0456      0.5828      0.0242      0.7690   3183.0  \n",
      "TCGA-2F-A9KW-01      0.0753      0.6464      0.0298      0.9352    254.0  \n",
      "TCGA-4Z-AA7N-01      0.0554      0.6674      0.0294      0.9382   1367.0  \n",
      "\n",
      "[5 rows x 443118 columns]\n"
     ]
    }
   ],
   "source": [
    "# Filter survival_df where OS column equals 1\n",
    "filtered_survival_df = survival_df[survival_df[\"OS\"] == 1]\n",
    "\n",
    "# perform inner join with merged_df on sample column\n",
    "joined_df = merged_df.merge(filtered_survival_df[['sample', 'OS.time']], left_index=True, right_on='sample', how='inner')\n",
    "\n",
    "# set sample as the index\n",
    "joined_df.set_index('sample', inplace=True)\n",
    "\n",
    "# display the resulting dataframe\n",
    "print(joined_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Iter       Train Loss   Remaining Time \n",
      "         1      287380.3012          140.54m\n",
      "         2      249822.5100          140.96m\n",
      "         3      214310.3744          140.02m\n",
      "         4      187643.1873          139.95m\n",
      "         5      160104.6107          139.49m\n",
      "         6      137085.6564          139.19m\n",
      "         7      117883.4233          138.99m\n",
      "         8      101584.6357          138.65m\n",
      "         9       88236.6455          138.44m\n",
      "        10       77495.2479          138.29m\n",
      "        11       68203.8661          138.03m\n",
      "        12       60131.3335          137.87m\n",
      "        13       52629.4212          137.60m\n",
      "        14       46649.5577          137.41m\n",
      "        15       40247.4253          137.07m\n",
      "        16       34908.0950          136.68m\n",
      "        17       30963.2773          136.62m\n",
      "        18       27118.0579          136.40m\n",
      "        19       23327.0225          136.01m\n",
      "        20       21046.1263          136.03m\n",
      "        21       18651.0523          135.85m\n",
      "        22       16270.6849          135.61m\n",
      "        23       14156.3901          135.32m\n",
      "        24       12513.7722          135.15m\n",
      "        25       11220.5353          134.98m\n",
      "        26        9831.2421          134.69m\n",
      "        27        8773.6350          134.55m\n",
      "        28        7740.8679          134.34m\n",
      "        29        6733.3318          134.19m\n",
      "        30        5929.2991          133.98m\n",
      "        31        5261.7893          133.63m\n",
      "        32        4571.7501          133.31m\n",
      "        33        3959.6888          132.93m\n",
      "        34        3466.7664          132.61m\n",
      "        35        3036.7552          132.28m\n",
      "        36        2659.5545          131.99m\n",
      "        37        2408.4457          131.80m\n",
      "        38        2121.3502          131.50m\n",
      "        39        1921.5099          131.29m\n",
      "        40        1704.7408          131.05m\n",
      "        41        1539.6557          130.88m\n",
      "        42        1337.5372          130.61m\n",
      "        43        1214.7041          130.41m\n",
      "        44        1069.2718          130.17m\n",
      "        45         926.4894          129.89m\n",
      "        46         833.6788          129.71m\n",
      "        47         719.0818          129.47m\n",
      "        48         626.9250          129.22m\n",
      "        49         543.4017          128.99m\n",
      "        50         478.8329          128.78m\n",
      "        51         420.6815          128.55m\n",
      "        52         368.7401          128.31m\n",
      "        53         321.8314          128.08m\n",
      "        54         289.7359          127.91m\n",
      "        55         250.0487          127.68m\n",
      "        56         219.1554          127.46m\n",
      "        57         195.9967          127.31m\n",
      "        58         170.2543          127.11m\n",
      "        59         156.2531          126.98m\n",
      "        60         136.8500          126.77m\n",
      "        61         120.5839          126.57m\n",
      "        62         106.2462          126.38m\n",
      "        63          97.0401          126.26m\n",
      "        64          88.2606          126.11m\n",
      "        65          78.4741          125.94m\n",
      "        66          70.8657          125.79m\n",
      "        67          63.0938          125.62m\n",
      "        68          56.4223          125.47m\n",
      "        69          50.0901          125.30m\n",
      "        70          43.5123          125.10m\n",
      "        71          39.6278          124.96m\n",
      "        72          35.3862          124.79m\n",
      "        73          31.3410          124.63m\n",
      "        74          27.2472          124.44m\n",
      "        75          24.6258          124.30m\n",
      "        76          21.4294          124.11m\n",
      "        77          19.0074          123.95m\n",
      "        78          17.0628          123.80m\n",
      "        79          14.8733          123.62m\n",
      "        80          13.4706          123.48m\n",
      "        81          12.2284          123.33m\n",
      "        82          10.9143          123.18m\n",
      "        83           9.8183          123.03m\n",
      "        84           8.7666          122.87m\n",
      "        85           7.6770          122.72m\n",
      "        86           6.9859          122.60m\n",
      "        87           6.1732          122.43m\n",
      "        88           5.6511          122.29m\n",
      "        89           5.1803          122.17m\n",
      "        90           4.6912          122.03m\n",
      "        91           4.2910          121.91m\n",
      "        92           3.8420          121.75m\n",
      "        93           3.3617          121.61m\n",
      "        94           2.9580          121.51m\n",
      "        95           2.6928          121.41m\n",
      "        96           2.3865          121.24m\n",
      "        97           2.1175          121.08m\n",
      "        98           1.9137          120.93m\n",
      "        99           1.7198          120.78m\n",
      "       100           1.5317          120.63m\n",
      "       101           1.3310          120.46m\n",
      "       102           1.1967          120.32m\n",
      "       103           1.0621          120.16m\n",
      "       104           0.9275          120.00m\n",
      "       105           0.8363          119.87m\n",
      "       106           0.7478          119.72m\n",
      "       107           0.6529          119.55m\n",
      "       108           0.6024          119.44m\n",
      "       109           0.5338          119.29m\n",
      "       110           0.4654          119.13m\n",
      "       111           0.4193          118.98m\n",
      "       112           0.3763          118.83m\n",
      "       113           0.3284          118.67m\n",
      "       114           0.2914          118.52m\n",
      "       115           0.2611          118.37m\n",
      "       116           0.2333          118.22m\n",
      "       117           0.2050          118.07m\n",
      "       118           0.1857          117.93m\n",
      "       119           0.1676          117.80m\n",
      "       120           0.1529          117.67m\n",
      "       121           0.1353          117.52m\n",
      "       122           0.1256          117.39m\n",
      "       123           0.1150          117.27m\n",
      "       124           0.1014          117.11m\n",
      "       125           0.0890          116.95m\n",
      "       126           0.0783          116.80m\n",
      "       127           0.0686          116.65m\n",
      "       128           0.0621          116.51m\n",
      "       129           0.0540          116.36m\n",
      "       130           0.0467          116.20m\n",
      "       131           0.0408          116.04m\n",
      "       132           0.0355          115.89m\n",
      "       133           0.0321          115.76m\n",
      "       134           0.0293          115.63m\n",
      "       135           0.0259          115.47m\n",
      "       136           0.0239          115.34m\n",
      "       137           0.0217          115.21m\n",
      "       138           0.0191          115.07m\n",
      "       139           0.0168          114.92m\n",
      "       140           0.0152          114.78m\n",
      "       141           0.0134          114.64m\n",
