low_level_checks.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "%matplotlib inline\n",
    "from matplotlib import rc\n",
    "rc('font', **{'family':'sans-serif','sans-serif':['Helvetica']})\n",
    "#rc('text', usetex=False)\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['figure.figsize']=(12,6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#read in data\n",
    "asthma_df=pd.read_csv(\"ukbb_asthma_sample_5k.csv\",sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'Unnamed: 0', u'FID', u'IID', u'RGC_ID', u'random_normal',\n",
       "       u'random_binary', u'sex', u'chip', u'PC1', u'PC2',\n",
       "       ...\n",
       "       u'f_40019_0_p_D40_CAT_Neoplasm_of_uncertain_or_unknown_behaviour_of_male_genital_organs',\n",
       "       u'f_40019_0_p_D41_CAT_Neoplasm_of_uncertain_or_unknown_behaviour_of_urinary_organs',\n",
       "       u'f_40019_0_p_D42_CAT_Neoplasm_of_uncertain_or_unknown_behaviour_of_meninges',\n",
       "       u'f_40019_0_p_D43_CAT_Neoplasm_of_uncertain_or_unknown_behaviour_of_brain_and_CNS',\n",
       "       u'f_40019_0_p_D44_CAT_Neoplasm_of_uncertain_or_unknown_behaviour_of_endocrine_glands',\n",
       "       u'f_40019_0_p_D45_CAT_Polycythaemia_vera',\n",
       "       u'f_40019_0_p_D46_CAT_Myelodysplastic_syndromes',\n",
       "       u'f_40019_0_p_D47_CAT_Other_neoplasms_of_uncertain_behaviour_of_lymphoid_haematopoietic',\n",
       "       u'f_40019_0_p_D48_CAT_Neoplasm_of_uncertain_or_unknown_behaviour_of_other_sites',\n",
       "       u'f_40019_0_p_O01_CAT_Hydatidiform_mole'],\n",
       "      dtype='object', length=7618)"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asthma_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#test_cols = [col for col in data_df.columns if 'HES_p' in col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#data_df[test_cols]['HES_p_A02_BIN_Other_salmonella_infections']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#test_df[test_cols].astype(bool).sum(axis=0).sum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "count=0\n",
    "total=0\n",
    "\n",
    "for col in test_df[test_cols].columns:\n",
    "    count+=test_df[col].sum()\n",
    "    total+=len(test_df[col])\n",
    "\n",
    "print count\n",
    "print float(count)/float(total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#select only 'QUANTITY' fields\n",
    "asthma_df_quant=asthma_df.iloc[:,asthma_df.columns.str.contains('QUANT')].fillna(0.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "f_20018_0_0_f_QUANT_Prospective_memory_result\n",
      "f_22508_0_0_f_QUANT_Amount_of_tobacco_currently_smoked\n",
      "f_1160_0_0_f_QUANT_Sleep_duration\n",
      "f_1269_0_0_f_QUANT_Exposure_to_tobacco_smoke_at_home\n",
      "f_1279_0_0_f_QUANT_Exposure_to_tobacco_smoke_outside_home\n",
      "f_2714_0_0_f_QUANT_Age_when_periods_started_menarche\n",
      "f_2867_0_0_f_QUANT_Age_started_smoking_in_former_smokers\n",
      "f_2976_0_0_f_QUANT_Age_diabetes_diagnosed\n",
      "f_3436_0_0_f_QUANT_Age_started_smoking_in_current_smokers\n",
      "f_3536_0_0_f_QUANT_Age_started_hormone_replacement_therapy_HRT\n",
      "f_3581_0_0_f_QUANT_Age_at_menopause_last_menstrual_period\n",
      "f_3627_0_0_f_QUANT_Age_angina_diagnosed\n",
      "f_3786_0_0_f_QUANT_Age_asthma_diagnosed\n",
      "f_3829_0_0_f_QUANT_Number_of_stillbirths\n",
      "f_3839_0_0_f_QUANT_Number_of_spontaneous_miscarriages\n",
      "f_3882_0_0_f_QUANT_Age_at_bilateral_oophorectomy_both_ovaries_removed\n",
      "f_3894_0_0_f_QUANT_Age_heart_attack_diagnosed\n",
      "f_3992_0_0_f_QUANT_Age_emphysema_chronic_bronchitis_diagnosed\n",
      "f_4012_0_0_f_QUANT_Age_deep_vein_thrombosis_DVT_blood_clot_in_leg_diagnosed\n",
      "f_4022_0_0_f_QUANT_Age_pulmonary_embolism_blood_clot_in_lung_diagnosed\n",
      "f_4056_0_0_f_QUANT_Age_stroke_diagnosed\n",
      "f_5430_0_0_f_QUANT_Age_when_loss_of_vision_due_to_injury_or_trauma_diagnosed\n",
      "f_4609_0_0_f_QUANT_Longest_period_of_depression\n",
      "f_4620_0_0_f_QUANT_Number_of_depression_episodes\n",
      "f_4689_0_0_f_QUANT_Age_glaucoma_diagnosed\n",
      "f_4700_0_0_f_QUANT_Age_cataract_diagnosed\n",
      "f_5375_0_0_f_QUANT_Longest_period_of_unenthusiasm_disinterest\n",
      "f_5386_0_0_f_QUANT_Number_of_unenthusiastic_disinterested_episodes\n",
      "f_6194_0_0_f_QUANT_Age_stopped_smoking_cigarettes_current_cigar_pipe_or_previous_cigarette_smoker\n",
      "f_816_0_0_f_QUANT_Job_involves_heavy_manual_or_physical_work\n",
      "f_1170_0_0_f_QUANT_Getting_up_in_morning\n",
      "f_1180_0_0_f_QUANT_Morning_evening_person_chronotype\n",
      "f_1190_0_0_f_QUANT_Nap_during_day\n",
      "f_1200_0_0_f_QUANT_Sleeplessness_insomnia\n",
      "f_1220_0_0_f_QUANT_Daytime_dozing_sleeping_narcolepsy\n",
      "f_1249_0_0_f_QUANT_Past_tobacco_smoking\n",
      "f_2887_0_0_f_QUANT_Number_of_cigarettes_previously_smoked_daily\n",
      "f_6183_0_0_f_QUANT_Number_of_cigarettes_previously_smoked_daily_current_cigar_pipe_smokers\n",
      "f_3456_0_0_f_QUANT_Number_of_cigarettes_currently_smoked_daily_current_cigarette_smokers\n",
      "f_3466_0_0_f_QUANT_Time_from_waking_to_first_cigarette\n",
      "f_1558_0_0_f_QUANT_Alcohol_intake_frequency\n",
      "f_1757_0_0_f_QUANT_Facial_ageing\n",
      "f_4526_0_0_f_QUANT_Happiness\n",
      "f_4548_0_0_f_QUANT_Health_satisfaction\n",
      "f_4537_0_0_f_QUANT_Work_job_satisfaction\n",
      "f_2050_0_0_f_QUANT_Frequency_of_depressed_mood_in_last_2_weeks\n",
      "f_2060_0_0_f_QUANT_Frequency_of_unenthusiasm_disinterest_in_last_2_weeks\n",
      "f_2070_0_0_f_QUANT_Frequency_of_tenseness_restlessness_in_last_2_weeks\n",
      "f_2080_0_0_f_QUANT_Frequency_of_tiredness_lethargy_in_last_2_weeks\n",
      "f_5663_0_0_f_QUANT_Length_of_longest_manic_irritable_episode\n",
      "f_2139_0_0_f_QUANT_Age_first_had_sexual_intercourse\n",
