diff --git a/EDA.ipynb b/EDA.ipynb index fe9540728b16b283161f87b9d9476493c525631e..5dbb99966c5ac96336c3a6adf09938d26fccf8e2 100644 --- a/EDA.ipynb +++ b/EDA.ipynb @@ -991,7 +991,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1012,17 +1012,17 @@ " print(colors.GREEN + var_i + colors.RESET, end = ' ')\n", " else:\n", " print(colors.PURPLE + var_i + colors.PURPLE, end = ' ')\n", - " print(\"--- \", end = '')\n", + " print(\"& \", end = '')\n", " if var_j in ind_vars_enc:\n", " print(colors.GREEN + var_j + colors.RESET, end = ' ')\n", " else:\n", " print(colors.PURPLE + var_j + colors.RESET, end = ' ')\n", - " print(f\"--> PRE vs POST Corr Diff: {diff:.2f}\")" + " print(f\"--> Diff: {diff:.2f} (PRE: {m_pre[i][j]:.2f}; POST: {m_post[i][j]:.2f})\")" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1054,7 +1054,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1062,48 +1062,48 @@ "output_type": "stream", "text": [ "------SIT_TTO 1: NO FILTERING------\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mEd_Secondary Education\u001b[0m --> PRE vs POST Corr Diff: 0.42\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mEd_Secondary more technical education\u001b[0m --> PRE vs POST Corr Diff: 0.55\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mJobIn_Stable\u001b[0m --> PRE vs POST Corr Diff: 0.64\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mSocInc_Live with families or friends\u001b[0m --> PRE vs POST Corr Diff: 0.50\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mSocInc_live alone\u001b[0m --> PRE vs POST Corr Diff: 0.53\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[92mSex_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.40\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[92mOpiaceos_DxCIE_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.45\n", - "\u001b[92mFrec30_2-3 días‎/semana\u001b[0m --- \u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.54\n", - "\u001b[92mTx_previos_REDEF\u001b[0m --- \u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.48\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mEd_Secondary Education\u001b[0m --> Diff: 0.42 (PRE: -0.01; POST: 0.41)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mEd_Secondary more technical education\u001b[0m --> Diff: 0.55 (PRE: 0.28; POST: -0.27)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mJobIn_Stable\u001b[0m --> Diff: 0.64 (PRE: -0.53; POST: 0.11)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mSocInc_Live with families or friends\u001b[0m --> Diff: 0.50 (PRE: -0.03; POST: 0.47)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mSocInc_live alone\u001b[0m --> Diff: 0.53 (PRE: 0.19; POST: -0.34)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[92mSex_REDEF\u001b[0m --> Diff: 0.40 (PRE: 0.03; POST: -0.37)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[92mOpiaceos_DxCIE_REDEF\u001b[0m --> Diff: 0.45 (PRE: 0.06; POST: 0.51)\n", + "\u001b[92mFrec30_2-3 días‎/semana\u001b[0m & \u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --> Diff: 0.54 (PRE: 0.13; POST: 0.67)\n", + "\u001b[92mTx_previos_REDEF\u001b[0m & \u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --> Diff: 0.48 (PRE: 0.08; POST: -0.40)\n", "\n", "\n", "\n", "\n", "------SIT_TTO 2: ABANDONO-----\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mEd_Secondary more technical education\u001b[0m --> PRE vs POST Corr Diff: 0.51\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mJobIn_Stable\u001b[0m --> PRE vs POST Corr Diff: 0.58\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mJobIn_Unemployed\u001b[0m --> PRE vs POST Corr Diff: 0.44\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mSocInc_Live with families or friends\u001b[0m --> PRE vs POST Corr Diff: 0.48\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mSocInc_live alone\u001b[0m --> PRE vs POST Corr Diff: 0.50\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mRisk_stigma_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.46\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[92mOpiaceos_DxCIE_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.49\n", - "\u001b[92mFrec30_2-3 días‎/semana\u001b[0m --- \u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.44\n", - "\u001b[92mFrec30_Menos de 1 día‎/semana\u001b[0m --- \u001b[95mHous_Unstable\u001b[0m --> PRE vs POST Corr Diff: 0.41\n", - "\u001b[92mTx_previos_REDEF\u001b[0m --- \u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.44\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mEd_Secondary