      "       142           0.0119          114.49m\n",
      "       143           0.0105          114.34m\n",
      "       144           0.0097          114.23m\n",
      "       145           0.0087          114.09m\n",
      "       146           0.0075          113.93m\n",
      "       147           0.0067          113.79m\n",
      "       148           0.0061          113.66m\n",
      "       149           0.0054          113.51m\n",
      "       150           0.0048          113.37m\n",
      "       151           0.0042          113.22m\n",
      "       152           0.0039          113.10m\n",
      "       153           0.0035          112.96m\n",
      "       154           0.0031          112.81m\n",
      "       155           0.0028          112.67m\n",
      "       156           0.0024          112.52m\n",
      "       157           0.0022          112.39m\n",
      "       158           0.0020          112.26m\n",
      "       159           0.0017          112.11m\n",
      "       160           0.0015          111.96m\n",
      "       161           0.0014          111.82m\n",
      "       162           0.0012          111.69m\n",
      "       163           0.0011          111.55m\n",
      "       164           0.0010          111.42m\n",
      "       165           0.0009          111.27m\n",
      "       166           0.0008          111.14m\n",
      "       167           0.0007          111.01m\n",
      "       168           0.0007          110.87m\n",
      "       169           0.0006          110.72m\n",
      "       170           0.0005          110.58m\n",
      "       171           0.0005          110.43m\n",
      "       172           0.0004          110.29m\n",
      "       173           0.0004          110.15m\n",
      "       174           0.0003          110.02m\n",
      "       175           0.0003          109.89m\n",
      "       176           0.0003          109.75m\n",
      "       177           0.0002          109.62m\n",
      "       178           0.0002          109.48m\n",
      "       179           0.0002          109.35m\n",
      "       180           0.0002          109.22m\n",
      "       181           0.0002          109.10m\n",
      "       182           0.0001          108.96m\n",
      "       183           0.0001          108.81m\n",
      "       184           0.0001          108.68m\n",
      "       185           0.0001          108.55m\n",
      "       186           0.0001          108.41m\n",
      "       187           0.0001          108.28m\n",
      "       188           0.0001          108.14m\n",
      "       189           0.0001          107.99m\n",
      "       190           0.0001          107.83m\n",
      "       191           0.0001          107.68m\n",
      "       192           0.0000          107.54m\n",
      "       193           0.0000          107.39m\n",
      "       194           0.0000          107.25m\n",
      "       195           0.0000          107.12m\n",
      "       196           0.0000          106.96m\n",
      "       197           0.0000          106.82m\n",
      "       198           0.0000          106.68m\n",
      "       199           0.0000          106.54m\n",
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      "       970           0.0000            4.01m\n",
      "       971           0.0000            3.88m\n",
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      "       973           0.0000            3.61m\n",
      "       974           0.0000            3.47m\n",
      "       975           0.0000            3.34m\n",
      "       976           0.0000            3.21m\n",
      "       977           0.0000            3.07m\n",
      "       978           0.0000            2.94m\n",
      "       979           0.0000            2.81m\n",
      "       980           0.0000            2.67m\n",
      "       981           0.0000            2.54m\n",
      "       982           0.0000            2.41m\n",
      "       983           0.0000            2.27m\n",
      "       984           0.0000            2.14m\n",
      "       985           0.0000            2.00m\n",
      "       986           0.0000            1.87m\n",
      "       987           0.0000            1.74m\n",
      "       988           0.0000            1.60m\n",
      "       989           0.0000            1.47m\n",
      "       990           0.0000            1.34m\n",
      "       991           0.0000            1.20m\n",
      "       992           0.0000            1.07m\n",
      "       993           0.0000           56.13s\n",
      "       994           0.0000           48.11s\n",
      "       995           0.0000           40.09s\n",
      "       996           0.0000           32.08s\n",
      "       997           0.0000           24.06s\n",
      "       998           0.0000           16.04s\n",
      "       999           0.0000            8.02s\n",
      "      1000           0.0000            0.00s\n",
      "Root Mean Squared Error: 340.1420409997809\n"
     ]
    }
   ],
   "source": [
    "# import necessary libraries\n",
    "from sklearn.ensemble import GradientBoostingRegressor\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "# split the data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(joined_df.drop(\"OS.time\", axis=1), joined_df[\"OS.time\"], test_size=0.2, random_state=42)\n",
    "\n",
    "# create a Gradient Boosting Regressor model\n",
    "gbm = GradientBoostingRegressor(n_estimators=1000, learning_rate=0.1, max_depth=3, random_state=42, verbose=2)\n",
    "\n",
    "# train the model on the training set\n",
    "gbm.fit(X_train, y_train)\n",
    "\n",
    "# predict on the testing set\n",
    "y_pred = gbm.predict(X_test)\n",
    "\n",
    "# calculate the root mean squared error of the model\n",
    "rmse = mean_squared_error(y_test, y_pred, squared=False)\n",
    "print(\"Root Mean Squared Error:\", rmse)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "^C\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\trent\\anaconda3\\envs\\Springboard\\lib\\site-packages\\sklearn\\utils\\deprecation.py:143: FutureWarning: The sklearn.utils.testing module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.utils. Anything that cannot be imported from sklearn.utils is now part of the private API.\n",
      "  warnings.warn(message, FutureWarning)\n",
      "  0%|          | 0/42 [00:00<?, ?it/s]ERROR: Could not install packages due to an OSError: [WinError 5] Access is denied: 'C:\\\\Users\\\\trent\\\\anaconda3\\\\envs\\\\Springboard\\\\Lib\\\\site-packages\\\\scipy\\\\.libs\\\\lib_arpack-.UUYM56TM26ZLP3SG3B64BL3XKPFDMZRY.gfortran-win_amd64.dll'\n",
      "Consider using the `--user` option or check the permissions.\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: lazypredict in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (0.2.9)\n",
      "Requirement already satisfied: pytest==5.4.3 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from lazypredict) (5.4.3)\n",
      "Collecting click==7.1.2\n",
      "  Using cached click-7.1.2-py2.py3-none-any.whl (82 kB)\n",
      "Requirement already satisfied: lightgbm==2.3.1 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from lazypredict) (2.3.1)\n",
      "Requirement already satisfied: xgboost==1.1.1 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from lazypredict) (1.1.1)\n",
      "Collecting numpy==1.19.1\n",
      "  Using cached numpy-1.19.1-cp38-cp38-win_amd64.whl (13.0 MB)\n",
      "Collecting PyYAML==5.3.1\n",
      "  Using cached PyYAML-5.3.1-cp38-cp38-win_amd64.whl (219 kB)\n",
      "Collecting pandas==1.0.5\n",
      "  Using cached pandas-1.0.5-cp38-cp38-win_amd64.whl (8.9 MB)\n",
      "Collecting scipy==1.5.4\n",
      "  Using cached scipy-1.5.4-cp38-cp38-win_amd64.whl (31.4 MB)\n",
      "Collecting six==1.15.0\n",
      "  Using cached six-1.15.0-py2.py3-none-any.whl (10 kB)\n",
      "Collecting tqdm==4.56.0\n",
      "  Using cached tqdm-4.56.0-py2.py3-none-any.whl (72 kB)\n",
      "Requirement already satisfied: scikit-learn==0.23.1 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from lazypredict) (0.23.1)\n",
      "Collecting joblib==1.0.0\n",
      "  Using cached joblib-1.0.0-py3-none-any.whl (302 kB)\n",
      "Requirement already satisfied: pytz>=2017.2 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pandas==1.0.5->lazypredict) (2021.1)\n",
      "Requirement already satisfied: python-dateutil>=2.6.1 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pandas==1.0.5->lazypredict) (2.8.1)\n",
      "Requirement already satisfied: packaging in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pytest==5.4.3->lazypredict) (21.0)\n",