      "f_2178_0_0_f_QUANT_Overall_health_rating\n",
      "f_2296_0_0_f_QUANT_Falls_in_the_last_year\n",
      "f_2306_0_0_f_QUANT_Weight_change_compared_with_1_year_ago\n",
      "f_2375_0_0_f_QUANT_Relative_age_of_first_facial_hair\n",
      "f_2385_0_0_f_QUANT_Relative_age_voice_broke\n",
      "f_4814_0_0_f_QUANT_Tinnitus_severity_nuisance\n",
      "f_34_0_0_f_QUANT_Year_of_birth\n",
      "f_134_0_0_f_QUANT_Number_of_self_reported_cancers\n",
      "f_135_0_0_f_QUANT_Number_of_self_reported_non_cancer_illnesses\n",
      "f_136_0_0_f_QUANT_Number_of_operations_self_reported\n",
      "f_137_0_0_f_QUANT_Number_of_treatments_medications_taken\n",
      "f_4282_0_0_f_QUANT_Maximum_digits_remembered_correctly\n",
      "f_12338_2_0_f_QUANT_P_duration\n",
      "f_12340_2_0_f_QUANT_QRS_duration\n",
      "f_20016_0_0_f_QUANT_Fluid_intelligence_score\n",
      "f_20019_0_0_f_QUANT_Speech_reception_threshold_SRT_estimate_left\n",
      "f_20021_0_0_f_QUANT_Speech_reception_threshold_SRT_estimate_right\n",
      "f_22409_0_0_f_QUANT_Total_thigh_muscle_volume\n",
      "f_22407_0_0_f_QUANT_Visceral_adipose_tissue_volume_VAT\n",
      "f_22408_0_0_f_QUANT_Abdominal_subcutaneous_adipose_tissue_volume_ASAT\n",
      "f_22410_0_0_f_QUANT_Total_trunk_fat\n",
      "f_20127_0_0_f_QUANT_Neuroticism_score\n",
      "f_20132_0_0_f_QUANT_Number_of_incorrect_matches_in_round\n",
      "f_20159_0_0_f_QUANT_Number_of_symbol_digit_matches_made_correctly\n",
      "f_20191_0_0_f_QUANT_Fluid_intelligence_score\n",
      "f_20240_0_0_f_QUANT_Maximum_digits_remembered_correctly\n",
      "f_21003_0_0_f_QUANT_Age_when_attended_assessment_centre\n",
      "f_22147_0_0_f_QUANT_Age_asthma_diagnosed_by_doctor\n",
      "f_22150_0_0_f_QUANT_Age_COPD_Chronic_Obstructive_Pulmonary_Disease_diagnosed_by_doctor\n",
      "f_22420_2_0_f_QUANT_LV_ejection_fraction\n",
      "f_22424_2_0_f_QUANT_Cardiac_output\n",
      "f_22425_2_0_f_QUANT_Cardiac_index\n",
      "f_22503_0_0_f_QUANT_Years_of_cough_on_most_days\n",
      "f_23121_0_0_f_QUANT_Arm_fat_free_mass_right\n",
      "f_23122_0_0_f_QUANT_Arm_predicted_mass_right\n",
      "f_23125_0_0_f_QUANT_Arm_fat_free_mass_left\n",
      "f_23126_0_0_f_QUANT_Arm_predicted_mass_left\n",
      "f_23213_2_0_f_QUANT_Femur_total_BMD_bone_mineral_density_T_score_right\n",
      "f_23244_2_0_f_QUANT_Android_bone_mass\n",
      "f_23252_2_0_f_QUANT_Arm_total_mass_left\n",
      "f_23256_2_0_f_QUANT_Arm_total_mass_right\n",
      "f_20247_0_0_f_QUANT_Total_errors_traversing_numeric_path_trail_1\n",
      "f_20248_0_0_f_QUANT_Total_errors_traversing_alphanumeric_path_trail_2\n",
      "f_30160_0_0_f_QUANT_Basophill_count\n",
      "f_30170_0_0_f_QUANT_Nucleated_red_blood_cell_count\n",
      "f_30230_0_0_f_QUANT_Nucleated_red_blood_cell_percentage\n",
      "f_40009_0_0_f_QUANT_Reported_occurrences_of_cancer\n",
      "f_22200_0_0_f_QUANT_Year_of_birth\n",
      "f_21022_0_0_f_QUANT_Age_at_recruitment\n",
      "f_399_0_f_QUANT_incorect_matches_summed\n",
      "f_20009_0_dxAgeCode1111_QUANT_asthma\n",
      "f_20009_0_dxAgeCode1112_QUANT_chronic_obstructive_airways_disease_copd\n",
      "f_20009_0_dxAgeCode1308_QUANT_osteomyelitis\n",
      "f_20009_0_dxAgeCode1309_QUANT_osteoporosis\n",
      "f_20009_0_dxAgeCode1617_QUANT_osteopenia\n",
      "f_40008_0_p_C00_QUANT_Malignant_neoplasm_of_lip\n",
      "f_40008_0_p_C01_QUANT_Malignant_neoplasm_of_base_of_tongue\n",
      "f_40008_0_p_C02_QUANT_Malignant_neoplasm_of_other_parts_of_tongue\n",
      "f_40008_0_p_C03_QUANT_Malignant_neoplasm_of_gum\n",
      "f_40008_0_p_C04_QUANT_Malignant_neoplasm_of_floor_of_mouth\n",
      "f_40008_0_p_C05_QUANT_Malignant_neoplasm_of_palate\n",
      "f_40008_0_p_C06_QUANT_Malignant_neoplasm_of_other_parts_of_mouth\n",
      "f_40008_0_p_C07_QUANT_Malignant_neoplasm_of_parotid_gland\n",
      "f_40008_0_p_C08_QUANT_Malignant_neoplasm_of_other_major_salivary_glands\n",
      "f_40008_0_p_C09_QUANT_Malignant_neoplasm_of_tonsil\n",
      "f_40008_0_p_C10_QUANT_Malignant_neoplasm_of_oropharynx\n",
      "f_40008_0_p_C11_QUANT_Malignant_neoplasm_of_nasopharynx\n",
      "f_40008_0_p_C12_QUANT_Malignant_neoplasm_of_pyriform_sinus\n",
      "f_40008_0_p_C13_QUANT_Malignant_neoplasm_of_hypopharynx\n",
      "f_40008_0_p_C14_QUANT_Malignant_neoplasm_of_other_sites_in_the_lip_oral_cavity_and_pharynx\n",
      "f_40008_0_p_C15_QUANT_Malignant_neoplasm_of_oesophagus\n",
      "f_40008_0_p_C16_QUANT_Malignant_neoplasm_of_stomach\n",
      "f_40008_0_p_C17_QUANT_Malignant_neoplasm_of_small_intestine\n",
      "f_40008_0_p_C18_QUANT_Malignant_neoplasm_of_colon\n",
      "f_40008_0_p_C19_QUANT_Malignant_neoplasm_of_rectosigmoid_junction\n",
      "f_40008_0_p_C20_QUANT_Malignant_neoplasm_of_rectum\n",
      "f_40008_0_p_C21_QUANT_Malignant_neoplasm_of_anus_and_anal_canal\n",
      "f_40008_0_p_C22_QUANT_Malignant_neoplasm_of_liver_and_intrahepatic_bile_ducts\n",
      "f_40008_0_p_C23_QUANT_Malignant_neoplasm_of_gallbladder\n",
      "f_40008_0_p_C24_QUANT_Malignant_neoplasm_of_other_parts_of_biliary_tract\n",
      "f_40008_0_p_C25_QUANT_Malignant_neoplasm_of_pancreas\n",
      "f_40008_0_p_C26_QUANT_Malignant_neoplasm_of_other_digestive_organs\n",
      "f_40008_0_p_C30_QUANT_Malignant_neoplasm_of_nasal_cavity_and_middle_ear\n",
      "f_40008_0_p_C31_QUANT_Malignant_neoplasm_of_accessory_sinuses\n",
      "f_40008_0_p_C32_QUANT_Malignant_neoplasm_of_larynx\n",
      "f_40008_0_p_C33_QUANT_Malignant_neoplasm_of_trachea\n",
      "f_40008_0_p_C34_QUANT_Malignant_neoplasm_of_bronchus_and_lung\n",
      "f_40008_0_p_C37_QUANT_Malignant_neoplasm_of_thymus\n",
      "f_40008_0_p_C38_QUANT_Malignant_neoplasm_of_heart_mediastinum_and_pleura\n",
      "f_40008_0_p_C39_QUANT_Malignant_neoplasm_of_other_sites_in_the_respiratory_system_and_intrathoracic_organs\n",
