From 6133be2665eb4a62813004ec5385bde46defb27b Mon Sep 17 00:00:00 2001 From: Bhargav Kowshik Date: Mon, 10 Jul 2017 19:08:22 +0530 Subject: [PATCH 1/3] Skip highway features of geometry type node --- gabbar/filters/highway.js | 3 + tests/fixtures/changesets/50167186.json | 31 + tests/fixtures/real_changesets/50167186.json | 56 ++ tests/fixtures/users/Shl-EF.json | 774 +++++++++++++++++++ tests/gabbar/filters/highway.js | 15 + 5 files changed, 879 insertions(+) create mode 100644 tests/fixtures/changesets/50167186.json create mode 100644 tests/fixtures/real_changesets/50167186.json create mode 100644 tests/fixtures/users/Shl-EF.json diff --git a/gabbar/filters/highway.js b/gabbar/filters/highway.js index 9656835..43414ab 100644 --- a/gabbar/filters/highway.js +++ b/gabbar/filters/highway.js @@ -23,6 +23,9 @@ function getSamples(changeset, forTraining) { let newVersion = feature[0]; let oldVersion = feature[1]; + let featureType = featureAttributes.getGeometryType(newVersion); + if (!forTraining && (featureType === 'node')) continue; + let nameModified = featureAttributes.isNameModified(newVersion, oldVersion); // Skipping samples where a feature's name was modified. if (!forTraining && nameModified === 1) continue; diff --git a/tests/fixtures/changesets/50167186.json b/tests/fixtures/changesets/50167186.json new file mode 100644 index 0000000..e79437c --- /dev/null +++ b/tests/fixtures/changesets/50167186.json @@ -0,0 +1,31 @@ +{ + "type": "FeatureCollection", + "features": [ + { + "type": "Feature", + "properties": { + "id": "4961098629", + "version": "1", + "timestamp": "2017-07-10T06:50:11Z", + "changeset": "50167186", + "uid": "1859838", + "user": "Shl-EF", + "action": "create", + "type": "node", + "tags": { + "emergency_telephone_code": "112", + "highway": "emergency_access_point", + "ref": "SON 6145" + }, + "changeType": "added" + }, + "geometry": { + "type": "Point", + "coordinates": [ + 11.0292429, + 50.505238 + ] + } + } + ] +} diff --git a/tests/fixtures/real_changesets/50167186.json b/tests/fixtures/real_changesets/50167186.json new file mode 100644 index 0000000..e62387b --- /dev/null +++ b/tests/fixtures/real_changesets/50167186.json @@ -0,0 +1,56 @@ +{ + "elements": [ + { + "id": "4961098629", + "lat": "50.5052380", + "lon": "11.0292429", + "version": "1", + "timestamp": "2017-07-10T06:50:11Z", + "changeset": "50167186", + "uid": "1859838", + "user": "Shl-EF", + "action": "create", + "type": "node", + "tags": { + "emergency_telephone_code": "112", + "highway": "emergency_access_point", + "ref": "SON 6145" + } + } + ], + "metadata": { + "id": "50167186", + "created_at": "2017-07-10T06:50:11Z", + "closed_at": "2017-07-10T06:50:11Z", + "open": "false", + "user": "Shl-EF", + "uid": "1859838", + "min_lat": "50.5052380", + "min_lon": "11.0292429", + "max_lat": "50.5052380", + "max_lon": "11.0292429", + "comments_count": "0", + "tag": [ + { + "k": "comment", + "v": "Rettungspunkt" + }, + { + "k": "locale", + "v": "de" + }, + { + "k": "host", + "v": "https://www.openstreetmap.org/edit" + }, + { + "k": "imagery_used", + "v": "Bing aerial imagery;Local GPX" + }, + { + "k": "created_by", + "v": "iD 2.3.0" + } + ] + } +} diff --git a/tests/fixtures/users/Shl-EF.json b/tests/fixtures/users/Shl-EF.json new file mode 100644 index 0000000..493d730 --- /dev/null +++ b/tests/fixtures/users/Shl-EF.json @@ -0,0 +1,774 @@ +{ + "id": 1859838, + "name": "Shl-EF", + "first_edit": "2013-12-29T10:13:58.000Z", + "changeset_count": 3417, + "num_changes": 30346, + "extra": { + "total_discussions": "0", + "changesets_with_discussions": "0", + "mapping_days": "189", + "edit_frequency": [ + { + "day": "2013-12-29T00:00:00.000Z", + "count": "16" + }, + { + "day": "2013-12-30T00:00:00.000Z", + "count": "68" + }, + { + "day": "2013-12-31T00:00:00.000Z", + "count": "75" + }, + { + "day": "2014-01-01T00:00:00.000Z", + "count": "145" + }, + { + "day": "2014-01-02T00:00:00.000Z", + "count": "75" + }, + { + "day": 