      "Requirement already satisfied: py>=1.5.0 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pytest==5.4.3->lazypredict) (1.10.0)\n",
      "Requirement already satisfied: pluggy<1.0,>=0.12 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pytest==5.4.3->lazypredict) (0.13.1)\n",
      "Requirement already satisfied: wcwidth in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pytest==5.4.3->lazypredict) (0.2.5)\n",
      "Requirement already satisfied: attrs>=17.4.0 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pytest==5.4.3->lazypredict) (21.2.0)\n",
      "Requirement already satisfied: colorama in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pytest==5.4.3->lazypredict) (0.4.4)\n",
      "Requirement already satisfied: more-itertools>=4.0.0 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pytest==5.4.3->lazypredict) (8.8.0)\n",
      "Requirement already satisfied: atomicwrites>=1.0 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from pytest==5.4.3->lazypredict) (1.4.0)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from scikit-learn==0.23.1->lazypredict) (2.2.0)\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages (from packaging->pytest==5.4.3->lazypredict) (2.4.7)\n",
      "Installing collected packages: numpy, six, scipy, joblib, tqdm, PyYAML, pandas, click\n",
      "  Attempting uninstall: numpy\n",
      "    Found existing installation: numpy 1.21.4\n",
      "    Uninstalling numpy-1.21.4:\n",
      "      Successfully uninstalled numpy-1.21.4\n",
      "  Attempting uninstall: six\n",
      "    Found existing installation: six 1.16.0\n",
      "    Uninstalling six-1.16.0:\n",
      "      Successfully uninstalled six-1.16.0\n",
      "  Attempting uninstall: scipy\n",
      "    Found existing installation: scipy 1.7.3\n",
      "    Uninstalling scipy-1.7.3:\n",
      "      Successfully uninstalled scipy-1.7.3\n",
      "  Rolling back uninstall of scipy\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy-1.7.3.dist-info\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\~cipy-1.7.3.dist-info\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\lib_arpack-.fqzzifkaefwbczuxls2w2ajvwcavfgka.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\lib_arpack-.fqzzifkaefwbczuxls2w2ajvwcavfgka.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\lib_blas_su.z3jfjk6ov7tdpifauio3vthf7fxddtbf.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\lib_blas_su.z3jfjk6ov7tdpifauio3vthf7fxddtbf.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\lib_dop-f2p.urcbcqf57srovxam7udhsrfzmp3pk365.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\lib_dop-f2p.urcbcqf57srovxam7udhsrfzmp3pk365.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\lib_test_fo.sqq2xgrv3sf7ncbvh657uasqimazqoda.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\lib_test_fo.sqq2xgrv3sf7ncbvh657uasqimazqoda.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libansari.eofvgrjdnfsbn5sehmgydaiavh4rfcjy.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libansari.eofvgrjdnfsbn5sehmgydaiavh4rfcjy.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libbanded5x.cbcbxiayfuwoycsbxua2bt6w76fyx4c7.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libbanded5x.cbcbxiayfuwoycsbxua2bt6w76fyx4c7.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libbispeu.t3g7ga2qp5ipeuf7ueitchzkvxc6vmp2.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libbispeu.t3g7ga2qp5ipeuf7ueitchzkvxc6vmp2.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libblas.kvu2bpypjhtep3t37e4aqamnqgdpvvn3.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libblas.kvu2bpypjhtep3t37e4aqamnqgdpvvn3.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libblkdta00.mgqww65qqx4ijn2ap75wz7pbbslfbqge.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libblkdta00.mgqww65qqx4ijn2ap75wz7pbbslfbqge.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libchkder.tzu7iz2jui2vkhmeq6kmg2fxjcwlsdun.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libchkder.tzu7iz2jui2vkhmeq6kmg2fxjcwlsdun.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libcobyla2.o7yiznd3mwuch7wo2ekzxbdcbmfe3raj.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libcobyla2.o7yiznd3mwuch7wo2ekzxbdcbmfe3raj.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libd_odr.joqmw3pjjz2lk7pnuuxxz2hesjzlprpa.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libd_odr.joqmw3pjjz2lk7pnuuxxz2hesjzlprpa.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libdcsrch.zafkivofymbq7fkuatnx2dg66duob3ik.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libdcsrch.zafkivofymbq7fkuatnx2dg66duob3ik.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libdet.h452tnu2wivwtuw7qtpqscol7c7cfmy6.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libdet.h452tnu2wivwtuw7qtpqscol7c7cfmy6.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libdfft.tulxfbkq3osk77al5ubwj7zwzbsowacp.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libdfft.tulxfbkq3osk77al5ubwj7zwzbsowacp.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libdfitpack.2lsw4rvxpzp5g6wfa2qkqsahumpgo7xj.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libdfitpack.2lsw4rvxpzp5g6wfa2qkqsahumpgo7xj.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libdgamln.rds6xzafd4q4vbovjhgnesy6mklf2gt4.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libdgamln.rds6xzafd4q4vbovjhgnesy6mklf2gt4.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libdqag.ky2ut6u6npuuoubsh6dew44wy5aruxlg.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libdqag.ky2ut6u6npuuoubsh6dew44wy5aruxlg.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libgetbreak.xqrzv5scfccimh36ffzunvobfshmqac3.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libgetbreak.xqrzv5scfccimh36ffzunvobfshmqac3.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\liblbfgsb.metsoaq5d4j6333jvw7chblbekmtzr7o.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\liblbfgsb.metsoaq5d4j6333jvw7chblbekmtzr7o.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\liblsoda-f2.iurqiz2aqwtbwtov5ywhwbwok3faq5ma.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\liblsoda-f2.iurqiz2aqwtbwtov5ywhwbwok3faq5ma.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libmvndst.52u6jmoblhqasvzyhxxyctg723rcy6id.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libmvndst.52u6jmoblhqasvzyhxxyctg723rcy6id.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libnnls.lxq3sz7asgzr7hdxkwark2tg7xmih25a.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libnnls.lxq3sz7asgzr7hdxkwark2tg7xmih25a.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libslsqp_op.46pgzsm6qhkj4up3g3pzpzzeiwh3k7fu.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libslsqp_op.46pgzsm6qhkj4up3g3pzpzzeiwh3k7fu.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libspecfun.ssgey2gz5rriz7wnomccratvsr2uw7bn.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libspecfun.ssgey2gz5rriz7wnomccratvsr2uw7bn.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libvode-f2p.e5v3hyb5ohp7nutsjxrmai3rnbwhlgdg.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libvode-f2p.e5v3hyb5ohp7nutsjxrmai3rnbwhlgdg.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libwrap_g77.cyo453tiopqcsustmjnorho4utinrxo7.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libwrap_g77.cyo453tiopqcsustmjnorho4utinrxo7.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\.libs\\libwrap_g77.yhc7qd6xphljgufeptuywlsjddivge2n.gfortran-win_amd64.dll\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-_xj5x71t\\libwrap_g77.yhc7qd6xphljgufeptuywlsjddivge2n.gfortran-win_amd64.dll\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\__config__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\__config__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\__pycache__\\__config__.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\__pycache__\\__config__.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\__pycache__\\__init__.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\__pycache__\\__init__.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\__pycache__\\_distributor_init.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\__pycache__\\_distributor_init.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\__pycache__\\conftest.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\__pycache__\\conftest.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\__pycache__\\setup.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\__pycache__\\setup.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\__pycache__\\version.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\__pycache__\\version.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\__pycache__\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\_build_utils\\~_pycache__\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\_fortran.