      "f_40008_0_p_C40_QUANT_Malignant_neoplasm_of_bone_and_articular_cartilage_of_limbs\n",
      "f_40008_0_p_C41_QUANT_Malignant_neoplasm_of_bone_and_articular_cartilage_of_other_sites\n",
      "f_40008_0_p_C42_QUANT_character_0\n",
      "f_40008_0_p_C43_QUANT_Malignant_melanoma_of_skin\n",
      "f_40008_0_p_C45_QUANT_Mesothelioma\n",
      "f_40008_0_p_C46_QUANT_Kaposi_s_sarcoma\n",
      "f_40008_0_p_C47_QUANT_Malignant_neoplasm_of_peripheral_nerves_and_autonomic_nervous_system\n",
      "f_40008_0_p_C48_QUANT_Malignant_neoplasm_of_retroperitoneum_and_peritoneum\n",
      "f_40008_0_p_C49_QUANT_Malignant_neoplasm_of_other_connective_and_soft_tissue\n",
      "f_40008_0_p_C51_QUANT_Malignant_neoplasm_of_vulva\n",
      "f_40008_0_p_C52_QUANT_Malignant_neoplasm_of_vagina\n",
      "f_40008_0_p_C53_QUANT_Malignant_neoplasm_of_cervix_uteri\n",
      "f_40008_0_p_C54_QUANT_Malignant_neoplasm_of_corpus_uteri\n",
      "f_40008_0_p_C55_QUANT_Malignant_neoplasm_of_uterus_part_unspecified\n",
      "f_40008_0_p_C56_QUANT_Malignant_neoplasm_of_ovary\n",
      "f_40008_0_p_C57_QUANT_Malignant_neoplasm_of_other_female_genital_organs\n",
      "f_40008_0_p_C58_QUANT_Malignant_neoplasm_of_placenta\n",
      "f_40008_0_p_C60_QUANT_Malignant_neoplasm_of_penis\n",
      "f_40008_0_p_C62_QUANT_Malignant_neoplasm_of_testis\n",
      "f_40008_0_p_C63_QUANT_Malignant_neoplasm_of_other_male_genital_organs\n",
      "f_40008_0_p_C64_QUANT_Malignant_neoplasm_of_kidney_except_renal_pelvis\n",
      "f_40008_0_p_C65_QUANT_Malignant_neoplasm_of_renal_pelvis\n",
      "f_40008_0_p_C66_QUANT_Malignant_neoplasm_of_ureter\n",
      "f_40008_0_p_C67_QUANT_Malignant_neoplasm_of_bladder\n",
      "f_40008_0_p_C68_QUANT_Malignant_neoplasm_of_other_urinary_organs\n",
      "f_40008_0_p_C69_QUANT_Malignant_neoplasm_of_eye_and_adnexa\n",
      "f_40008_0_p_C70_QUANT_Malignant_neoplasm_of_meninges\n",
      "f_40008_0_p_C71_QUANT_Malignant_neoplasm_of_brain\n",
      "f_40008_0_p_C72_QUANT_Malignant_neoplasm_of_spinal_cord_cranial_nerves_and_other_CNS\n",
      "f_40008_0_p_C73_QUANT_Malignant_neoplasm_of_thyroid_gland\n",
      "f_40008_0_p_C74_QUANT_Malignant_neoplasm_of_adrenal_gland\n",
      "f_40008_0_p_C75_QUANT_Malignant_neoplasm_of_other_endocrine_glands_and_related_structures\n",
      "f_40008_0_p_C76_QUANT_Malignant_neoplasm_of_other_sites\n",
      "f_40008_0_p_C77_QUANT_Secondary_and_unspecified_malignant_neoplasm_of_lymph_nodes\n",
      "f_40008_0_p_C78_QUANT_Secondary_malignant_neoplasm_of_respiratory_and_digestive_organs\n",
      "f_40008_0_p_C79_QUANT_Secondary_malignant_neoplasm_of_other_sites\n",
      "f_40008_0_p_C80_QUANT_Malignant_neoplasm_without_specification_of_site\n",
      "f_40008_0_p_C81_QUANT_Hodgkin_s_disease\n",
      "f_40008_0_p_C82_QUANT_Follicular\n",
      "f_40008_0_p_C83_QUANT_Diffuse_non_Hodgkin_s_lymphoma\n",
      "f_40008_0_p_C84_QUANT_Peripheral_and_cutaneous_T_cell_lymphomas\n",
      "f_40008_0_p_C85_QUANT_other_types_of_non_Hodgkin_s_lymphoma\n",
      "f_40008_0_p_C88_QUANT_Malignant_immunoproliferative_diseases\n",
      "f_40008_0_p_C90_QUANT_Multiple_myeloma_and_malignant_plasma_cell_neoplasms\n",
      "f_40008_0_p_C91_QUANT_Lymphoid_leukaemia\n",
      "f_40008_0_p_C92_QUANT_Myeloid_leukaemia\n",
      "f_40008_0_p_C93_QUANT_Monocytic_leukaemia\n",
      "f_40008_0_p_C94_QUANT_Other_leukaemias_of_specified_cell_type\n",
      "f_40008_0_p_C95_QUANT_Leukaemia_of_unspecified_cell_type\n",
      "f_40008_0_p_C96_QUANT_other_malignant_neoplasms_of_lymphoid_haematopoietic_and_related_tissue\n",
      "f_40008_0_p_C97_QUANT_Malignant_neoplasms_of_independent_primary_multiple_sites\n",
      "f_40008_0_p_D00_QUANT_Carcinoma_in_situ_of_oral_cavity_oesophagus_and_stomach\n",
      "f_40008_0_p_D01_QUANT_Carcinoma_in_situ_of_other_digestive_organs\n",
      "f_40008_0_p_D02_QUANT_Carcinoma_in_situ_of_middle_ear_and_respiratory_system\n",
      "f_40008_0_p_D03_QUANT_Melanoma_in_situ\n",
      "f_40008_0_p_D04_QUANT_Carcinoma_in_situ_of_skin\n",
      "f_40008_0_p_D05_QUANT_Carcinoma_in_situ_of_breast\n",
      "f_40008_0_p_D06_QUANT_Carcinoma_in_situ_of_cervix_uteri\n",
      "f_40008_0_p_D07_QUANT_Carcinoma_in_situ_of_other_genital_organs\n",
      "f_40008_0_p_D09_QUANT_Carcinoma_in_situ_of_other_sites\n",
      "f_40008_0_p_D10_QUANT_Benign_neoplasm_of_mouth_and_pharynx\n",
      "f_40008_0_p_D11_QUANT_Benign_neoplasm_of_major_salivary_glands\n",
      "f_40008_0_p_D12_QUANT_Benign_neoplasm_of_colon_rectum_anus_and_anal_canal\n",
      "f_40008_0_p_D13_QUANT_Benign_neoplasm_of_other_parts_of_digestive_system\n",
      "f_40008_0_p_D15_QUANT_Benign_neoplasm_of_other_intrathoracic_organs\n",
      "f_40008_0_p_D16_QUANT_Benign_neoplasm_of_bone_and_articular_cartilage\n",
      "f_40008_0_p_D18_QUANT_Haemangioma_and_lymphangioma_any_site\n",
      "f_40008_0_p_D21_QUANT_Other_benign_neoplasms_of_connective_and_other_soft_tissue\n",
      "f_40008_0_p_D27_QUANT_Benign_neoplasm_of_ovary\n",
      "f_40008_0_p_D30_QUANT_Benign_neoplasm_of_urinary_organs\n",
      "f_40008_0_p_D32_QUANT_Benign_neoplasm_of_meninges\n",
      "f_40008_0_p_D33_QUANT_Benign_neoplasm_of_brain_and_other_parts_of_CNS\n",
      "f_40008_0_p_D34_QUANT_Benign_neoplasm_of_thyroid_gland\n",
      "f_40008_0_p_D35_QUANT_Benign_neoplasm_of_other_endocrine_glands\n",
      "f_40008_0_p_D36_QUANT_Benign_neoplasm_of_other_sites\n",
      "f_40008_0_p_D37_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_oral_cavity_and_digestive_organs\n",
      "f_40008_0_p_D38_QUANT_Neoplasm_of_uncertain_behaviour_of_middle_ear_and_respiratory_and_intrathoracic_organs\n",
      "f_40008_0_p_D39_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_female_genital_organs\n",
      "f_40008_0_p_D40_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_male_genital_organs\n",