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"2017-06-18T00:00:00.000Z", + "count": "2" + }, + { + "day": "2017-06-25T00:00:00.000Z", + "count": "4" + }, + { + "day": "2017-06-26T00:00:00.000Z", + "count": "16" + }, + { + "day": "2017-06-29T00:00:00.000Z", + "count": "6" + }, + { + "day": "2017-06-30T00:00:00.000Z", + "count": "3" + }, + { + "day": "2017-07-01T00:00:00.000Z", + "count": "12" + }, + { + "day": "2017-07-02T00:00:00.000Z", + "count": "1" + }, + { + "day": "2017-07-07T00:00:00.000Z", + "count": "1" + }, + { + "day": "2017-07-10T00:00:00.000Z", + "count": "17" + } + ] + } +} diff --git a/tests/gabbar/filters/highway.js b/tests/gabbar/filters/highway.js index bf5251b..19c2af7 100644 --- a/tests/gabbar/filters/highway.js +++ b/tests/gabbar/filters/highway.js @@ -41,3 +41,18 @@ test('Get samples with a name modification with forTraining', function (t) { t.end(); }); + +test('Get samples for changeset with a highway but is of geometry type node', function (t) { + let changesetPath = path.join(__dirname, '../../fixtures/changesets/50167186.json'); + let changeset = JSON.parse(fs.readFileSync(changesetPath)); + + let actual; + + actual = getSamples(changeset); + t.equal(actual.length, 0); + + actual = getSamples(changeset, true); + t.equal(actual.length, 1); + + t.end(); +}); From a450ec1d69cc1a189c000dd650754a020e7b2b96 Mon Sep 17 00:00:00 2001 From: Bhargav Kowshik Date: Mon, 10 Jul 2017 19:08:45 +0530 Subject: [PATCH 2/3] Model and notebook without geometry node highways --- documentation/anomaly-detection.md | 11 + gabbar/trained/model.pkl | Bin 108029 -> 106439 bytes notebooks/anomaly_detection.ipynb | 856 +++++++++++++++-------------- 3 files changed, 440 insertions(+), 427 deletions(-) diff --git a/documentation/anomaly-detection.md b/documentation/anomaly-detection.md index c6620a4..501096c 100644 --- a/documentation/anomaly-detection.md +++ b/documentation/anomaly-detection.md @@ -536,6 +536,17 @@ Labelled good 182 1636 Predicted harmful Predicted good Labelled harmful 23 32 Labelled good 38 361 + +# Filtering out node features. +- Training +Predicted harmful Predicted good +Labelled harmful 0 0 +Labelled good 173 1549 + +- Validation +Predicted harmful Predicted good +Labelled harmful 37 16 +Labelled good 36 341 ``` ```bash diff --git a/gabbar/trained/model.pkl b/gabbar/trained/model.pkl index 483dd385273b95557d10b652992d331469d35ba6..f2b5b45440998f8bff764717830b6bdda8d3b828 100644 GIT binary patch literal 106439 zcmV)iK%&2RUc@~KTuk5hV~vC&L`Bx3q!OYyZz{BqlqHmkR;@EdS%xe{_N9m{Sz1M@ zX(1~6k|jjiXWFBbJzM^7UfnS>&lvUpe&+W+A6+x^&OPU@XSwH`8_;E?kDI%rJ>65? z(bLD#V}-k;x~r2H-O~AN-3I_CAib_=~O{_P$sO7@vk-1HFeZAX*~%<9`^pWIL%JBo?Z@)J~T-) zs~-5bKHl!GzP^rhS}y{EZtv;fh2|`x7+xz(7uhV4A ztfbnIJ2~3>uEtwT>xYB)7WmSZ*5AxZ693ZE)@!w|_iA4pR@Tg_8~zQa*KBD6S}SU8 zlC6)gy{{u}plLU&UIYxP+m<#6Rl_Ag&WvdPO1dlFGo0=mY}JK>-N%tO#HwFgGh98q zSK}|NwQX&O{OlR)^4}l3nqXulfxqF6lkG+Kr6~jxL=aWCbsbI7Z1oD49xgqJs#bV; z`TF4F>&>NzHnbJS^Y^syp$#*2AO^_Oc9qu(ADR;0A$>`+$CftSrMpYN+0fKB7Mwm? 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G8-II;4Rwh7aF|4r$^|7Kqa!t^Y-bwDAE@@pd}m zbVwI}s3%T`wBu2IN&OMw?Mbafx54awz;8Pj*qtlcIt#56P;KpUe3R;M+6Li1m7kW2 zSufv?g-6w+bO_P~c%0Nk^U}9fa@lDk+8Gz?OGqh*VE^#{MHykYJLpwe>mb{P_#VY4Y zNU5iY)>*jD{<_4^;crz$E_eKYB+ma=a15c4tk3_dU8DgiH3fv%@G>S`XH`!dJGyr( zAURW_|FkR0B<)*horTs`IG<|tuc^vKItX%mr)z2wbAtD+tg*#=NbrG3hoG12`(-0- zH!_}qwDcO?2kl=@@b{6e`H&7ldIQhxIrq=^nyg53jx5)UqU@Y#_(#q>EVKq|kHRqn zTmu@4!!d0k99u}#g4#*}yi3lQGdH|e)tSZx{e82uZ+T&{DTXK7v+Nsy{*EgPTixqK zsWc$GvdchhJmHWr!g$KaoYME7qigPi`8*8`{p^O6QnKLs84Rx*1|VTtPbrye#qb^+r6`|vgl zrVZFO4E#ys0JWs88b_i_fo>6PKCrq0!rC};u{j)(wfKOsew!N>6mP-t9}y7a&kBf$3=d}cqo&yZeIz%@TVS>d z3}6NO2eYC>BLbqCC~79?V!F3LvoV>0{;VJ-8jPA_4-ezr_>buawRqQ!K%GT1&|nsW z8BX^{EwRU8$FUWG7r3KMtIA%)Uc0supo{RKF2;vyh5hsv=(DjMS_>Wu4yk}$*jQ|^ N-*yFB{0;LJkfxp(6Q%$F diff --git a/notebooks/anomaly_detection.ipynb b/notebooks/anomaly_detection.ipynb index b33434d..3357e23 100644 --- a/notebooks/anomaly_detection.ipynb +++ b/notebooks/anomaly_detection.ipynb @@ -113,7 +113,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "(2272, 15)\n" + "(2152, 15)\n" ] }, { @@ -143,64 +143,64 @@ " \n", " \n", " \n", - " 683\n", - " 47515168\n", + " 404\n", + " 47575734\n", " 