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\_fortran.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\compiler_helper.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\compiler_helper.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\setup.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\setup.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\system_info.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\system_info.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\tempita.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\tempita.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\tests\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\tests\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\tests\\__pycache__\\__init__.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\tests\\__pycache__\\__init__.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\tests\\__pycache__\\test_scipy_version.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\tests\\__pycache__\\test_scipy_version.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_build_utils\\tests\\test_scipy_version.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_build_utils\\tests\\test_scipy_version.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_distributor_init.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\_distributor_init.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\_lib\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~lib\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\cluster\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~luster\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\conftest.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\conftest.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\constants\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~onstants\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\doc_requirements.txt\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\doc_requirements.txt\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\fft\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~ft\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\fftpack\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~ftpack\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\hacking.rst.txt\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\hacking.rst.txt\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\install.rst.txt\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\install.rst.txt\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\integrate\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~ntegrate\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\interpolate\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~nterpolate\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\io\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~o\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\license.txt\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\license.txt\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\licenses_bundled.txt\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\licenses_bundled.txt\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg.pxd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg.pxd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\__pycache__\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\linalg\\~_pycache__\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_cython_signature_generator.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_cython_signature_generator.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_decomp_cossin.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_decomp_cossin.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_decomp_ldl.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_decomp_ldl.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_decomp_polar.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_decomp_polar.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_decomp_qz.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_decomp_qz.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_decomp_update.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_decomp_update.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_expm_frechet.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_expm_frechet.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_fblas.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_fblas.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_flapack.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_flapack.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_flinalg.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_flinalg.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_generate_pyx.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_generate_pyx.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_interpolative.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_interpolative.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_interpolative_backend.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_interpolative_backend.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_matfuncs_inv_ssq.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_matfuncs_inv_ssq.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_matfuncs_sqrtm.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_matfuncs_sqrtm.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_matfuncs_sqrtm_triu.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_matfuncs_sqrtm_triu.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_procrustes.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_procrustes.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_sketches.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_sketches.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_solve_toeplitz.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_solve_toeplitz.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_solvers.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_solvers.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\_testutils.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\_testutils.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\basic.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\basic.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\blas.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\blas.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\cython_blas.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\cython_blas.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\cython_blas.pxd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\cython_blas.pxd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\cython_lapack.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\cython_lapack.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\cython_lapack.pxd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\cython_lapack.pxd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\decomp.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\decomp.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\decomp_cholesky.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\decomp_cholesky.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\decomp_lu.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\decomp_lu.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\decomp_qr.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\decomp_qr.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\decomp_schur.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\decomp_schur.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\decomp_svd.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\decomp_svd.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\flinalg.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\flinalg.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\interpolative.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\interpolative.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\lapack.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\lapack.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\matfuncs.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\matfuncs.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\misc.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\misc.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\setup.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\setup.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\special_matrices.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\special_matrices.