      "f_40008_0_p_D41_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_urinary_organs\n",
      "f_40008_0_p_D42_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_meninges\n",
      "f_40008_0_p_D43_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_brain_and_CNS\n",
      "f_40008_0_p_D44_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_endocrine_glands\n",
      "f_40008_0_p_D45_QUANT_Polycythaemia_vera\n",
      "f_40008_0_p_D46_QUANT_Myelodysplastic_syndromes\n",
      "f_40008_0_p_D47_QUANT_Other_neoplasms_of_uncertain_behaviour_of_lymphoid_haematopoietic\n",
      "f_40008_0_p_D48_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_other_sites\n",
      "specialRequest_QUANT_hear_loss_B\n",
      "specialRequest_QUANT_number_of_hospitalizing_copd_exacerbation\n",
      "specialRequest_QUANT_GOLD_tobin\n",
      "specialRequest_QUANT_number_of_hospitalizing_copd_exacerbation_caseOnly_SPIROMETRY\n",
      "specialRequest_QUANT_number_of_hospitalizing_copd_exacerbation_caseOnly_includes_SPIROMETRY_NI_HES\n",
      "specialRequest_QUANT_number_of_hospitalizing_copd_exacerbation_caseOnly_smokersOnly_includes_SPIROMETRY_NI_HES\n",
      "f_20107_20110_code1_QUANT_Heart_disease\n",
      "f_20107_20110_code2_QUANT_Stroke\n",
      "f_20107_20110_code3_QUANT_Lung_cancer\n",
      "f_20107_20110_code4_QUANT_Bowel_cancer\n",
      "f_20107_20110_code6_QUANT_Chronic_bronchitis_emphysema\n",
      "f_20107_20110_code8_QUANT_High_blood_pressure\n",
      "f_20107_20110_code9_QUANT_Diabetes\n",
      "f_20107_20110_code10_QUANT_Alzheimer_s_disease_dementia\n",
      "f_20107_20110_code11_QUANT_Parkinson_s_disease\n",
      "f_20107_20110_code12_QUANT_Severe_depression\n",
      "f_20107_20110_code13_QUANT_Prostate_cancer\n",
      "specialRequest_QUANT_numCigarettes\n",
      "specialRequest_QUANT_age_started_smoking\n",
      "f_3786_0_0_f_QUANT_Age_asthma_diagnosed_residualizedRelated\n",
      "f_3992_0_0_f_QUANT_Age_emphysema_chronic_bronchitis_diagnosed_residualizedRelated\n",
      "f_4022_0_0_f_QUANT_Age_pulmonary_embolism_blood_clot_in_lung_diagnosed_residualizedRelated\n",
      "f_4056_0_0_f_QUANT_Age_stroke_diagnosed_residualizedRelated\n",
      "f_5430_0_0_f_QUANT_Age_when_loss_of_vision_due_to_injury_or_trauma_diagnosed_residualizedRelated\n",
      "f_4689_0_0_f_QUANT_Age_glaucoma_diagnosed_residualizedRelated\n",
      "f_6194_0_0_f_QUANT_Age_stopped_smoking_cigarettes_current_cigar_pipe_or_previous_cigarette_smoker_residualizedRelated\n",
      "f_6183_0_0_f_QUANT_Number_of_cigarettes_previously_smoked_daily_current_cigar_pipe_smokers_residualizedRelated\n",
      "f_22409_0_0_f_QUANT_Total_thigh_muscle_volume_residualizedRelated\n",
      "f_22407_0_0_f_QUANT_Visceral_adipose_tissue_volume_VAT_residualizedRelated\n",
      "f_22408_0_0_f_QUANT_Abdominal_subcutaneous_adipose_tissue_volume_ASAT_residualizedRelated\n",
      "f_22410_0_0_f_QUANT_Total_trunk_fat_residualizedRelated\n",
      "f_22147_0_0_f_QUANT_Age_asthma_diagnosed_by_doctor_residualizedRelated\n",
      "f_22150_0_0_f_QUANT_Age_COPD_Chronic_Obstructive_Pulmonary_Disease_diagnosed_by_doctor_residualizedRelated\n",
      "f_20009_0_dxAgeCode1111_QUANT_asthma_residualizedRelated\n",
      "f_20009_0_dxAgeCode1112_QUANT_chronic_obstructive_airways_disease_copd_residualizedRelated\n",
      "f_20009_0_dxAgeCode1308_QUANT_osteomyelitis_residualizedRelated\n",
      "f_20009_0_dxAgeCode1309_QUANT_osteoporosis_residualizedRelated\n",
      "f_20009_0_dxAgeCode1617_QUANT_osteopenia_residualizedRelated\n",
      "f_40008_0_p_C00_QUANT_Malignant_neoplasm_of_lip_residualizedRelated\n",
      "f_40008_0_p_C01_QUANT_Malignant_neoplasm_of_base_of_tongue_residualizedRelated\n",
      "f_40008_0_p_C02_QUANT_Malignant_neoplasm_of_other_parts_of_tongue_residualizedRelated\n",
      "f_40008_0_p_C03_QUANT_Malignant_neoplasm_of_gum_residualizedRelated\n",
      "f_40008_0_p_C04_QUANT_Malignant_neoplasm_of_floor_of_mouth_residualizedRelated\n",
      "f_40008_0_p_C05_QUANT_Malignant_neoplasm_of_palate_residualizedRelated\n",
      "f_40008_0_p_C06_QUANT_Malignant_neoplasm_of_other_parts_of_mouth_residualizedRelated\n",
      "f_40008_0_p_C07_QUANT_Malignant_neoplasm_of_parotid_gland_residualizedRelated\n",
      "f_40008_0_p_C08_QUANT_Malignant_neoplasm_of_other_major_salivary_glands_residualizedRelated\n",
      "f_40008_0_p_C09_QUANT_Malignant_neoplasm_of_tonsil_residualizedRelated\n",
      "f_40008_0_p_C10_QUANT_Malignant_neoplasm_of_oropharynx_residualizedRelated\n",
      "f_40008_0_p_C11_QUANT_Malignant_neoplasm_of_nasopharynx_residualizedRelated\n",
      "f_40008_0_p_C12_QUANT_Malignant_neoplasm_of_pyriform_sinus_residualizedRelated\n",
      "f_40008_0_p_C13_QUANT_Malignant_neoplasm_of_hypopharynx_residualizedRelated\n",
      "f_40008_0_p_C14_QUANT_Malignant_neoplasm_of_other_sites_in_the_lip_oral_cavity_and_pharynx_residualizedRelated\n",
      "f_40008_0_p_C15_QUANT_Malignant_neoplasm_of_oesophagus_residualizedRelated\n",
      "f_40008_0_p_C16_QUANT_Malignant_neoplasm_of_stomach_residualizedRelated\n",
      "f_40008_0_p_C17_QUANT_Malignant_neoplasm_of_small_intestine_residualizedRelated\n",
      "f_40008_0_p_C18_QUANT_Malignant_neoplasm_of_colon_residualizedRelated\n",
      "f_40008_0_p_C19_QUANT_Malignant_neoplasm_of_rectosigmoid_junction_residualizedRelated\n",
      "f_40008_0_p_C20_QUANT_Malignant_neoplasm_of_rectum_residualizedRelated\n",
      "f_40008_0_p_C21_QUANT_Malignant_neoplasm_of_anus_and_anal_canal_residualizedRelated\n",
      "f_40008_0_p_C22_QUANT_Malignant_neoplasm_of_liver_and_intrahepatic_bile_ducts_residualizedRelated\n",
      "f_40008_0_p_C23_QUANT_Malignant_neoplasm_of_gallbladder_residualizedRelated\n",
      "f_40008_0_p_C24_QUANT_Malignant_neoplasm_of_other_parts_of_biliary_tract_residualizedRelated\n",