1\n", - " 185964339\n", + " 156419561\n", " way\n", " 0\n", " 1\n", " 0\n", - " 5\n", + " 3\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 7001.98\n", - " 0.00e+00\n", + " 1.54e+05\n", + " 0.26\n", " 0\n", " \n", " \n", - " 2199\n", - " 45428203\n", - " 1\n", - " 193562363\n", + " 34\n", + " 48669878\n", + " -1\n", + " 493400015\n", " way\n", " 0\n", " 1\n", " 0\n", - " 5\n", - " 0\n", + " 2\n", " 0\n", " 0\n", + " -11\n", " 0\n", - " 157.14\n", - " 2.56e-02\n", + " 3.86e+08\n", + " 4.41\n", " 0\n", " \n", " \n", - " 2004\n", - " 46477976\n", + " 1477\n", + " 47332182\n", " 1\n", - " 5639467\n", - " relation\n", + " 230536990\n", + " way\n", " 0\n", " 1\n", " 0\n", - " 4\n", + " 3\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 1098.37\n", - " 0.00e+00\n", + " 1.04e+04\n", + " 0.08\n", " 0\n", " \n", " \n", - " 389\n", - " 47643353\n", + " 667\n", + " 47514240\n", " 1\n", - " 19152384\n", + " 276801936\n", " way\n", " 0\n", " 1\n", @@ -210,116 +210,116 @@ " 0\n", " 0\n", " 0\n", - " 1.18\n", - " 7.00e-03\n", + " 2.05e+03\n", + " 0.09\n", " 0\n", " \n", " \n", - " 1549\n", - " 47307997\n", + " 1206\n", + " 47403158\n", " 1\n", - " 332091899\n", + " 4254638\n", " way\n", " 0\n", " 1\n", " 0\n", - " 2\n", + " 7\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 37047.15\n", - " 2.74e-01\n", + " 2.79e+04\n", + " 0.07\n", " 0\n", " \n", " \n", - " 638\n", - " 47531692\n", + " 1308\n", + " 47396441\n", " 1\n", - " 37853643\n", + " 152425775\n", " way\n", " 0\n", " 1\n", " 0\n", - " 11\n", + " 8\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 235.31\n", - " 1.20e-02\n", + " 3.68e+03\n", + " 0.10\n", " 0\n", " \n", " \n", - " 1564\n", - " 47307886\n", + " 1374\n", + " 47361800\n", " 1\n", - " 334204096\n", + " 31352992\n", " way\n", " 0\n", " 1\n", " 0\n", - " 2\n", + " 7\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 28110.97\n", - " 2.52e-01\n", + " 6.01e+04\n", + " 0.07\n", " 0\n", " \n", " \n", - " 22\n", - " 48837544\n", - " -1\n", - " 7541058\n", + " 60\n", + " 48448356\n", + " 1\n", + " 491741530\n", " way\n", " 0\n", " 1\n", " 0\n", - " 11\n", + " 2\n", + " 0\n", " 0\n", " 0\n", - " -2\n", " 0\n", - " 6288.84\n", - " 8.77e-02\n", + " 8.42e+01\n", + " 0.02\n", " 0\n", " \n", " \n", - " 495\n", - " 47540276\n", + " 972\n", + " 47455830\n", " 1\n", - " 54380529\n", + " 23037501\n", " way\n", " 0\n", " 1\n", " 0\n", - " 4\n", + " 11\n", " 0\n", " 0\n", " 0\n", " 0\n", - " 1360.13\n", - " 4.53e-02\n", + " 7.81e+03\n", + " 0.08\n", " 0\n", " \n", " \n", - " 248\n", - " 47934663\n", + " 316\n", + " 47681593\n", " 1\n", - " 487836190\n", + " 134823721\n", " way\n", " 0\n", " 1\n", " 0\n", - " 3\n", + " 2\n", + " 0\n", " 0\n", " 0\n", - " 1\n", " 0\n", - " 3540.37\n", - " 3.22e-02\n", + " 3.25e+02\n", + " 0.03\n", " 0\n", " \n", " \n", @@ -328,52 +328,52 @@ ], "text/plain": [ " changeset_id changeset_harmful feature_id feature_type action_create \\\n", - "683 47515168 1 185964339 way 0 \n", - "2199 45428203 1 193562363 way 0 \n", - "2004 46477976 1 5639467 relation 0 \n", - "389 47643353 1 19152384 way 0 \n", - "1549 47307997 1 332091899 way 0 \n", - "638 47531692 1 37853643 way 0 \n", - "1564 47307886 1 334204096 way 0 \n", - "22 48837544 -1 7541058 way 0 \n", - "495 47540276 1 54380529 way 0 \n", - "248 47934663 1 487836190 way 0 \n", + "404 47575734 1 156419561 way 0 \n", + "34 48669878 -1 493400015 way 0 \n", + "1477 47332182 1 230536990 way 0 \n", + "667 47514240 1 276801936 way 0 \n", + "1206 47403158 1 4254638 way 0 \n", + "1308 47396441 1 152425775 way 0 \n", + "1374 47361800 1 31352992 way 0 \n", + "60 48448356 1 491741530 way 0 \n", + "972 47455830 1 23037501 way 0 \n", + "316 47681593 1 134823721 way 0 \n", "\n", " action_modify action_delete feature_version highway_tag_created \\\n", - "683 1 0 5 0 \n", - "2199 1 0 5 0 \n", - "2004 1 0 4 0 \n", - "389 1 0 3 0 \n", - "1549 1 0 2 0 \n", - "638 1 0 11 0 \n", - "1564 1 0 2 0 \n", - "22 1 0 11 0 \n", - "495 1 0 4 0 \n", - "248 1 0 3 0 \n", + "404 1 0 3 0 \n", + "34 1 0 2 0 \n", + "1477 1 0 3 0 \n", + "667 1 0 3 0 \n", + "1206 1 0 7 0 \n", + "1308 1 0 8 0 \n", + "1374 1 0 7 0 \n", + "60 1 0 2 0 \n", + "972 1 0 11 0 \n", + "316 1 0 2 0 \n", "\n", " highway_tag_deleted highway_value_difference primary_tags_difference \\\n", - "683 0 0 0 \n", - "2199 0 0 0 \n", - "2004 0 0 0 \n", - "389 0 0 0 \n", - "1549 0 0 0 \n", - "638 0 0 0 \n", - "1564 0 0 0 \n", - "22 0 -2 0 \n", - "495 0 0 0 \n", - "248 0 1 0 \n", + "404 0 0 0 \n", + "34 0 -11 0 \n", + "1477 0 0 0 \n", + "667 0 0 0 \n", + "1206 0 0 0 \n", + "1308 0 0 0 \n", + "1374 0 0 0 \n", + "60 0 0 0 \n", + "972 0 0 0 \n", + "316 0 0 0 \n", "\n", " area_of_feature_bbox length_of_longest_segment feature_name_touched \n", - "683 7001.98 0.00e+00 0 \n", - "2199 157.14 2.56e-02 0 \n", - "2004 1098.37 0.00e+00 0 \n", - "389 1.18 7.00e-03 0 \n", - "1549 37047.15 2.74e-01 0 \n", - "638 235.31 1.20e-02 0 \n", - "1564 28110.97 2.52e-01 0 \n", - "22 6288.84 8.77e-02 0 \n", - "495 1360.13 4.53e-02 0 \n", - "248 3540.37 3.22e-02 0 " + "404 1.54e+05 0.26 0 \n", + "34 3.86e+08 4.41 0 \n", + "1477 1.04e+04 0.08 0 \n", + "667 2.05e+03 0.09 0 \n", + "1206 2.79e+04 0.07 0 \n", + "1308 3.68e+03 0.10 0 \n", + "1374 6.01e+04 0.07 0 \n", + "60 8.42e+01 0.02 0 \n", + "972 7.81e+03 0.08 0 \n", + "316 3.25e+02 0.03 0 " ] }, "execution_count": 8, @@ -399,8 +399,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Shape before dropping duplicates: (2272, 15)\n", - "Shape after dropping duplicates: (2272, 15)\n" + "Shape before dropping duplicates: (2152, 15)\n", + "Shape after dropping duplicates: (2152, 15)\n" ] } ], @@ -443,60 +443,60 @@ " \n", " \n", " count\n", - " 2.27e+03\n", - " 2272.00\n", - " 2.27e+03\n", - " 2.27e+03\n", - " 2272.00\n", - " 2272.0\n", - " 2272.00\n", - " 2272.00\n", - " 2272.00\n", - " 2272.00\n", - " 2272.00\n", - " 2.27e+03\n", - " 2272.00\n", - " 2.27e+03\n", + " 2.15e+03\n", + " 2152.00\n", + " 2.15e+03\n", + " 2.15e+03\n", + " 2152.00\n", + " 2152.0\n", + " 2152.00\n", + " 2152.00\n", + " 2152.00\n", + " 2152.00\n", + " 2152.00\n", + " 2.15e+03\n", + " 2152.00\n", + " 2.15e+03\n", " \n", " \n", " mean\n", " 4.73e+07\n", " 0.95\n", - " 2.75e+08\n", - " 2.64e-03\n", + " 1.80e+08\n", + " 2.79e-03\n", " 1.00\n", " 0.0\n", - " 6.07\n", - " 0.71\n", + " 6.10\n", + " 0.60\n", " 0.36\n", " 0.04\n", - " 0.04\n", - " 1.66e+07\n", - " 0.16\n", - " 4.40e-04\n", + " 0.02\n", + " 1.76e+07\n", + " 0.17\n", + " 4.65e-04\n", " \n", " \n", " std\n", - " 6.79e+05\n", + " 6.57e+05\n", " 0.31\n", - " 5.94e+08\n", - " 5.13e-02\n", + " 1.64e+08\n", + " 5.27e-02\n", " 0.05\n", " 0.0\n", - " 5.32\n", - " 4.34\n", - " 3.25\n", - " 2.20\n", - " 0.24\n", - " 3.24e+08\n", - " 1.07\n", - " 2.10e-02\n", + " 5.35\n", + " 4.21\n", + " 3.31\n", + " 2.23\n", + " 0.18\n", + " 3.33e+08\n", + " 1.10\n", + " 2.16e-02\n", " \n", " \n", " min\n", " 4.48e+07\n", " -1.00\n", - " 1.73e+05\n", + " 2.08e+06\n", " 0.00e+00\n", " 0.00\n", " 0.0\n", @@ -505,7 +505,7 @@ " 0.00\n", " -26.00\n", " -1.00\n", - " 0.00e+00\n", + " 1.76e-02\n", " 0.00\n", " 0.00e+00\n", " \n", @@ -513,7 +513,7 @@ " 25%\n", " 4.73e+07\n", " 1.00\n", - " 2.89e+07\n", + " 2.81e+07\n", " 0.00e+00\n", " 1.00\n", " 0.0\n", @@ -522,15 +522,15 @@ " 0.00\n", " 0.00\n", " 0.00\n", - " 3.91e+02\n", - " 0.02\n", + " 5.44e+02\n", + " 0.03\n", " 0.00e+00\n", " \n", " \n", " 50%\n", " 4.74e+07\n", " 1.00\n", - " 1.48e+08\n", + " 1.35e+08\n", " 0.00e+00\n", " 1.00\n", " 0.0\n", @@ -539,7 +539,7 @@ " 0.00\n", " 0.00\n", " 0.00\n", - " 3.24e+03\n", + " 3.99e+03\n", " 0.06\n", " 0.00e+00\n", " \n", @@ -547,7 +547,7 @@ " 75%\n", " 4.75e+07\n", " 1.00\n", - " 3.34e+08\n", + " 3.29e+08\n", " 0.00e+00\n", " 1.00\n", " 0.0\n", @@ -556,7 +556,7 @@ " 0.00\n", " 0.00\n", " 0.00\n", - " 2.25e+04\n", + " 2.50e+04\n", " 0.11\n", " 0.00e+00\n", " \n", @@ -564,7 +564,7 @@ " max\n", " 4.97e+07\n", " 1.00\n", - " 4.85e+09\n", + " 5.01e+08\n", " 1.00e+00\n", " 1.00\n", " 0.0\n", @@ -583,19 +583,19 @@ ], "text/plain": [ " changeset_id changeset_harmful feature_id action_create \\\n", - "count 2.27e+03 2272.00 2.27e+03 2.27e+03 \n", - "mean 4.73e+07 0.95 2.75e+08 2.64e-03 \n", - "std 6.79e+05 0.31 5.94e+08 