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\src\\id_dist\\doc\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\linalg\\src\\id_dist\\~oc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\src\\lapack_deprecations\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\linalg\\src\\~apack_deprecations\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\__init__.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\__init__.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_basic.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_basic.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_blas.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_blas.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_cython_blas.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_cython_blas.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_cython_lapack.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_cython_lapack.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_decomp.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_decomp.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_decomp_cholesky.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_decomp_cholesky.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_decomp_cossin.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_decomp_cossin.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_decomp_ldl.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_decomp_ldl.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_decomp_polar.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_decomp_polar.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_decomp_update.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_decomp_update.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_fblas.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_fblas.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_interpolative.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_interpolative.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_lapack.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_lapack.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_matfuncs.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_matfuncs.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_matmul_toeplitz.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_matmul_toeplitz.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_misc.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_misc.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_procrustes.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_procrustes.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_sketches.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_sketches.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_solve_toeplitz.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_solve_toeplitz.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_solvers.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_solvers.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\__pycache__\\test_special_matrices.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\__pycache__\\test_special_matrices.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\data\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\linalg\\tests\\~ata\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_basic.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_basic.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_blas.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_blas.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_cython_blas.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_cython_blas.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_cython_lapack.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_cython_lapack.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_decomp.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_decomp.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_decomp_cholesky.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_decomp_cholesky.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_decomp_cossin.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_decomp_cossin.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_decomp_ldl.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_decomp_ldl.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_decomp_polar.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_decomp_polar.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_decomp_update.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_decomp_update.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_fblas.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_fblas.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_interpolative.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_interpolative.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_lapack.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_lapack.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_matfuncs.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_matfuncs.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_matmul_toeplitz.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_matmul_toeplitz.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_misc.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_misc.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_procrustes.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_procrustes.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_sketches.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_sketches.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_solve_toeplitz.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_solve_toeplitz.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_solvers.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_solvers.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\linalg\\tests\\test_special_matrices.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\linalg\\tests\\test_special_matrices.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\misc\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~isc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\mypy_requirements.txt\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\mypy_requirements.txt\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\__pycache__\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\ndimage\\~_pycache__\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\_ctest.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\_ctest.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\_cytest.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\_cytest.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\_nd_image.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\_nd_image.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\_ni_docstrings.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\_ni_docstrings.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\_ni_label.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\_ni_label.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\_ni_support.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\_ni_support.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\filters.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\filters.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\fourier.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\fourier.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\interpolation.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\interpolation.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\measurements.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\measurements.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\morphology.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\morphology.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\setup.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\setup.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__pycache__\\__init__.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__pycache__\\__init__.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__pycache__\\test_c_api.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__pycache__\\test_c_api.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__pycache__\\test_datatypes.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__pycache__\\test_datatypes.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__pycache__\\test_filters.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__pycache__\\test_filters.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__pycache__\\test_fourier.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__pycache__\\test_fourier.