      "f_40008_0_p_C25_QUANT_Malignant_neoplasm_of_pancreas_residualizedRelated\n",
      "f_40008_0_p_C26_QUANT_Malignant_neoplasm_of_other_digestive_organs_residualizedRelated\n",
      "f_40008_0_p_C30_QUANT_Malignant_neoplasm_of_nasal_cavity_and_middle_ear_residualizedRelated\n",
      "f_40008_0_p_C31_QUANT_Malignant_neoplasm_of_accessory_sinuses_residualizedRelated\n",
      "f_40008_0_p_C32_QUANT_Malignant_neoplasm_of_larynx_residualizedRelated\n",
      "f_40008_0_p_C33_QUANT_Malignant_neoplasm_of_trachea_residualizedRelated\n",
      "f_40008_0_p_C34_QUANT_Malignant_neoplasm_of_bronchus_and_lung_residualizedRelated\n",
      "f_40008_0_p_C37_QUANT_Malignant_neoplasm_of_thymus_residualizedRelated\n",
      "f_40008_0_p_C38_QUANT_Malignant_neoplasm_of_heart_mediastinum_and_pleura_residualizedRelated\n",
      "f_40008_0_p_C39_QUANT_Malignant_neoplasm_of_other_sites_in_the_respiratory_system_and_intrathoracic_organs_residualizedRelated\n",
      "f_40008_0_p_C40_QUANT_Malignant_neoplasm_of_bone_and_articular_cartilage_of_limbs_residualizedRelated\n",
      "f_40008_0_p_C41_QUANT_Malignant_neoplasm_of_bone_and_articular_cartilage_of_other_sites_residualizedRelated\n",
      "f_40008_0_p_C42_QUANT_character_0_residualizedRelated\n",
      "f_40008_0_p_C43_QUANT_Malignant_melanoma_of_skin_residualizedRelated\n",
      "f_40008_0_p_C45_QUANT_Mesothelioma_residualizedRelated\n",
      "f_40008_0_p_C46_QUANT_Kaposi_s_sarcoma_residualizedRelated\n",
      "f_40008_0_p_C47_QUANT_Malignant_neoplasm_of_peripheral_nerves_and_autonomic_nervous_system_residualizedRelated\n",
      "f_40008_0_p_C48_QUANT_Malignant_neoplasm_of_retroperitoneum_and_peritoneum_residualizedRelated\n",
      "f_40008_0_p_C49_QUANT_Malignant_neoplasm_of_other_connective_and_soft_tissue_residualizedRelated\n",
      "f_40008_0_p_C51_QUANT_Malignant_neoplasm_of_vulva_residualizedRelated\n",
      "f_40008_0_p_C52_QUANT_Malignant_neoplasm_of_vagina_residualizedRelated\n",
      "f_40008_0_p_C53_QUANT_Malignant_neoplasm_of_cervix_uteri_residualizedRelated\n",
      "f_40008_0_p_C54_QUANT_Malignant_neoplasm_of_corpus_uteri_residualizedRelated\n",
      "f_40008_0_p_C55_QUANT_Malignant_neoplasm_of_uterus_part_unspecified_residualizedRelated\n",
      "f_40008_0_p_C56_QUANT_Malignant_neoplasm_of_ovary_residualizedRelated\n",
      "f_40008_0_p_C57_QUANT_Malignant_neoplasm_of_other_female_genital_organs_residualizedRelated\n",
      "f_40008_0_p_C58_QUANT_Malignant_neoplasm_of_placenta_residualizedRelated\n",
      "f_40008_0_p_C60_QUANT_Malignant_neoplasm_of_penis_residualizedRelated\n",
      "f_40008_0_p_C62_QUANT_Malignant_neoplasm_of_testis_residualizedRelated\n",
      "f_40008_0_p_C63_QUANT_Malignant_neoplasm_of_other_male_genital_organs_residualizedRelated\n",
      "f_40008_0_p_C64_QUANT_Malignant_neoplasm_of_kidney_except_renal_pelvis_residualizedRelated\n",
      "f_40008_0_p_C65_QUANT_Malignant_neoplasm_of_renal_pelvis_residualizedRelated\n",
      "f_40008_0_p_C66_QUANT_Malignant_neoplasm_of_ureter_residualizedRelated\n",
      "f_40008_0_p_C67_QUANT_Malignant_neoplasm_of_bladder_residualizedRelated\n",
      "f_40008_0_p_C68_QUANT_Malignant_neoplasm_of_other_urinary_organs_residualizedRelated\n",
      "f_40008_0_p_C69_QUANT_Malignant_neoplasm_of_eye_and_adnexa_residualizedRelated\n",
      "f_40008_0_p_C70_QUANT_Malignant_neoplasm_of_meninges_residualizedRelated\n",
      "f_40008_0_p_C71_QUANT_Malignant_neoplasm_of_brain_residualizedRelated\n",
      "f_40008_0_p_C72_QUANT_Malignant_neoplasm_of_spinal_cord_cranial_nerves_and_other_CNS_residualizedRelated\n",
      "f_40008_0_p_C73_QUANT_Malignant_neoplasm_of_thyroid_gland_residualizedRelated\n",
      "f_40008_0_p_C74_QUANT_Malignant_neoplasm_of_adrenal_gland_residualizedRelated\n",
      "f_40008_0_p_C75_QUANT_Malignant_neoplasm_of_other_endocrine_glands_and_related_structures_residualizedRelated\n",
      "f_40008_0_p_C76_QUANT_Malignant_neoplasm_of_other_sites_residualizedRelated\n",
      "f_40008_0_p_C77_QUANT_Secondary_and_unspecified_malignant_neoplasm_of_lymph_nodes_residualizedRelated\n",
      "f_40008_0_p_C78_QUANT_Secondary_malignant_neoplasm_of_respiratory_and_digestive_organs_residualizedRelated\n",
      "f_40008_0_p_C79_QUANT_Secondary_malignant_neoplasm_of_other_sites_residualizedRelated\n",
      "f_40008_0_p_C80_QUANT_Malignant_neoplasm_without_specification_of_site_residualizedRelated\n",
      "f_40008_0_p_C81_QUANT_Hodgkin_s_disease_residualizedRelated\n",
      "f_40008_0_p_C82_QUANT_Follicular_residualizedRelated\n",
      "f_40008_0_p_C83_QUANT_Diffuse_non_Hodgkin_s_lymphoma_residualizedRelated\n",
      "f_40008_0_p_C84_QUANT_Peripheral_and_cutaneous_T_cell_lymphomas_residualizedRelated\n",
      "f_40008_0_p_C85_QUANT_other_types_of_non_Hodgkin_s_lymphoma_residualizedRelated\n",
      "f_40008_0_p_C88_QUANT_Malignant_immunoproliferative_diseases_residualizedRelated\n",
      "f_40008_0_p_C90_QUANT_Multiple_myeloma_and_malignant_plasma_cell_neoplasms_residualizedRelated\n",
      "f_40008_0_p_C91_QUANT_Lymphoid_leukaemia_residualizedRelated\n",
      "f_40008_0_p_C92_QUANT_Myeloid_leukaemia_residualizedRelated\n",
      "f_40008_0_p_C93_QUANT_Monocytic_leukaemia_residualizedRelated\n",
      "f_40008_0_p_C94_QUANT_Other_leukaemias_of_specified_cell_type_residualizedRelated\n",
      "f_40008_0_p_C95_QUANT_Leukaemia_of_unspecified_cell_type_residualizedRelated\n",
      "f_40008_0_p_C96_QUANT_other_malignant_neoplasms_of_lymphoid_haematopoietic_and_related_tissue_residualizedRelated\n",
      "f_40008_0_p_C97_QUANT_Malignant_neoplasms_of_independent_primary_multiple_sites_residualizedRelated\n",
      "f_40008_0_p_D00_QUANT_Carcinoma_in_situ_of_oral_cavity_oesophagus_and_stomach_residualizedRelated\n",
      "f_40008_0_p_D01_QUANT_Carcinoma_in_situ_of_other_digestive_organs_residualizedRelated\n",