5.13e-02 \n", - "min 4.48e+07 -1.00 1.73e+05 0.00e+00 \n", - "25% 4.73e+07 1.00 2.89e+07 0.00e+00 \n", - "50% 4.74e+07 1.00 1.48e+08 0.00e+00 \n", - "75% 4.75e+07 1.00 3.34e+08 0.00e+00 \n", - "max 4.97e+07 1.00 4.85e+09 1.00e+00 \n", + "count 2.15e+03 2152.00 2.15e+03 2.15e+03 \n", + "mean 4.73e+07 0.95 1.80e+08 2.79e-03 \n", + "std 6.57e+05 0.31 1.64e+08 5.27e-02 \n", + "min 4.48e+07 -1.00 2.08e+06 0.00e+00 \n", + "25% 4.73e+07 1.00 2.81e+07 0.00e+00 \n", + "50% 4.74e+07 1.00 1.35e+08 0.00e+00 \n", + "75% 4.75e+07 1.00 3.29e+08 0.00e+00 \n", + "max 4.97e+07 1.00 5.01e+08 1.00e+00 \n", "\n", " action_modify action_delete feature_version highway_tag_created \\\n", - "count 2272.00 2272.0 2272.00 2272.00 \n", - "mean 1.00 0.0 6.07 0.71 \n", - "std 0.05 0.0 5.32 4.34 \n", + "count 2152.00 2152.0 2152.00 2152.00 \n", + "mean 1.00 0.0 6.10 0.60 \n", + "std 0.05 0.0 5.35 4.21 \n", "min 0.00 0.0 2.00 0.00 \n", "25% 1.00 0.0 3.00 0.00 \n", "50% 1.00 0.0 4.00 0.00 \n", @@ -603,9 +603,9 @@ "max 1.00 0.0 62.00 42.00 \n", "\n", " highway_tag_deleted highway_value_difference primary_tags_difference \\\n", - "count 2272.00 2272.00 2272.00 \n", - "mean 0.36 0.04 0.04 \n", - "std 3.25 2.20 0.24 \n", + "count 2152.00 2152.00 2152.00 \n", + "mean 0.36 0.04 0.02 \n", + "std 3.31 2.23 0.18 \n", "min 0.00 -26.00 -1.00 \n", "25% 0.00 0.00 0.00 \n", "50% 0.00 0.00 0.00 \n", @@ -613,13 +613,13 @@ "max 42.00 22.00 3.00 \n", "\n", " area_of_feature_bbox length_of_longest_segment feature_name_touched \n", - "count 2.27e+03 2272.00 2.27e+03 \n", - "mean 1.66e+07 0.16 4.40e-04 \n", - "std 3.24e+08 1.07 2.10e-02 \n", - "min 0.00e+00 0.00 0.00e+00 \n", - "25% 3.91e+02 0.02 0.00e+00 \n", - "50% 3.24e+03 0.06 0.00e+00 \n", - "75% 2.25e+04 0.11 0.00e+00 \n", + "count 2.15e+03 2152.00 2.15e+03 \n", + "mean 1.76e+07 0.17 4.65e-04 \n", + "std 3.33e+08 1.10 2.16e-02 \n", + "min 1.76e-02 0.00 0.00e+00 \n", + "25% 5.44e+02 0.03 0.00e+00 \n", + "50% 3.99e+03 0.06 0.00e+00 \n", + "75% 2.50e+04 0.11 0.00e+00 \n", "max 1.28e+10 30.89 1.00e+00 " ] }, @@ -640,17 +640,17 @@ { "data": { "text/plain": [ - "changeset_id 1.08e+11\n", - "changeset_harmful 2.16e+03\n", - "feature_id 6.24e+11\n", + "changeset_id 1.02e+11\n", + "changeset_harmful 2.05e+03\n", + "feature_id 3.87e+11\n", "action_create 6.00e+00\n", - "action_modify 2.27e+03\n", + "action_modify 2.15e+03\n", "action_delete 0.00e+00\n", - "feature_version 1.38e+04\n", - "highway_tag_created 1.62e+03\n", - "highway_tag_deleted 8.21e+02\n", - "highway_value_difference 9.10e+01\n", - "primary_tags_difference 8.00e+01\n", + "feature_version 1.31e+04\n", + "highway_tag_created 1.29e+03\n", + "highway_tag_deleted 7.79e+02\n", + "highway_value_difference 9.40e+01\n", + "primary_tags_difference 4.20e+01\n", "area_of_feature_bbox 3.78e+10\n", "length_of_longest_segment 3.62e+02\n", "feature_name_touched 1.00e+00\n", @@ -675,8 +675,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Total inliers: (2217, 15)\n", - "Total outliers: (55, 15)\n" + "Total inliers: (2099, 15)\n", + "Total outliers: (53, 15)\n" ] } ], @@ -697,9 +697,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Training dataset (only inliers): (1818, 15)\n", - "Validation dataset (only inliers): (399, 15)\n", - "Validation dataset (inliers + outliers): (454, 15)\n" + "Training dataset (only inliers): (1722, 15)\n", + "Validation dataset (only inliers): (377, 15)\n", + "Validation dataset (inliers + outliers): (430, 15)\n" ] } ], @@ -767,7 +767,9 @@ { "cell_type": "code", "execution_count": 16, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "training['prediction'] = model.predict(X)\n", @@ -821,8 +823,8 @@ " \n", " \n", " Labelled good\n", - " 182\n", - " 1636\n", + " 173\n", + " 1549\n", " \n", " \n", "\n", @@ -831,7 +833,7 @@ "text/plain": [ " Predicted harmful Predicted good\n", "Labelled harmful 0 0\n", - "Labelled good 182 1636" + "Labelled good 173 1549" ] }, "execution_count": 18, @@ -857,9 +859,9 @@ " precision recall f1-score support\n", "\n", " -1 0.00 0.00 0.00 0\n", - " 1 1.00 0.90 0.95 1818\n", + " 1 1.00 0.90 0.95 1722\n", "\n", - "avg / total 1.00 0.90 0.95 1818\n", + "avg / total 1.00 0.90 0.95 1722\n", "\n" ] } @@ -888,7 +890,7 @@ " \n", " \n", " count\n", - " 1818.00\n", + " 1722.00\n", " \n", " \n", " mean\n", @@ -896,7 +898,7 @@ " \n", " \n", " std\n", - " 0.07\n", + " 0.06\n", " \n", " \n", " min\n", @@ -904,11 +906,11 @@ " \n", " \n", " 25%\n", - " 0.17\n", + " 0.16\n", " \n", " \n", " 50%\n", - " 0.19\n", + " 0.18\n", " \n", " \n", " 75%\n", @@ -924,12 +926,12 @@ ], "text/plain": [ " score\n", - "count 1818.00\n", + "count 1722.00\n", "mean 0.16\n", - "std 0.07\n", + "std 0.06\n", "min -0.27\n", - "25% 0.17\n", - "50% 0.19\n", + "25% 0.16\n", + "50% 0.18\n", "75% 0.19\n", "max 0.19" ] @@ -940,9 +942,9 @@ }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": { @@ -979,8 +981,8 @@ "data": { "text/plain": [ "changeset_harmful\n", - "-1 55\n", - " 1 399\n", + "-1 53\n", + " 1 377\n", "dtype: int64" ] }, @@ -1039,13 +1041,13 @@ " \n", " \n", " Labelled harmful\n", - " 36\n", - " 19\n", + " 37\n", + " 16\n", " \n", " \n", " Labelled good\n", - " 41\n", - " 358\n", + " 36\n", + " 341\n", " \n", " \n", "\n", @@ -1053,8 +1055,8 @@ ], "text/plain": [ " Predicted harmful Predicted good\n", - "Labelled harmful 36 19\n", - "Labelled good 41 358" + "Labelled harmful 37 16\n", + "Labelled good 36 341" ] }, "execution_count": 24, @@ -1079,10 +1081,10 @@ "text": [ " precision recall f1-score support\n", "\n", - " -1 0.47 0.65 0.55 55\n", - " 1 0.95 0.90 0.92 399\n", + " -1 0.51 0.70 0.59 53\n", + " 1 0.96 0.90 0.93 377\n", "\n", - "avg / total 0.89 0.87 0.88 454\n", + "avg / total 0.90 0.88 0.89 430\n", "\n" ] } @@ -1111,7 +1113,7 @@ " \n", " \n", " count\n", - " 454.00\n", + " 430.00\n", " \n", " \n", " mean\n", @@ -1123,11 +1125,11 @@ " \n", " \n", " min\n", - " -0.24\n", + " -0.25\n", " \n", " \n", " 25%\n", - " 0.15\n", + " 0.14\n", " \n", " \n", " 50%\n", @@ -1147,11 +1149,11 @@ ], "text/plain": [ " score\n", - "count 454.00\n", + "count 430.00\n", "mean 0.14\n", "std 0.09\n", - "min -0.24\n", - "25% 0.15\n", + "min -0.25\n", + "25% 0.14\n", "50% 0.18\n", "75% 0.19\n", "max 0.19" @@ -1163,15 +1165,15 @@ }, { "data": { - "image/png": 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AAAASIhQGAAAAAEiIUBgAAAAAICFCYQAAAACAhAiFAQAA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\nREQsXry4wau7Z8+eHVmWxYABAwq+74EHHlh3/+um9FCWZVF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0\n", " 0\n", " 0\n", " 0\n", - " 34223.55\n", - " 0.08\n", + " 12.45\n", + " 0.00e+00\n", " 0\n", " \n", " \n", @@ -1426,52 +1428,52 @@ ], "text/plain": [ " changeset_id changeset_harmful feature_id feature_type action_create \\\n", - "170 49173915 NaN 4890387622 node 1 \n", - "157 49174472 NaN 66730509 way 0 \n", - "83 49177219 NaN 49455864 way 0 \n", - "93 49176720 NaN 125299795 way 0 \n", - "137 49175123 NaN 497489531 way 0 \n", - "64 49177883 NaN 437292804 way 0 \n", - "81 49177247 NaN 207759084 way 0 \n", - "114 49176060 NaN 136990669 way 0 \n", - "62 49177914 NaN 109724035 way 0 \n", - "106 49176254 NaN 383568919 way 0 \n", + "156 49173584 NaN 202305617 way 0 \n", + "225 49171835 NaN 311632827 way 0 \n", + "243 49171344 NaN 118631892 way 0 \n", + "91 49176643 NaN 198877204 way 0 \n", + "97 49176385 NaN 447119456 way 0 \n", + "198 49172388 NaN 83537207 way 0 \n", + "50 49178363 NaN 309626776 way 0 \n", + "67 49177712 NaN 462182357 way 0 \n", + "147 49174264 NaN 6150943 way 0 \n", + "115 49175728 NaN 491181958 way 0 \n", "\n", " action_modify action_delete feature_version highway_tag_created \\\n", - "170 0 0 1 7 \n", - "157 1 0 13 0 \n", - "83 1 0 9 0 \n", - "93 1 0 6 0 \n", - "137 1 0 2 0 \n", - "64 1 0 3 0 \n", - "81 1 0 4 0 \n", - "114 1 0 8 0 \n", - "62 1 0 2 0 \n", - "106 1 0 2 0 \n", + "156 1 0 5 0 \n", + "225 1 0 2 0 \n", + "243 1 0 5 0 \n", + "91 1 0 4 0 \n", + "97 1 0 3 0 \n", + "198 1 0 2 0 \n", + "50 1 0 3 0 \n", + "67 1 0 2 0 \n", + "147 1 0 6 0 \n", + "115 1 0 4 0 \n", "\n", " highway_tag_deleted highway_value_difference primary_tags_difference \\\n", - "170 0 0 1 \n", - "157 0 0 0 \n", - "83 0 0 0 \n", - "93 0 0 0 \n", - "137 0 0 0 \n", - "64 