more technical education\u001b[0m --> Diff: 0.51 (PRE: 0.32; POST: -0.18)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mJobIn_Stable\u001b[0m --> Diff: 0.58 (PRE: -0.51; POST: 0.07)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mJobIn_Unemployed\u001b[0m --> Diff: 0.44 (PRE: 0.49; POST: 0.05)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mSocInc_Live with families or friends\u001b[0m --> Diff: 0.48 (PRE: -0.06; POST: 0.41)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mSocInc_live alone\u001b[0m --> Diff: 0.50 (PRE: 0.22; POST: -0.28)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mRisk_stigma_REDEF\u001b[0m --> Diff: 0.46 (PRE: -0.15; POST: 0.31)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[92mOpiaceos_DxCIE_REDEF\u001b[0m --> Diff: 0.49 (PRE: 0.07; POST: 0.55)\n", + "\u001b[92mFrec30_2-3 días‎/semana\u001b[0m & \u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --> Diff: 0.44 (PRE: 0.16; POST: 0.59)\n", + "\u001b[92mFrec30_Menos de 1 día‎/semana\u001b[0m & \u001b[95mHous_Unstable\u001b[0m --> Diff: 0.41 (PRE: -0.39; POST: 0.02)\n", + "\u001b[92mTx_previos_REDEF\u001b[0m & \u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --> Diff: 0.44 (PRE: 0.11; POST: -0.33)\n", "\n", "\n", "\n", "\n", "------SIT_TTO 3: ALTA-----\n", - "\u001b[95mHous_Stable\u001b[95m --- \u001b[95mEd_Secondary Education\u001b[0m --> PRE vs POST Corr Diff: 0.42\n", - "\u001b[95mHous_Unstable\u001b[95m --- \u001b[95mEd_Secondary Education\u001b[0m --> PRE vs POST Corr Diff: 0.62\n", - "\u001b[95mHous_Unstable\u001b[95m --- \u001b[95mHous_Institutional\u001b[0m --> PRE vs POST Corr Diff: 0.42\n", - "\u001b[95mSocInc_live alone\u001b[95m --- \u001b[95mAlterations_early_childhood_develop_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.47\n", - "\u001b[92mOpiaceos_DxCIE_REDEF\u001b[0m --- \u001b[95mHous_Unstable\u001b[0m --> PRE vs POST Corr Diff: 0.53\n", - "\u001b[92mBZD_DxCIE_REDEF\u001b[0m --- \u001b[95mEd_Tertiary\u001b[0m --> PRE vs POST Corr Diff: 0.60\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mEd_Primary education\u001b[0m --> PRE vs POST Corr Diff: 0.61\n", - "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m --- \u001b[95mJobIn_Non-stable\u001b[0m --> PRE vs POST Corr Diff: 0.54\n", - "\u001b[92mFrec30_Menos de 1 día‎/semana\u001b[0m --- \u001b[92mBZD_DxCIE_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.49\n", - "\u001b[92mFrec30_No consumio\u001b[0m --- \u001b[95mHous_Unstable\u001b[0m --> PRE vs POST Corr Diff: 0.45\n", - "\u001b[92mFrec30_No consumio\u001b[0m --- \u001b[92mBZD_DxCIE_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.55\n", - "\u001b[92mOtrosDx_Psiquiatrico_REDEF\u001b[0m --- \u001b[95mHous_Unstable\u001b[0m --> PRE vs POST Corr Diff: 0.42\n", - "\u001b[92mTx_previos_REDEF\u001b[0m --- \u001b[92mBZD_DxCIE_REDEF\u001b[0m --> PRE vs POST Corr Diff: 0.41\n" + "\u001b[95mHous_Stable\u001b[95m & \u001b[95mEd_Secondary Education\u001b[0m --> Diff: 0.42 (PRE: 0.16; POST: -0.26)\n", + "\u001b[95mHous_Unstable\u001b[95m & \u001b[95mEd_Secondary Education\u001b[0m --> Diff: 0.62 (PRE: -0.16; POST: 0.46)\n", + "\u001b[95mHous_Unstable\u001b[95m & \u001b[95mHous_Institutional\u001b[0m --> Diff: 0.42 (PRE: -0.05; POST: 0.37)\n", + "\u001b[95mSocInc_live alone\u001b[95m & \u001b[95mAlterations_early_childhood_develop_REDEF\u001b[0m --> Diff: 0.47 (PRE: -0.25; POST: 0.22)\n", + "\u001b[92mOpiaceos_DxCIE_REDEF\u001b[0m & \u001b[95mHous_Unstable\u001b[0m --> Diff: 0.53 (PRE: 0.71; POST: 0.18)\n", + "\u001b[92mBZD_DxCIE_REDEF\u001b[0m & \u001b[95mEd_Tertiary\u001b[0m --> Diff: 0.60 (PRE: -0.23; POST: 0.38)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mEd_Primary education\u001b[0m --> Diff: 0.61 (PRE: 0.50; POST: -0.11)\n", + "\u001b[92mAlucinogenos_DXCIE_REDEF\u001b[0m & \u001b[95mJobIn_Non-stable\u001b[0m --> Diff: 0.54 (PRE: 0.76; POST: 0.23)\n", + "\u001b[92mFrec30_Menos de 1 día‎/semana\u001b[0m & \u001b[92mBZD_DxCIE_REDEF\u001b[0m --> Diff: 0.49 (PRE: 0.27; POST: -0.23)\n", + "\u001b[92mFrec30_No consumio\u001b[0m & \u001b[95mHous_Unstable\u001b[0m --> Diff: 0.45 (PRE: -0.03; POST: 0.42)\n", + "\u001b[92mFrec30_No consumio\u001b[0m & \u001b[92mBZD_DxCIE_REDEF\u001b[0m --> Diff: 0.55 (PRE: -0.08; POST: 0.48)\n", + "\u001b[92mOtrosDx_Psiquiatrico_REDEF\u001b[0m & \u001b[95mHous_Unstable\u001b[0m --> Diff: 0.42 (PRE: -0.07; POST: 0.35)\n", + "\u001b[92mTx_previos_REDEF\u001b[0m & \u001b[92mBZD_DxCIE_REDEF\u001b[0m --> Diff: 0.41 (PRE: -0.28; POST: 0.12)\n" ] } ],