      "f_40008_0_p_D02_QUANT_Carcinoma_in_situ_of_middle_ear_and_respiratory_system_residualizedRelated\n",
      "f_40008_0_p_D03_QUANT_Melanoma_in_situ_residualizedRelated\n",
      "f_40008_0_p_D04_QUANT_Carcinoma_in_situ_of_skin_residualizedRelated\n",
      "f_40008_0_p_D05_QUANT_Carcinoma_in_situ_of_breast_residualizedRelated\n",
      "f_40008_0_p_D06_QUANT_Carcinoma_in_situ_of_cervix_uteri_residualizedRelated\n",
      "f_40008_0_p_D07_QUANT_Carcinoma_in_situ_of_other_genital_organs_residualizedRelated\n",
      "f_40008_0_p_D09_QUANT_Carcinoma_in_situ_of_other_sites_residualizedRelated\n",
      "f_40008_0_p_D10_QUANT_Benign_neoplasm_of_mouth_and_pharynx_residualizedRelated\n",
      "f_40008_0_p_D11_QUANT_Benign_neoplasm_of_major_salivary_glands_residualizedRelated\n",
      "f_40008_0_p_D12_QUANT_Benign_neoplasm_of_colon_rectum_anus_and_anal_canal_residualizedRelated\n",
      "f_40008_0_p_D15_QUANT_Benign_neoplasm_of_other_intrathoracic_organs_residualizedRelated\n",
      "f_40008_0_p_D16_QUANT_Benign_neoplasm_of_bone_and_articular_cartilage_residualizedRelated\n",
      "f_40008_0_p_D18_QUANT_Haemangioma_and_lymphangioma_any_site_residualizedRelated\n",
      "f_40008_0_p_D21_QUANT_Other_benign_neoplasms_of_connective_and_other_soft_tissue_residualizedRelated\n",
      "f_40008_0_p_D27_QUANT_Benign_neoplasm_of_ovary_residualizedRelated\n",
      "f_40008_0_p_D30_QUANT_Benign_neoplasm_of_urinary_organs_residualizedRelated\n",
      "f_40008_0_p_D32_QUANT_Benign_neoplasm_of_meninges_residualizedRelated\n",
      "f_40008_0_p_D33_QUANT_Benign_neoplasm_of_brain_and_other_parts_of_CNS_residualizedRelated\n",
      "f_40008_0_p_D34_QUANT_Benign_neoplasm_of_thyroid_gland_residualizedRelated\n",
      "f_40008_0_p_D35_QUANT_Benign_neoplasm_of_other_endocrine_glands_residualizedRelated\n",
      "f_40008_0_p_D36_QUANT_Benign_neoplasm_of_other_sites_residualizedRelated\n",
      "f_40008_0_p_D37_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_oral_cavity_and_digestive_organs_residualizedRelated\n",
      "f_40008_0_p_D38_QUANT_Neoplasm_of_uncertain_behaviour_of_middle_ear_and_respiratory_and_intrathoracic_organs_residualizedRelated\n",
      "f_40008_0_p_D39_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_female_genital_organs_residualizedRelated\n",
      "f_40008_0_p_D40_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_male_genital_organs_residualizedRelated\n",
      "f_40008_0_p_D41_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_urinary_organs_residualizedRelated\n",
      "f_40008_0_p_D42_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_meninges_residualizedRelated\n",
      "f_40008_0_p_D43_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_brain_and_CNS_residualizedRelated\n",
      "f_40008_0_p_D44_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_endocrine_glands_residualizedRelated\n",
      "f_40008_0_p_D45_QUANT_Polycythaemia_vera_residualizedRelated\n",
      "f_40008_0_p_D46_QUANT_Myelodysplastic_syndromes_residualizedRelated\n",
      "f_40008_0_p_D47_QUANT_Other_neoplasms_of_uncertain_behaviour_of_lymphoid_haematopoietic_residualizedRelated\n",
      "f_40008_0_p_D48_QUANT_Neoplasm_of_uncertain_or_unknown_behaviour_of_other_sites_residualizedRelated\n",
      "specialRequest_QUANT_number_of_hospitalizing_copd_exacerbation_caseOnly_SPIROMETRY_residualizedRelated\n",
      "specialRequest_ageSquared_QUANT_age_squared\n",
      "specialRequest_QUANT_type_of_asthma_exacerbation\n",
      "specialRequest_QUANT_asthma_hospital_exacerbations_raw\n",
      "specialRequest_QUANT_asthma_hospital_exacerbations_annual_rate\n",
      "specialRequest_QUANT_asthma_HES_based_age_of_onset\n",
      "specialRequest_QUANT_asthma_HES_or_NI_based_age_of_onset_youngest\n",
      "specialRequest_QUANT_OA_HES_based_age_of_onset\n",
      "f_20016_20191_0_0_f_QUANT_Fluid_intelligence_score\n",
      "f_4282_20240_0_0_f_QUANT_Maximum_digits_remembered_correctly\n"
     ]
    }
   ],
   "source": [
    "#select only fields with 10 or more unique values\n",
    "for col in asthma_df_quant.columns:\n",
    "    if len(asthma_df_quant[col].unique()) < 50 :\n",
    "        print col\n",
    "        asthma_df_quant.drop(col,inplace=True,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>f_20006_0_0_f_QUANT_Interpolated_Year_when_cancer_first_diagnosed</th>\n",
       "      <th>f_20008_0_0_f_QUANT_Interpolated_Year_when_non_cancer_illness_first_diagnosed</th>\n",
       "      <th>f_20010_0_0_f_QUANT_Interpolated_Year_when_operation_took_place</th>\n",
       "      <th>f_20018_0_0_f_QUANT_Prospective_memory_result</th>\n",
       "      <th>f_22508_0_0_f_QUANT_Amount_of_tobacco_currently_smoked</th>\n",
       "      <th>f_1160_0_0_f_QUANT_Sleep_duration</th>\n",
       "      <th>f_1269_0_0_f_QUANT_Exposure_to_tobacco_smoke_at_home</th>\n",
       "      <th>f_1279_0_0_f_QUANT_Exposure_to_tobacco_smoke_outside_home</th>\n",
       "      <th>f_1807_0_0_f_QUANT_Father_s_age_at_death</th>\n",
       "      <th>f_2714_0_0_f_QUANT_Age_when_periods_started_menarche</th>\n",
       "      <th>...</th>\n",
       "      <th>specialRequest_ageSquared_QUANT_age_squared</th>\n",
       "      <th>specialRequest_QUANT_years_observed_in_primary_HES</th>\n",
       "      <th>specialRequest_QUANT_type_of_asthma_exacerbation</th>\n",
       "      <th>specialRequest_QUANT_asthma_hospital_exacerbations_raw</th>\n",
       "      <th>specialRequest_QUANT_asthma_hospital_exacerbations_annual_rate</th>\n",
       "      <th>specialRequest_QUANT_asthma_HES_based_age_of_onset</th>\n",
       "      <th>specialRequest_QUANT_asthma_HES_or_NI_based_age_of_onset_youngest</th>\n",
       "      <th>specialRequest_QUANT_OA_HES_based_age_of_onset</th>\n",
       "      <th>f_20016_20191_0_0_f_QUANT_Fluid_intelligence_score</th>\n",