0 0 0 \n", - "81 0 0 0 \n", - "114 0 0 0 \n", - "62 0 1 0 \n", - "106 0 0 0 \n", + "156 0 0 0 \n", + "225 0 0 0 \n", + "243 0 0 0 \n", + "91 0 0 0 \n", + "97 0 0 0 \n", + "198 0 -1 0 \n", + "50 0 -1 0 \n", + "67 0 0 0 \n", + "147 0 0 0 \n", + "115 0 0 0 \n", "\n", " area_of_feature_bbox length_of_longest_segment feature_name_touched \n", - "170 0.00 0.00 0 \n", - "157 32688.76 0.06 0 \n", - "83 43161.67 0.07 0 \n", - "93 1066.76 0.17 0 \n", - "137 14062.08 0.09 0 \n", - "64 59725.69 0.03 0 \n", - "81 74643.49 0.06 0 \n", - "114 156.06 0.07 0 \n", - "62 20109.72 0.15 0 \n", - "106 34223.55 0.08 0 " + "156 24559.06 1.23e-01 0 \n", + "225 122.33 8.50e-03 0 \n", + "243 3817.23 2.70e-02 0 \n", + "91 20681.42 1.24e-01 0 \n", + "97 20420.57 4.99e-02 0 \n", + "198 673.00 3.73e-02 0 \n", + "50 284.28 2.75e-02 0 \n", + "67 43272.35 2.68e-02 0 \n", + "147 5877.39 4.00e-01 0 \n", + "115 12.45 0.00e+00 0 " ] }, "execution_count": 28, @@ -1494,8 +1496,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Shape before dropping duplicates: (288, 15)\n", - "Shape after dropping duplicates: (288, 15)\n" + "Shape before dropping duplicates: (260, 15)\n", + "Shape after dropping duplicates: (260, 15)\n" ] } ], @@ -1550,54 +1552,54 @@ " \n", " \n", " count\n", - " 2.88e+02\n", + " 2.60e+02\n", " 0.0\n", - " 2.88e+02\n", - " 288.00\n", - " 288.00\n", - " 288.00\n", - " 288.00\n", - " 288.00\n", - " 288.00\n", - " 288.00\n", - " 288.00\n", - " 2.88e+02\n", - " 288.00\n", - " 288.00\n", + " 2.60e+02\n", + " 260.00\n", + " 260.00\n", + " 260.00\n", + " 260.00\n", + " 260.00\n", + " 260.00\n", + " 260.00\n", + " 260.00\n", + " 2.60e+02\n", + " 260.00\n", + " 2.60e+02\n", " \n", " \n", " mean\n", " 4.92e+07\n", " NaN\n", - " 5.11e+08\n", - " 0.04\n", - " 0.95\n", + " 2.63e+08\n", + " 0.02\n", + " 0.97\n", " 0.01\n", - " 4.67\n", - " 1.65\n", - " 1.28\n", - " -0.89\n", - " 0.06\n", - " 2.69e+06\n", - " 0.11\n", + " 4.72\n", + " 1.42\n", + " 1.32\n", + " -0.99\n", " 0.01\n", + " 2.98e+06\n", + " 0.12\n", + " 3.85e-03\n", " \n", " \n", " std\n", - " 2.88e+03\n", + " 2.93e+03\n", " NaN\n", - " 1.02e+09\n", - " 0.19\n", - " 0.22\n", - " 0.12\n", + " 1.77e+08\n", + " 0.15\n", + " 0.18\n", + " 0.11\n", " 3.92\n", - " 6.43\n", - " 6.26\n", - " 4.67\n", - " 0.37\n", - " 2.57e+07\n", - " 0.26\n", - " 0.12\n", + " 6.47\n", + " 6.50\n", + " 4.90\n", + " 0.28\n", + " 2.70e+07\n", + " 0.27\n", + " 6.20e-02\n", " \n", " \n", " min\n", @@ -1612,15 +1614,15 @@ " 0.00\n", " -35.00\n", " -1.00\n", - " 0.00e+00\n", - " 0.00\n", + " 1.95e+00\n", " 0.00\n", + " 0.00e+00\n", " \n", " \n", " 25%\n", " 4.92e+07\n", " NaN\n", - " 1.03e+08\n", + " 9.83e+07\n", " 0.00\n", " 1.00\n", " 0.00\n", @@ -1629,15 +1631,15 @@ " 0.00\n", " 0.00\n", " 0.00\n", - " 4.09e+02\n", - " 0.02\n", - " 0.00\n", + " 9.02e+02\n", + " 0.03\n", + " 0.00e+00\n", " \n", " \n", " 50%\n", " 4.92e+07\n", " NaN\n", - " 3.05e+08\n", + " 2.56e+08\n", " 0.00\n", " 1.00\n", " 0.00\n", @@ -1646,15 +1648,15 @@ " 0.00\n", " 0.00\n", " 0.00\n", - " 4.57e+03\n", - " 0.05\n", - " 0.00\n", + " 6.61e+03\n", + " 0.06\n", + " 0.00e+00\n", " \n", " \n", " 75%\n", " 4.92e+07\n", " NaN\n", - " 4.54e+08\n", + " 4.39e+08\n", " 0.00\n", " 1.00\n", " 0.00\n", @@ -1663,15 +1665,15 @@ " 0.00\n", " 0.00\n", " 0.00\n", - " 3.82e+04\n", - " 0.10\n", - " 0.00\n", + " 4.30e+04\n", + " 0.12\n", + " 0.00e+00\n", " \n", " \n", " max\n", " 4.92e+07\n", " NaN\n", - " 4.89e+09\n", + " 4.98e+08\n", " 1.00\n", " 1.00\n", " 1.00\n", @@ -1679,10 +1681,10 @@ " 41.00\n", " 37.00\n", " 16.00\n", - " 2.00\n", + " 1.00\n", " 4.04e+08\n", " 3.02\n", - " 1.00\n", + " 1.00e+00\n", " \n", " \n", "\n", @@ -1690,19 +1692,19 @@ ], "text/plain": [ " changeset_id changeset_harmful feature_id action_create \\\n", - "count 2.88e+02 0.0 2.88e+02 288.00 \n", - "mean 4.92e+07 NaN 5.11e+08 0.04 \n", - "std 2.88e+03 NaN 1.02e+09 0.19 \n", + "count 2.60e+02 0.0 2.60e+02 260.00 \n", + "mean 4.92e+07 NaN 2.63e+08 0.02 \n", + "std 2.93e+03 NaN 1.77e+08 0.15 \n", "min 4.92e+07 NaN 4.31e+06 0.00 \n", - "25% 4.92e+07 NaN 1.03e+08 0.00 \n", - "50% 4.92e+07 NaN 