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__pycache__\\test_interpolation.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__pycache__\\test_interpolation.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__pycache__\\test_measurements.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__pycache__\\test_measurements.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__pycache__\\test_morphology.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__pycache__\\test_morphology.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\__pycache__\\test_splines.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\__pycache__\\test_splines.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\data\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\ndimage\\tests\\~ata\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\dots.png\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\dots.png\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\test_c_api.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\test_c_api.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\test_datatypes.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\test_datatypes.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\test_filters.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\test_filters.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\test_fourier.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\test_fourier.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\test_interpolation.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\test_interpolation.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\test_measurements.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\test_measurements.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\test_morphology.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\test_morphology.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\ndimage\\tests\\test_splines.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\ndimage\\tests\\test_splines.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\odr\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~dr\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize.pxd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize.pxd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\__nnls.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\__nnls.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\__nnls.pyi\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\__nnls.pyi\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\__pycache__\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\optimize\\~_pycache__\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_basinhopping.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_basinhopping.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_bglu_dense.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_bglu_dense.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_cobyla.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_cobyla.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_constraints.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_constraints.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_differentiable_functions.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_differentiable_functions.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_differentialevolution.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_differentialevolution.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_dual_annealing.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_dual_annealing.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_group_columns.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_group_columns.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_group_columns.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_group_columns.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_hessian_update_strategy.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_hessian_update_strategy.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_highs\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\optimize\\~highs\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_lbfgsb.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_lbfgsb.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_linprog.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_linprog.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_linprog_doc.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_linprog_doc.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_linprog_highs.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_linprog_highs.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_linprog_ip.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_linprog_ip.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_linprog_rs.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_linprog_rs.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_linprog_simplex.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_linprog_simplex.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_linprog_util.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_linprog_util.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_lsap.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_lsap.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_lsap_module.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_lsap_module.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_lsq\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\optimize\\~lsq\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_minimize.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_minimize.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_minpack.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_minpack.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_nnls.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_nnls.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_numdiff.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_numdiff.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_qap.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_qap.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_remove_redundancy.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_remove_redundancy.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_root.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_root.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_root_scalar.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_root_scalar.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_shgo.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_shgo.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_shgo_lib\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_shgo_lib\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_shgo_lib\\__pycache__\\__init__.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_shgo_lib\\__pycache__\\__init__.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_shgo_lib\\__pycache__\\triangulation.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_shgo_lib\\__pycache__\\triangulation.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_shgo_lib\\triangulation.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_shgo_lib\\triangulation.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_slsqp.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_slsqp.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_spectral.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_spectral.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_trlib\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\optimize\\~trlib\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_trustregion.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_trustregion.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_trustregion_constr\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\optimize\\~trustregion_constr\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_trustregion_dogleg.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_trustregion_dogleg.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_trustregion_exact.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_trustregion_exact.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_trustregion_krylov.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_trustregion_krylov.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_trustregion_ncg.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_trustregion_ncg.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_tstutils.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_tstutils.