       "      <th>f_4282_20240_0_0_f_QUANT_Maximum_digits_remembered_correctly</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.5</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1980.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3969</td>\n",
       "      <td>0.134247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2007.50</td>\n",
       "      <td>1965.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2601</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3364</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1970.88</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4761</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1996.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4096</td>\n",
       "      <td>0.010959</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 965 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   f_20006_0_0_f_QUANT_Interpolated_Year_when_cancer_first_diagnosed  \\\n",
       "0                                             2004.5                   \n",
       "1                                                0.0                   \n",
       "2                                                0.0                   \n",
       "3                                                0.0                   \n",
       "4                                                0.0                   \n",
       "\n",
       "   f_20008_0_0_f_QUANT_Interpolated_Year_when_non_cancer_illness_first_diagnosed  \\\n",
       "0                                               0.00                               \n",
       "1                                            2007.50                               \n",
       "2                                            2010.23                               \n",
       "3                                            1970.88                               \n",
       "4                                            1996.17                               \n",
       "\n",
       "   f_20010_0_0_f_QUANT_Interpolated_Year_when_operation_took_place  \\\n",
       "0                                             1980.5                 \n",
       "1                                             1965.5                 \n",
       "2                                                0.0                 \n",
       "3                                                0.0                 \n",
       "4                                                0.0                 \n",
       "\n",
       "   f_20018_0_0_f_QUANT_Prospective_memory_result  \\\n",
       "0                                            0.0   \n",
       "1                                            0.0   \n",
       "2                                            0.0   \n",
       "3                                            0.0   \n",
       "4                                            0.0   \n",
       "\n",
       "   f_22508_0_0_f_QUANT_Amount_of_tobacco_currently_smoked  \\\n",
       "0                                                0.0        \n",
       "1                                                0.0        \n",
       "2                                                0.0        \n",
       "3                                                0.0        \n",
       "4                                                0.0        \n",
       "\n",
       "   f_1160_0_0_f_QUANT_Sleep_duration  \\\n",
       "0                                7.0   \n",
       "1                                7.0   \n",
       "2                                6.0   \n",
       "3                                8.0   \n",
       "4                                8.0   \n",
       "\n",
       "   f_1269_0_0_f_QUANT_Exposure_to_tobacco_smoke_at_home  \\\n",
       "0                                                0.0      \n",
       "1                                                0.0      \n",
       "2                                                0.0      \n",
       "3                                                0.0      \n",
       "4                                                0.0      \n",
       "\n",
       "   f_1279_0_0_f_QUANT_Exposure_to_tobacco_smoke_outside_home  \\\n",
       "0                                                0.0           \n",
       "1                                                1.0           \n",
       "2                                                0.0           \n",
       "3                                                0.0           \n",
       "4                                                0.0           \n",
       "\n",
       "   f_1807_0_0_f_QUANT_Father_s_age_at_death  \\\n",
       "0                                      60.0   \n",
       "1                                       0.0   \n",
       "2                                      75.0   \n",
       "3                                      59.0   \n",
       "4                                      89.0   \n",
       "\n",
       "   f_2714_0_0_f_QUANT_Age_when_periods_started_menarche  \\\n",
       "0                                                0.0      \n",
       "1                                               12.0      \n",
       "2                                               13.0      \n",
       "3                                               12.0      \n",
       "4                                               15.0      \n",
       "\n",
       "                               ...                               \\\n",
       "0                              ...                                \n",
       "1                              ...                                \n",
       "2                              ...                                \n",
       "3                              ...                                \n",
       "4                              ...                                \n",
       "\n",