3.05e+08 0.00 \n", - "75% 4.92e+07 NaN 4.54e+08 0.00 \n", - "max 4.92e+07 NaN 4.89e+09 1.00 \n", + "25% 4.92e+07 NaN 9.83e+07 0.00 \n", + "50% 4.92e+07 NaN 2.56e+08 0.00 \n", + "75% 4.92e+07 NaN 4.39e+08 0.00 \n", + "max 4.92e+07 NaN 4.98e+08 1.00 \n", "\n", " action_modify action_delete feature_version highway_tag_created \\\n", - "count 288.00 288.00 288.00 288.00 \n", - "mean 0.95 0.01 4.67 1.65 \n", - "std 0.22 0.12 3.92 6.43 \n", + "count 260.00 260.00 260.00 260.00 \n", + "mean 0.97 0.01 4.72 1.42 \n", + "std 0.18 0.11 3.92 6.47 \n", "min 0.00 0.00 1.00 0.00 \n", "25% 1.00 0.00 2.00 0.00 \n", "50% 1.00 0.00 3.00 0.00 \n", @@ -1710,24 +1712,24 @@ "max 1.00 1.00 28.00 41.00 \n", "\n", " highway_tag_deleted highway_value_difference primary_tags_difference \\\n", - "count 288.00 288.00 288.00 \n", - "mean 1.28 -0.89 0.06 \n", - "std 6.26 4.67 0.37 \n", + "count 260.00 260.00 260.00 \n", + "mean 1.32 -0.99 0.01 \n", + "std 6.50 4.90 0.28 \n", "min 0.00 -35.00 -1.00 \n", "25% 0.00 0.00 0.00 \n", "50% 0.00 0.00 0.00 \n", "75% 0.00 0.00 0.00 \n", - "max 37.00 16.00 2.00 \n", + "max 37.00 16.00 1.00 \n", "\n", " area_of_feature_bbox length_of_longest_segment feature_name_touched \n", - "count 2.88e+02 288.00 288.00 \n", - "mean 2.69e+06 0.11 0.01 \n", - "std 2.57e+07 0.26 0.12 \n", - "min 0.00e+00 0.00 0.00 \n", - "25% 4.09e+02 0.02 0.00 \n", - "50% 4.57e+03 0.05 0.00 \n", - "75% 3.82e+04 0.10 0.00 \n", - "max 4.04e+08 3.02 1.00 " + "count 2.60e+02 260.00 2.60e+02 \n", + "mean 2.98e+06 0.12 3.85e-03 \n", + "std 2.70e+07 0.27 6.20e-02 \n", + "min 1.95e+00 0.00 0.00e+00 \n", + "25% 9.02e+02 0.03 0.00e+00 \n", + "50% 6.61e+03 0.06 0.00e+00 \n", + "75% 4.30e+04 0.12 0.00e+00 \n", + "max 4.04e+08 3.02 1.00e+00 " ] }, "execution_count": 31, @@ -1747,20 +1749,20 @@ { "data": { "text/plain": [ - "changeset_id 1.42e+10\n", + "changeset_id 1.28e+10\n", "changeset_harmful 0.00e+00\n", - "feature_id 1.47e+11\n", - "action_create 1.10e+01\n", - "action_modify 2.73e+02\n", - "action_delete 4.00e+00\n", - "feature_version 1.34e+03\n", - "highway_tag_created 4.74e+02\n", - "highway_tag_deleted 3.70e+02\n", - "highway_value_difference -2.57e+02\n", - "primary_tags_difference 1.70e+01\n", + "feature_id 6.83e+10\n", + "action_create 6.00e+00\n", + "action_modify 2.51e+02\n", + "action_delete 3.00e+00\n", + "feature_version 1.23e+03\n", + "highway_tag_created 3.70e+02\n", + "highway_tag_deleted 3.44e+02\n", + "highway_value_difference -2.58e+02\n", + "primary_tags_difference 3.00e+00\n", "area_of_feature_bbox 7.75e+08\n", "length_of_longest_segment 3.24e+01\n", - "feature_name_touched 4.00e+00\n", + "feature_name_touched 1.00e+00\n", "dtype: float64" ] }, @@ -1808,9 +1810,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Predicted good: 221\n", - "Predicted harmful: 67\n", - "Percentage harmful: 23.26%\n" + "Predicted good: 206\n", + "Predicted harmful: 54\n", + "Percentage harmful: 20.77%\n" ] } ], @@ -1843,7 +1845,7 @@ " \n", " \n", " count\n", - " 288.00\n", + " 260.00\n", " \n", " \n", " mean\n", @@ -1851,11 +1853,11 @@ " \n", " \n", " std\n", - " 0.10\n", + " 0.09\n", " \n", " \n", " min\n", - " -0.20\n", + " -0.23\n", " \n", " \n", " 25%\n", @@ -1879,10 +1881,10 @@ ], "text/plain": [ " score\n", - "count 288.00\n", + "count 260.00\n", "mean 0.13\n", - "std 0.10\n", - "min -0.20\n", + "std 0.09\n", + "min -0.23\n", "25% 0.12\n", "50% 0.18\n", "75% 0.19\n", @@ -1895,9 +1897,9 @@ }, { "data": { - "image/png": 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CKcZeu/fee2PixIkNzq3Kysq49957m1wbhZGr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\n5ZU4++yz429/+1skSRJnnnlm3HLLLXWe/RtRXHNNKNzCHHH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"text/plain": [ - "" + "" ] }, "metadata": { From 4c464d7b5c153795d75481dc89a95f5ad8059bd3 Mon Sep 17 00:00:00 2001 From: Bhargav Kowshik Date: Mon, 10 Jul 2017 19:10:09 +0530 Subject: [PATCH 3/3] Bump up version of gabbar --- VERSION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/VERSION b/VERSION index b616048..844f6a9 100644 --- a/VERSION +++ b/VERSION @@ -1 +1 @@ -0.6.2 +0.6.3