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\_zeros.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\_zeros.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\cobyla.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\cobyla.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\cython_optimize.pxd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\cython_optimize.pxd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\cython_optimize\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\optimize\\~ython_optimize\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\lbfgsb.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\lbfgsb.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\lbfgsb_src\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\optimize\\~bfgsb_src\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\linesearch.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\linesearch.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\minpack.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\minpack.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\minpack2.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\minpack2.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\moduletnc.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\moduletnc.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\nonlin.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\nonlin.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\optimize.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\optimize.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\setup.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\setup.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\slsqp.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\slsqp.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\tests\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\optimize\\~ests\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\tnc.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\tnc.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\optimize\\zeros.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\optimize\\zeros.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\setup.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\setup.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\signal\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~ignal\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\sparse\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~parse\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\__pycache__\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\spatial\\~_pycache__\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\_distance_pybind.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\_distance_pybind.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\_distance_wrap.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\_distance_wrap.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\_geometric_slerp.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\_geometric_slerp.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\_hausdorff.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\_hausdorff.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\_plotutils.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\_plotutils.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\_procrustes.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\_procrustes.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\_spherical_voronoi.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\_spherical_voronoi.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\_voronoi.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\_voronoi.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\_voronoi.pyi\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\_voronoi.pyi\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\ckdtree.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\ckdtree.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\ckdtree.pyi\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\ckdtree.pyi\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\distance.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\distance.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\distance.pyi\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\distance.pyi\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\kdtree.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\kdtree.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\qhull.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\qhull.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\qhull.pyi\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\qhull.pyi\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\qhull_src\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\spatial\\~hull_src\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\setup.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\setup.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\tests\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\spatial\\~ests\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\__init__.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\__init__.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\__pycache__\\__init__.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\__pycache__\\__init__.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\__pycache__\\_rotation_groups.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\__pycache__\\_rotation_groups.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\__pycache__\\_rotation_spline.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\__pycache__\\_rotation_spline.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\__pycache__\\setup.cpython-38.pyc\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\__pycache__\\setup.cpython-38.pyc\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\_rotation_groups.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\_rotation_groups.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\_rotation_spline.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\_rotation_spline.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\rotation.cp38-win_amd64.pyd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\rotation.cp38-win_amd64.pyd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\rotation.pyi\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\rotation.pyi\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\setup.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\spatial\\transform\\setup.py\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\spatial\\transform\\tests\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\spatial\\transform\\~ests\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\special.pxd\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\special.pxd\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\special\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~pecial\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\stats\\\n",
      "   from C:\\Users\\trent\\anaconda3\\envs\\Springboard\\Lib\\site-packages\\scipy\\~tats\n",
      "  Moving to c:\\users\\trent\\anaconda3\\envs\\springboard\\lib\\site-packages\\scipy\\version.py\n",
      "   from C:\\Users\\trent\\AppData\\Local\\Temp\\pip-uninstall-s95hewev\\version.py\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 42/42 [3:51:33<00:00, 330.79s/it]   "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                Adjusted R-Squared  \\\n",
      "Model                                                \n",
      "SGDRegressor               80057891486699503616.00   \n",
      "Lars                         995427962164160000.00   \n",
      "PassiveAggressiveRegressor                    1.00   \n",
      "DecisionTreeRegressor                         1.00   \n",
      "KernelRidge                                   1.00   \n",
      "ExtraTreeRegressor                            1.00   \n",
      "GaussianProcessRegressor                      1.00   \n",
      "OrthogonalMatchingPursuit                     1.00   \n",
      "XGBRegressor                                  1.00   \n",
      "LinearSVR                                     1.00   \n",
      "LGBMRegressor                                 1.00   \n",
      "BaggingRegressor                              1.00   \n",
      "MLPRegressor                                  1.00   \n",
      "LassoLars                                     1.00   \n",
      "LassoCV                                       1.00   \n",
      "Lasso                                         1.00   \n",