       "   specialRequest_ageSquared_QUANT_age_squared  \\\n",
       "0                                         3969   \n",
       "1                                         2601   \n",
       "2                                         3364   \n",
       "3                                         4761   \n",
       "4                                         4096   \n",
       "\n",
       "   specialRequest_QUANT_years_observed_in_primary_HES  \\\n",
       "0                                           0.134247    \n",
       "1                                           0.002740    \n",
       "2                                           0.002740    \n",
       "3                                           0.002740    \n",
       "4                                           0.010959    \n",
       "\n",
       "   specialRequest_QUANT_type_of_asthma_exacerbation  \\\n",
       "0                                               0.0   \n",
       "1                                               0.0   \n",
       "2                                               0.0   \n",
       "3                                               0.0   \n",
       "4                                               0.0   \n",
       "\n",
       "   specialRequest_QUANT_asthma_hospital_exacerbations_raw  \\\n",
       "0                                                0.0        \n",
       "1                                                0.0        \n",
       "2                                                0.0        \n",
       "3                                                0.0        \n",
       "4                                                0.0        \n",
       "\n",
       "   specialRequest_QUANT_asthma_hospital_exacerbations_annual_rate  \\\n",
       "0                                                0.0                \n",
       "1                                                0.0                \n",
       "2                                                0.0                \n",
       "3                                                0.0                \n",
       "4                                                0.0                \n",
       "\n",
       "   specialRequest_QUANT_asthma_HES_based_age_of_onset  \\\n",
       "0                                                0.0    \n",
       "1                                                0.0    \n",
       "2                                                0.0    \n",
       "3                                                0.0    \n",
       "4                                                0.0    \n",
       "\n",
       "   specialRequest_QUANT_asthma_HES_or_NI_based_age_of_onset_youngest  \\\n",
       "0                                                0.0                   \n",
       "1                                                0.0                   \n",
       "2                                                0.0                   \n",
       "3                                                0.0                   \n",
       "4                                                0.0                   \n",
       "\n",
       "   specialRequest_QUANT_OA_HES_based_age_of_onset  \\\n",
       "0                                             0.0   \n",
       "1                                             0.0   \n",
       "2                                             0.0   \n",
       "3                                             0.0   \n",
       "4                                             0.0   \n",
       "\n",
       "   f_20016_20191_0_0_f_QUANT_Fluid_intelligence_score  \\\n",
       "0                                                7.0    \n",
       "1                                                7.0    \n",
       "2                                               11.0    \n",
       "3                                                6.0    \n",
       "4                                                8.0    \n",
       "\n",
       "   f_4282_20240_0_0_f_QUANT_Maximum_digits_remembered_correctly  \n",
       "0                                                8.0             \n",
       "1                                                7.0             \n",
       "2                                                6.0             \n",
       "3                                                7.0             \n",
       "4                                                7.0             \n",
       "\n",
       "[5 rows x 965 columns]"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "asthma_df_quant.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#calculate correlation matrix, take absolute value\n",
    "corr_matrix=asthma_df_quant.corr().abs()\n",
    "#only keep upper half of the matrix\n",
    "upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape)).astype(np.bool))\n",
    "# filter to highly correlated 0.9-0.975 range\n",
    "corr_var_df = upper.stack().where(lambda x: np.fabs(x) < 0.99).where(lambda x: np.fabs(x) > 0.975).dropna().sort_values(ascending=False).reset_index()\n",
    "# rename data frame varialbes\n",
    "corr_var_df.columns = ['Variable1','Variable2','Correlation']\n",
    "corr_var_df=corr_var_df.drop_duplicates(keep='first')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(578, 3)"
      ]
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_var_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in xrange(0,3):\n",
    "    boxplot=asthma_df.boxplot(column=[corr_var_df['Variable1'][i],corr_var_df['Variable2'][i]])\n",
    "    scatterplot=data_df.plot.scatter(x=corr_var_df['Variable1'][i],y=corr_var_df['Variable2'][i])\n",
    "    plt.show(boxplot)\n",
    "    plt.show(scatterplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:anaconda-default]",
   "language": "python",
   "name": "conda-env-anaconda-default-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}