      "ElasticNet                                    1.00   \n",
      "TransformedTargetRegressor                    1.00   \n",
      "LinearRegression                              1.00   \n",
      "Ridge                                         1.00   \n",
      "RidgeCV                                       1.00   \n",
      "TweedieRegressor                              1.00   \n",
      "GeneralizedLinearRegressor                    1.00   \n",
      "KNeighborsRegressor                           1.00   \n",
      "GradientBoostingRegressor                     1.00   \n",
      "RandomForestRegressor                         1.00   \n",
      "ExtraTreesRegressor                           1.00   \n",
      "ElasticNetCV                                  1.00   \n",
      "LarsCV                                        1.00   \n",
      "LassoLarsCV                                   1.00   \n",
      "LassoLarsIC                                   1.00   \n",
      "DummyRegressor                                1.00   \n",
      "GammaRegressor                                1.00   \n",
      "AdaBoostRegressor                             1.00   \n",
      "SVR                                           1.00   \n",
      "NuSVR                                         1.00   \n",
      "\n",
      "                                               R-Squared               RMSE  \\\n",
      "Model                                                                         \n",
      "SGDRegressor               -1013491733591708244377600.00 281018065442553.62   \n",
      "Lars                         -12601606066617723125760.00  31335532836181.39   \n",
      "PassiveAggressiveRegressor                         -6.76             777.68   \n",
      "DecisionTreeRegressor                              -3.70             605.00   \n",
      "KernelRidge                                        -3.69             604.78   \n",
      "ExtraTreeRegressor                                 -2.86             548.31   \n",
      "GaussianProcessRegressor                           -2.56             526.83   \n",
      "OrthogonalMatchingPursuit                          -2.20             499.13   \n",
      "XGBRegressor                                       -1.32             425.34   \n",
      "LinearSVR                                          -1.23             417.03   \n",
      "LGBMRegressor                                      -0.91             385.96   \n",
      "BaggingRegressor                                   -0.88             382.75   \n",
      "MLPRegressor                                       -0.73             366.92   \n",
      "LassoLars                                          -0.72             366.01   \n",
      "LassoCV                                            -0.67             360.96   \n",
      "Lasso                                              -0.65             358.87   \n",
      "ElasticNet                                         -0.56             349.08   \n",
      "TransformedTargetRegressor                         -0.55             347.64   \n",
      "LinearRegression                                   -0.55             347.64   \n",
      "Ridge                                              -0.55             347.64   \n",
      "RidgeCV                                            -0.55             347.63   \n",
      "TweedieRegressor                                   -0.55             347.59   \n",
      "GeneralizedLinearRegressor                         -0.55             347.59   \n",
      "KNeighborsRegressor                                -0.52             344.49   \n",
      "GradientBoostingRegressor                          -0.48             339.93   \n",
      "RandomForestRegressor                              -0.40             330.70   \n",
      "ExtraTreesRegressor                                -0.40             330.66   \n",
      "ElasticNetCV                                       -0.38             328.25   \n",
      "LarsCV                                             -0.25             311.71   \n",
      "LassoLarsCV                                        -0.25             311.71   \n",
      "LassoLarsIC                                        -0.24             311.35   \n",
      "DummyRegressor                                     -0.24             311.35   \n",
      "GammaRegressor                                     -0.13             296.71   \n",
      "AdaBoostRegressor                                  -0.03             282.93   \n",
      "SVR                                                -0.01             281.18   \n",
      "NuSVR                                              -0.00             279.43   \n",
      "\n",
      "                            Time Taken  \n",
      "Model                                   \n",
      "SGDRegressor                     14.47  \n",
      "Lars                             49.48  \n",
      "PassiveAggressiveRegressor       11.41  \n",
      "DecisionTreeRegressor            37.79  \n",
      "KernelRidge                      15.59  \n",
      "ExtraTreeRegressor               22.04  \n",
      "GaussianProcessRegressor         64.19  \n",
      "OrthogonalMatchingPursuit        18.88  \n",
      "XGBRegressor                    108.97  \n",
      "LinearSVR                        96.34  \n",
      "LGBMRegressor                   248.61  \n",
      "BaggingRegressor                163.67  \n",
      "MLPRegressor                   1931.59  \n",
      "LassoLars                        20.63  \n",
      "LassoCV                        1155.77  \n",
      "Lasso                            77.64  \n",
      "ElasticNet                       79.13  \n",
      "TransformedTargetRegressor       23.87  \n",
      "LinearRegression                 24.18  \n",
      "Ridge                            13.73  \n",
      "RidgeCV                          13.60  \n",
      "TweedieRegressor                 18.27  \n",
      "GeneralizedLinearRegressor       18.62  \n",
      "KNeighborsRegressor              16.60  \n",
      "GradientBoostingRegressor       806.82  \n",
      "RandomForestRegressor          1523.90  \n",
      "ExtraTreesRegressor            1322.86  \n",
      "ElasticNetCV                   3524.46  \n",
      "LarsCV                          684.24  \n",
      "LassoLarsCV                     245.02  \n",
      "LassoLarsIC                      74.68  \n",
      "DummyRegressor                    8.93  \n",
      "GammaRegressor                   21.85  \n",
      "AdaBoostRegressor               447.71  \n",
      "SVR                              21.96  \n",
      "NuSVR                            17.44  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import lazypredict\n",
    "from lazypredict.Supervised import LazyRegressor\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X = joined_df.drop('OS.time', axis=1)\n",
    "y = joined_df['OS.time']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "reg = LazyRegressor(verbose=0, ignore_warnings=True, custom_metric=None)\n",
    "models, predictions = reg.fit(X_train, X_test, y_train, y_test)\n",
    "print(models)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sample\n",
       "TCGA-BT-A20J-01     579.0\n",
       "TCGA-DK-A1AB-01     508.0\n",
       "TCGA-XF-A9SP-01     454.0\n",
       "TCGA-BT-A2LB-01     492.0\n",
       "TCGA-E7-A97Q-01     246.0\n",
       "TCGA-BL-A3JM-01     205.0\n",
       "TCGA-GV-A3QH-01     258.0\n",
       "TCGA-ZF-AA52-01    1077.0\n",
       "TCGA-GU-A42P-01     332.0\n",
       "TCGA-XF-A9ST-01     128.0\n",
       "TCGA-BT-A20R-01     154.0\n",
       "TCGA-XF-AAME-01    2828.0\n",
       "TCGA-CU-A5W6-01      56.0\n",
       "TCGA-GV-A3QG-01       NaN\n",
       "TCGA-BL-A13J-01      81.0\n",
       "TCGA-GU-A42R-01     577.0\n",
       "TCGA-GU-A767-01     144.0\n",
       "TCGA-FD-A5BT-01     328.0\n",
       "TCGA-4Z-AA81-01    1270.0\n",
       "TCGA-GU-AATO-01     324.0\n",
       "TCGA-BT-A0YX-01     400.0\n",
       "TCGA-E7-A97P-01     437.0\n",
       "TCGA-DK-AA75-01     340.0\n",
       "TCGA-ZF-A9RN-01     615.0\n",
       "TCGA-ZF-AA4R-01    1036.0\n",
       "TCGA-ZF-A9R0-01     680.0\n",
       "TCGA-GV-A3QF-01     617.0\n",
       "TCGA-E7-A541-01     778.0\n",
       "TCGA-FD-A6TD-01     386.0\n",
       "TCGA-DK-A3WX-01     321.0\n",
       "TCGA-BT-A20X-01     251.0\n",
       "TCGA-UY-A78M-01     690.0\n",
       "TCGA-XF-A9SX-01     719.0\n",
       "TCGA-BT-A2LD-01     623.0\n",
       "TCGA-5N-A9KI-01      76.0\n",
       "TCGA-CU-A72E-01     413.0\n",
       "Name: OS.time, dtype: float64"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "survival_df.dropna().shape"
   ]
  }
 ],
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